{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "39398fa4",
"metadata": {},
"source": [
"# Career trajectories at Circus Oz\n",
"\n",
"\n",
"\n",
"This is an exploratory data analysis of collected data from Circus Oz. The main focus will be around gender, roles and temporal relationships.\n",
"\n",
"The data consists of...\n",
"- event records with attached dates\n",
"- person records for each event\n",
"- each person record contains data on gender and role type\n",
"\n",
"Data has been collected between 1977 to 2022, however we focus only on data between **1977 to 2009** as this period holds the richest records."
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "ab57e010",
"metadata": {},
"source": [
"### Import packages and pre-process data"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "79ff433e",
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# # for data mgmt\n",
"# import pandas as pd\n",
"# import numpy as np\n",
"# from collections import Counter\n",
"# import re\n",
"\n",
"# # for plotting\n",
"# import matplotlib.pyplot as plt\n",
"# import seaborn as sns\n",
"# sns.set_theme(style=\"white\") \n",
"\n",
"# import plotly.express as px\n",
"# import plotly.graph_objects as go\n",
"\n",
"# # for network graphs\n",
"# import networkx as nx\n",
"# from pyvis import network as net\n",
"# from IPython.display import IFrame\n",
"\n",
"# # for statistical processes\n",
"# from mlxtend.preprocessing import TransactionEncoder\n",
"# from mlxtend.frequent_patterns import apriori, association_rules\n",
"# from scipy.stats import pareto\n",
"\n",
"# import warnings\n",
"# warnings.filterwarnings(\"ignore\")\n",
"\n",
"# # df = pd.read_excel('data/23 Nov_Circus Oz_MasterList-RoleCategories_1978-2009_Clean.xlsx')\n",
"# # endcol = '(TBC)_VENUE.TYPE'\n",
"\n",
"# # df = pd.read_excel('data/22 Feb - CircusOz_MasterList-RoleCategories_1978-2009_Clean.xlsx')\n",
"# # endcol = 'VENUE_(TBC)'\n",
"\n",
"# df = pd.read_excel('data/data_analysis/CircusOz.xlsx')\n",
"# endcol = 'VENUE_(TBC)'\n",
"\n",
"# # remove redundant rows\n",
"# df = df[~df['PERSON.NUMBER'].isnull()]\n",
"\n",
"# # assign event number to each related person\n",
"# for idx,row in df.iterrows():\n",
"# if pd.isnull(row['EVENT.NUMBER']): \n",
"# for col, val in row_dict.items(): df.at[idx, col] = val\n",
"# else: \n",
"# row_dict = row.loc[\"EVENT.NUMBER\":endcol].to_dict()\n",
" \n",
"# # create separate events dataset\n",
"# events_df = df.loc[:,\"EVENT.NUMBER\":endcol]\\\n",
"# .drop_duplicates()\\\n",
"# .reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "b0d32278",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# for data mgmt\n",
"import json\n",
"import pandas as pd\n",
"import numpy as np\n",
"from collections import Counter\n",
"from datetime import datetime\n",
"import re\n",
"import os, requests, gzip, io\n",
"import ast\n",
"\n",
"# for plotting\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_theme(style=\"white\") \n",
"\n",
"import plotly.express as px\n",
"import plotly.graph_objects as go\n",
"\n",
"# for network graphs\n",
"import networkx as nx\n",
"from pyvis import network as net\n",
"from IPython.display import IFrame\n",
"\n",
"# for statistical processes\n",
"from mlxtend.preprocessing import TransactionEncoder\n",
"from mlxtend.frequent_patterns import apriori, association_rules\n",
"from scipy.stats import pareto\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"def fetch_small_data_from_github(fname):\n",
" url = f\"https://raw.githubusercontent.com/acd-engine/jupyterbook/master/data/analysis/{fname}\"\n",
" if 'xlsx' in fname: return pd.read_excel(url)\n",
" else:\n",
" response = requests.get(url)\n",
" rawdata = response.content.decode('utf-8')\n",
" return pd.read_csv(io.StringIO(rawdata))\n",
"\n",
"# df = pd.read_excel('data/22 Feb - CircusOz_MasterList-RoleCategories_1978-2009_Clean.xlsx')\n",
"df = fetch_small_data_from_github('CircusOz.xlsx')\n",
"endcol = 'VENUE_(TBC)'\n",
"\n",
"# remove redundant rows\n",
"df = df[~df['PERSON.NUMBER'].isnull()]\n",
"\n",
"# assign event number to each related person\n",
"for idx,row in df.iterrows():\n",
" if pd.isnull(row['EVENT.NUMBER']): \n",
" for col, val in row_dict.items(): df.at[idx, col] = val\n",
" else: \n",
" row_dict = row.loc[\"EVENT.NUMBER\":endcol].to_dict()\n",
" \n",
"# create separate events dataset\n",
"events_df = df.loc[:,\"EVENT.NUMBER\":endcol]\\\n",
" .drop_duplicates()\\\n",
" .reset_index(drop=True)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "e89f7558",
"metadata": {},
"source": [
"## Gender"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "7cc40a8c",
"metadata": {},
"source": [
"### Gender summary\n",
"\n",
"We use a series of donut charts to explore how gender has been recorded. The first donut chart highlights the distribution of raw gender records for all participations and the second donut chart shows the proportion of only `Female` and `Male` records. \n",
"\n",
"There are five different categories according to the raw data. We have provided a frequency table below with the raw counts.\n",
"\n",
"| Gender | Frequency |\n",
"| :- | -: |\n",
"| M | 5486 |\n",
"| F | 6424 |\n",
"| U | 29 |\n",
"| 0 | 1915 |\n",
"| NaN | 44 |\n",
"\n",
"According to the raw data, `Female` occurs the most (46.2%), followed by `Male` (39.5%) and `0` (13.8%).`0` represents unverified records. \n",
"\n",
"The third and fourth pie chart focus on unique participants. We have provided a frequency table below.\n",
"\n",
"| Gender | Frequency |\n",
"| :- | -: |\n",
"| M | 149 |\n",
"| F | 152 |\n",
"| U | 2 |\n",
"| 0 | 491 |\n",
"| NaN | 2 |\n",
"\n",
"From hereon, we will use Unconfirmed to represent `0`, `U`, and `Missing`. \n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "a394780b",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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TrrnmGvz+++9YsmQJAODAgQNnPH7YsGF49913kZmZiVmzZmHhwoWIiorC+++/D51O1+OvhSgfx2ieGiGEkFOopUAIIcSJQoEQQogThQIhhBAnCgVCCCFOFAqEEEKcKBQIIYQ4USgQQghxolAghBDiRBviEVURRQmMAYLAnfVIS7tDhENksDskOEQJNrsIu0OC3dH8Z5tdBMdxMBm18DRq4WHQwKDXQCO0/RmKMQZJYmAM4HkOPE9HaRLlolAgisEYgygycBwgnHaBliSG6noLyqoaUVLZiPKaJpRXN/+/rLoJdQ1W2OySMww6S6fh4WHUwmTQwmTUwmTQwKPlz0YNvE16hPp7IDLYEyEBJhj1f769HKLUXDdPjXPi2mibC+KyHKIEgW/+xG+zizheWIvjhbUoq2658DehrLoR1XUWSC74W+xp1CIs0ITQABMigj0RHeqFfmE+CA30cIbD6a+REFdAoUBcgihK4LjmrhdJYigorUfGiSpkFVQjM78G+aX1kFzxyt8JAs8hLNCEPqFe6B/ug6TYQMRF+UGr4Vv9HAiRA4UCkYVDlJx99KVVjcg4UYms/BpkFlQjt7AOVrsoc4W9S6vhERfli8SYQCTFBGJgP3/otQJEiYEDKCRIr6FQIL2CMQaJMQg8j8raJmw/WIw9R0txLK8a5ia73OW5HIHnEBPpi8H9A5AUE4DEmEAY9ZrmAW0wGpsgPYZCgfQYUZLAc8395dkFNdhxqBip6cXIK6mXuzTF4TkgOswbif0DkTIoBEPjgsBxcAYtId2FQoF0q5ZuIZtdxP7MMqSml2DXkVJU11vlLk1VvE06jEkKw8TkSAzuHwBwABh1M5Guo1AgXdYSBLVmK3YcKkZaegkOZle43biAXHy99Bg3JBwTh0diYF//5gF5DuBpRhPpBAoF0imMNS/WYmDYeagY63acwKHsCtBvk7wCfAwYP7Q5IOKi/CBJzes6aMoraS8KBdIhoihBEHiUVzdi3fYT2JCWjxozdQ25omA/I8YPi8CUC/qgT6iX89+OkHOhUCDn1dIqAIDU9GL8tP0E9meVU6tAQRJjAnDVpFikDAyBJDEKB3JWFArkrFo+WVbWNjlbBVV1FrnLIl0QFmjClRf2x6WjoqEReOpaImegUCBnaFlVuzujFOu252LfsTKX3EaCdJ7JqMVlo6Pxtwkx8PM2QJQkmtpKAFAokNOIogSe57BlfyE+++UYCsvNcpdEepjAcxg3NByzJsUiJtKXxh0IhQL5c0rp9oNFWPXzUeSX0uIydzSonz9mTozBqMFhkBg761bhRN0oFNxYy6fC1MMl+OTnDJworpO7JNkV7f4IltpC9J/yqPO2/K2vwVKTf8Zjo8bdCaNf9Fmfq774EKqyN8HeUAZeY4BHYCwCB06HRu/lfEzFsV9Qm7cTnKBFQPyl8Im6wHkfYwz5W5fDr/8EeEckd9MrPL/IYE/Mv3wwRiWGUsvBDdF5Cm6o5Y2+P7McH/+cgZyTtXKX5BLqTu6FueQwNEY/522MSbDWF8Ov/0R4hiW2erzeK/Ssz1VfdBDFez+BT59RCBwwFaK1HhXH1uPkjrfR58J7wAtamEszUJ2zGSFDZkO0N6H04GoYfCOdz1tftB9gErzCh/XEyz2rk2VmPP9+Kgb3D8Ctf0tEbKQvJInRamk3QaHgRlrC4PDxSny8LgPH8qvlLsllOCy1KEv/HhqDT6vb7Q0VYKIdppAB52wV/FVl1gaYggcgZMjVztt0nsHI37oCDaUZ8AofgsaKLHgExsE7cjgAoDY/DU2Vx6H3CgWTHKg89guCE6+SbXZQ+vFKPLBsMy4cFoEFMwYjwMdAM5XcAIWCG2j5lHc0rxofrTuCI7lVcpfkckoOrIYpKB4cr0Fj5XHn7ZbaIgCA3ju83c/FmARTUByM/v1b3a41BQIA7I2Vp27hwAla5/0cL4AxCQBQc2IHNEZfmIITOvNyug1jwJZ9hdhxqBgzxvfDdZckQK/TQKBWg2pRKKicJDHUmq1465uD2H6oWO5yXFJtfiqstYXoO+mfKD/yY6v7rHVF4DUGlKevgbk0A0y0wRgQg+DBV0DnGdzm83Ecj6BBV5xxu7nkMABAd6p7yOgXjbLD38JmLodob4KtvgRGv74Q7RZUZf+G8JQF3fxKO8/ukPDtphxsSMvHtRfH44rxzYFH4w3qQ6GgUqIoARzw3eYcfL7+GCw22pyuLfbGapQf+REhQ6+FoDOdcb+1rgiSwwJBZ0L4BTfD0VSNysxfUbD9TURPuO+M7qazsZnLUX5kLfQ+Ec5P/55hSWisyMKJzS+D4wQEJFwKg28kyjN+gtG/f/Ofj/wAc+lRGHzCEZw4s80ae1N9ox3vrUnH2m25uHn6IIwfFkGD0SpDs49URmIMPMfhSG4lXl99APl0dsFZMcZwcuc70OhNCBt+IwCgZP8XaKw87px9ZKktam4d+Pd1fp2toRJ5m/8L334XImjg9PN+H2t9KQpT3wVjDH3G3QGth3+r+yXRAY7nwXE87E21yNv8X/QZfzcayjNRm5+GsOE3oCrrNzAmInzE3O77AXSDAX39cN91wxEWYKKBaJWgeFcRUZTQZHVg2ef7sOi1rRQI51FzYjts9cUIGnQlmCSCSX+2ppgkgjEJBp/wVoEAADpTAHSewbDWFZ33ezRWZKNg+xsAOESNWXhGIAAAL2jAcc1vxcrM9fAKHwadZzDMxYfgHTEceq9Q+PYbD3NJunPMwVUcPVGNu//7O77dnA3GGETJteojHUfdRyrQMpCcml6CN785iBo60KZdzMWHINoacHzDc2fcl7XuUfjHTobWFAidZ9AZM48k0Q7debpy6gr3oWT/l9B5BiJi5N+hNfqe8/HW+hLUFx1Av4seAgA4rGYIOiMAQNAaASZBtDW0WufgCuwOCR/8eAQ7DxfjnzeMQLCfB7UaFIxCQeFESYK50Y7XVx/ADhpI7pCQIbMgOVoHaGXmBlhqTyIiZT40Bm/kb3sdWqMfosb+n/MxltqTsDdUwj9m4lmf21yagZL9X8Do1xfhKTc3X9TPoyJjHfz6jXOOU2j0nnBYm7cacVjrAY6HoPXozEvtFUdPVOOu//yOudMG4soJ/emoUIWiUFColtbBpj0n8c73h9HQZJe7JMVpa/aQoPMAx2tg8I0CAATEXYLSg1+hZP8X8IpIhr2xGpWZ66H3DoN35J+rj5uq8yDoPKEzBUAS7Sg9uBq8Rg//uMmwmctafQ+NweeMVkNjZQ6aqvMRmny98zZT8ADU5O2A3jscNSe2wRScAI4XuvEn0P2sdhHvrjmMHYeL8c8bhsPfx0jTVxWGQkGBRFGCXZSw7LN92Hbw/P3apPN8+qSAE7SoPr4Z9bs/BC/o4BmaiMAB01pdoAu2vQ7vyBEIHTYHluo8iNbm8ZzC1HfPeE7/uIsRmHBpq9sqMtbBP/aiVi0K337jYa0vRcm+z6D3iUDIkGt66FV2v/TjlbhjyW+YP2MwLh/Xj3ZhVRCafaQwksRQUFaPxe+noaiiQe5yCDmvoXFBuP/6ZPh6GajVoAAUCgrBGAPHcfg1NQ9vfXMQNgfN8iDKYdRrcPtVSZiS0kfuUsh5UCgogChKECWGN74+gI27CuQuh5BOmz6uHxbObN5YkLqTXBOFgosTJQllVU349/upyKN1B0QFEmMC8Nj8kTDqNbQS2gVRKLi4rfsLsfzL/WiyOuQuhZBuE+xnxJN/H43IEC8aZ3AxFAouSJQkgAHvfH8Ya7flyl0OIT1CrxNw35xkjB8WIXcp5DQUCi5GFCXUmK349/tpyCqokbscQnrc7MlxmDd9IBgDrYR2ARQKLkQUJZwsN+OJt7ajmraqIG4kZWAIHp53AbQCT+MMMqNQcBGSxHA0rwrPvrsTDRYaPyDuJzLYE0/dOhpBfkaamSQjCgUXwBhDWnoplny8i9YfELdmMmjw8LwUDIsLoq4kmVAouIBfU/Pw2uoDkCT6pyBE4Dk8eOMIjBsaTmdCy4BCQWZfbsjExz9lyF0GIS6F5zncd10yJg2PpGDoZRQKMmjZsuKd7w5hzR/Hz/8FhLghngPuumYYLh7Zh4KhF1Eo9DJJYmBgWPrZPmzee1LucghxaRwH/GPWEEwf20/uUtwGhUIvEiUJosjw7/fTsPdY2fm/gBACALj1ykT8bWKM3GW4BQqFXiJKEmx2CU+8tR3H8qvlLocQxZk3fSCumRIvdxmqR5OBe4EkMUgSw9Pv7KBAIKSTPlqXgVW/HJW7DNWjUOhhLQ2xFz7YhSO5VTJXQ4iyfb7+GD5ce0TuMlSNQqGHcRyHZZ/vw66MUrlLIUQVVv+WhXe/PyR3GapFodDD3v3+MH7fQwfjENKdvt9ynNb39BAKhR701cZMfL8lR+4yCFGlLzdk4ucdJ0BzZboXhUIPYIxhfWoePlpHn2QI6UlvfnMQuzNKIdIWMd2GQqGbSRJDanoJXl99QO5SCFE9SWJ46ePdyC2shSjSZpLdgdYpdCNRkpCRW4Un394BO+12KgueA7w99QjwNsDP2wB/bz38nX82IMjXCD9vA3QaHjzPQeB58HzzXjuM/Tl9WDz1/waLHZW1FlTUNqGq1oLqeguqai2oqrOiqs6CqjoLHZXqArxNOrxy7wQE+BqhofMYuoRCoZuIooT80nosem0rXSR6ib+3AbFRvoiN9EFspC9iI33h46lvteUyY80XeDCAFzjwndxDpyUkeB5n7PVvtYsoq2pEZn41sk/WIKugBieK6mC1i116faRjwgNNWHr/RBh0Gtp2uwsoFLqBKEmob7Dh7v9uQo2ZTkzrCX8NgIRof3ibdAAAhyiB5zjZLwSn1yFJDEUVZhzLq0ZWQQ2yT1JQ9IYhcYF4buFYcBxoE71OolDoBqIk4dHXtyHjBC1O6y56rYCh8UEYNTgUIweFwtdLD8B1AqC9/hoUuUW12HGoGKnpJThRXCd3eao0bUxf3DF7qNxlKBaFQjd49/tD+H4LbYHdVX5eeqQMCsXoxFAMiw+CViPAIUqq6iNu2SVX4HlU1jZhx6FipKWX4FBOJRw0UNptbr8qCZeP60ethU6gUOgCUZKQll6CxR/skrsUxeob5o2Rg0MxNikMMZG+YIxBYsxtzuhtCT2LzYHdGaVISy/B7oxS1Dfa5S5N0XiewzO3jUZSTCAEFX2o6A0UCp0kihIqappwzyub0GihgeWO8DRqMSWlD2aM74fQABNESQIH5XQJ9RRRlCAIPCSJYXdGCX7clov9meWgd2jneJt0eP2hi+Bl0rnNh4zuQKHQCYwxOEQJDyzbQv3CHRAb6Yvp4/pi0vBI55vU3YPgbFpaEKVVjfhx63FsSMuHuYlaDx01JC4Qz98+lrqROoBCoZOWfb4XG3fRnkbno9PwuDA5AjPG90dspK/qxgh6msSap9OKEsPmvSexbnsusgpq5C5LUebPGISrJsV2ejqyu6FQ6CBJYti4Kx/Lv9wvdykuLTTAA9PH9sOlo6NhMmghSRJ4asJ3SUug5pyswQ9bc/HHvpOw0SLJ89IIHF65dyL6hHrR+EI7UCh0gEOUcLLMjH8u20xvxrMI8jPixqkDMPmCKEgSozdhDxAlBp4D6hpsWPXzUaxPzaO9f84jIsgTy/85CVoNT11J50Gh0E4SY7DaRNzz8u8oqWyUuxyX423S4dop8bh8fD9wAIVBL5AYAwegrKoRH6w7gm0HimhQ+hwuHdUHd1+bLHcZLo9CoQNe+CAN2w8Vy12GSzHoBMycGIOrJ8dBq+FplocMmrff4JBbWIv3f0zHvsxyuUtyWY/enIJRg0PpQ8s5UCi0gyhK2Hm4GC9+tFvuUlyGRuAwdXRf3DB1ADyNWppF5AJaprQeyqnA+z+k04B0GzyNWrz+8GT4eNI01bOhUDgPxhgsNhELX9iAmnra1wgAJiRHYP7lgxDoawQDaFaHi2kJh+0Hi/DB2iMormiQuySXkhgTgMX/N47GFs6CQqEdVny5H+tT8+QuQ3YBPgbcMycZwxOCnV0WxHU5RAmMAR+uPYIf/sgBjUX/ae60gZg9JY4+0LSBQuEcRFHCsfxqPPL6VrcfwLt4ZB8snJkEnYan/liFYYwhM78ar3y6F0XUagAACDyHV+6biGiapnoGCoVzcIgS7v7v7zhZZpa7FNm0ah0wRp+sFKq51cDw4doMajWcEhfli1fumyh3GS6HQuEsJMbw6c9H8cWGTLlLkQ21DtSHMYZj+dVYSq0GAMA91w7D5Aui6Pf7NBQKbRAlCcUVDbj7v7/DIbrfj4daB+pGrYY/+Xjq8M6/LoFBJ9DA8ykUCm1gjOHh1/7A0RPVcpfS68YPDcc9c5KpdeAGGGM4lleNFz7chao6i9zlyObKC/vj1r8lUiicQu/6vxAlhnXbT7hdIHBc84yMRfNSoNcKFAhugOM4xEb5Yvk/JyGhj5/c5chm7bZcFJabIUq0dQ1AodCKJDHUN1jx0bojcpfSq4x6DR6/ZRSumRIHgLazdicagYenUYsX7xqPyRdEyV2OLESJ4c2vD9JitlPop3Aanufw5tcH3erQnNAAD7xy3wSMGBBMzWc3JQg8eJ7D/dcPxy1XDHbLDwUHsyuw/WARRDoSlUKhhShJyC6ocau9jYbEBWLZA5MQGmCiT0lurmUywcyJMXj61tEwGTQyV9T73l1zmHabBYWCk8Dz+NCNuo1mjO+H5xaOhVEn0KE3xInjOAyJDcTS+ychIshT7nJ6VXl1E77amAnJzYOBrgZoXrl8JLcS+91gd0mNwOGua4bi9quGgOc5OviGnEEQeAT7GbH0/okYMSBY7nJ61Te/Z6OyzuLWwUBXBDS/CT5cq/5Wgk7D4/FbRuGSkdFyl0JcnCDw0GsFPPn30ZiYHCF3Ob3G5pDw9rcH3XJcpYXbh4IoSth3rAxHcqvkLqVH6XUCnrp1NJLjg936F560H89zAAf888YRuHhkH7nL6TU7D5fgeGGt205RdftQEAQeH/+UIXcZPcqo1+DZhWMwOCaAAoF0SMsA9L1zkjFtTF95i+lFn/96zG0nX7jnqz6l5fAcNR9GYtRr8Pw/xiIh2s9tf8lJ17RMVb5j9lBccWF/mavpHTsPF6Oo3OyWYwtufZXgeQ6fqLiVYNAJeHbhGMRE+lAgkG6xcGaSW7QYGAO+2JDpli1rt71SiKKEP/YXIq+kXu5SeoROw+PJW0cjrg+1EEj3umP2ULcYY9i89yQqa5sgudn2cG57teA4Dqt+Pip3GT1CIzTPMhrULwCCG37SIT2LMYZ7rh2m+llJosTw1cYsuNs7yC1DQRQl/LY7X5X7yXMc8OCNwzE0LogCgfQIjuPAADxwwwjVr2P4NTUP9Y12uNNm0m4ZCoLA48uNWXKX0SPmXByPcUMj3LIvlPSelllJi+alIDJYvSufbQ4J327KdqvjeN0uFERJwoGschSrsJUwJikMN142UO4yiJvgea557Orv6t4rad32XFjtotxl9Bq3CwWB5/Hj1ly5y+h2fcO88c8bR7jlFDoin5YtMRbNS4FaG6eNFgd++OO422yW53ahUFNvQdqRErnL6FbeJh2eunU0NDxH3Uak1wkCj2HxQZg/Y7DcpfSYNX/kuM222m4VCi2nqqnp07TAc/jX/JHw89LTaWlENhzH4apJsbhohDoP6qk127A+Nc8tgsGtriIcgPWpeXKX0a0WzkzCwL7+FAhEdhJjuGfOMNUe7bk+Nc8t3mfqf4WnOEQJaUdKUFmrngPKp43pi+nj+lGXEXEJPMeBA/DE30fB39sgdzndLreoDvkldaqfnuo2oaAReKzbpp4B5phIH9w+K0n1v6BEWYRTZz4/Ol+dA8/rU/NUPz3VLUKBMYbSqkbsz1LHIToagcc/bxgBMNC5ysTlCAKPhD5+uOLCGLlL6Xab9xbKXUKPc5NQANZuy1VNws+5JB4RwZ5u0b9JlInjONx8+UCEB5rkLqVb1Zit2HO0VNUDzm5xVZEYw8Zd+XKX0S1iIn1w7ZR454pSQlwVx3G4/4bhqutG2rArX9UfyNT7yk5xiBK27i9EXYNN7lK6rKXbiMYRiBJoVNqNlJZeikaLXe4yeozqQ0Ej8Fifqo5WwnXUbUQURo3dSA5RwqY9J+FQaReS6q8u9Q02pB+vkLuMLouN9MU11G1EFEiN3UgbdxdAo9IPZ+p8Vac4RAnbDhZB6QuYNQKPB24YTt1GRJHU2I2UmV+N4gqzKt+Tqg4FjcBj+8EiucvosjkXxyMiiLqNiHK1dCOFqagbaX1qvmpmNJ5O1VeZRosdB7OV3XUU4GPA7MlxtGqZKB7Hcbh5+iC5y+g2v+8pgBp7c1UbCg5RQmp6ieK3u71h6gBV/uIR96MReIwbGo64KF+5S+kWlbUWHC+qVV0XkmpDAQAmDY/Ey/dOwNUXxSrydKjIYE9cnNKHuo2IaoiihAUq2mJ7T0aZ4j94/hXH1BZzfyExBrDmU6JKKhuw/WARUtNLcPRElcsPQP9rfgpSBoWqdpYDcV9PrNyO/ZnK33YmsX8AXrhzvNxldCvVh8JfOUQJGoFHfaMNOw8XI/VwCfZnlrvccXvxffzw8r0T5C6DkG4nihLyS+px79JNih+o1QgcPv/35dBrBblL6TbqPVj1LFo+dXt56HDRiChcMjIaNruI/Zll2Hm4BGlHSlBrln/184IZgyCKEnUdEdURBB79Inwwbmg4tu5X9uxAh8hwMKscwwcEQ+DV8V51u1A4XUtA6LQCRgwMQcqgUADNc5C3H2puRRSWm3u9ruSEICTGBPb69yWkt0gSw/zpg7DjYLHi++T3HivDiAEhcpfRbdw6FE53esrH9fFDXJQfFswYjJLKBmw7WITUwyU4ltfz4xAcByyYMZhaCUTVeJ5DsL8HLhkVjZ93nJC7nC7Zd6xcVVPG3W5MoTNaLtD1jTbsOFSM1PQSHOihcYjxQ8OxaF5Ktz8vIa5GkhjqG2245bn1sDmUvY/QB09eigAfo9xldAtqKbSDcNo4xOQLonDpqD/HIXYcLsGubhyHuGpSLERJUk3/JCFnw/McfDz1uDA5Aht3FchdTpfszijFlJQ+qpgpSKHQQa3GIQb8OQ5xLK9lHKIYRRUNnXrumAgfxKv00HNC2iJJEmaM76/4UNh3rBxTR/eVu4xuQaHQBaf3+cdH+yG+jx9uuWIwiirM2H6wGKnpxcjMq273OMS0sX2dU2YJcQc8zyM20hdxUb7IKqiRu5xOO5BVDsaYKo7HpTGFHuJcD9Fgw47Dxdh5uBgHMsvP2ndqMmjw0dOXQaei+c6EtIdDlPD7ngIs/2K/3KV0ydL7JiIm0kfxwUAthR7iXA9haj0Ose/Yn+MQp58GNzmlDzQaaiEQ96MReEwaHon/rUmHuUm5J5rtzypH33BvaAQKBXIep49DXDAwBCMHh4Ix4Fh+NXYcKsLOwyW4Ynx/gAFQ9u8TIZ0i8DympPTB91ty5C6l044X1qqi65e6j2QknRpsUNMcZ0I6Q5IYyqsbcdsLGxS79UVUiBfeeHiy3GV0mfJjTcF4nqNAIATN74WQABOGxQXJXUqnFZabVXFus+pCgUkSmCSd+rNrbXJHCDk7hyjh8nH95C6j0ySJ4WRZvdxldJmqQoFJIhqzdiNv2QKUfb8cDZm7INmtzfeJDpmrI4Sci0bgkTIoFF4eWrlL6bTsglrFtxbUNdDM8WjM2g2pyQzz4c0wH94MTtDC0DcJpvgUmBJGQTD5gIkiwPOKnzpGiNrwPIcRA0Kwae9JuUvplBPFteC5KLnL6BJVhQLHcWjM2dPqNiba0ZSzF005e1Hx09vQh8fAI34kTANGQxcQ0dzVxAEcp6pGEyGK5BAljBocqthQyC2uU/w4oapCwVZeANFcc45HMFiLsmEtykb1pk+h8Q2BKX4kPBJGwRCVAIADmASOpwVkhMhBI/C4YFAINAIHh6i8aUgniurkLqHLVBMKTHSgKfdgh77GUVOK2rQfUJv2A3ijJzxiR8AUPwrGmGHgtXow0QFOUM2PiBBFMOg0SIwJVORxnXUNNtSarfDx1MtdSqep5orHCRo05R/u9NdLTWaYD22G+dCpcYh+STDFj2weh/DwBhNFcAK1IAjpaQ5RwsjBoYoMBQA4XlSLYXFBih2zVFVHuiX/SLc8DxPtaMrei4p1byFv6S0ofP8R1Oz8DrbK5qMDmSSBMWXPMCDEVWkEHmOTwuQuo9OOF9ZCVGDXVwvVtBRs5QWQmnri6EwGa1EWrEVZzeMQfqEwxafAI2E0DJHxoHEIQrpfgI8RfcO8caJYeX30J4rqFL2PmSpCoTPjCZ3lqC5BbeoPqE39AbzRq3kcImEkjDHJ4DU6GocgpBuIUnMXkhJDQY5z3buTKq5eXR1P6CypqR7mQ5tgPrQJnEYHY98keLSsh6BxCEI6jQOHsUlh+HJDptyldFhNvVXuErpEFaEAdN94Qmcxhw2N2XvQmL0HFetWQh8e27weYuBo6PzDaT0EIR3A8xz6hftAp+EVd35zjZlCQXb22vIeGk/orNPHIVZB4xfmXFGtbxmHABQ7O4GQ3tASDMfyq+UupUPsDglNVgeMemVeXhX/sZVJIqxF2XKXcU6O6mLUpq5B0UePIW/Z3yGaaygQCDkPiTHERvnKXUan1Cq4taD4UAAAW4lyDuZgNgsETx+5yyDE5UkSQ2ykr9xldEp1nUXuEjpN8aHA8QKsJblyl9FuupB+NK5ASDtoBB4J0X5yl9EplXUW5yFaSqOKq5OtVDmhoA/rTwvfCGmniCBP6BQ457+m3kqhIBeHuQZiQ63cZbSbPjQGkCgUCGmPlsFmpamptyr2vHVFhwKTJFiLlTOeAAD6iHha3EZIOyl1sLnGbIWg0C20FR0KYJKiuo44jQ7aAOXu6UJIb1PqYHNNvVWxMwwVHQqcoIG9qljuMtpNFxxNg8yEdIBSB5uVvKpZ8Vcoe7VyQkHjFyJ3CYQoTrCfUe4SOkzJq5oVHwqO6lK5S2g3jac/mCTKXQYhiqLXaRS3Ori+0SZ3CZ2m6FCQ7FaIDTVyl9FugqcfQNNRCekwPy9lnWSm5PMUFB0Kjlplncyk8fIHaEyBkA7z9zHIXUKHiAqedq7YKxSTJNgrC+Uuo0MEL386jIeQTvD3VlooUEuh9zEJ9qoSuavoEI13oNwlEKI4osQUFwqMAYwpMxiUGwo8D0edsrqPBJPyVmYSIjdJgaEAKLe1oKwh/dNwHA/RXCN3Ge3G6QzgtcoaLCPEFWgEDpeMikZyQrDcpXSIRlDmZ27FhgIAiI3K2fNI46m8BTiEuAKO4+Bp1MLTqJW7FLegzCg7RWxUzqHeAoUCIUQBlB0KCtodlTeY5C6BEELOS7GhwCTJxc5lPjeOo6mohBDXp9hQkKwNABQ0us8r9kdNCHEjir1SKWk8AQAtWiOEKIJiQ0GyNMhdQsfQwTqEEAVQbCgwu3K3piWEEFel2FCQ7ArbmlbBG2QRQtyHIkOBMQnMoaxQoHMUCCFKoMhQAGNgol3uKjqGQoEQogDKDQWHskKBWgqEECVQZigAyus+Uli9hBD3pNxQEB1yl9AhSjo2lBDivhQaCqz5FAsFEc3VcpdACOkFTOEzDRW6oooDJyhrhbDYUAcmSeBouwtCOoSJIhoyU1Gz4zu5SzkvrW8IQmb9U+4yukShoQBwilshzCA21UFj8pW7EEIUhsFWlgdbcY7chZyX0ibAtEWxH1uVFwqAWF8ldwmEKA4naCDWK6P7leM4uUvoMmWGAscBvPJCwVFXCcaU3d9IiBwcShmTU8HGl8oMBXDgBOUdzSeaq2i7C0I6QSkTNXidUe4SukyZocBxiuw+ciikCUyIqxHNyuh65fUUCrLgOA6cRokthWpVNC8J6U1MkiA2KOP8FGopyEiJZx476itVMRBFSG8SG2uhlFMWOb0HmMLWUP2VYkNB8PCWu4QOs5XlyV0CIYrCJAnW4uNyl9FuvN6o+HFDxYYCb/SSu4QOE+urFHeMKCGyYhJsxdlyV9FuvN4DSmnVnI1yQ0FnBDjllW8pylL8MnhCegsnaGAtUVBLQWeQu4QuU95V9RSO58EbPOQuo8NsxTkArVUgpN2sCljJ3II3eDavo1IwxYYCAAhG5Y0rWItzFDmdlhA5iA21ilmjAAAa7wBwCp9hqOhQ4D2UN66gpKYwIXJikgRLkXLGEwBA4xMkdwldpuhQEDx85C6hw2iwmZB2UtggMwAInn5yl9Blig0FxiRovPzlLqNTrEXZNNhMyHkobpBZ7wFeo5O7jC5TbChAkhTbVLMWZ9NgMyHtoKRBZsE7QO4SuoVyQ4HjofEJlruKTrEWZdNgMyHn4WioUdYgsxeFgqw4nofWP1TuMjqlKS9dcWdME9KbmOhAY+YuucvoEI1XgOK3uAAUHAoAoPENkbuETmF2C5pyD4JJotylEOKSOEGDxqzdcpfRIRrfIEAF72lFh4JgMClyYzwAaMhMU+SKbEJ6A3PY0ZR7UO4yOkQbGKWK97TiX4HGT5ldSI3Ze2jHVELawCQRjbkHwBw2uUvpEH1wNDhe8ZdU5YeC1j9M7hI6RayvgrUkl47nJOSvOB6NmWlyV9ExvACNrzInvvyVokOBiQ7ogvrIXUanNRxLBVQwMEVId+I4Do1Ze+Quo0O0fqGK396ihaJDATwPfWh/uavotMasXar5RSKkOzDGYC3OgdhQI3cpHaILjJK7hG6j6FDgOGWHgq30BBz1yjh7lpBewaTmFrTCaAMjwETlzzwCFB4KACCYfCCYlLcHUouGY6m0ZoGQUzheQIPC1icAp1oKKpk3ovhQAABdcF+5S+i0howdtLqZEDTvZ2avLoW9PF/uUjpMHx6rmq5gxYcCk0ToQvrKXUanWfLTYa8qpg3yCAFQt3ud3CV0GK/3UOwsyLYoPhQAKDoUAKB21zrVND0J6TRRRP3B3+WuosP04XFyl9CtFB8KHC/AEBEvdxldYj60icYViFtjogP1h7dAsjTIXUqH6SPiVbVljeJDAWieI8x7KO9ozhaStRHmQ5tVM3uBkI7iBA3q9vwsdxmdYohMgJqa+qoIBQAwRA2Uu4QuqdvzMzhBHQNVhHQEkyRYi3NgU9CBOqczRCaoYnuLFqp4JUx0wNhnsNxldImt9AQshVmqaoYS0h4czzePqymQ1j8MvN5D7jK6lSpCgRM0MPZNkruMLqvbvU4109oIaS/R0oCGjO1yl9Ep+ogEuUvodqoIBQDQBkUpPrHNGdshNpnlLoOQXsMkEfX7flXcjqgtjH0TVTdJRDWhwHGc4scVIDpQt/cX6kIi7oPjULd3vdxVdJpH7AjVLT5VTSgw0QFDn0Fyl9FltWk/gjnscpdBSI9jogjzwU1w1JTKXUqn6IKjISh41uPZqCYUwAswxiTLXUWXSY11qNnxHa1wJm6AoXrLl3IX0WnGfkNV+T5VTShwHAd9cDQEL3+5S+my2tQfIFka6AAeolpMElG7+yc46srlLqXTPGKHy11Cj1BNKADNe7F7xF0gdxldxuwWVP/xBdS0IIaQ0zGHHTXbvpa7jE7jNDoYogaqan1CC3W9IibBFJcidxXdom7vrxDrKlTZPCXujUkSarZ/A6mpXu5SOs3QZ5DqBphbqCoUOF6Asd8QcFq93KV0neRA1e+rVPlJhLgvxiRIFjNq09bKXUqXeMQMV91U1Baqu+JwggbGfkPlLqNbmNO3wlaeT1NUiYpwqN7yBZjdInchXcDBNGgctRSUgokOVYwrNGOo3PgxrXImqsAkCY66CtTt2yB3KV2ij4yHxtNX7jJ6jOpCgRM0MCWMBDh1vLSmnL1oyj+i2qYqcR8cz6Pqt08ASdm/y54Dx6r6/aiOK+dfCEYvGKKVvUHe6SrWvgkwJncZhHQaE0U05uxDw5GtcpfSRRxMg8ertusIUGkoMNEBr8QJcpfRbexVRajatAqMgoEoEGMSmMOG8rVvyF1Kl+kj46Ex+cpdRo9SZShwgqZ5IEijk7uUblObthbWoixVN1uJOnEcj4r170Gsr5K7lC7zHDhO9e9BVYYCAPBaPTzi1bFmAQDAJJSvWUHdSERRWrqNzAo8e/lMHEyD1TvrqIVqQ4FJIrySJsldRreibiSiJGrqNgIAY78hqu86AlQcChwvwNh/mKLPbm4LdSMRpVBTtxEAeCVf4hbnqKs2FAAAHOA5aJzcVXQv6kYiCqCubiNAMPnAlDDSLc5RV3coAPBOvlTuEroddSMRV6a2biMA8EyaBHfZoFLVocBxPHTBfaCPVN85qrVpa9F04iBtgUFcDsfxKF/7hmq6jQDAe/hUgKNQUAUmivC5YLrcZXQ/JqHsm5fhqK1wi35OogyMMVRvXY2GjO1yl9JtDH0GQ+sXAo5CQR04QYBp4BgIKtyrRLI0oOSLf4OJdtpim8iOSSIas3ajevPncpfSrZoHmN1nYofqQ6GFGscWAMBeWYjSb152m6YtcU1MdMBeVYyy75cBUM9YF+/hDc+BY1S/NuF0bhEKHC/Ae8RlAK/Of9imnL2o+u1jucsgbopJIiS7FSVfLAazKXlL7DP5jLhMNZtrtpfbvFrB5APTgFFyl9Fjand+j/rDW6gbiciAQ+nqJXDUlMpdSLfiNDp4p1zudgdduc2rZZII31FXyl1Gj6pY+yZspbk08Ex6VeX692DJOyx3Gd3OM3ECeINJ7jJ6nduEAscL0IfHwtA3Se5Segxz2FDy1YuQLGaaqkp6HJMk1O37FXV7fpa7lO7H8fAdexXUND7SXm4TCkDz9FS/C6+Vu4weJdZXofjz58DsNgoG0mOYJKHp+H5U/Pyu3KX0CFPCSGj9QsG52XgC4GahwAkCjH0GQR85QO5SepStJBfFnz4DJjooGEi3Y5IIS346SlcvUfwpamfjO26227533CoUgFOthQnqbi0AgLUoCyWfPQcmiTT4TLoNk0RYCjObZxqJdrnL6RHGfkOhD+3ntmeju10ocIIAj35DoQ+PlbuUHmcpyEDJF4sBCgbSDZgkwlpyHCWfPw/msMldTo/xn3yT27YSADcMBcA9xhZaWE4cQvEX/waTqCuJdB6TRFiLslC86hnVrUU4nUfCKOhD+7ttKwFw01DgBAEesSOgC+0vdym9wnLiEEo+fZbGGEinMEmCJT8DxZ8+C2ZrkrucnsPx8L/oJrdvVbtlKADNrYWAi+fLXUavsRRkoPiTp2hWEukQJkloyj3YvMeW3Sp3OT3KM2kidAHhbrdY7a/c9tVzggBj9GAYY4fLXUqvsRZloeiTJyA1mWmBG2mXhmOpKPnqBVWPIQAABA38J14Pxty7lQC4cSgAzf2kARcvcKu9TWwluTj53oOwlZ1w+2YyaVvLhbFq06co++a/gBvsEOqdfAkEL3+3XJfwV279E+B4AVr/MHglXyx3Kb1KrK9C0UePw5y+Ve5SiIthogjmsKNk9Uuo2fa13OX0Ck5nhN+Fc+Quw2W4dSi08J90AzidUe4yehVz2FC+5lVUbvwIjDFqNRAwSYTYUI3C9x9B47E0ucvpNX4XXgveYHKbQ3TOx+1DgeM48HrTqX1O3E/tzu+bFyI5bDTO4MYYk2A5eRQn330Q9vJ8ucvpNdrAKPiMnOH2g8uno58EAI7n4TvqSmi8g+QuRRZNOXtR+L+H4airoJlJboax5g3f6vb8guJVz0Bqqpe5ot4VeNltAHO/Te/OhUKhBccj4LJb5a5CNvbKQhT+7yE05R12XiiIujFRBJiE8p9WovKXdwE3+0BgGjgWxujB4AT3XajWFo7RFaCVkq9eRGPmLrnLkA/HwyflcvhfdCPAcW51DKE7YUyCvaIQZWteha0kV+5yeh2nNSDqjtcgmHxoxtFfUCichkkSxIYaFLx5N5hdvUv520PrH46gK++GPjyOBuBUhIkiwHGo2fY1qreuVu0up+fjN+lG+I6ZSWMJbaBQ+AsmSajdtRZVGz6QuxT5cTx8Rl4O/0nUalADd28dtNAGRSHy1pfden+jc6FQaANjEoo+eBTWomy5S3EJ1GpQNmfrYPvXqP7DfVsHAABeQMQtS6ALjKKxhLOgUGgDk0TYK4tw8t0H3fsNdDpqNSgStQ5a8x0/G34TrqMPN+dAoXAWjDHUbP0K1Vu+kLsUl6L1D0fg5f8HY59BYJJITXAXxSQRkCTU7PjOrccOTqcL6YuIW5bQ7+x5UCicA2MSij58HNbCY3KX4nKMMckImDwPuuA+YJJEA3YugokOgONRf2Ajqv/4EmJ9ldwluQZeg8i//wfagAjqNjoPCoVzYJIIsb4aBW/fp+595DuNg2nwOARcdBME70AAjKb3yYSJIjhBgPnoTlRv+hT2ykK5S3IpfhPmwHf8bPr9bAcKhfNgkgjz4T9Q/sMKuUtxXbwG3sMvgd+Fc5r3kKFWQ69p6cJryjuMqo0fwVqcI3dJLkcX2h8RC16i38t2olBop9Kv/4uGozvkLsOlcVoDfEbNgO+Yq8BptNR324NawsBaegJVGz9CU+4BuUtySZzOiMjbXobGO5B+H9uJQqEdGJPAbBYUrLyX+mjbgTd6wWfUFfAefikEoxcNSHejlm4iS2EWalPXoCFjBwB6C59N8FUPwDRgNP3+dQCFQjsxUYTl5FEUr3oaoNOZ2kfQwHPAGHinTIchIt55QSMd03LoDRMdMB/ajLo9v8BWStNLz8dr+FQETVsodxmKQ6HQAYwx1Gz/BtWbPpW7FMXRhfSF9/Cp8BwyqXmNAwP18Z5HS4jaq4pRu2sdzIc2QbI2yl2WIuhC+iFiwYsAL9CahA6iUOiEktVL0HgsVe4yFInTe8AraSJ8Ui6H1j8MTHTQQrjTMCY5e4MaMtNQt/snWPIOy1uUwnB6D0Te+jI03gHUbdQJFAodxJgE5rCj8L2HaNpfFxn6DIZpwGiYBoyGxsu/ecEVx7ndtMGWFgFjEqwnM9GQmQZz+h80ftVJwbMegikhhQKhkygUOoGJIhy1ZTj53kO0fqGb6IKj4RGfAlPCKOhD+zef6cAk1b6xW1pIkt2Kxuy9aMzchcacPZCazHKXpmg+o65EwMU3y12GolEodBKTRDRm70HpV0tAsz+6l+DpB4+4C+ARnwKPfkPBCRrnSl2ljkMw0QHwPDiOh8NcjYajO9GYtRtNeYcBkbag6A4ecRcg5JpHaAyhiygUuqjq91Wo2f6N3GWoFqfVwxA9GIawWOjCY2EIj4Pg4Q0ALhsUpwcAkyTYq4pgLcyEteQ4LAVHaeZQD9AFRyN8/gvN62PcrPuxu1EodIPSb15GQ8Z2uctwG4KnH/RhMdCH9ocuLBaGiNOCgrE/j5U8dWHuCUxqPsqyOZSEU7e1DgBrUTZsZXlgDluP1ECaCSZfRPz9P82nqKm0u7E3USh0EWMSIEkoXvU0LAUZcpfjtgRPP+hC+kLj5Q/B0w8az1P/9w6A4OUPwcO7yxcMyWaB2FALR30lxLpKOMxVEM3VcNRXw1FTSgEgA06jQ/jc56AL6UdrYLoJhUI3YJIIZrei8P1HaEaSy+LAe3hB4+kHwdPvz204eMH5fzAGJjkASTq19bQIydIIh7kaorna7Y9odUXBM++HaeBYl+tCVDIKhW7CJBGiuQaF7z8M0VwjdzmEqJ7fpBvhN26W3GWoDsVrN+F4AYLJF6HXPQFOZ5C7HEJUzWf03ygQegiFQjfiBAG6oCiEXP0wwNMqXUJ6glfyJQiYMk/uMlSLQqGbcbwAY98kBF91f3M/NSGk25gGjUPgtNvlLkPVKBR6AMfzMCWMRPDf7gNozjQh3cIYMxzBf7sXtFi0Z9EVq4dwHA/TwNEIuvIeCgZCusgQNQihsx92y72xehv9dHsQx/HwHDweQVfcRcFASCcZ+gxG6PWPn9oGm95HPY1GQ3sYx3HwTJwASCLKf3wD1PQlpP2M/Ych9JpHTq0noUDoDRQKvYDjOHgOuQiMMVSse4tObiOkHTziRyLk6gepy6iX0eK1XsQYQ2PmLpR9+wqYaJe7HEJclmnQ+OZBZQ4UCL2MQqGXMUmC5eRRlHyxmM5iIKQNXkMnI/DyOwCAtsGWAYWCDJgkwlZegJLPnoXYUCt3OYS4DO+UyxF46S1gjFEgyIRCQSZMFOGor0TxqqfhqCmVuxxCZMYh4OKb4TPqCrkLcXsUCjJiogjJYkbxZ8/CVnpC7nIIkQWn0SHob/fClDCKWgcugEJBZkwSwUQHyr5fhsZjaXKXQ0ivEkw+CLn2UehDY2jKqYugUHABjEngOB5Vmz9HzdbVoLUMxB1og/og7PrHIZh86cQ0F0Kh4GLMGTtR/sNyMLtV7lII6TEesSMQfNUDfx52RFwGhYKLYZIIe0UhSr5YDEddudzlENK9OB5+E+bAb/xsMEmiLiMXRKHggpgoQrI1ovSrJbAUHJG7HEK6Be/hjZCr/glD9GAaUHZhFAouikkiAA7VWz5HzfZvFb01hsUh4erPjkD6y2+aluew5qbBZzz+u4wKrNxVgg9mxSPEU3fO596eX4fPDpbhZJ0NfkYNpvT3xbWJgdAKf34C/WhfKdZlVUEv8LhpaDAuifVz3scYw73rcnDVwEBc1N+3S6+TnJ0+Ih4hsx+G4OFN3UUujvY+clEtbxy/idfD2G8Iyr5bqtizn3OrLZAYsOjCyFYXeb6ND4uFdVZ8sLd96zb2Fpnx/KZ8TOjrgwXDQ3GixoIP9pai1uLAHaPCAQBpJ+uxOr0C942NQL1VxKs7ChEfaES0b/ORqZtP1EKUgEn9fLr+QkmbvC+YjoBL5gMABYICUCi4OI7jYIgciMiFy1D2/atoytknd0kddrzKAg3PYXy0DzRtJcEposTw8raT8NILsDY6zvu8v2ZXI8ikxUPjIyHwHIaHe6KmyYFvMyqxMCUMGp7DvmIzksM9MflUK+CX7GocLGlAtK8BdlHCh/tKceeocOrO6AG8wROB0/8Bz4Fj5C6FdACN8igAJwjg9SaEXfc4/CfPU9z5z8erm9DHR3/OQACAr49UoLrJgWsTg9r1vHaJwaDhIZz2vN4GDRwSQ5NdBABwAPTCn/dreM7ZjfXjsSoEm3S4IMKrYy+InJex/zBE3v4qTAkj5S6FdBCFgkK0zNLwGX0FIua/AG1AhMwVtV9OlQU8B/zr11zM/DQd13yegeU7CtF46sINAHk1Fqw6UIb7x0bCoGnfr+UVA/xRVG/D6sPlMNtEZJQ34ruMCqREeMJL3xycA4M8cLC0ASfrrDha3ogT1RYMCvZAg03E54fKccuIkB55ze6K0+oRMPU2hF3/BI0fKJSyPnIScBwPXXA0Im97BVW/r0Jt2o8uPQgtMYYTNRbwHIdb4kJw/ZBgZFY0YdXBMuTXWrFkaj8wBry87SSmxvphSKgJv2bb2vXcQ0JMmD04EO/tLcV7p8YhYvwNWHRhlPMx46O9sb/EjH98nwUNz2HesGDEBRjx/t4SJIWYEOtvxDu7i5F2sh79/Y24Y2QYfAz0tugMfUQ8gmfeB413c0uPppsqE80+UjDGGKzF2ShfswL2ykK5y2mTKDGklzXAz6hFlI/eeftvx2vwn60n8eyUaGRWNGFDTjXevCIOBi2PX7Or8cr2wvPOPlq+oxC/5tTgmsGBGBZmQonZjk/2lyHAQ4MXLu3XqsVhEyUIHAeB51DRaMfC77OwfHoM9hSZ8XNWFR6ZEIXPD5XDITE8NrFPj/5MVIfXwG/CtfAdexXAGLUOFI6iXME4joM+pD8ib3sFvuOudsmxBoHnMCTUs1UgAMDIyOZ+/ONVFnx+qBz3jImAVuAgSszZ5y8yBvGv81hPqWi04+esasweHIh5ySEYEuqJS2P98OyUaBytaML67OpWj9cJf449fLy/FJP6+iDSR4+tebWY3N8X0b4GzBwYgO35dWf9nuRMhj6DEblwKXzHXgWO4ykQVMD1riKkQzjhz6mrnokTUP7Da7AWZclc1Z8qGu3YdbIeF0R4Icikdd5uczR3ef1wrBIOieFfv54442v//m0WkkI8sGRq/zPuK2+wgwEYFOzR6va+fgZ46wXk1bS9TUhejQV/nKjDOzPjAAA1Fge89M0/Q0+dAIkBdVYRfkZ6a5yLYPKB/5T58EqaACaJdDqaitBvvkpwHAetfxgiFryI+oObUPX7xy6xrsEuMizfWYTrhwRh3rA/B3U3n6gFzwEPj486Y2A57WQdVh0sx1MX9UGkt/6vTwkACPPSgeeA9NIGpJw2e+hkrRV1VhGhnto2v+5/e0px5QB/BHg03+9r0KC6qXn6a1WTAzwHeOvp0+5ZcTy8ki9BwOS54LS6UzfRz0tNKBRUpOXN6Zl4IUwDx6D6jy+bB6LF88/57ylhXjpM6e+Lrw5XQMtzGBDkgSNljfj8UDkuj/fHkFDTGV+TV2MBAPTzM7QaU8gob4SPQUC4lx6+Bg1mDgzA6vQKAEByuCfKzHasOliGYJMWl8X5n/G8B0sakFHeiIcujHTelhLphbXHqhDjb8T3GZVIifBqNcWV/EkX2h9B0/8P+rD+dDKaitFAs4oxxuCoLUfl+vfQmLVbtjpsooTV6RX4LacGZQ12BHhoMC3OH1cPDmzzAny2geZpHx3GxTG++Oe45os6YwzfZVRiXWYVSsx2+Bs1GB7uiZuTQ+Dbxgyi+9blYHy0D2YPDmxV2/IdRdhRUIe4ACMeHB+JQI+2WxnuSvAKgP/E6+E5ZBLAJGoZqByFgsq17ETZlHsQFb/+D/byArlLIgrBG0zwHTsLPiNnABxHYeAmKBTcBBNFgOfRcGQbqrd8AXtVkdwlERfFCVp4p0yH3/hrwGl1FAZuhkLBzTSHAwfzoS2o/uNLOGrat/kccQMcD8+kifCfdAMET1+aUeSmKBTcFBNFgONQf+A31GxdTQf6uDFO0MJz6GT4jZ0FjU+g83hY4p4oFNxc87kNQP3+jahN+9FlV0aT7sfpjPAefil8x/wNvNEbAKMwIBQKpBkTRXCCgMbsvahJXQPLiUNyl0R6CO/hDZ+Uy+GTcjk4nR4AR9NLiROFAmmlJRxs5QWo2fEdzEe2yrrOgXQfXWg/eA+fCq+kSQBPW1KQtlEokDa1TGUVG2tRu+sn1B/YCLG+Su6ySAdxGh1Mg8bB54Jp0IfFOEOfkLOhUCDnxSQJ4ICm3IOo378RDZlp1HpwcVr/cHgPvxRewy4Grzc6Q56Q86FQIO3GJBEcL0CyNKD+0GbUH/gNttJcucsip/BGL5gGjoFX4kQYogY4/70I6QgKBdIpf4495KP+4CY0HEuFo7pE7rLcDqczwpQwEp6JE2DsOwTguFNnGlCrgHQOhQLpEsaY8yJkKy9AQ8Z2mI/uhL08X+7SVIvT6uHRPxmmxAthih0BTqOlVgHpNhQKpNs0B0Tzhmn2mjI0HNmGhsw0WIuyXfrIUCXQeAfBI244POJGwtg3EZygoUFj0iMoFEiPabloSTYLmk4cQlPuATSdOAR7xUm5S3N5nEYHQ59B8IhJhkfsCGj9w8CYRMddkh5HoUB6BZOat9XgOB5iQy0aj+9H04lDsOQfof2X0HySmT5yAAyRA2DsMwi6kH7gBAFMdIAT6NgT0nsoFIgsWnZt5TgOkqUBlqJsWIuyYC3OhrU4R91rIgQNdIGR0IfFwhA5AIa+idD6BAEAmOgAeIFWGBPZUCgQl8CYBEiS81Ox2FALS2EmbGV5sFechK3yJOyVRWD2ts9edk0cNL7B0AVHQxfcB7qgaOhD+0HjGwKO55vHYCSRWgLEpVAoEJfFJKl54Pq0i6bDXAN7VRHslYWwV5dArK+Cw1wN0VwD0VwNyWLuxQo5CF5+0HgHQeMTCI1PEDTegdD4BkPrGwqNbxB4je7Ua2neeJDGA4iro1AgisRER5ungTHRAbGxDqK5Go76KkjWRjC7FZLdCma3NP/ZZgVzWMHstuZ5/RzfPK+f4091aTX/mRME8AYTeIMneIMJgtETvNG7+f8GE3i9R6vvzyQRYIy6f4iiUSgQ1WqZIgvGADAApy7ULSFwtq8Ba3442KmvBR1HSdwGhQIhhBAnWgtPCCHEiUKBEEKIE4UCIYQQJwoFQgghThQKKjd37lwkJCS0+d+///1v2epKSEjAN998I9v3J4S0jZZSuoFp06bhscceO+N2o9EoQzWEEFdGoeAGDAYDgoKC5C6DEKIA1H3k5hhjeOeddzBlyhQMHToUf/vb37BmzRrn/ampqRg0aBB27tyJ6dOnIykpCXPmzEFubi7efPNNjB07FiNHjsRzzz2HliUvjDG8++67mDZtGhITEzFixAjcfvvtKCgoOGsdv//+O2bNmoUhQ4bgkksuwbJly2Cz2Xr89RNCWqNQcHNLly7Fp59+iscffxw//PAD5s2bh6effhqrVq1yPkYURbz44otYvHgxvvzyS1RWVuK6665DTk4OPv74YzzwwAP45JNPsGnTJgDAhx9+iJUrV+Khhx7CL7/8gjfeeAO5ubl48cUX26xhy5YtuPfee3HNNdfgxx9/xFNPPYWffvoJDz30UG/8CAghp2NE1W666SY2aNAgNmzYsFb/LViwgDU0NLCkpCT2008/tfqaV199lV100UWMMcZ27tzJ4uPj2W+//ea8/6WXXmKDBw9mjY2NztvGjh3LVq5cyRhjbOPGjWzDhg2tnvOVV15hU6ZMcf49Pj6eff3114wxxq6//nr2zDPPtHr8jh07WHx8PCsoKOiGnwIhpL1oTMENTJ48GQ8++GCr2wwGA7Kzs2G1WrFo0SI8+uijzvscDgdsNhssFovztn79+jn/bDQaERgY2GqgWq/Xw2q1Or/fgQMHsHz5cuTl5SEnJwdZWVkICQlps74jR47g4MGD+Pbbb523sVNdUTk5OYiMjOzCqyeEdASFghswmUyIjo4+4/aSkhIAwLJly9C/f/8z7tfpdM4/azStf1X4s2woBwDvvPMOVqxYgVmzZmHkyJGYO3cuNm7ciLVr17b5eEmScOutt+Kqq6464z4aICekd9GYghvr378/NBoNioqKEB0d7fxv8+bNeO+998554T+XN998E3fddReefvppzJkzB8OGDcOJEyecn/7/Ki4uDsePH29VQ2lpKZYsWYKGhoauvERCSAdRKLgxLy8vXHfddVi2bBm+++47FBQU4Ntvv8V//vMfBAYGdvp5w8LCsG3bNmRnZ+P48eNYunQp1q9ff9bZRLfddhvWr1+PFStWIDc3Fzt27MCjjz6Kuro6aikQ0suo+8jNPfroo/D398fy5ctRVlaG0NBQ3HXXXVi4cGGnn3PJkiV49tlncfXVV8NkMmHo0KF45pln8PTTT+PkyZNnjBFcdtllWLp0KVauXImVK1fCx8cHF110Ec0+IkQGdJ4CIYQQJ+o+IoQQ4kShQAghxIlCgRBCiBOFAiGEECcKBUIIIU4UCoQQQpwoFAghhDhRKBBCCHGiUCCEEOJEoUAIIcSJQoEQQogThQIhhBAnCgVCCCFOFAqEEEKcKBQIIYQ4USgQQghxolAghBDiRKFACCHEiUKBEEKIE4UCIYQQJwoFQgghThQKhBBCnP4fWTXz1uBDjRQAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Gender'] = np.where(df['COMBINED.NAME'] == 'Madge Fletcher', 'F', df['Gender'])\n",
"df['Gender'] = np.where(df['COMBINED.NAME'] == 'Jess Love', 'F', df['Gender'])\n",
"df['Gender'] = np.where(df['COMBINED.NAME'] == 'Pete Sanders', 'M', df['Gender'])\n",
"\n",
"df = df.drop_duplicates()\n",
"df['Year'] = df['DATE.FROM.(General)'].apply(lambda x: x.strftime('%Y'))\n",
"df['Year'] = df['Year'].astype(int)\n",
"df['Year_decade'] = [ int(np.floor(int(year)/5) * 5) \n",
" for year in np.array(df['Year'])]\n",
"\n",
"df_noinjuries = df[df['ROLE.CATEGORY.CONCATINATE'] != 'Injured']\n",
"\n",
"## Gender Proportion\n",
"df_gender=pd.DataFrame(dict(Counter(df_noinjuries[\"Gender\"])).items(),\n",
" columns=[\"Gender\",\"Frequency\"])\n",
"# print(df_gender)\n",
"\n",
"# explosion\n",
"explode = (0.05, 0.05, 0.05, 0.05, 0.05)\n",
" \n",
"# Pie Chart\n",
"plt.pie(df_gender['Frequency'], labels=['Male','Female','U',0,'Missing'],\n",
" autopct='%1.1f%%', pctdistance=0.85,\n",
" explode=explode)\n",
" \n",
"# draw circle\n",
"centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"fig = plt.gcf()\n",
" \n",
"# Adding Circle in Pie chart\n",
"fig.gca().add_artist(centre_circle)\n",
" \n",
"# Adding Title of chart\n",
"plt.title('Gender proportion (with missing and unknown cases)')\n",
" \n",
"# Displaying Chart\n",
"plt.show()\n",
"\n",
"# without null\n",
"# explosion\n",
"explode = (0.05, 0.05)\n",
" \n",
"# Pie Chart\n",
"plt.pie(df_gender[df_gender['Gender'].isin(['M','F'])]['Frequency'], \n",
" labels=['Male','Female'],\n",
" autopct='%1.1f%%', pctdistance=0.85,\n",
" explode=explode)\n",
"\n",
"# draw circle\n",
"centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"fig = plt.gcf()\n",
" \n",
"# Adding Circle in Pie chart\n",
"fig.gca().add_artist(centre_circle)\n",
" \n",
"# Adding Title of chart\n",
"plt.title('Gender proportion')\n",
" \n",
"# Displaying Chart\n",
"plt.show()\n",
"\n",
"\n",
"# # Pie Chart\n",
"# plt.pie(df_gender[df_gender['Gender'].isin(['M','F',0])]\\\n",
"# .replace({0: 'M'})\\\n",
"# .groupby('Gender')\\\n",
"# .sum()\\\n",
"# .reset_index()\\\n",
"# .sort_values('Gender',ascending=False)['Frequency'], \n",
"# labels=['Male','Female'],\n",
"# autopct='%1.1f%%', pctdistance=0.85,\n",
"# explode=explode)\n",
"\n",
"# # draw circle\n",
"# centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"# fig = plt.gcf()\n",
" \n",
"# # Adding Circle in Pie chart\n",
"# fig.gca().add_artist(centre_circle)\n",
" \n",
"# # Adding Title of chart\n",
"# plt.title('Gender proportion (assuming 0 is Male)')\n",
" \n",
"# Displaying Chart\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "b8739ba0",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Gender Proportion\n",
"df_gender=pd.DataFrame(dict(Counter(df_noinjuries.drop_duplicates(['PERSON.NUMBER','Gender'])[\"Gender\"])).items(),\n",
" columns=[\"Gender\",\"Frequency\"])\n",
"# print(df_gender)\n",
"\n",
"# explosion\n",
"explode = (0.05, 0.05, 0.05, 0.05, 0.05)\n",
" \n",
"# Pie Chart\n",
"plt.pie(df_gender['Frequency'], labels=['Male','Female','U',0,'Missing'],\n",
" autopct='%1.1f%%', pctdistance=0.85,\n",
" explode=explode)\n",
" \n",
"# draw circle\n",
"centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"fig = plt.gcf()\n",
" \n",
"# Adding Circle in Pie chart\n",
"fig.gca().add_artist(centre_circle)\n",
" \n",
"# Adding Title of chart\n",
"plt.title('Gender proportion (with missing and unknown cases)')\n",
" \n",
"# Displaying Chart\n",
"plt.show()\n",
"\n",
"# without null\n",
"# explosion\n",
"explode = (0.05, 0.05)\n",
" \n",
"# Pie Chart\n",
"plt.pie(df_gender[df_gender['Gender'].isin(['M','F'])]['Frequency'], \n",
" labels=['Male','Female'],\n",
" autopct='%1.1f%%', pctdistance=0.85,\n",
" explode=explode)\n",
"\n",
"# draw circle\n",
"centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"fig = plt.gcf()\n",
" \n",
"# Adding Circle in Pie chart\n",
"fig.gca().add_artist(centre_circle)\n",
" \n",
"# Adding Title of chart\n",
"plt.title('Gender proportion')\n",
" \n",
"# Displaying Chart\n",
"plt.show()\n",
"\n",
"\n",
"# # Pie Chart\n",
"# plt.pie(df_gender[df_gender['Gender'].isin(['M','F',0])]\\\n",
"# .replace({0: 'M'})\\\n",
"# .groupby('Gender')\\\n",
"# .sum()\\\n",
"# .reset_index()\\\n",
"# .sort_values('Gender',ascending=False)['Frequency'], \n",
"# labels=['Male','Female'],\n",
"# autopct='%1.1f%%', pctdistance=0.85,\n",
"# explode=explode)\n",
"\n",
"# # draw circle\n",
"# centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"# fig = plt.gcf()\n",
" \n",
"# # Adding Circle in Pie chart\n",
"# fig.gca().add_artist(centre_circle)\n",
" \n",
"# # Adding Title of chart\n",
"# plt.title('Gender proportion (assuming 0 is Male)')\n",
" \n",
"# Displaying Chart\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "12733f88",
"metadata": {},
"source": [
"### Participation by time\n",
"\n",
"The visualisations below show the participation rates across time for `Male`, `Female` and `Unconfirmed`. Participation rate being the number of people involved in an event in a time period. The clustered bar chart shows that the majority of unverified persons lie within the 95-99 period. Furthermore, `Female` leads partipication across most periods."
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "4ceac5f1",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bymf= df_noinjuries[(df_noinjuries.Year_decade < 2010)]\n",
"bymf['Gender'] = bymf['Gender'].replace({0: 'Unconfirmed', 'U': 'Unconfirmed'})\n",
"ax = pd.crosstab(bymf['Year_decade'], \n",
" bymf['Gender'])\\\n",
".plot(kind='bar', rot=0, color=['tab:orange','tab:blue','tab:red'])\n",
"plt.legend(loc=\"upper left\", ncol=1, facecolor='white', framealpha=1)\n",
"plt.title('Participation per demi-decade')\n",
"ax.set_xlabel('')\n",
"plt.xticks(range(0, 7, 1), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7baa23d2",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = pd.crosstab(bymf[bymf.Gender != 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender != 'Unconfirmed']['Gender'])\\\n",
".plot(rot=0, color=['tab:orange','tab:blue'])\n",
"\n",
"pd.crosstab(bymf[bymf.Gender == 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender == 'Unconfirmed']['Gender'])\\\n",
".plot(rot=0, color=['tab:red'], alpha=0.6, linestyle='dashed', ax=ax)\n",
"\n",
"plt.legend(loc=\"upper left\", ncol=1, facecolor='white', framealpha=1)\n",
"plt.title('Participation per year, Male, Female and Unconfirmed', )\n",
"ax.set_xlabel('')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "cb32b833",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Gender=M Year=%{x} value=%{y} ",
"legendgroup": "M",
"line": {
"color": "#1f77b4",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "M",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1977,
1978,
1979,
1980,
1982,
1983,
1984,
1985,
1986,
1987,
1988,
1989,
1990,
1991,
1992,
1993,
1994,
1995,
1996,
1997,
1998,
1999,
2000,
2001,
2002,
2003,
2004,
2005,
2006,
2007,
2008,
2009
],
"xaxis": "x",
"y": [
0.5,
0.6818181818181818,
0.6060606060606061,
0.5793357933579336,
0.4879032258064516,
0.43448275862068964,
0.5,
0.5891472868217055,
0.5108695652173914,
0.5294117647058824,
0.4598825831702544,
0.4406779661016949,
0.4110169491525424,
0.4084507042253521,
0.5,
0.2988691437802908,
0.3677811550151976,
0.37142857142857144,
0.39941690962099125,
0.4549763033175355,
0.4676165803108808,
0.44350758853288363,
0.45213849287169044,
0.4185639229422067,
0.4135135135135135,
0.47266881028938906,
0.5207496653279786,
0.4873294346978557,
0.43912175648702595,
0.5414634146341464,
0.5379537953795379,
0.5807228915662651
],
"yaxis": "y"
},
{
"hovertemplate": "Gender=F Year=%{x} value=%{y} ",
"legendgroup": "F",
"line": {
"color": "#ff7f0e",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "F",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1977,
1978,
1979,
1980,
1982,
1983,
1984,
1985,
1986,
1987,
1988,
1989,
1990,
1991,
1992,
1993,
1994,
1995,
1996,
1997,
1998,
1999,
2000,
2001,
2002,
2003,
2004,
2005,
2006,
2007,
2008,
2009
],
"xaxis": "x",
"y": [
0.5,
0.3181818181818182,
0.3939393939393939,
0.42066420664206644,
0.5120967741935484,
0.5655172413793104,
0.5,
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"source": [
"# compare proportions\n",
"gender_props = pd.crosstab(bymf[bymf.Gender != 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender != 'Unconfirmed']['Gender'], normalize='index').reset_index()\\\n",
" .melt(id_vars=['Year'], value_vars=['M','F'])\n",
"\n",
"fig = px.line(gender_props, x=\"Year\", y=\"value\", color='Gender'\n",
",color_discrete_map={'M':'#1f77b4','F':'#ff7f0e'}\n",
" ,title='Participation per year, Male and Female proportions'\n",
" ,height=500\n",
" ,width=800)\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.6\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0.2, 0.8])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "2a989863",
"metadata": {},
"source": [
"#### Participation by time (Unique participants)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "4df62155",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bymf= df_noinjuries[df_noinjuries.Year_decade < 2010].drop_duplicates(['PERSON.NUMBER','Year'])\n",
"bymf['Gender'] = bymf['Gender'].replace({0: 'Unconfirmed', 'U': 'Unconfirmed'})\n",
"ax = pd.crosstab(bymf['Year_decade'], \n",
" bymf['Gender'])\\\n",
".plot(kind='bar', rot=0, color=['tab:orange','tab:blue','tab:red'])\n",
"plt.legend(loc=\"upper left\", ncol=1, facecolor='white', framealpha=1)\n",
"plt.title('Participation per demi-decade, Unique Participants')\n",
"ax.set_xlabel('')\n",
"plt.xticks(range(0, 7, 1), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "08cd68a0",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = pd.crosstab(bymf[bymf.Gender != 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender != 'Unconfirmed']['Gender'])\\\n",
".plot(rot=0, color=['tab:orange','tab:blue'])\n",
"\n",
"pd.crosstab(bymf[bymf.Gender == 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender == 'Unconfirmed']['Gender'])\\\n",
".plot(rot=0, color=['tab:red'], alpha=0.6, linestyle='dashed', ax=ax)\n",
"\n",
"plt.legend(loc=\"upper left\", ncol=1, facecolor='white', framealpha=1)\n",
"plt.title('Participation per year, Male, Female and Unconfirmed', )\n",
"ax.set_xlabel('')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "75880d12",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Gender=M Year=%{x} value=%{y} ",
"legendgroup": "M",
"line": {
"color": "#1f77b4",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "M",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
1977,
1978,
1979,
1980,
1982,
1983,
1984,
1985,
1986,
1987,
1988,
1989,
1990,
1991,
1992,
1993,
1994,
1995,
1996,
1997,
1998,
1999,
2000,
2001,
2002,
2003,
2004,
2005,
2006,
2007,
2008,
2009
],
"xaxis": "x",
"y": [
0.5,
0.6896551724137931,
0.6296296296296297,
0.55,
0.5,
0.4666666666666667,
0.44,
0.5833333333333334,
0.5121951219512195,
0.5357142857142857,
0.4,
0.4166666666666667,
0.425531914893617,
0.47058823529411764,
0.5294117647058824,
0.375,
0.3787878787878788,
0.37681159420289856,
0.3787878787878788,
0.3387096774193548,
0.4305555555555556,
0.3939393939393939,
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"source": [
"# compare proportions\n",
"gender_props = pd.crosstab(bymf[bymf.Gender != 'Unconfirmed']['Year'], \n",
" bymf[bymf.Gender != 'Unconfirmed']['Gender'], normalize='index').reset_index()\\\n",
" .melt(id_vars=['Year'], value_vars=['M','F'])\n",
"\n",
"fig = px.line(gender_props, x=\"Year\", y=\"value\", color='Gender'\n",
",color_discrete_map={'M':'#1f77b4','F':'#ff7f0e'}\n",
" ,title='Participation (unique) per year, Male and Female proportions'\n",
" ,height=500\n",
" ,width=800)\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.6\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0.2, 0.8])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "e3e39bf5",
"metadata": {},
"source": [
"## Event participation"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "9cc10892",
"metadata": {},
"source": [
"### Event participation by month\n",
"\n",
"The first bar chart shows the participation rate over the entire dataset for each month. The data suggests that events with highest participation rates occur in Autumn. October is the month with the lowest frequency.\n",
"\n",
"The second bar chart shows the number of unique participants over the entire dataset for each month. June tends to have the most unique participants."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "e5f5c54e",
"metadata": {
"tags": [
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]
},
"outputs": [
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Month'] = df['DATE.FROM.(General)'].apply(lambda x: x.strftime('%B'))\n",
"df['month_number'] = df['DATE.FROM.(General)'].apply(lambda x: x.strftime('%m'))\n",
"ordered_months = df[['Month','month_number']]\\\n",
".drop_duplicates()\\\n",
".sort_values('month_number')['Month']\\\n",
".unique()\n",
"\n",
"df['Month'] = pd.Categorical(df['Month'],categories=ordered_months, ordered=True)\n",
"\n",
"df_noinjuries = df[df['ROLE.CATEGORY.CONCATINATE'] != 'Injured']\n",
"\n",
"df_noinjuries['Month'].value_counts().sort_values().plot(kind='barh')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "8c41c9d1",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_noinjuries.drop_duplicates(['PERSON.NUMBER','Month','Year'])['Month']\\\n",
".value_counts().sort_values().plot(kind='barh')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "6e79bb9c",
"metadata": {},
"source": [
"### Event participation by month-year\n",
"\n",
"The first bar chart shows the top ten months (within their respective year) with the highest participation rates. March 2004 has the highest participation among all month-years (472 participations). For reference the median participation rate for monthly data is 37 participations.\n",
"\n",
"The second bar chart shows the top ten months (within their respective year) with the highest number of unique participants. November 1990 consisted of 103 unique participants. For reference the median number of unique participants for monthly data is 29."
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "43384235",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_noinjuries[['Month','Year']]\\\n",
" .value_counts().head(10)\\\n",
" .sort_values().plot(kind='barh')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "0b2d4ae3",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_noinjuries.drop_duplicates(['PERSON.NUMBER','Month','Year'])[['Month','Year']]\\\n",
" .value_counts().head(10)\\\n",
" .sort_values().plot(kind='barh')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "907047c5",
"metadata": {},
"source": [
"### Event participation by demi-decade\n",
"\n",
"We use a bar chart to highlight the participation rates across time.\n",
"\n",
"Data has been aggregated into five-year bins. The figure shows a steady incline over the first 20 years, peaking in the 1995-1999 period, and gradually declining."
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "7af1c696",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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RpD6vGTZsWEBjAAAAnGnAMfP000+roKBA1113nTZs2OCNFIfDIZfL5XNt78cJCQnet5f6uqb3rSV/YwAAAJxpQDHzm9/8Rg8//LDuvPNOrV692uctIafTqT179qi7u9t7rKKiQmPHjlVcXJySkpI0YsQIVVZWes+3tbVp3759ysjICGgMAACAMwUcM/X19Vq+fLmmTJmiuXPnqrW1Ve+//77ef/99tbe3a/r06Tp+/LiKiopUV1enHTt2aPPmzZo7d66kU/fK5Ofnq7i4WLt27VJtba0WLFggh8OhKVOmSJLfMQAAAM4U8M+ZeeWVV9TZ2any8nKVl5f7nMvLy9MjjzyijRs3atmyZcrLy9OoUaO0cOFC5eXlea+bP3++urq6tHjxYnV0dMjpdKqkpMT7Ck9cXJzfMQAAAE4XcMzMmzdP8+bN6/ealJQUlZaWnvP8kCFDVFhYqMLCwqDHAAAAOB2/aBIAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YARASPT0m1FPwEW7zARC4gL81GwAGU2RkhIq37NGhlvZQT0WXJozUfXdOCvU0AASJmAEQModa2nWg8ViopwHAcrzNBAAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRM8B51tNjQj0Fr3CaCwAMlqhQTwD4pIuMjFDxlj061NIe0nlcmjBS9905KaRzAIDzgZgBPgaHWtp1oPFYqKcBAJ9IvM0EAACsRswAAACrETMAAMBqxAwAALAaMQMAAKxGzAAAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAq32kmFm/fr2++c1v+hyrqalRfn6+0tLSlJOTo5KSEp/zPT09Wrt2rbKyspSamqrZs2eroaFhQGMAAAD0CjpmnnrqKa1du9bn2JEjRzRr1iyNGTNGZWVlKigo0Jo1a1RWVua9Zv369dq6dauWLl2q0tJSRUREaM6cOfJ4PAGPAQAA0GvAv2iypaVFRUVF2rNnj8aOHetzbtu2bYqOjtaSJUsUFRWlxMRENTQ0aMOGDZo+fbo8Ho82bdqkwsJCZWdnS5JWrVqlrKwslZeXa9q0aX7HAAAAON2AX5nZu3evLrjgAj377LNKTU31OVddXS2n06moqP82UmZmpurr69Xa2qra2lqdOHFCmZmZ3vOxsbFKTk5WVVVVQGMAAACcbsCvzFx//fW6/vrr+zzX3NyscePG+RyLj4+XJB0+fFjNzc2SpNGjR591TVNTU0BjxMXFDXTKAADgE2xQv5upo6ND0dHRPseGDh0qSXK73Tp58qQk9XmN2+0OaAwAAIDTDWrMxMTEeG/k7dUbIMOHD1dMTIwk9XnNsGHDAhoDAADgdIMaMw6HQy6Xy+dY78cJCQnet5f6usbhcAQ0BgAAwOkGNWacTqf27Nmj7u5u77GKigqNHTtWcXFxSkpK0ogRI1RZWek939bWpn379ikjIyOgMQAAAE43qDEzffp0HT9+XEVFRaqrq9OOHTu0efNmzZ07V9Kpe2Xy8/NVXFysXbt2qba2VgsWLJDD4dCUKVMCGgMAAOB0A/5upv7ExcVp48aNWrZsmfLy8jRq1CgtXLhQeXl53mvmz5+vrq4uLV68WB0dHXI6nSopKfHe9BvIGAAAAL0+Usw88sgjZx1LSUlRaWnpOT9nyJAhKiwsVGFh4Tmv8TcGAABAL37RJAAAsBoxAwAArEbMAAAAqxEzGBQ9PSbUU/AKp7kAAM6/Qf1uJvzvioyMUPGWPTrU0h7SeVyaMFL33TkppHMAAHy8iBkMmkMt7TrQeCzU0wAA/I/hbSYAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgNWIGAABYjZgBAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgagp8eEegpe4TQXAABCKSrUE7BJZGSEirfs0aGW9pDO49KEkbrvzkkhnQMAAOGCmBmgQy3tOtB4LNTTAAAA/x9vMwEAAKsRMwAAwGrEDAAAsBoxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsFpYx09PTo7Vr1yorK0upqamaPXu2GhoaQj0tAAAQhsIyZtavX6+tW7dq6dKlKi0tVUREhObMmSOPxxPqqQEAgDATdjHj8Xi0adMmFRQUKDs7W0lJSVq1apVaWlpUXl4e6ukBAIAwE3YxU1tbqxMnTigzM9N7LDY2VsnJyaqqqgrhzAAAQDgKu1802dzcLEkaPXq0z/H4+Hg1NTUNeDyXy6Xu7m7l5uYOyvyOHXerq9sMyljBahoSodwXhoZ0Dn1hbc6NtelbOKyLxNr0h7U5N9amb4O1Lk1NTRoyZEhA14ZdzJw8eVKSFB0d7XN86NChOnZs4L+teujQoYN6r80FI8Jr44YT1ubcWJu+sS7nxtqcG2tzbp+ktYmKijqrBc557Xmey4DFxMRIOnXvTO+fJcntdmvYsGEDHq+6unrQ5gYAAMJP2N0z0/v2ksvl8jnucrnkcDhCMSUAABDGwi5mkpKSNGLECFVWVnqPtbW1ad++fcrIyAjhzAAAQDgKu7eZoqOjlZ+fr+LiYn3mM5/RJZdcokcffVQOh0NTpkwJ9fQAAECYCbuYkaT58+erq6tLixcvVkdHh5xOp0pKSgK+EQgAAPzviDDGhP772wAAAIIUdvfMAAAADAQxAwAArEbMAAAAqxEzAADAasQMAACwGjEDAACsRswAAACrETMBqqys1Pjx4/v8Jzc3V5L0wAMPnHXuuuuuO+eYhw4dOueYSUlJ3uv27t2rb33rW7rqqquUk5OjdevWqbu7+7w/5oHo7OzUqlWrlJOTo/T0dM2YMUNvvPGG93xNTY3y8/OVlpamnJwclZSUBDTuU089pSlTpigtLU15eXl69dVXz3ntL3/5S40fP/4jP5bB5G9dBrpnevlbFxv2zIkTJ/Twww8rOztbkyZN0t13362DBw96zwezZzo7O7V27VrdcMMNSk9P18yZM7V3795zXh+Oe0byvzbB7JtA1saGfdPT06O1a9cqKytLqampmj17thoaGrzng32u2bJli3Jzc5WSkqLbbrtN//rXv855bbjuG39rE+zzjb+1CYt9YxAQt9ttXC6Xzz9/+ctfTHJystm2bZsxxpi8vDyzcuVKn2taW1vPOWZXV9dZY+7du9ekp6eblStXGmOMOXjwoElNTTV33323qa2tNZWVleZLX/qSKSoq+lged6DWrFljJk+ebP785z+bd9991xQVFZmrrrrKNDc3mw8//NBcc801pqioyNTV1Znt27ebiRMnmu3bt/c75vbt201aWpp56aWXzMGDB83q1atNcnKy2bdv31nXvvnmmyY5OdmMGzfufD3EoPS3LsYMfM8Y439dbNkz3/3ud01WVpb54x//aOrq6szixYvNtddeaz788MOg98xPfvITM2nSJPP73//evPPOO2b16tUmLS3NvPPOO2ddG657xpj+18aY4PaNv7WxZd+sW7fOfP7znze7d+82NTU1Zvbs2WbKlCnG7XYHvW927NhhUlNTzbPPPmv2799vCgsLzdVXX93nmobzvulvbYwJbt/4W5tw2TfETJA8Ho+ZNm2aueeee4wxp8Jk4sSJpry8/CONO3v2bHPbbbeZ7u5uY4wxy5cvN9nZ2d7NaIwx1dXVZvz48aaxsfEj/V2D6eabbzY/+9nPvB+3t7ebcePGmZdfftk88cQTJisry3R2dnrP/+IXvzBf+tKX+h3zrrvuMj/4wQ98jjmdTlNSUuJz7MSJE2bq1KnmW9/6Vtg9wfS3LsHuGX/rYsOeqampMePGjTO7d+/2Huvu7jZTp041jz32WFB75tixY2b8+PHm6aef9jk+c+ZM88ADD/gcC+c9429tgtk3gayNDfvG7Xab9PR085vf/MZ77NixYyYlJcU8//zzQT/XTJ061Tz66KPejzs7O012drb51a9+5XNdOO8bf2sT7PONv7UJl33D20xB2rJli5qamvTAAw9Ikt5991253W4lJiYGPebOnTtVUVGhJUuWKDLy1L+a+vp6paSk+PxequTkZBljVFVV9dEexCC68MIL9eqrr+rQoUPq7u5WaWmpoqOjdeWVV6q6ulpOp1NRUf/9VWCZmZmqr69Xa2trv2NWVVWptrZWxhi9+OKLam9vV0pKis91y5Yt07hx43TLLbect8cXrP7WJdg9429dbNgz9fX1kqSMjAzvscjISCUlJamqqiqoPfPuu+/KGCOn0+lz/MorrzzrcYfznvG3NsHsm0DWxoZ9U1tbqxMnTigzM9N7LDY2VsnJyUHvm9bWVr377rs+Y0ZFRSkjI8OqfeNvbYLZN4GsTbjsm7D8RZPhzu1264knntC3v/1txcfHS5LefvttRUREaPPmzXrttdcUGRmp7Oxs3XPPPRo5cmRA465Zs0Y33XSTz/0yo0aN0ttvv+1zXWNjoyT1GwIft6KiIi1YsEC5ubkaMmSIIiMjtWbNGl122WVqbm7WuHHjfK7vXbfDhw8rLi6uzzHnz5+vd955R7fccouGDBminp4ePfTQQz5P8uXl5frTn/6k5557rt/7aUKlv3V56aWXgtoz/tbFhj0zatQoSVJzc7PPk2tjY6PcbrckDXjP9J5vamry+dzGxkZ98MEH3o/Dfc/4W5tgnmsCWRsb9k1zc7MkafTo0T7H4+Pj1dTUFNRzTX9j1tbWej8O933jb22C2TeBrE247BtemQnC73//e7ndbn3zm9/0Htu/f78iIyN1ySWX6IknntCiRYv0pz/9SXfffbd6enr8jvn6669r//79+t73vudzPC8vT//617/05JNPyu12y+Vy6eGHH1ZUVJQ8Hs+gP7ZgHThwQLGxsXr88cdVWlqqr3/961q0aJFqa2vV0dFx1m88Hzp0qCR5v3D15eDBgzLGaMWKFdq+fbvmzZun5cuX6/XXX5cktbS06Mc//rGWL1+uiy666Pw9uI+gv3UJds/4Wxcb9kxqaqoSExP10EMPqampSR6PR0899ZRqamrk8XiC2jMOh0PXXnutVqxYobq6OnV1denFF1/Uq6++qs7OTkl27Bl/axPMvglkbWzYNydPnpSkPveG2+0Oat/4G1OyY9/4exzB7JtA1iZc9g2vzAThmWee0dSpU302dUFBgWbOnKnY2FhJp/6vctSoUd47vysqKvSrX/3Ke/1NN92kn/70pz5jZmRknPUSYEZGhpYvX66f//znWrVqlT796U9r/vz5OnDgQMCv+JxvjY2NKiws1FNPPeV9dWDixImqq6vTunXrFBMTc9am7v0PYfjw4XriiSfOWptFixapoKBADzzwgPcl3eTkZDU2NurRRx/Vtddeq/vvv1833nhjQHfjh4K/dXnssccGvGf8rcvkyZOt2DOf+tSn9Pjjj+v+++9XTk6OoqKilJOTo2984xv697//LY/HM+A989Of/lQrVqzQgw8+qK9+9auKjIzUpEmTNGvWLJWWlsoYE/Z7RvK/NsE+1/S3NpIdzzUxMTGSJI/H4/2zdGpvDBs2LKjnmltvvdU75pmfN2zYMGv2jb+1CWbf+FsbKXz2DTEzQB9++KH+/ve/a+7cuT7HIyIivJukV+/Lnc3Nzbr99tt14403es+NGDHC++euri7t3r1bCxYs6PPv/PrXv668vDy5XC5ddNFF6urq0vLly3X55ZcP1sP6SP75z3+qs7NTEydO9Dmempqq1157TRdffLFcLpfPud6PExIS+lybAwcO6OjRo2eNmZaWpvLych0+fFh//etf9cYbb+iZZ56RdGodJSk9PV1z587VvHnzBvuhDoi/dQlmz/hbl17hvmckaezYsSotLdWxY8e8a/HDH/5QY8aMUVtb24D3jHTqJe8NGzbo+PHj8ng8+sxnPqMVK1ZozJgxVuyZXv2tTbDPNf2tTa9w3ze9b3e4XC5ddtll3uMul0tJSUnq6uoa8L6JiIjwXnf6/0y6XC45HA5r9o2/tQlm3/hbm17hsG+ImQF64403FBERoauvvtrn+I9+9CMdPXrU52ca9H4v/hVXXKELL7xQF154YZ9j1tXVqa2tzecmq16vvPKKnn32WT3++ONKSEiQJL3wwgsaPny40tPTB+lRfTS9/xG99dZbPjfnvv3227r88suVlpamrVu3qru7W0OGDJEkVVRUaOzYsd73sM9cm96XPd966y2f/4jeeustXX755UpISNAf/vAHn8/5wx/+oOLiYj3zzDO64IILBv1xDpS/dQlmz/hbF8mOPXP8+HHNmzdP999/vyZMmCBJam9v11//+lcVFRXJ5XINeM8YYzRv3jzdfvvt+uIXvyjp1BednTt36uabb7Ziz0j+1yaYfeNvbSQ79k1SUpJGjBihyspK7xfstrY27du3T/n5+Ro9evSA9410Kh4rKyv1+c9/XtKptamurtaMGTOs2Tf+1ibYr1H9rY0URvvmY/u+qU+IdevWmalTp551/I9//KMZP368Wb9+vWloaDC7d+82119/vbn33nv9jvm73/3OTJgwwfT09Jx17sCBA2bChAnm8ccfN++99555+eWXTXp6utmwYcOgPJ7B0N3dbWbMmGG+/OUvm4qKClNfX29WrVplrrzySvP3v//dfPDBB8bpdJpFixaZ/fv3m7KyMjNx4kSzY8eOfse99957zeTJk83OnTvNwYMHzebNm01ycrJ58cUX+7y+rKwsrL5d0t+6BLtn/K2LDXvGGGPy8/PNHXfcYWpra01NTY2ZMWOGufnmm01nZ2fQe+b+++83X/7yl80//vEPU1dXZwoKCkxWVpY5evRon9eH257p1d/aBLtv/K2NLftm5cqV5uqrrzY7d+70/iyVqVOnGrfbHfS+KS0tNSkpKWbHjh3en6VyzTXXnPNnsITrvulvbYLdN/7WJlz2DTEzQA899JC59dZb+zz38ssvm6997WsmJSXFTJ482TzyyCOmo6PD75hPPvmkmTx58jnP796929x0000mJSXFTJ069ayfFREOjh49apYsWWJycnJMenq6ue2220xlZaX3/JtvvmluvfVWM2HCBPPFL37R/PrXv/Y75smTJ83KlSvNDTfcYNLS0kxeXp55+eWXz3l9OD7B+FuXYPZMIOtiw55paWkxBQUFJiMjw1x99dVm0aJFPl88gtkz7e3t5sEHHzTXXHONycjIMN///vfNwYMHz3l9OO4ZY/yvTTD7JpC1sWHfdHV1mRUrVpjMzEyTlpZm5syZY9577z3v+WD2jTHGbNy40Vx33XUmJSXFzJgxo88fztkrXPeNv7UJ9muUv7UJh30TYYwxH9/rQAAAAIOLb80GAABWI2YAAIDViBkAAGA1YgYAAFiNmAEAAFYjZgAAgNWIGQAAYDViBgAAWI2YAQAAViNmAACA1YgZAABgtf8HV8g7n4iXDcAAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = df.drop_duplicates()\n",
"df['Year'] = df['DATE.FROM.(General)'].apply(lambda x: x.strftime('%Y'))\n",
"df['Year'] = df['Year'].astype(int)\n",
"df['Year_decade'] = [ int(np.floor(int(year)/5) * 5) \n",
" for year in np.array(df['Year'])]\n",
"\n",
"df_noinjuries = df[df['ROLE.CATEGORY.CONCATINATE'] != 'Injured']\n",
"\n",
"ax = df_noinjuries['Year_decade'].value_counts().reset_index().sort_values('index').head(-1)\\\n",
".plot(x='index',y='Year_decade', kind='bar', rot=0)\n",
"\n",
"ax.set_xlabel('')\n",
"plt.xticks(range(0, 7, 1), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
"\n",
"# adjust legend\n",
"plt.legend().set_visible(False)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "1306242b",
"metadata": {},
"source": [
"### Event participation by year\n",
"\n",
"To get a more granular view of the data, we plot the time as individual years. The highest peak is 1996 with 1257 records. \n",
"\n",
"Interesting to note that there was no data for the year 1981."
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "92414456",
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# We provide the top 5 years with the highest number of participants below.\n",
"\n",
"# | Year | Participants |\n",
"# | :- | -: |\n",
"# | 1998 | 1257 |\n",
"# | 1995 | 1090 |\n",
"# | 2004 | 1040 |\n",
"# | 1998 | 885 |\n",
"# | 1993 | 739 |"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "dfcb3329",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Year=%{x} Count=%{y} ",
"legendgroup": "",
"line": {
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"opacity": 0.6,
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"textposition": "bottom right",
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"x": [
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1978,
1979,
1980,
1981,
1982,
1983,
1984,
1985,
1986,
1987,
1988,
1989,
1990,
1991,
1992,
1993,
1994,
1995,
1996,
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1998,
1999,
2000,
2001,
2002,
2003,
2004,
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2007,
2008,
2009
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665,
525,
416,
326,
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"height": 500,
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"orientation": "h",
"tracegroupgap": 0,
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"xanchor": "right",
"y": 1.065,
"yanchor": "bottom"
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"# ax = df_noinjuries['Year'].\\\n",
"# value_counts().\\\n",
"# reset_index().\\\n",
"# append({'index':1981,'Year':0}, ignore_index=True).\\\n",
"# sort_values('index').\\\n",
"# head(-1).\\\n",
"# plot(x='index',y='Year', rot=0, label='Participation Rates', alpha=0.6)\n",
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"# ax.set_xlabel('')\n",
"\n",
"# # adjust legend\n",
"# plt.legend().set_visible(True)\n",
"\n",
"# # In the figure below, we also include injured persons recorded for each event. \n",
"# # We see a peak in 1993 of 107. \n",
"# # This is quite significant as the median is 6 injuries per year (mean = 15).\n",
"\n",
"# df_injuries = df[df['ROLE.CATEGORY.CONCATINATE'].str.contains('Injured',na=False)]\n",
"\n",
"# # pd.merge(df_injuries['Year'].\\\n",
"# # value_counts().\\\n",
"# # reset_index(),\n",
"# # pd.DataFrame({'index': list(range(1977, 2010))}),\n",
"# # how='outer').\\\n",
"# # fillna(0).\\\n",
"# # sort_values('index').\\\n",
"# # plot(x='index',y='Year', rot=0, ax=ax, label='Injured')\n",
"\n",
"import plotly.express as px\n",
"\n",
"fig = px.line(df_noinjuries['Year'].\\\n",
" value_counts().\\\n",
" reset_index().\\\n",
" append({'index':1981,'Year':0}, ignore_index=True).\\\n",
" sort_values('index').\\\n",
" head(-1).\\\n",
" rename(columns={'index':'Year','Year':'Count'}), x=\"Year\", y=\"Count\"\n",
" ,title='Participation rates per year'\n",
" ,height=500\n",
" ,width=800, markers=True)\n",
"\n",
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" y=1.065,\n",
" xanchor=\"right\",\n",
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"))\n",
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"# Change the bar mode\n",
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"\n",
"fig.update_traces(textposition=\"bottom right\")\n",
"\n",
"# change y-axis limits\n",
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"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16),title_text='')\n",
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"source": [
"### Unique participants by year\n",
"\n",
"Peaks in 1990 and 2005 appear to be influenced by an increasing number of crew members and administrative staff."
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"# this is the number of distinct people who participated in each year\n",
"\n",
"# df_noinjuries\\\n",
"# .groupby('Year')['PERSON.NUMBER']\\\n",
"# .nunique()\\\n",
"# .reset_index()\\\n",
"# .append({'Year':1981,'PERSON.NUMBER':0}, ignore_index=True)\\\n",
"# .sort_values('Year')\\\n",
"# .head(-1)\\\n",
"# .plot(x='Year',y='PERSON.NUMBER', rot=0, label='Unique Participants', alpha=0.6)\n",
"\n",
"# plt.show()\n",
"\n",
"\n",
"fig = px.line(df_noinjuries\\\n",
" .groupby('Year')['PERSON.NUMBER']\\\n",
" .nunique()\\\n",
" .reset_index()\\\n",
" .append({'Year':1981,'PERSON.NUMBER':0}, ignore_index=True)\\\n",
" .sort_values('Year')\\\n",
" .head(-1)\\\n",
" .rename(columns={'index':'PERSON.NUMBER','PERSON.NUMBER':'Count'}), x=\"Year\", y=\"Count\"\n",
" ,title='Unique participants per year'\n",
" ,height=500\n",
" ,width=800, markers=True)\n",
"\n",
"fig.update_traces(line_color='#1f77b4', line_width=3, marker_color='#1f77b4', marker_size=10, opacity=0.6)\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.6\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.9)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[-5, 140], tickfont=dict(size=16),title_text='')\n",
"fig.update_xaxes(range=[1975, 2010], tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
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},
{
"cell_type": "code",
"execution_count": 64,
"id": "ff47bac6",
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"source": [
"color_dict2 = {'Crew':'#d62728', 'Administration':'#9467bd','Subsidiary':'#e377c2',\n",
"'Performer':'#1f77b4','KeyCreative':'#2ca02c','Musician':'#ff7f0e'} #,'Unknown':'#7f7f7f'}\n",
"\n",
"df_expanded = df_noinjuries.assign(Roles=df_noinjuries['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True)\n",
"\n",
"df_expanded = df_expanded[(df_expanded['Roles'] != 'Injured') & (df_expanded['Roles'] != 'Unknown')]\n",
"\n",
"fig = px.line(df_expanded\\\n",
" .groupby(['Year','Roles'])['PERSON.NUMBER']\\\n",
" .nunique()\\\n",
" .reset_index()\\\n",
" .sort_values('Year')\\\n",
" .head(-6)\\\n",
" .rename(columns={'PERSON.NUMBER':'Count'}), x=\"Year\", y=\"Count\", color='Roles'\n",
" ,title='Unique participants by role type per year'\n",
" ,height=500\n",
" ,width=800,\n",
" color_discrete_map=color_dict2)\n",
"\n",
"fig.update_traces(opacity=0.8)\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.05,\n",
" xanchor=\"center\",\n",
" x=0.5\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.965)\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(range=[-5, 75], tickfont=dict(size=16),title_text='')\n",
"fig.update_xaxes(range=[1975, 2010], tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "46d4fca3",
"metadata": {},
"source": [
"### Returning, new and continuing participants\n",
"\n",
"All plots illustrate unique participant rates as counts and proportions. We also plot these trends as area charts (non-stacked and stacked).\n",
"\n",
"We define the following terms:\n",
"\n",
"- Continuing = Someone who participated in all previous years (with no breaks) from the year they started\n",
"- Returning = Someone who participated in any previous year but took a break during this period\n",
"- New = Someone who participated in this year but not in any previous year"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "c59d9869",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### this is a breakdown of new and returning participant\n",
"\n",
"# lastyear = someone who participated in just previous year\n",
"# returning = someone who participated in any previous year\n",
"# new = someone who participated in this year but not in any previous year\n",
"\n",
"total_people = []\n",
"total_returning = []\n",
"total_new = []\n",
"\n",
"for y in range(1977, 2011):\n",
" thisyear = df_noinjuries[df_noinjuries['Year'] == y]\n",
" total_people.append(thisyear['PERSON.NUMBER'].nunique())\n",
" people_from_previous_year = df_noinjuries[df_noinjuries['Year'] == y-1]['PERSON.NUMBER'].unique()\n",
" people_from_previous_years = df_noinjuries[df_noinjuries['Year'] < y]['PERSON.NUMBER'].unique()\n",
" total_returning.append(thisyear[thisyear['PERSON.NUMBER'].isin(people_from_previous_year)]['PERSON.NUMBER'].nunique())\n",
" total_new.append(thisyear[~thisyear['PERSON.NUMBER'].isin(people_from_previous_years)]['PERSON.NUMBER'].nunique())\n",
"\n",
"\n",
"# create a dataframe with the total number of people who participated in each year\n",
"# and the number of new people who participated in each year\n",
"df_people = pd.DataFrame({'Year': list(range(1977, 2011)),\n",
" 'Total': total_people,\n",
" 'Returning': total_returning,\n",
" 'New': total_new})\n",
"df_people['Continuing'] = df_people['Total'] - df_people['Returning'] - df_people['New']\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"# plot the total number of people who participated in each year\n",
"df_people.plot(x='Year',y='Total', rot=0, label='Total', ax=ax, linewidth=2, alpha=0.4, color='tab:blue')\n",
"df_people.plot(x='Year',y='Returning', rot=0, label='Returning', ax=ax, color='tab:green')\n",
"df_people.plot(x='Year',y='New', rot=0, label='New', ax=ax, color='tab:orange')\n",
"df_people.plot(x='Year',y='Continuing', rot=0, label='Continuing', ax=ax, color='tab:red')\n",
"\n",
"ax.set_ylim(0, 140)\n",
"\n",
"plt.legend(loc='upper left', facecolor='white', framealpha=1)\n",
"plt.show()\n",
"\n",
"# fetch proportion of people who participated in each year\n",
"df_people['Returning_prop'] = df_people['Returning'] / df_people['Total']\n",
"df_people['New_prop'] = df_people['New'] / df_people['Total']\n",
"df_people['Continuing_prop'] = df_people['Continuing'] / df_people['Total']\n",
"\n",
"# plot proportion of new and returning participants as line plot\n",
"df_people.plot(x='Year',y=['Returning_prop','New_prop','Continuing_prop'], rot=0, linewidth=2, \n",
"color = ['tab:green','tab:orange','tab:red'])\n",
"plt.title('Proportion of returning, new and continuing participants\\n\\n')\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"\n",
"# move legend \n",
"plt.legend(ncol=3, loc='upper center', bbox_to_anchor=(0.5, 1.11), facecolor='white', framealpha=1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "f3ccb04f",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### area chart of above breakdown of new and returning participants\n",
"\n",
"# create area chart of the number of people who participated in each year\n",
"df_people.plot.area(x='Year',y=['Continuing','Returning','New'], rot=0, stacked=True, \n",
"color = ['tab:red','tab:green','tab:orange'], alpha=0.7)\n",
"plt.legend(loc='upper center', ncol=3, bbox_to_anchor=(0.5, 1.11), facecolor='white', framealpha=1)\n",
"plt.ylim(0, 140)\n",
"\n",
"plt.show()\n",
"\n",
"# create area chart of the proportion of people who participated in each year\n",
"df_people['Returning_prop'] = df_people['Returning'] / df_people['Total']\n",
"df_people['Continuing_prop'] = df_people['Continuing'] / df_people['Total']\n",
"df_people['New_prop'] = df_people['New'] / df_people['Total']\n",
"df_people.plot.area(x='Year',y=['Continuing_prop','Returning_prop','New_prop'], rot=0, stacked=True, \n",
"color = ['tab:red','tab:green','tab:orange'], alpha=0.7)\n",
"\n",
"# add grid on y\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"plt.legend().set_visible(False)\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "7a9ed048",
"metadata": {},
"source": [
"### New and continuing/returning participants\n",
"\n",
"All plots illustrate unique participant rates. For these plots we combine the returning and continuing participants into one category.\n",
"\n",
"We define the following terms:\n",
"\n",
"- Continuing/Returning = Someone who participated in any previous year\n",
"- New = Someone who participated in this year but not in any previous year"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "d83e96ad",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### this is a breakdown of new and continuing/returning participant\n",
"total_people = []\n",
"total_new = []\n",
"\n",
"for y in range(1977, 2011):\n",
" thisyear = df_noinjuries[df_noinjuries['Year'] == y]\n",
" total_people.append(thisyear['PERSON.NUMBER'].nunique())\n",
" people_from_previous_years = df_noinjuries[df_noinjuries['Year'] < y]['PERSON.NUMBER'].unique()\n",
" total_new.append(thisyear[~thisyear['PERSON.NUMBER'].isin(people_from_previous_years)]['PERSON.NUMBER'].nunique())\n",
"\n",
"\n",
"# create a dataframe with the total number of people who participated in each year\n",
"# and the number of new people who participated in each year\n",
"df_people = pd.DataFrame({'Year': list(range(1977, 2011)),\n",
" 'Total': total_people,\n",
" 'New': total_new})\n",
"df_people['Continuing and Returning'] = df_people['Total'] - df_people['New']\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"# plot the total number of people who participated in each year\n",
"df_people.plot(x='Year',y='Total', rot=0, label='Total', ax=ax, linewidth=2, alpha=0.4)\n",
"df_people.plot(x='Year',y='New', rot=0, label='New', ax=ax)\n",
"df_people.plot(x='Year',y='Continuing and Returning', rot=0, label='Continuing and Returning', ax=ax)\n",
"\n",
"plt.legend(loc='upper center', ncol=3, bbox_to_anchor=(0.5, 1.11) ,facecolor='white', framealpha=1)\n",
"\n",
"ax.set_ylim(0, 140)\n",
"plt.show()\n",
"\n",
"# fetch proportion of people who participated in each year\n",
"df_people['Returning_prop'] = df_people['Continuing and Returning'] / df_people['Total']\n",
"df_people['New_prop'] = df_people['New'] / df_people['Total']\n",
"\n",
"# plot proportion of new and returning participants as line plot\n",
"df_people.plot(x='Year',y=['Returning_prop'], rot=0, linewidth=2, \n",
"color = ['tab:green','tab:orange'])\n",
"plt.title('Ratio of continuing/returning to new participants')\n",
"\n",
"# add lines at 0.25 and 0.5 0.75\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"\n",
"plt.legend().set_visible(False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "c8ed50b0",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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HY489FpdccgnWrVuHvXv34q677pqya2gyPv/5z2Pv3r34zGc+A8uy8o73qquuwvz58/H5z38eF110Ef7qr/4Ka9euzfs4Dh/72Mdw9dVX449//CPOPfdcrF+/Hp///OenFAYuXLgQ1113HZ599lmcc845+Nd//VcsXLgw0/2Ua1XlO9/5Dr74xS/ixz/+MT73uc+Bc55p2c4Xr9eLn/zkJ+jr68t0z9x00034xCc+gSuvvBLnnHNOJulct24dAGDOnDlYt24dfv7zn+Pmm29GY2MjbrzxRuzfvx/nnnsufvzjH+Oyyy4r+4wWj8eDO+64A7qu4x/+4R9wySWXZBxtq0KsaSYBPVHeP2bS1S/hmmuuySwJKoqC3/72tzjhhBPwb//2b/jMZz6DLVu24NZbbx3nSn322WdD13WceuqpmW2nnXYaOOf467/+a1fjI4pH4uV0SiKqlkQigV27duHYY4/NPJ0CtWmhP5t5/fXXMW/evHHC1//6r//Cfffdh2eeeaaCkc1Ouru70dnZiY9+9KOZbQMDA/jYxz6GP/7xj5Vrga1BC/1qYqrrJVEaSExLTMtc31xc/7HraShhjfDKK6/goYcewrXXXosVK1Zg165duPvuu/HFL36x0qHNStLpNL7+9a/jO9/5Dv7mb/4G0WgUv/rVr7Bq1SqceOKJlQusYZ5IFGgoIVEDUEWFAEBPCPWCruv4+c9/jqeeegrBYBCLFy/G5z73OXzta1+DoiiVDm9W8sQTT+C//uu/0NHRAZ/Ph9NOOw2XXXYZlixZUunQiAKh62V5oUSFAEC/eARBELlC18vyQmJagiAIgiCqFkpUCIIgCIKoWihRIcZBLpoEQRDTQ9fJ8kKJCgFgzF56qtHpBEEQhMC5ThY7YoPIDWpPJgAIA7R58+ahp6cHgBg6V25zLIIgiGqGMYZYLIaenp6MqzNReqjrh8jAOcfBgwcxPDxc6VAIgiCqlnnz5mHFihU0BqFMUKJCHIZpmjnPeSEIgphNeDweqqSUmaISldtuuw2bN2+ecujZD37wA7z66qt49tlnM9sYY/j1r3+Ne++9F5FIBB/60Idw5ZVXZka9EwRBEARBOBQsQrjrrrtwyy23TPn6M888g3vvvfew7bfddhvuueceXHPNNVi/fj0kScJFF11ET/AEQRAEQRxG3onKwMAAvva1r+Hmm2/G6tWrJ91ncHAQP/zhD/FXf/VX47bruo7f/va3uOSSS3DGGWfgmGOOwU033YSBgQE8/fTThX0FBEEQBEHULXknKjt27EBLSwseeuihSYdqcc7xve99D5/97GcPS1R2796NeDw+brR2c3MzjjvuOLzxxhsFhE8QBEEQRD2TtyLorLPOwllnnTXl63fddReGhobwX//1X/jNb34z7rX+/n4AwOLFi8dtX7BgAfr6+vINBQBw8sknQ9d1zJ8/v6D3EwRBEARRfoaGhuDxeLB169Zp93NVurx79278+te/xh//+MdJjXCSySSAw01yvF4vRkdHCzpnOp2GZVkFvZcgCIIgiMpgmiZy6edxLVFJp9P47ne/i3/6p3/CMcccM+k+Pp8PgNCqOP923uv3+ws674IFCwAAmzZtKuj9BEEQBEGUn7PPPjun/VxLVN555x3s27cPv/71r/Ef//EfAADDMGCaJtauXYurr74aq1atAiDEtitWrMi8d3BwcMrkhiAIgiCI2YtricoJJ5yAp556aty23//+93jqqafw+9//Hm1tbfB4PGhsbMSWLVsyiUokEsHOnTtx/vnnuxUKQRAEQRB1gmuJis/nO8y0raWlBaqqjtt+/vnn48Ybb8TcuXOxdOlS3HDDDVi0aBE+/vGPuxUKQRAEQRB1Qtl9gL/5zW/CNE384Ac/QCqVwimnnII777yTplASBEEQBHEYNT/rxxHjkJiWIAiCIGqHXO/fBVvoEwRBEARBlBpKVAiCIAiCqFooUSEIgiAIomqhRIUgCIIgiKqFEhWCIAiCIKoWSlQIgiAIgqhaKFEhCIIgCKJqoUSFIAiCIIiqhRIVgiAIgiCqFkpUCIIgCIKoWihRIQiCIAiiaqFEhSAIgiCIqoUSFYIgCIIgqhZKVAiCIAiCqFooUSEIgiAIomqhRIUgCIIgiKqFEhWCIAiCIKoWSlQIgiAIgqhaKFEhCIIg6o837gQe+iaQjlU6EqJIKFEhCIIg6o+Ol4C9TwK7Hq50JESRUKJCEARB1BemDqTCgJUGBt6rdDREkVCiQhAEQdQXqTDADIBZQKir0tEQRUKJCkEQBFFfJEOAZQDcAsIHKx0NUSSUqBAEQRD1RSZR4UB8UPxN1CyUqBAEQRD1RSZRYYCRAGIDlY6IKAJKVAiCIIj6IhkSGhUAYAwY2FHZeIiioESFIAiCqC+SYdH5I8miqjK0u9IREUVAiQpBEARRXySDojVZUsT/g/srGw9RFJSoEARBEPVFMiwSFc0v/h8+VNFwiOKgRIUgCIKoLxIjgGUCngZAkihRqXEoUSEIgiDqB8sQYlrOAG+z0KkkhoWolqhJKFEhCIIg6odkeKzjx9skdCpmGgiTQ22tQokKQRAEUT84HiqSBGg+QPWI6grN/KlZKFEhCIIg6gcnUYEkqilaQDjTDu+tdGREgVCiQhAEQdQPTqIiq6KqovrE9uCBysZFFAwlKgRBEET94LjSSvbtTfWKv2k4Yc1CiQpBEARRPyRDgKUDspOo+ETSMtpT2biIgqFEhSAIgqgfkiHR5aN4xP9Vr0haUiHASFc2NqIgKFEhCIIg6odUWFRUnCUf1StEtZYJjOyraGhEYVCiQhAEQdQPiREhplVsEa0ki+UfTlOUa5WiEpXbbrsNX/rSl8Zte/bZZ7Fu3TqsXbsWZ511Fq6//nqkUqnM64wx3HLLLTj99NNx4okn4sILL0RXFxnxEARBEEVimUAiKJISzTe2XfOLFmWqqNQkBScqd911F2655ZZx27Zu3Yp/+Zd/wSc+8Qk88MADuOqqq/D444/j6quvzuxz22234Z577sE111yD9evXQ5IkXHTRRdB1vfCvgiAIgiBS4TFXWjUrUcm0KHeWOyLCBfJOVAYGBvC1r30NN998M1avXj3utXvuuQennnoqvv71r2PlypX42Mc+hn/7t3/DQw89BF3Xoes6fvvb3+KSSy7BGWecgWOOOQY33XQTBgYG8PTTT7v2RREEQRCzkGxXWsU7tt3Rq4zScMJaJO9EZceOHWhpacFDDz2EE088cdxrF154IS677LLD3mOaJmKxGHbv3o14PI5TTz0181pzczOOO+44vPHGGwWETxAEQRA22a60sjK2XfWJzp9ob8VCIwpHzfcNZ511Fs4666xJXzvuuOPG/V/Xdfzud7/D+9//fsydOxdbt24FACxevHjcfgsWLEBfX1++oRAEQRDEGI7Zm6yIqoqD0/mTigLpqBhWSNQMJev6MU0Tl112Gdrb23HllVcCAJLJJADA4/GM29fr9SKdpv52giAIoggySz/K+O2KRyQv3AQGd1UmNqJgSpKoxGIxXHzxxdi0aRNuueWWzBKRzycETROFs+l0Gn6/vxShEARBELOFqRIVSQJUP8AYMLizMrERBeN6ojI4OIj/+3//L9566y3cfvvt45aJnCWfwcHBw96zaNEit0MhCIIgZhPJMGCmAFU7/DXNfhgebi9rSETxuJqojI6O4itf+QqCwSD+9Kc/jRPNAsAxxxyDxsZGbNmyJbMtEolg586dOPnkk90MhSAIgphtJIPjXWmzyQwnJN+uWiNvMe10XHvttTh06BDuuOMOzJ07F0NDQ5nX5s6dC4/Hg/PPPx833ngj5s6di6VLl+KGG27AokWL8PGPf9zNUAiCIIjZRiI43pU2G9UHSADC1KJca7iWqDDG8Nhjj8EwDHzlK1857PVNmzZh2bJl+OY3vwnTNPGDH/wAqVQKp5xyCu68887DBLYEQRAEkTOWKSoqE11pHZzOn9iAcKnN7goiqpqiEpXrrrsu829ZlvHuu+/O+B5FUXDppZfi0ksvLebUBEEQBDFGatT2UMF4V1oH1Sfm/hhxID4MNM4vb3xEwdBQQoIgCKL2SQbHzN6USSr0sgoomuj8oeGENQUlKgRBEETtkwwLIa0kiaRkIpJkDydkwBB5qdQSlKgQBEEQtc9UrrTZqHaL8sj+8sVFFA0lKgRBEETtM5XZWzaZFuWD5YmJcAVKVAiCIIjaJ5OoTHNbU32i2kJTlGsKSlQIgiDqgeF2IDY08371SjIEmGlAncbqQvWKRCY+LES1RE1AiQpBEEStM7IfeOJy4OFvVjqSypEMAVZ6cldaB8dLxUwBo93li40oCkpUCIIgap0DzwHRAeDQFiA+UuloKkNiZGpXWgdZFRUXzoCB7eWLjSgKSlQIgiBqGcsAOl8B4kOiPXdkX6UjKj8ZV1o+uSttNppf7De0pzyxEUVDiQpBEEQt0/MmEO0H9LjQXczG1tuMKy2fvqICjLnWBjtKHhbhDpSoEEQ9w7n4Q9QvHS+KZQ9uif+HOisaTkVIhcdcaacT0wJjiQq1KNcMlKgQRL2ix4EHLgae/lGlIyFKRWoU6NkKJIYBT4PYNhtFopnW5ClcabNxOn8is/D7VKNQokIQ9UqwAwh2Au/8mUbb1yudr9jVFAY0LBTbIr2VjakS5OJK66D6AFm225n18sRHFAUlKgRRrySGRRumpQMHnq90NEQp6HhRiGhVH+AJiJt0rL/SUZWfXFxpHZyKimUAwVmo56lBKFEhiHolNiR8JSwDOPR6paMh3CZ8EBjaLYbxNS0W2gzJrhTMNl1SMmQPJMzhlibJIrHjNEW5VqBEhSDqlfiQKG0zExh4r9LREG7T8aJoyZUVINAGKHalwEyJn/1swnGlVWYQ0jpQi3JNQYkKQdQr8SHATIp/h7sAI1XZeAj3YBbQ+ZKomnkaRbIiq+IPY8DwLPNSycWVNhun82c2dkjVIJSoEES9EhsUT5myJsriXa9WOiLCLfrfFd09RgJoXiq2SdLYksZIe2XjKzeJEWH6ps7goeLg7EfDCWsCSlQIoh5hFhAfFMs+ngbxlE2JSv3geKcoGuBtGtvuVBRCXZWJqxIwC0gEAbCZXWkdVK/o/JmNHVI1CCUqBFGPJEOAkRTr8P45YlvfW5WNiXAHPW7P9BkSP9vsdlwnUZlNHiGpUVEx5Dm40jqoPqHnSUUAPVHa+IiioUSFIOoRZ+6LJAH+VnFRHto7+7pB6pGDrwHxYVEta1w8/jVHTBrpK39clcJpTc7FldZB8Qg9D7eAwZ0lDY8oHkpUCKIeySQqMuBpEhfl1OjsnANTb3S8KBIVxQd4/ONfczxCYgOVia0SOGZvubjSOkgSoPrFstEAJSrVDiUqBFGPxIdsIa0KKKqtUzHJ+K3WiQ4A/dtFW7LjRJuN4hE34WRI6JJmA8mwqKjk4kqbjWYnebNx2nSNQYkKQdQjMdtDxXHq9NmCy56tlYuJKJ7Ol0SSAglomn/464pX/MzN9OypqiSDubvSZuPoecKzSHhco1CiQhD1SGJYeKg4a/aeRkAC0E/GbzUL50DHC6JapjVMvswhK+IPn0VeKslw7q602ahe8TtBU5SrHkpUCKIeiQ0Kh1LVLm977BtbpAdIxyobG1EYQ7uFQVk6BjQvnnwfSbJdV9nsmWPjmL0pWn7vU32iChMbJJF5lUOJCkHUG5yLsr/joQKIJQHFI0rkHS9VNj6iMDpeFH4hsio6uaYi46XSWY6oKo8zBTlXV1oHR3isx+zlNKJaoUSFIOqNZEh4Q3AOaAGxTZIAb4t40j5Ixm81h2k7C8cGAV/L9MscmRblWWJm5mhUcnWldZC1sZEDNJywqqFEhSDqjfjwmIdK9lOmt1H83fduZeIiCqf7DVEls3Sgacn0+yqO6dssSFSYJT7vYGNdPLkiSYAnYE9R3lWS8Ah3oESFIOqN+JBYs4c8XnDpaRC24cN7Z0/rar3gWOarXnFznQ7VM3u8VDKutCx3V9psnCrMbNHz1CiUqBBEvREfFBdvRR3vK+F0iugxcuOsJRJBoGebqBwE5s/sFaLY2otUWFQc6pmMK60MqHmKaYGxRIValKsaSlQIot6ID9seKhN+vWVZtCkzS7S5ErVB1yu22JMDTQtm3t+pqMwGL5VkOMuVtpBExSveOzqLZiPVIJSoEES9ER8a76GSjbdZ/N3zZnljIgqDc+DACyL51AJjQtnpkBRRTeNczHeqZ5yKSr6utA7OcML4ELUoVzGUqBBEvREfsj1UJtEyeBrEBZ26HGqDUIeweE+NAo2LcnuPJIkbMGdAsL208VUaJ1HJ15XWQbWdfI3U7BAf1yiUqBBEPcE5EO0HLHPyLghPg3j6jPUL7QNR3WS8UxSgoS339znai1Cdu66mwnaiUkA1BRCaLVUTU5T7t7saGuEelKgQRD2RjgixLGdCPDsRxSNuYpZBOpVqxzKBzleEONrTlJ9FfMZLpac0sVULGVfaHJbEpkIL2Mtke9yLi3AVSlQIop7IDCOUAG0Sp05JEjoVzoGDW8ofH5E7fW+LRMNIAc1L83uvOktM35IhIRpW8nSlzYZalKseSlQIop6ID4nWZMhTd0GQ8Vtt0PGC8E5RPGM/s1xxWpTrvesnYbvSTpaU50qmRbnOl8lqGEpUCKKecBKV6bogHJ1KcD8Zv1Ur6Shw6A3x8/TPzV+DoXpEO3pqVCwh1SOMie8PGKDk6UqbjTPzp96XyWoYSlQIop7ITlSmQgsIEaGRAPreKl9sRO50bQYSw0JrNNWk5OlQPABk8VmI9rkeXlWQznKl1QpwpXVQvSKpS4wApuFefIRrUKJCEPVEfBgwktOPvJdkwNskjN8OvFi+2Ijc6XgBiI+IZYl8pwIDIhFVVHETr1eRaDJkm73Jk3sG5YrjpWIZoh2cqDqKSlRuu+02fOlLXxq3bdeuXTj//PNx0kkn4cwzz8Sdd9457nXGGG655RacfvrpOPHEE3HhhReiq4vsiwnCFeKDwkNlpgFt3ibxdy8Zv1UdkV4x4iAZBBoXFn4czS9E0/UqEs3Y5xfoSusgyWO+M/3vuRYe4R4FJyp33XUXbrnllnHbQqEQLrjgAqxatQobNmzAJZdcgptvvhkbNmzI7HPbbbfhnnvuwTXXXIP169dDkiRcdNFF0HW98K+CIAjbQ2XAFhfOMLjOMX6rhpk/fe8AoSp/WOl/r3wdNOO8U+YXfhynE6ZeRaLJkNDfFOpKm42T1I3UafWpxlFn3mU8AwMDuOKKK7Bt2zasXr163Gt/+ctf4PF4cNVVV0FVVaxZswZdXV24/fbbsW7dOui6jt/+9re49NJLccYZZwAAbrrpJpx++ul4+umnce6557rzVRHEbESPCR8VznJLVGRVLBVFB4CmIp7ciyE6AGz6sbgxf/ibwPv/rvibjtsM7QGe/pHQQ3z5IaFnKBWcAx0vCa2RFpheazQTap17qSTDAJtkplUhZFqUO4s/FuE6ef+Ed+zYgZaWFjz00EM48cQTx722detWnHLKKVDVsfzn1FNPRUdHB0ZGRrB7927E43Gceuqpmdebm5tx3HHH4Y033ijiyyAIYqw1WQLUGZZ+FI94imQm0PF8OaKbnGivuOGMtANP/TvwzFWAnqhcPJOx5zEhSO1/DzjwXGnPFT4IjB4C9DjQvKS4YzkVlXr1UsnY57uRqDjVpyqv7M1S8v4Jn3XWWfjFL36B5cuXH/Zaf38/Fi0aP49iwQIx7bO3txf9/f0AgMWLFx+2T19fnSrTCaJcxOxERZKmF9M6eJsqb/yW0RlwIDkKvPV74L4LgfChysWUTXwE6HpV+JFYKWD3I6U9X89W0VIsK4CvpbhjKXaLcmzIndiqjWTYNnsrQkjroPrE9ypC96FqxNUaZiqVgscz/kPj9YpMNZ1OI5lMAsCk+6TTaTdDIYjZR2JYuNLKam7LJx7bRKySM04SQVG+V33A4hOF5qDrFeCeL4qpwZVm35P2kMc0AEkkLaWke5tI3lR/8ZUC1SOOka5TLxU3XGkdHC+V9CigJ4s/HuEqriYqPp/vMFGsk4AEAgH4fGIdcLJ9/P4iDHsIggBig2LuSa6TZD2N4sk91FE5/4hkSJxbkgFfM7D0Q0KbMbIfeOhfgFdusSsuFcBMA+3PiCGP/jniyT3aBwzuLs35EkFgaLc9KbkIEa2D4oXwUjHEclK9kXTBldZBsacoMwsY2lX88QhXcTVRWbRoEQYHB8dtc/6/cOHCzJLPZPtMXDIiCCJP4sOiNTmXZR9AaFQUTdyQuyu0/JMIiiUVp3yvekRlpWWp+HpevRV48F/EEky56XwZGLVn7bSuAHytojLx3oYZ31oQPW+KJEWShBttsciK+PlyBgzvLf541cQ4V9oizN4cJMnWbFnAICUq1Yaricopp5yCbdu2wbKszLbNmzdj9erVaGtrwzHHHIPGxkZs2TJ2UYxEIti5cydOPvlkN0MhiNlHfEjcVHN16XQGFDJLTOmtBMmgSJTUrJglCZh7BLDg/cI9d+/jwD1fEG3M5YJzYO8Tokql+YSeJzBHvFaqqdM924BUWDzd55pszoTms71UDrhzvGohHRHLnJzP7BmUK85x6i2pqwNcTVTWrVuHWCyGK664Au3t7di4cSPuvvtufOMb3wAgtCnnn38+brzxRmzatAm7d+/Gv/3bv2HRokX4+Mc/7mYoBDH7iA0IMe1MHT/ZOMPueitkpR8fFuV7dZLkqqENWHqyMPMa2CFEtm/9UdycSs3ADtGWnAwCTbb439ciqhTD+4DYsLvnM1JA/zuiwhRwoZrioNapl0oyJLRNQHGutNk4n8FQpzvHI1wjbx+V6Whra8Mdd9yBn/70pzjvvPMwf/58XHbZZTjvvPMy+3zzm9+EaZr4wQ9+gFQqhVNOOQV33nnnYQJbgiDyQI+Lp3HO8pu062kU+pChEukupsMyxHyV6Wa1aD5g6QfFU26kF3j2J0D/u8BZPxhz1y0Fex8XLr+KBjTME9tUn/jepiLAzvuBv7rIvfMNvDf2vQi4oE9xcISmo3XmpZLdmlyMK202qheQUJ96nhqnqETluuuuO2zbCSecgPXr10/5HkVRcOmll+LSSy8t5tQEQWQTHxKlcEiTVyemQrMnKSeDQOggMGdFyUI8jGRYzGoBpo9ZkoH5x4iKxkg78O5fRFXjnBuAtjXuxxUbFC3b0QFhYZ/dfeNvE23U+552N1Hp3iqOq2jFDdibiOIRN99onXmpuOlK66D6hKA22i+qdtVmPDiLoaGEBFEPxIftjp8cPVQcFBXwBOwBhc+XLLxJcbo2JCm3wXtNi4Ela0XVoft14C9fKo0HzF67JRk43HTN1yL8NvresVuWXYAxoU9JjADeFndvkE7bbbzOvFScpR83zN4cnO+VHhfHJ6oGSlQIoh5wXGllNf+Lt7dZPEF2l9kdOhG0nXTl/Fqql50sYg52Ag9/UyzFuIWRAvZvEk/V3qbDkz5Pg3jyNuIioXGDkXbR9mzpQOMCd47poNheKilbfFovuOlK6yBr4veHW0KjRFQNlKgQRD3gLP3kesPPxtMg/h4os/FbYkTcbPIt38sqsPD9Qi8y2i3m8LhFx4tCC2OlgZbD3bdF63CbqILsecydc/ZsFfoiWXVfd+MkKswERutIUOu40rqlTwHsFuWA+NlWQrNFTAklKgRRD8SHbA+VAmRnjvFb+KCoKJSLpF1RKeSpWJKBeUeJf+9+GDjwYvHxcC5EtLGBMeHsZPhbxU3t4GviplYs3VuBREjcJN3WRciKSFY4E7qeeiEZsjvcXNTzAGP6oJH97h6XKApKVAiiHnDM3gq5cKs+cTOz9NJbxGfjLP3IBWr6PY2i6qEngKeuAIwirc/73xXLMMkw0Lx06v28TeL7lRgR1ZBiiPYLjxM96v6yj4PqeKl0lOb4lSDlJCouuNJmQy3KVQklKgRRD0QHxNKPFsj/vZIk7OsZA7pedj+2qciYvRVxs2lZJpauQh3Ac9cWF88e2+BN0ab3MpEVYanPLGDnA8Wds2eb7UZrH7MU1NtkYM5FYs6Z+xUV1St+H0a73T0uURSUqBBErWOkxE2fW4UlKsDYgMJyur8mJnGlzRdZAeYeKZKsd/8sbOgLIdIHHHpdJCoNC2ZejvK3ir87i0zsureKCo7qE19LKXDGE0TqpEU5HRGfeTddaR0yXVKD5TEWJHKCEhWCqHWcjh8A8BR44c4Yv+0pzwWacxE3t4q/2fhbRBtxOg488b3ChhjufQJIDImnaceJdjp8LUIPFOoqvFKRjgqjt1QICLQVdoxcUGwjs3pJVJKhLP8dl41CHfGxmRYCZ6IqoESFIGqd+JC4sErS2NNzvngahFYkFQGG292NbzLSUTHHx62n4jkrxdPw4C7glV/l9149Aex/TuhFPM25CZIVj2iRtgzgvY0FhYzet203YQANLrrRTkT11JeXSqY1WSpc3zQVsia+V5yRTqWKoESFIGqd+HDhHioOsiKSFWYCHc+7Gt6kOGZvkMZs3otBVoG2I4Vu5I3fAkN5DJbreAGI2T4mrctyf5+jY9n/XH6xOvTYbrSqx/3KQDaKvZyRjgKGSyZ1lSSTqCju+qgAtvmg3SUVqqN27hqHEhWCqHXig3aiUqTGwWd7eHQX2cmSC4ksV9pCWqonwz9HdM6kRoHHviuSlpngHNjzuBAjq/4xT5lccIYUDuwAUtH8YrVMoOct0Tnka83vvfmiZnmphDtLe65y4Cz9uF1NcVC84nNBM3+qBkpUCKLWcTxUpCIv3J5GoWUohyunU1GRXXwqliRg7mrRtdP3NvDGHTO/p/dN0R6cGgVapmlJngzVL8TLZgrY9VB+7x3cCSSGRfJQymUfQHx/Fa/tpZJHpalacTxUSjWLR60z8XEdQIkKQdQ68WHRBVFsq6ajU4n05F8hyJeEM6vF5U4XxQPMXSOSoFdvBcIzPBVnWpI9gH+aluTJkCSx/MM5sO+p/N7bs23MjTafKk6hZLxUOkt/rlKTDIlWfDddabOR7UQlNlCa4xN5Q4kKQdQ6sUFh+e4psDXZQfHaxm8G0PmSO7FNRTIImC7PanFomCe6aBJB4PHLpu5iGu0WCUPcaUku4And1yre1701d5dazm032qAwjyvHlN568lJJhsXn3W2zNwdnvlNssDTHJ/KGEhWCqGVM3V5CKMJDxUGSxPRezoCDJXaoTQRtJ90SiEglSQhrZQXo2gy8c8/k++19QlSjIAPNiwo7l7dR3DDTEeBAjqLa8EGhfzASpXOjnYjqAcCBaB0sZzijF9w2e3NQPOIzlKiTLqk6gBIVgqhlEsOiNRlw58LtzLfpe7f4Y01HMljap2LVC8w9QpzjhZ8DseHxr+txYP/zYmqxv6VwYaYkiyUjZgG7H8ntPc4QQkkVgtxy4Nx8I33lOV+p4ByIj5TGldZBsVuUk6Nk+lYlUKJCELVMbHBMWOjGhdvTAMiyGGDnxsC9qYgPiyUmpUQ3GwBoXCgcZOODwBOXj7/p7H8WiPWL7pHmPFqSJ8Nxqc11TlL3NqGz0PylWfqaDMUr9EDx4Zn3rWbSEcBM2v47JU5UzKRIaImKQ4kKQdQy8WFbWKiKBKNYNFtQq8dEZ0opMHVxo+as+OWq6XCWgCCJxGT3o2I7Y0JEGx0A1EDx2h5fi7i5RfuAgV3T75sIAkO7hbFeY4m7fbJxKip6FNCLHN5YSZLhMf+dkmlU7O8Vs4SwnKg4lKgQRC3j2Oe71T0jy6JNmVnCCK0UOIZdQOluNg5aQLjWmilg049FgtCzTYhK05H8DN6mQlZFVcUygR0zuNT2vGkPIZTy7zIqhoyXiiUGONYqTlu7hNL5qEiy6CjirLa/V3UEJSoEUcs4HipuDrTz2sZvvW+5d8xskkHRmgyptI6sDs1LxNcU6QGe/hGw93HReqp43DNbcyYfH5ghuXPakhXfWHdJOcj2UhnZV77zuk0yLJbrSuFKm43Tzj1TeztRFihRIYhaxklU3BQWan7xxDpywL1jZpNxpZXd91GZDEkG5h0l/r37YTElOT4kNCxutQY7LrUj+4DYFN0iRkpMp04EgcAcd86bD5rjpVLDVQKnGleqSdMOGdM3WvqpBihRIYhaJj4oEhU3x91nhJcl8pEY50pbBg8RQCxntSwXAwiH94rkpWmhe8dXfaJjytKBHfdPvk//diBpd6wEyqhPcXBmKoVreIZNZs5PiW9dTrUrSqZv1QAlKgRRq1iGeHrnzF13U9UZYhcD0iXoekjYPhjl6nhxaFkmvk96DPDNcV/j4G8TFYv2ZyZ/3RlCqGiAx8XEMlcyVYIablFOhkTLealcaR0cd9pSJetEXlCiQhC1SmJEXLQ5F3Nn3ELxiIoKt4DhPe4d1yEZFN4vpRJDToWsAAuPF51Ac1e5f3x/ixAj970z5m3jwJgQ0iZGhKleJVC8ooJVy6ZvyZD43pZa26Ro4ns11TIeUVYoUSGIWiU+JFp9JZdbNR1PFm6VZohdosRmb9OheoCmxaVJkrQG8X0z4qL9OZuRfaJ92dLL50Y7EafzJ1HDXirOQMJSmb05KPb3Khkq7XmInKBEhSBqlfiQuOFLivviQs0LcAAj7e4eF7Dt88twsyk3kiRmDDEG7Hls/GvZQwidrqpy49x89XhplvRKDefCN6iUrrQOTkXFiIvPKlFRKFEhiFolPiyeLktRHXBuBG63Z3IuEixuuSsArhacIYWHtox39u3eKiZGa4HyCYgnomR5qQRL1NFVStLR0rvSOjjutJYBRPtLey5iRihRIYhaJTZoL/2UoFXT6RAZ7Xb3uOMs0OswUfE2iYQgMQJ0vyG2RftFYqBHK7fsA4gbr+qxvVRKUCkrNdlGgUqJlw0lRcxi4pxM36oASlQIolZJDANGUizTuI2jZ4i53CHieKiU0gK9ksiKMH9jFrDzAbGtZ5vtRquMGcNVCtVfuzffVNhuTZZKb5YnSWNJXS23c9cJlKgQRK0Ssz1U1BLMy1G9ooMlGRbW8G6RDI4NUSx310+5yAwpfEX83b1VVANUX+mNymbC6ZapxZtvMlQeV1oHJ5Em07eKQ4kKQdQizBKJCrdKM9hP8Y6t0Yc63TtuIstZtNw+KuXC1wIoKhDqAgZ3AQPviYQvMK/SkY0tmdSil0q5XGkdlDrwnakT6vRKQRB1TiIoqiml0nrIirhQcwYMzTAROB8yQ+UqXFkoJYpHeKVYBvDijWLJAhxorIZExZ4MHK3Bm2+molLa21aUWzA4H1teItO3ilOntVeCqHOcqcmQSqNRAUQClI65O/OnUq605SYwRwhq+94WSZnqHXtCrySO63Ateqk4Zm8lcqWNcQuPslG8xCJYwyT8mxwQM68oUak4lKgQRC0SH7Qv2krptB7OGr2bwkvHlbYcU5MriTOkMBkCYPurVAPjvFRiYj5RrZAMiS43j7tLnSbneJnH8CgLI2rEYZlptHMGUw5AlWSRXBMVpc4fawiiTsl4qJRwCUUpgZiwkq605UT1C+2QmQaYCTRUsC05GydRqcUW5YQ950dxz0NlN0/hOtaP9UY/RlMhNOtJBFUFSUlCHKY98yoqNGFExaBEhSBqkfiQuAmWUuuh2rNhRl1MVOLDQrvh5myiasRxqeXMHkJYAsFzITjjFjgTtv61AudAwh7A6YLZ2xA38BtrCLcYvTiYGoaSjuFoU4Ky8AREAnPBJWCEGQBk8UCQGCn+ayAKhpZ+CKIWiQ/ZrckldOhUsvQMnBfvqGrqQljKWf0nKgDQvESIPz1NlXOjnQzVB6QiQLCz0pHkjh4TnkFFutKmOMOTPIJN1ijSRhzc0nGExZFuXYkD84+CJMtQghEwSBhmOo6QZdGeH+qsrFnfLIcSFYKoRWJ2ohIo4dwYR3hppkQrdNPC4o7neKg4x653ZAWYe0Slozgc53s/6vJ4hFKSDI35+RTgSss5xxYex4MsjJAZh2WksNiy4Pe3oXfJ8WCqF04qqaoemJKEEAxxLjMlWs2X/5V7Xw+RF5SoEEStwRgQGxDah1IuKciq+GOmgaE9xScqjiut29OeifzI+IP0VjaOfEiG7dbk/F1pO3ga97EQDphxWEYcjZaFxbIX/cs/hGDgcKdgj+yBIckIM0OIvlMAIi6PkiDyghIVgqg1kiHASNhl8BImKpIkWpSNJDC8BzjiY8UdLxkc88GotEPrbMbRHtWSl0rG0Th3o8BRbuEBFsbrLApTj0G2TLyPSQjPPxZdc5dP+T5N1pCWZYRhkulblUCJCkHUGo6HiiSVfty9c3w33GkTWTcbonI4nT+JoDvao3KQDOftSns7G0K7HoZlprHatGA1L0HXouPAZziGKquISzKCEgdkO1GJDRQRPFEsrnf9GIaBm266CWeeeSbWrl2LL37xi3jzzTczr+/atQvnn38+TjrpJJx55pm488473Q6BIOqbTKKilL4y4SzRhF3QM2RcaanZsKI4ImkjIaZZ1wKOK22Ot6xRbuGAlYRppnC07MfgER/DwJLjZ0xSAEBTNFiyglEZ5E5bJbh+xfjP//xPbNiwAddccw0eeOABHHHEEbjoooswMDCAUCiECy64AKtWrcKGDRtwySWX4Oabb8aGDRvcDoMg6pf4kOigkZXSPw0rXuHO6YaXSsI2eyv15FtiehRNJLncAoZrpEXZcaVVclsEaOcpMKZjLuPoXrYWpif3LjNNFolKWJJgcoikLl6DTr51hOtLP5s2bcKnPvUpfPSjHwUAfO9738O9996Lt99+G52dnfB4PLjqqqugqirWrFmDrq4u3H777Vi3bp3boRBEfRIfFsZX5VhCUb3iPG6Uvh1X2lLqaoiZccTM6RQwsh9YdnKlI5oZx5U2x89OO0+DWwYaIWMwT8G5JmtgsgJdAmLcRKskAanR2lkmq0Ncr6i0trbiueeeQ3d3NyzLwvr16+HxeHDsscdi69atOOWUU6CqY/nRqaeeio6ODoyMkKEOQeREfBAwUuWxoVdtPUM6BqTjxR3LcaV1wbCLKBLVB3C4Oxm7lCRDYrkzx26xfUiDcQbmacj7VLIkQ1I84JKEEW4vVZpp4VBLVATXE5UrrrgCqqri7LPPxvHHH4+bbroJv/rVr7BixQr09/dj0aJF4/ZfsECY6PT21lCrHEFUkozZWxlM0zKW6xYwvLfw43Au4uas9AJgl4lxC9dZ/fizOVTpUNzDSXJrwUsl89mxcpoUHuUWellKJCoNhU2sVlQ/GIBhJ1HhDAh3FXQsonhcT1T279+P5uZm/Md//AfWr1+Pv//7v8fll1+O3bt3I5VKweMZ/xTo9YoMOZ1Oux0KQdQfnAPRASEsLMcSiiTbT9+WaFEulFRYVIFK3VJdAp7jUXTqYbyU6IZu1sl1KjPHqQYeEPX4mCttDknufp4Gs4Q+JdqypKBTaooHRsb0zSMSFTeHcxJ54apGpaenB5deeinuuusunHyyWPc8/vjj0d7ejltvvRU+nw+6ro97j5OgBAK1dfEiiIqQDAFGXFy0yzU/RvOJNfrg/sKPkQgCzGmprp3JyUnO8CKLwrLS0CUJfekwVqpFGt+ViB6uoxEKWnLRLqke20ulv/SBFUsyJLrFgJyWfvYhDW6ZaIKMwQKWfgChUxGmb6at54kCYRdnXhF54WpF5d1334VhGDj++OPHbT/xxBPR2dmJRYsWYXBwfJuX8/+FC6vzl58gqorEiBAVogweKg7OeYppUc7cbCRArp2un1d5DFEzAROAJUnoNqtTp9DPDVxn9uHmZI7JpNOinBwRSW8147Qm5+hKu4+nwLhZkD7FQZM16LKMEKwx07doDVSf6hRXE5XFixcDAPbsGV8i3rt3L1auXIlTTjkF27Ztg2WNjczevHkzVq9ejba2NjdDIYj6JDYoRIWyLOzty4GzTBAuwkbcsc8vR0u1SxicYxOLgJlppGQVuiSjj6UqHdakvMeT0I0Eus0ERnLxRnFE0kZKJALVjJPk5uBKG+cWelgajHOwQOH3FMdLJZTtpRIl07dK4WqicsIJJ+Dkk0/G5Zdfjtdeew2dnZ341a9+hc2bN+PrX/861q1bh1gshiuuuALt7e3YuHEj7r77bnzjG99wMwyCqF/iQ6JzRlbLd8N3bmqxImzEM2ZvteNK+zqPI2gm4bcs+BoXIakoGIBZ6bAmZRdPgTMTuiyhXQ/O/AZZE0kjt4Dh9tIHWAxOopKDWVs7T8Oy0mhlHLHmwvQpgO2lIskISwB3HgjI9K1iuJqoyLKM2267Daeeeiq+//3v4+///u/x2muv4a677sJJJ52EtrY23HHHHejo6MB5552HX//617jssstw3nnnuRkGQdQvjtlbOd1dVa+o4GRPsM2XjH1+bbjSMs7xNIuAmUkshQKraTEMWUGfXH3LJAbnaGcpMG7BAtBhxmZ+kzN+gTFgpMoTlXBXzp+ddluf0gwJuq+x4FNmTN9kCRYgvl8xSlQqheu145aWFlx55ZW48sorJ339hBNOwPr1690+LUHMDuLDojVZKaMg1dEzWAYwehCYe0T+x0gG7Zbq2hDSvs2TGLAS8DCG+Jw18Gl+mLKKIVmCbqbhqaLpz+1IIW2lYUlAUlZwUMoxmcyMR+gsWWxFY+pA91YgFQL8c2fcfR9Pg3ELXCtcnwI4pm8qTABRbmKOJIvONaIi1MbjDUEQAsdDJQc/CdeQlbEWzcFdhR3DMXurAQ8Vzjme4hFYRhIrGDDctkrcuFQPDAC96XClQxzHbp4Ct3Q0cwlxzYsuGbByqXw52qPRIrRHpWZgu+3EbAIN0zdcJDjDIZYC56wofQoASJIEWfGASRKGYY7NRtKTRR2XKAxKVAiiVuBcWNlbZfJQyUb1i/MXqmdIjIibTQ0kKruQQpeVgMIsJFuWQ5JlSJIE1dMIS5LQU2WdP7u4WPaZo/hhqV4kJeCQnoNA1qluVbOXysEtopqiaDO24x/gaViWjibGEW9eXPSpM6ZvTscRs4AotShXAkpUCKJWSEeEnwNn5U9UtCKWCYyUPSuFlbcSVCBPswiYkcBKxjG84KjMdq8aqLrOn1FuodupIjQsgOptgSlJ2K+HZ36z4rW1F1XqpWKZQPcbQHwE8LXMKB7fhxS4ZaAVEtL+5qJPrykemJKMICwhXuesdkYO1BmUqBBErZAZRiiVf15OMcsESVtIC5TH9r8IOngae6w4wEwYjYvBszpNvIoXSUVBfxV1/uzhKTAzjTaLIdK6DAFPI5Kygk6WmPnNTjdXIlSdXiqDO+0Kog40zuyzldGnqO4k8Y6XSpgbtjszB0IHXTk2kR+UqBBEreB0/FTCNE21n74LWSZwPFRyNOyqJE8xW5ticQwtOmbca17VW3WdP05bcqOswvT44Vf9SCkqunKJ0ZnjZCaBxHDpg82XQ1uAZFhUMzzTd/CksvQpvEh9ioOmaDAkCWGJj4nXI7T0UwkoUSGIWiE+ZJu9ldFDxcHp/IkP5//07VRUJCUnL4xK0ccNvMviYMyA1DAPbEJS5VN8MGUVw3bnT6XhnGM3T4IxC8wrljoCagC6oqFXBhLGDMLPjJcKqz4vFcaA7tdFAuVtmvHzvh9pGJaORs4RbylenwKMtSiHJD6WYFfrMlmdQ4kKQdQKTqJSCdM01Vv403ciKCzQqzhJAYQ2xTQSWG4yDCw49rDXq63zpwcGwlYaCjjSTeLmrNmiU0sC2tMj0x9gnJdKEXOcSsHwHiDSB5hpoGnmxKOdp8EtA3OYhKS3yZUQNFmDmTF9cxKVOpqgXUNQokIQtUJsSAhT1Qosn8iq+MMYMLg7v/dm5vxU7+VmhJt4g8XALB2qfw4sz+Fammrr/NnDU2CWjgUWQ6R5UWa7x9MMQ5LRmUuMmTlOVTYZ+NAW8bmRVVFRmYF2ngbnFqD5IcnufM6El4qCUVkSqiQyfasY1XvlIAhiPIlhUdGohCBVkkTHDmfA8N783uuYvVWxPuVZHoVuJLDIYhheeNyU+1VT589OW5+iKj5AGfPuDGgNiMsKOnkOy1NOi/JoFWkvOBeJSmJEaFNmWPZJc4ZOlgLjDCwwsylcrqiyCktWYQGIOF4qyRzGExCuQ4kKQdQCnAPR/sp4qDg4T9/BA/m9LxEUJfwqdaWNcguvWFEwS0eD1jit9Xq1dP5k2+Yz/5xxrwW0ANKqhk4F4JxNfyDFhcnYbjOyX3SXGUmgaeZunw7oMCwdAc4Rb1o04/65IkkSFNULJkkIcVsMrscKHyNBFAwlKgRRC+hxIBURFY0ZjK9Khlpgi7Ijpq3S1uTneRQpM4E2y8LIJNqUbDKdP1JlO3/2I420lUaAc8Ralo57za/6YSgehCVgUB+d/kCaT8xxqqZulu7X7W4fRfinzMA+LvxT2jiQ9Le6Goqi+GzTNwuAPUYiRlOUyw0lKgRRCzhTkyFVzt1V8QIS8ktUGBPaGs6q0pU2xRleZFExcVf1I9k4/dKB6PzRMKxISBuV6/zZxZPglo55TEIyML6iIktyRkuzfyaHWkcknQqLZLjScA4cfM1e9mnIaRDhPp4G5ya46p4+xUFTPDAkGUMw7Q4pTqZvFYASFYKoBeLDdsePVN6BhNmoXtFxlM+4+1RYLPtwXpWutK/wGKJmAs0WQ2je+2bcX3T+aNAB9Obi/loiHNt8rgUmvTn7vM1ISzI6zRmM3xSvLZK2gIEdJYo2D8IHgVCXSJoaZ17GMTjP6FO4b86M++eLpgjTt1GY4vPPmZjmTJQVSlQIohaIDwqzt0p4qDioHnHudBTQc3A+BeyOH9ukrso0Kgbn2MQiYGYaCyUP4i0z3xidzh8mSeitUOdPtm2+1bhg0n38qh8JRUXXTJOUJUlonpgF9L9Xgmjz5JA920dSgByWcQ7Y/il+7s58n4k4LcqhbNO3ah7iWKdQokIQtYCz9JNDKbxkKB5xA2EWMLIvt/c4HipSBdx0Z+B1HkfQTMJvWYi0rcn5fZXu/BG2+TraLI5I69JJ93GM3w7KgGEZ0x/QqXTl281VCg5tEZ8ZzZ/TZ72dp8GYgXkMhy2BuYEmazBlO1HJDHHsc/08xPRQokIQtUB8SCyhVGrZBxA3DtUHcCt3L5WkbZ8vK5WrBE0C41wMHzRTWAoFoSlu+JPhVSvb+SNs8w00ygrMKYTVXsULpnqRloCu1AwttaoPAAdCFfZSifSKjp90JKfZPgDQbrdoc9Xnuj4FsN1pJQWjEsBluwU8n6VPwhUoUSGIaodzcRE3kuUfRjgRzQdw5N6inAhWzk13Gt7mSQxYCXiYhfic1Xnd5HyKr2Izf7Jt8y3v1BOCJUmC5hOTlA+YM3T+OILacIUH7h3aIjRNkgLk4IdicI4Olhb6FL/71RRAaFQs2/TNABdicjJ9KzuUqBBEtTO8Fwh2iBu+d+Z2zZLitCjnKih0WpNL8LRbKJxzPMXt4YMMGG5bldf7vYpXdP7I5e/86bVt82Vw6DNYywe0RiQUBV0zLVGpPnuO05BY1qsUh14fW/bJYdxCl92i7eMcyRxs9gtBlVRwWQUDEOGWPW2aTN/KTfVcPQiCmJw9j4mnOFkFGtyZDFswSp5eKo7Zm/O+KmA3UuiyEpCZhWTLsryXDCrZ+bPbts1faPFxtvmTISYpa+iQZ0g+VJ+oYpjpyi3/xIaAod1AahSYQiA8kWx9SrzBPUfabCRJgmybvgWZCUAWS1P5DuYkioISFYKoZuIjQNdmYTIVaKusmBYYWyaI5jhFNum40laPh8pTLAJmJLCKcQwvmLkleSLZnT/lnvmzK2Ob7x1nmz8ZAU0IagdlCVFjmi4tWQE0u/W2712XI86RQ1uEyZski895DuzjaXBmQiqRPsVBUX2wAAxLptBZWWnh80KUDUpUCKKa2feUKMlzC2jJXfBZMlSvWMZJhnKzEo8PA8ysmkSlg6exx4oDzITRuBi8wInOXjUAXZbRX8bOn+ls8ydDlVXIWgCmJM08SVkLiCrBUJ4DJ93CGUKo2r4uM2ByjgPOfB9fa0lD8ygemJKMYW6KyhNnwuuFKBuUqBBEtWLqQPszonrhaapsx4+D4oWwEteB0RnEl0bSLpOzqjF7e5rZ2hSLY2jRMQUfx6t6kZTL2/nj2Ob7OUc8x6RVTFKW0DFT5ccZbzCyv8goCyARBAZ3ikSlIbdln4PQkWJpeDiQnGEJrFg0WZi+hcFEizLnlRcezzIoUSGIaqXrZTGDxUgArcsrHY1AVuyLNQOG9ky/b8JuTQaqoqIS4ibeZXFYzAAC88CKmOYsOn9U9Jax82eXrU+Zz4BEjp4hAU8DEoqKg1yffkfn51OJSkH3VnvZRwIa5uX0ln08DWYZWMA4Ejm+p1BUWYWRMX3zikRltIqGOM4CKFEhiHSs+twmOQf2PA5EB8TTrmfqib5lR/WL+IZnMH1zOn4kCSgiKXCL13gcppnCIotheOHRRR1LdP6oGClj589ungLnFrjWkLMmw6/6kVY0dCgcbLqOHs0nktBob/mFoodeE9UUxZfz58TxT5GcpcgS4pE9sGRlgulbb0nPSYyHEhWCeOVXwMaLqmPWicPgLlGxSAaB5sVVZZaWaVGeaTibU1GRlJzaTUsJ4xyvsBiYlUZA9cPwNBR1vHJ3/oxyC4dYEhZnsBrn5/w+v+qHqWiIShL6jWn8VByRtB4rr1A0FQH6t4vPeY6VEYtz7M/M92ktbXxwvFRkhLNN32iCclmhRIWY3ViGuFAO7QG23V3paMbY85gQ0SpqzhfwsqHm2KKc7UpbYXbxFEasJDTGkZizqujjlbvzJ2Obzzgirctyfp8syVC9zWKScnqaScqyJqoZjInfh3LRs1VUUwAgxwTsEHQkmS70KTk62BaD404blSXonImN8aGSn5cYgxIVYnYTPiiG7Fk60PtWpaMRxIZEOTw2AATmVb4leSKqV1R4Ij3T75cIAkyvivhf5jEwM4VlDAjlcaOfDq8aQLpMnT+7bdv8Jkxtmz8VPk8TUrKMTjZNi7IznJCz8lYWD71uL/t4cxaLt/O0rdXhiDflXl0qFEVSwBVh+jbqmL7Fh0t+XmKMyl9BCKKSBDuEWJVZwhbeSFY6ImDvE+JCyAE0V0FL8kQUe5kgMTK9nsHxUKnwMMIwN/EeS8BiJsyG+a55bvhUH1Jl6PzhnGOXbZvPfFPb5k+FX/UjqajowgzGb05nVq4DJ4tFjwO9b4uENgfLfAfhn2JBVrxlqdZJkgRF9YFLEkLc9lJJhcn0rYxQokLMbkId4oLJmTByOvBCZeMxUsD+TaIl2dtYFSLUw3D0DEYCSEzzZJkI2WZvlXWlfY3HYZhJLLIYgvOPdO24XsVbls4fxzZfAofemL9VvGP81q0AujnNJOVM509nYYHmS8+bIpkFy9mNlnGOdi68ZLivfOMkFMVrm77ZFRUjKUT4RFmgRIWY3QQPiAuOsz7fUeFEpfNlMUbeTAEtVdKSPBFZFX/YDC3KiRGxpFbB1mTGOV5lMTBLR0DxwfC61z3lVbwwldJ3/ji2+YssjkhL/poMj+wBU31IAziQniaxdBLQcnXAOSZvijfnz0gPDCSsNFQOpJtK65+SjaZ4YMgyhrglKiqcUYtyGaFEhZi9WKa93JMA/LZtd8+blYuHc3uuz4C4cLt4U3UVSRLLBJyJgYmTwSzbUZeNmYlVgF1IYchKQmMMSRdEtNlosgameEre+bM7yzafF1BhkyQJHq+YpNxhRqbeUfWJVt9EECh1y7WRAnrfFMmsL/fJx2P+KQyxMuhTHDRZgy7JGJWY0NJwVr7KE0GJCjGLGbWFtJyLjgNZAYL7S3+Rnor+7UIfkAwBTUsqE0OuOE/AI1MMsUuNimoK5xV1pX2VOSJajtAcdytUovOnAUyS0Fuizh+Dc+zLwzZ/Kvy28du0k5RVr2glZyYwtKvgc+VE3ztijhWzcl72AYB9TtImewsef1AImqzBlGUEJSa+T2T6VlYoUSFmL041RVbEU53iEUsunS9VJp49j4uOH0Wr/JTkmci0KE9hJZ5xpZXGTLLKzCi38K4torUa5pfEGMyrBpCWZPSVqPNnvG1+4clrQA0grajoktnUO0mySCqZBfS/V/C5cuLQa0KQqniAHLuYeJY+hfnLp08BhJeKKSkISRjrTiLTt7JBiQoxewl2AHpCdKXIMuBrsXUqz5c/lmg/0P2GWPZpmF8VLb3TongBCVO3KDseKpKU05C5UrCZx2CYSSywGILzjirJOXyqDymldJ0/423zc++MmYhf9WcmKYeNaUSgmp00lHI4oWUA3duEENvfmvPbemAgZqWhAEiXwT8lG03WYMkKRmWAOZ/nXCeIE0VT5VdDgighwQ5Aj44tTXjt1s9K6FT2PjFmItWUf2dH2VE9IpmayqHT8VCR1Yq46nLOsZnFwSwdTaoPuq80ep9Sd/7scTpctEBRbdViknIjLElCe2oa59lM588US3pu0P+u+KxbJtCQe8LR7uhTLI5oU+7LRW6gyRqYrCAmSdCdtuT4YFljmM1QokLMThwhrZ4QlRRAiFdlRcywsaZp43QbIwnsf9ZuSW6uzpbkiTgdIumo+B5OJONKW5lLzB6kMWgloTKGROvKkp3H6fwZLkHnT4RbOMiSYJyB5ThVeDq8vmbokoxOMz71TppPJJalnA58cAuQConPeR7mde08betTPMKxuYwokgIuO6ZvtpcKudOWDUpUiNnJ6CEgHRGiOMdESwuM6VS6Xi1fLAeeF0mKma7eluSJKB5beGlNbhCWCAKmLvapAC+zGJiZFE60Lotos3E6fwy43/mzx172aWMckTnFu+kG1AASioJOaZpJyk4CGhsojaGZZQrb/PgI4G3JudrGORdCWs7A/fmb3hVLtulbGKb4HjnW/0TJoUSFmJ1khLTy2Lq8JImkhVnA/ufKEwfnYtknOiCWoLzFDcsrG5Jsdz8wYHASL5VkELBSQstSZiLcwjssDouZYA1tJXUvze78cXvmzy6eAreEbb6Rp23+ZDiTlA/KmHqSsuoTyaWRBMIl6GoZ3CmScksHmnJf9umHiUjG9K68+hQHVfXBhIQR2F4qekI8XBAlhxIVYnbiLPvI2vinuoxOZVt54uh7Gxg5IDogWqrQLn86VL9ItEL7D3/NqahUwJXWcaKdbzEE57nnRDsVzswfNzt/OOfYnbHNb3LlmH7VD0v1ICYBPVMNKJRVoT/iTGhJ3ObQFiAZFufx5K4bEm3JOhZYrOz6FAdN1mDIMgYlLhJ1ZgKj1PlTDihRIWYnE4W0Dhmdyh7AmmE2ihvseVyI8hQN8Bfe1VERNDsJCU3QM3AuZhUxs+weKjzLibZJ8UEvYDZOvjgzfwZc7Pzpg4GQXUEwCrDNnwxJkqB6W8QkZWOaZQstIH6GgztdOW8GxoDu10W3j7cpL5H1Plufoimegkzv3MAxfQvCEokW50C4syKxzDYoUSFmH5Zpz/jJEtI6aAGRNBhJ4NDm0sYx2gN0b7VbkhdUpDumKJxlnYmW60ZCJIGclT1R2Ys0BmwRbbJ1RVnOWYrOn11ZtvmjLe5Zxfs9jUjKCrqsaao/meGEk1TKiiG43x4Pkc6rsy3jn8IYmLf8+hQHTRGmbyGJi88+Z6UVHRMZSpKoPPDAAzjnnHNw/PHH49xzz8Xjjz+eeW3Xrl04//zzcdJJJ+HMM8/EnXfeWYoQCGJqRg8BKUdIOyFRkRw/lTLoVPY+Lp4uJRloroGW5Ik4wsto3/jtydBY11SZl35eznainVvGRMXlzp89RdrmT4UzSblTmqZa6LQoh7tcOy8AYGCH+L2TFFFRyZFBmJmhjGYe7cxuI7xUZIQlZBkelmku0izH9UTlwQcfxL//+7/j//yf/4NHHnkE55xzDr797W/jrbfeQigUwgUXXIBVq1Zhw4YNuOSSS3DzzTdjw4YNbodBEFMT6sgS0k7yxO9cRLu3li4GPS4mNTstyRUyRSsKxSu+h6mQqFI5JIJCLClJYy6eZSBqi2gZM8D8pRXRZqPJGrjd+dPjQuePwTn22rb5PA9DtFwIqGKScq8CpKYSgqr2z3UqM79CGdwlOu1UbwHLPgbmWwzRAoYyuoUma7AkBWEZYM5nK0amb+XA1asj5xw333wzvvKVr+ArX/kKAOD//b//hzfffBOvv/46Xn/9dXg8Hlx11VVQVRVr1qxBV1cXbr/9dqxbt87NUAhiaoIHRKIga5M7wHqaxIV6eI9YVy+FF8j+58a6H+Yd7f7xy4HqBSAL0exoNzB3ldiecaVVyuqwu4XHoZtJzLMYQvNL40Q7GaLzpxFMGkGvGcURKO5meiDbNr/ZXYG1Jmvgmh96KooD6REcp05iy+90/qQiQvjqRrLELKF5SY0CeXbtvM7j4JYBv+zBaAU9hhzTt7ht+uYDxMgLouS4ehU5cOAAenp68OlPf3rc9jvvvBPf+MY3sHXrVpxyyilQ1bH86NRTT0VHRwdGRqZxSyQIN5lKSOvgsf1U9LiwtXcbxkRLcqxfdM640HpaEWRlrEMke4idU1Ep49A4zrlY9rF0NMs+pMvsteFV/a51/mTb5scb3BVYi0nKzTAkGQeMKSYpKx5bLGqJ5Ro3CHWKBJZbQCD3OVaHuI52Kw7OLXAXTO+KQZZkQNbAJWAUtunbVM7MhKu4mqh0dnYCABKJBL761a/itNNOw//+3/8bzz77LACgv78fixaNF4YtWCA+fL291OZFlIHJHGknIsliOYZZwP5N7sfQ+6a4cKcjQEvxRl4VxWlRHm4f25apqJSvmuKIaGXOkGwtv2me0/lT7Mwfzjne40lxYy7SNn8qAloDErKCg3yKpR9JEqJyxoABl4YTDu4ULsaSAnhy9wp6nkVhGSkstxiGFr7PnVgKRJIkyJoPDJLo/JEkMn0rE67+FsRiYtjV5Zdfjk996lP47W9/i4985CP453/+Z2zevBmpVAoez/g1a69XiJLSaTLOIcpApFskCODCGXMqSqlT2fMYEBsEZA/gn+P+8cuJIyrMng2TCInODrl8ZfpXbRHtcosj1FY6y/ypcDp/+ors/NmJFHqsBGTGYJXI2ExMUtbQITNwPsU0ZafaODyJ63AhDOwEUlF7mGVu+pQot/AGi4ExA7JvDlgVjJZQFS8sSUKQW2MjJKzSDKQkxnBVo6Jp4oP01a9+Feeddx4A4Nhjj8XOnTvxu9/9Dj6fD7o+3r7ZSVACgRotfxO1hVNNkWTAM03rrNfWqQztdlenEj4I9L4lvFOal9ZeS/JEnEQlW3iZDIoxBGVqJY1xC2/ZIlr428DLuOTk4FN8WZ0/KXg1X0HHeZpFwIwkVjOOnnlHuBylwK/6YSgagrKEoB5D22Q/J6fzJ9hZ/AkZs4W0o6INP0de4TFbc2QhtLQ6dFyarMGQZAxJDIAsKoeJkbxcdon8cbWi4izrvO9940t0Rx55JLq7u7Fo0SIMDo6fOOn8f+FC+kETZSBjnT+FkNbB0yD2SUeFe6xb7HlCmKFJMtDknj9GxXA6OEazEpXEiLiAF3izzhdHRNtmMQTLKKLNRpXVrM6f0YKOcYCnsdeKA8yE0bS4ZAmXIitQvPYkZT04+U7OcMJRF3xCwl2iDZ+ZQCA3zY3JOV5kUViWjmbFh5R/mupnGdEUDbosYxiW/fDChOaNKCmuJirHHXccGhoa8M4774zbvnfvXqxYsQKnnHIKtm3bBivL8XPz5s1YvXo12tpyF1gRRMEEO0TyMZMRWbZOpd0lnUo6CnTYLcm+ltpsSZ6IYnupJIaFVsUyRSKG8pi9cc7xCo8LEa3iLbuI1mGs80dCb4Ezf55mEVhGEissjqGFx7gc4Xi8nmakJRkdVmzyHVSvEEMnhgGzyEniBehT3uYJhMwk/MxCbO6a4s7vIpqswZRkhBRpbNaV234zxGG4mqj4fD587Wtfw3/8x3/gkUcewcGDB/Gf//mfeOWVV3DBBRdg3bp1iMViuOKKK9De3o6NGzfi7rvvxje+8Q03wyCIyWGW3fETH5uYPB3OPoded+f8+58VXQLMAJprZEryTKgekagYSVFJSY2Kjh/OAaX0FZV2pNFnCk1HusKTp53On94COn/6uIF3neWrhvkl12MENDFJ+eBU4l/VJ36uljH5dOx8cBIVxZOzwPp5HoVlprCEyQi3TtJCXSGE6ZuCEBx3WpDpWxlw/ZHun//5n+H3+3HTTTdhYGAAa9aswa233or/7//7/wAAd9xxB37605/ivPPOw/z583HZZZdl9CwEUVJGu8U6OTjgbZ15f2+juLAO7Sxep8Ise0pyv+iomE4fU0vImqgMWWlgaA/QuMDu+JFEElNiXmVxMDOFFYyjv21Vyc83HWMzf/SZd57AUywC00hguckwuKC01RRA6FRCioaDchqWZUJRJtwKJFl0dKUjQP92YOFxhZ2Ic6FPSY0CDblVzTt4GgesBMAt6C1LS9L5VCjC9E1GRAaYpIgn/YnOzITrlKT2fMEFF+CCCy6Y9LUTTjgB69evL8VpCWJ6HCEtZhDSOmiNgKIK46uB7cDiEws/d/dWIaRNR4H51SEMdAVJEks8RlIY5MmqqKhAKvnSVpxbeJPFwZgJ7p9bERFtNl7Fi6isok/Or4NxhJvYanvAqP45sMqQxPoUHyzVi4QUxyE9hFX++YfvpPlFgjG8u/AThQ+KDjdb6JwLL7IYLCOJlSbHQIU0R1OhKaKikpAkpCSOACC+PqKkVE+qShClxhHSKjMIaR3kLJ3KvmeKO7fTkqx6AF9rcceqNjIdIh1jHiqyWvKOpi08gbSZwFzGEJpXeR3DxM6fXNnEotCNBBZZDMOFVi7yxJmkbEoS9k9l+58ZTliEWHRwJ6DH7Pk+jTPuPsotbGMxMFt4Ww0tydkokgJJ8YBLQJSbgAQyfSsDlKgQs4fgAVtIm4d2wtGpFONQG+wA+t8F4kNA46Lab0meiLPEEz6U5Upb2ksL5xyvclGFaJE9SAcq70ejyiqQ6fzJzQgsyi28yqJglo6A1gTdN/PN3C0C9iTlTpacfAfVK27ExYhF89SnvGS3JM+3LATnV9bgbSpk1TF9s1uUE+SqXmooUSFmB8wSpmTTOdJOhsfWqQzsEOvthbDncTETRFLynnNSEyj2DS3SY1dUdPG1lpAD0NFjO9Gmq8TdV5IkKJnOn3hO73meR5EyE2izLIyUuNNnIn7Vj5SiokuewvTNmfkT7Svss885MLgbSIVzEq8bnONlFoVlpdGkBirWwTUTmmP65rjTpiOFXxuInKBEhZgdjHYLrQnY9I60E/E4OpWwEAXmS2oU6HxJzPXxt5Z1/k3ZUO0W5diAqKiY6TEjuBLAOceDLAxmJLHc4gi2rS7ZufIln86fJGfCK8RMo1X1I+XyXJ+ZyExSloGEMUlVxen8MRJCBJ4vkR578KYBBObNuPubPIGwmUTAYoi2lcbszg00RYPumL5Jsvi8pwrzziFygxIVYnYQstuSIec3BFBWhEsts4D2p/M/b/smW0xoCifaesRJVNJR8bVa6ZK2Jr/IY9hnRiFbBqSGhRUX0WaTz8yfV3kMUTOBZsYQmlf+ZQ5N0QBPAJYEtKcnWb5QNLFkwyyxdJkvA44+RZ5Rn8I5x/M8CmamsBgKRpsX53++MqHJjukbF18bZ0CIvFRKCSUqxOwg2CGeDNUchbTZeAv0U7FMYN+TdktyQ1kM0CqC4hFLBMwUegZmlcyVdoSbeNAKwTLiOIrL6FvygZKcp1CcmT/9M8z8MTjHJhYBM9NYIHkQb6mMS7HHIyYpd05lUucJjLUY50tGn+Kd8XeuAzq6rAQkZiHdXF0tyRNxWpRHFIjPPmdiyChRMqr300AQbhI8AKRjhT3pe5vEWnS+k2QPbRECUz0OVNiMrKRI8phLZzoi/i5BUsY5x3oWRNyIYb7JMLD4+KqqpgDjO39Sky2n2LzO4wiaSfgtC5G2I8sY4XgCWgPisooOTNFS7XR05TuckHORqKTCOc18eo5FhSsv4xieX/kOrulwTN/CEuzPPRfDTomSQYkKUf8wZnuoxIFCZoY4c3+SIWAojwv2nseEbkP15OaEW8uofnHBTtuW7Kr7FZU3eALbrRgkS0eTfy7iTbkPuCsX4zt/wpPuwzgXwwfNJJZCqajzakALIK2q6JQBxqzDd1DthDPcmd+Bo322PkWfcb5PiJt4m8VhMQOSvw28ylqSJ6IpGixJQViSYDmi8UhvZYOqcyhRIeqfSI8Qu/E8hbQOsirW2C0TaH8qt/cMt4tOofiIGD5Yby3JE3HEs3pMfK0u32yi3MJ9LARLj+EoC+hZWoT5XgnJpfPnbZ7EgJWAhzHE56yu6DKHX/XDVLwYlYA+YxJBqOYTrebZQydzwVn2gSwqktPwEo/BMG0fmQXVb4boVFTSEpCS7CW+QsTGRM5QokLUP44jrZynkDYbp6X54Jbc9t/7hPBNkZW8RtvXLE6iwi2hV8lXBzQD97IQIkYMcywTIwuPq+qnbqfzp2+Szh/OOZ7i9vBBBgxX2PZflmSo3mYxSTk1ySRlRyidCtuuzjniCGlVz7SdbqIlOQbL1BFQG8rqI1MosiRnTN8i3BZNx4cqG1SdQ4kKUf84jrRyAUJaB0+jqBT0b59530QQ6HzZbkmeU58tyRNxbmiMu/71vssS2GpFwMwU5mnNiLRWd/fUdJ0/u5BClxWHzCwkW5ZXhWjU721CUlbQMZnxm+IVFUVm5a7RcvQpyTDgmb6a8gaPI2Im0MAYolXgLpwriiZM30Jg4rpAiUpJqfxvCUGUGseRthjdhLdRXLCTI8DIgen3bd8ExAfFxb1KzMhKjtPZwS1XqykJznAPC8LU41hjchxa9kHXjl0qvIoXuqyib5LOn6dYBMxIYhXjGF5QHXNsAmoASUXFAXkSjYokiSGazBJLmbkQGwAifaJNfZpBhGMtyWkshopIU+2YIaqKB6YkIeR4qaTClQ6prqFEhcidWnRfdIS0Rjw/R9qJZOtU9k2jU7EM8Xq0XzxNltD4rKrIVFQs0bLpEg+yMIJGHI2Widj894Fp1f/99Ck+mHbnTzKr8+cAT2OvFQeYCaNxcdV0LDnGb31TGb85HVxDe3M74OBOQI/a/ilTi8j3IY1DVtKuLlV3S/JEPLJHmL7BTlSMJJDOzY2YyJ/a+WQQlWVgB3DP/xV28LVEtFcIaRkrLlEBxoS4B1+bep+Dm4ULrp6YPdUUQCz3qBrATdeSs708hZdZBJaZwhIlgFCF9Ry54nT+mAB6szp/nma2NsXiGFpUXrv86XCM30wJ2JsePnwHpxIZynE44eCusfk+0yRjL7AomJHACotjuIaWfQAhqDVkGYMSRNWJWdSiXEIoUSFyo+dNUZl45uraqqw4QlqpCCGtg9fWqQxMoVPh3J7rY7ckz9DtUHcE5gGQXJkOrXOGP1lBmHoUR5gM3curf8nHYbLOnz5u4F0WB2MGpIZ5VTcV2OtpgS7JOGBNYvymesXnPnwwt4MN7BQPB56phbEj3MQ7LA6LmeCN88WYihpClVWYkowRGUL7RqZvJYUSFSI3UmHATAq/gHwdWiuJI6QtxJF2Ip4msQQUH5rcMnt4r3iaTIwATYvrvyV5Iq0rgBUfBgJT6xJy5VEeQb8Zg88yoc9ZBbPYJLPM+LTAuM6fp1kEppHAcpNhYMGxFY7ucAKeBsQVFZ1cP/xFZ+ZPfFBUJqcjNiQqC2YKaJh6vs+LPArDSGKJxTC8oDqnJE+HpoyZvnHH9C3XRI7IG0pUiNxIhgBTB5gOvHtPpaPJneABsV6uuLAcoajC/I2ZwL5J5v7seVxczGUVaJwFLcmToahFJ2hdPI1NVlgsk0heDM6vnHNroXgVb6bzZ4SbeIPFwCwdqn8OLE/1jVJwdCqTGr85U5TNNBCaQUg+uFOY/klT+6ekOcOr9vfDpzXA8DS49FWUD8dLZVSWwMj0reRQokLkRjIkVPzMAg68MPOTVTWQ7UjrbXXnmL4WgAM4tHn89vgI0PUqEB0QFQWXfURmCybn+CMLwtBjWGla6Fm2tqZElg7ZnT/P8ih0wzY0W3hcpUObFL/qh6l6EJOA7vQEPxVZATR7RELfDMMJHX2K7BEJ+yS8zuOImkk0MYbRCo4PKAZN1sBkBboEJGEvhccGKhtUHVN7VwCiMsSH7Y4OTSx9dLxQ6YhmJtorvBwYK8w6fzKcuT99E3Qq7U+L7wtnQEt1+3xUM8/wCA6ZMWiWAd68DHqNjh7I7vx52RoFs3Q0aI1Va2gmSRI0byssScK+yaz/NXs44dDu6Q+Ume8zeZWEc44XeAzMTGEB1IoNYyyWMdM3CVHJrkDFBisbVB1DiQoxM0ZqbNicf65IWLb/pdJRzUzG6M0FIa2Dp1E8YcYGxmzFTV0sBUX7xesutufOJvq5gcesMEw9gSO4iv5F1aflyBXR+eOFCSClx9BmWRipQm1KNn5PIxKygg42iQOtM/NnZP/UB4iPCJ2GkQL8k+uU9iCNHjMBmTMk59T2oE5F9YMBCHPb9I0SlZJBiQoxM6mw8AcBgIb54pey82WRsFQzwQ7R8aO4IKR1UDSRjGTrVLpeFvOEjGR9T0kuIZxz/IkFkdZjWGJZ6F16Uk0u+TiIzp8GMEkCtwy0qn4kG6cfzldpHOO3jkmM6jItyuFJROQOg7ZtviRPWcF8jkXBzCRWWhzBtiNciLpyaIoHhiQj6HippEKVDqluqd0rAVE+kiE7UZEAf6u4aCXDwN4nKxzYDLgppM3G1yzK4AdftVuSn7Bbkn2ihZnIm5d4DPvMGGTLgLdhEVIN1X1TzwWn86eJA6F51d/ZEtAC0FUP+mUgakyoqmg+UUmM9E19gIx/ijapPmWEm3jPbkm2GhZUjeFdoWiyBkOSMCzbFRU9LqqrhOtQokLMTDIEMEM8NciaaDtkFvDefZWObGo4zxLSuqRPcfA0ARKEsHBwFzC0R8z3aZ6FLckuMMJNPGCFYBlxHMll9C35QKVDcoVWbytkWcNyyVsTWgxVViFrjbAk6XDjN8d5WI+JJZ7JcPQpU3TxvMOTsMyUPSW5+hO3mdBkDbpj+gZZPMxFSVBbCihRIWbGqajIirgRB9rE3wdfq94niEivnWC5KKR1cOb+RPuAd+4RLcmKOq1vBDE5nHOsZ0HEjRjmmyYGFx9f80/aDg1aA+Ys/wja15xe6VByxutrFsZv5gTjN1kTlRJmAf2TdP4kgmJZyEhO6aOznSfALAM+2VtzvjiT4XipDMkQ1wPOgXCO7r1EXlCiQsxMJlGxPy6eRjH/Ix0Bdj5Y2dimYpyQ1mWfBsVjD2ozxfJPbEC4slJLct50QMd7VgywdDT62xBvqi//GUmWx35vaoCAGkBcUdABY/wLznBCzoDBSYYTDu0Wyz5TOBPHuYV2lgLjFqw6Seg1WYMlyQjJAFc9tjstmb6Vgtr5DSIqRzIMWLowfQLERathvni6quZERU+IJ8FSJBC+FvEENdot/m6mluRCeJsnYJkpLLU4epeeWOlwZj0BTRi/dckcpmWOf9EZTjjcfvgbHaM3xTOpHf5OnoJhpTCHcUTmrChB5OVnzPRNzjJ9o3k/pYASFWJmkkFh9pY9bC4wVyQu3a+LhKDaCHWI9fRSTS/22joVMy3+XWWzW2oBzjneZgkwZgCeBnD6HlYcn+KDpfqQlCR06ROM3zLDCTsPf+OAo0+ZfEnnXZ4Et3S0QEHaX5veOBMRpm8qTABJyTbAjPZXNKZ6hRIVYmaSYaFFye6e0RrERUlPANvvrVhok8I5MHJAJCrTjJkvCm+z+H5YOrUkF0g3DAyxFGTOoVNFqiqQJAmarxWmJGH/ROM3R1A7emj89tSoeDAwEvZgyvGYnGMnT4IxC5a/tWSxlxtJkiArHjBJQtjR0AdJo1IKKFEhZiYxIvQY2dUJZ/mHM2DXw5WLbTKifVlC2tbSnEPRgCUnAYuOp5bkAnmbJ8DMNJZYHOHWZZUOh7AJeBqQUFR0sOT4F1Sf0NskgoCRHts+uFss+0ASS6ITaEcaCTMFL+dI1FlC6pi+DUqS+N4M7RJVVsJVKFEhpsdMiycmzsbWqB38c0UnUN/boupSLQQPAEa8NELabBTPpBdmYmY453iLJ8GZAVkNTKprICpDQA0gpag4MNH4TfWK5V5mihuyw+BO26/IM+kS6HaeBLN0LGRArM7E0prigSnJ6JMhEjkjMfnAUqIoKFEhpicZEssbwOHGaZpfJAJGEnh3ffljm4pMx0+JhLRE0fTDRL+VBDiH0by40uEQWTiTlIdlYETPalOWZPE7zy2g/72x7YM7xcPMxAcZiIR0O0uAcRPc21TTbsOT4XiphGHa40VY9Rth1iD19akh3CcZFk9QkAB1wgybzPIPB3Y/WonoJid4QJSiSyWkJYpGdPuksdhiCM+tjy6QekGRFSjeJliShPb0BHM3LSCmhw/vEf9PR8X8Hz0+qX9KLwwMsbTQITUtKX3wZUZTNBiSjLDERXVVgmgwIFyFEhViepyKiiSPtSdn4yz/9L8HxIbKH99EyiGkJYrmbXvZR1UDYNTtU3V4Pc1ISzIOmLHxLzidP45odHC3+F1zxmtMYDtPgtkJ6WhrHSYqsgZLlhGUuBitIWtCIzdZCzdRMJSoENMz0ZV2IppPJARWCnj7D+WPbyKOkJazSY2niMozxA0cspLgnMFsWljpcIhJCGgBxBUVndJELxWfuA44wwkHd47N95lkavi7dkKqqP66bD/XZA2mJGNUArgki6qKZQI7H6h0aHUFJSrE9DiJynRaj4Z5ohxcDWuzQbtNElJphbREwbzNk2CWmPkSnrOy0uEQk+DoVLpkQLeyXGqdFuXYgKheOvoU9XB9yii30MmSsDiD1VifCanwUlEwKkswzPRYVanzpYrGVW9QokJMj7P0M938Ff8c8frQbiBcYQtpp+NH8dSUdfls4m175otH8cHSSEdUjXgVL5jmQ1oCDqSyBhSqPrEEbKSA4b3ASLtY+mk4XJ/iLPsssBjCc+rTa0iVVViyCgtAyIyL6rKsAAM7xPeIcAW6khPTkwwJV9qJHT/ZqF6xzGLqwFt/LFtokxLqICFtFv3cwBA3Zt6xTIS4iQ6WBOMMVmN9tarWE5IkweNtEcZv5ujYC7IqRPXcAnY9lDXfZ85hxxBtyQYaZE9dDCGcDEmSoKg+MEnCiJUQYmPVJ5KUvU9UOry6gRIVYnqSIZGAzHTjdwaN7Xuq9DFNRUZIGychLYAeruNnZi9+mNqPG41uvMZiSHNW0ZjeyTxlc4TmrqpoLMT0BDyNSCgqOtkEAzMtIH7XDrwgHgpk7bCOwDRn2M2SYNwC8x+exNQTiuIFAxC00kK/458jNHKVvBbWGeSyREzPZK60k+GfI0y7ggeAoT3A/KPLE182sQE7XouEtACeZhGk9Th0rmO3mcJeKYSA6sMp6hx8WGnCKnggTSaQLiHOsk9A9iDiOVzXQFQPATWAIUVDh6yDcwbJ0ak5fimJYVFR0XyHvXc3TyFtpdDIOSKt9bns46ApHtGizGy/KX+rGE7Y/UZF46onqKJCTI2pj7nSTiKWG4eiiWTFMoC3/1Se+CbiGL1J0pTD0WYLw9zEVhYDYzpWK03w+OfBkiSMmnE8n+zBdYl2/MQ4iGdZFDFulSWmCLewz37Kthrml+WcROEEtAB01YOQLGFIj4y94LQop2PizyT+KdvtIYTzmIxkoL4rKpoiTN9C3O6Q8jaJKlNsQLRvE0VDiQoxNamwSDyA3DQfzkCy9mdKFtK0dL4iln0Uz/Ti31nAJhaBYSSxxGIILf4A5KVr4Vt9JnzzjoWsBZDiFrrSIdyT6MDlqXbcbg5gB0+CcT7jsQvlXZ6EZaYwz2IIt1G3T7UjSzJUTxNMScK+dNYkZdUrhOp6XPx/wtIO4xzv2UMIua+57txoJ6LJWaZvgNDxZNqUH6xscHVCST9BHR0dWLt2LTZu3JjZtmvXLpx//vk46aSTcOaZZ+LOO+8sZQhEMSRDADMwqSvtZPhbRWVl9BDQ+06poxvPcDtw8FXxFDPJE95sYpRbeJXFwCwdPk8zDHtooiRJUFqWQVv5YTSs+Ai8jYvBZAVxK4UtyT7cktiPK9IdeMQKYZibM5wlf96yl32aZC0TE1Hd+L3NSMsyDrDE2Ean84db4qY8wT+lEzpGrRQ0zpFsqa8hhJPhmL6FpKwk30neqE3ZFUqWqBiGge9+97tIJMY+4KFQCBdccAFWrVqFDRs24JJLLsHNN9+MDRs2lCoMohiyPVQmc6WdiKwCgbniSeLtMnf/vHsPEO0Xsc6Ci+N0PM+jSJsJzLcsDC88ZtJ9ZM0HedEH4Ft9JvwLT4TmbYHOGQaMCB5MHsIPkvvwihFyLaY4t7DXXvYxncobUfX4VT/iioaObOM3xSN+15k1ZgCXhTOEcBHjiDQvKnPE5UeTNViSgrAEcEes7mses2xwKk9EwZQsUbn11lvR0DDecOsvf/kLPB4PrrrqKqxZswbr1q3DP/7jP+L2228vVRhEMczkSjsZTjXjwPOiM6AcDOwEureKRKVxobiIzlISnOElFoVlptGsBpDOQR+gNM6Hsvyv4F91BnytKwFFQ4LpWJ86iIjlTmvzdp6EYaUwl3FEqNunZmjQGqArGnpkIGXa3T+SJJZ5OQMaDm8x386TYMwU3UGzYAlWUzRYsoKILCFtJsVG1S+SOCMF7Hm8sgHWASVJVN544w2sX78e119//bjtW7duxSmnnAJVHbuRnHrqqejo6MDIyMjEwxCVJmP2lsfHxNcqlomifcDBLSULLQPndjWlT1wUm+tvnkg+vMxjiJkJtDKG4IL8Oq9kRYU8733wrDwdoaYFiEjAxkSHK3G9bYsrm6Eg7afW8VpBkzVwzQ9dAvans4zf5q4CVpwmhpJmMcQN9FpJgDOYTfVfTQEAVVLBZVW0KBt29USSxBw0zoB9T1c0vnrA9UQlEongsssuww9+8AMsXjx+fHt/fz8WLRr/4V2wQGTkvb29bodCFEtm6SePpyJZEU9bzALe+XPpYnPoe0f8iQ0CTYtnxRPcVBic4zkWATNTmCd5kWgqzFBNkiTMm7MGQdWDV5HEQaO40nWKM+xiSVjMApvl+qFaQ5IkeL0tMCQZ+43I+BcVbZJlnxSYpWOhxRCu87ZkB0mSIKteMElC0KmoAPY0ZQno2Vq54OoE1xOVq666CieddBI+/elPH/ZaKpWCxzNeeOX1im6SdDp92P5EhUmGxLDBSYaNTUtgrhh33vECwEpoMMY58O5fgEivWO6ZJU9wU7GZxxAyEwhYDKPzjyzqWA1aA5TmJUhKwD3JTvAilvHe40mkrRSaGUdkzoqi4iLKT0BrQFxW0cFnvkZvtwXTwoJ/9rhDK6oPFoAgz7LN9zaJZC4+JKbLEwXjaqLywAMPYOvWrbjqqqsmfd3n80HX9XHbnAQlEJjdvhdVibP0k68dva9FdAYkRoADz5UmNkDoUga2iwtB85LpByfWORbn2MSiYGYKi6FitHnxzG+agfnNKxDyBrBXMrBVH575DVPgLPvMhYxUw9yi4yLKS0ALIK2q6FQAxqb23IlzC+0sJdxoZ5lg2qN4YEoywixL05Xdprzr4coFVwe4emXfsGEDRkZGcOaZZ2Lt2rVYu3YtAODKK6/Eueeei0WLFmFwcHDce5z/L1xYn9M1a5pEUPySqYc7T06LJAtRLbOA7feVJjbGgHfXi2qKogGzfG7MmzyBQSsOL7MQm7vaFe8Kj+KBv2UV4rKCDek+GAVUVQzOsYMlwJgJVufGX/WKX/XDVLwYlYA+Y3TK/XbyFAwrhTmMY3Tu7KqceRQPdFlGhzQhkXMcsqlNuShcbY+48cYbkUqNnxj5N3/zN/jmN7+Jc845B48++ijuueceWJYFRRFags2bN2P16tVoa6uTtWvGAPDa10qYuqio5OJKOxmBNpFEdL4kkh3F5U6cg5tF6198BJi7elZXUzjneJpHYBkprGIyDs5dCbeM8ec3LsLBaC8GEyE8kTiITzfkZ9S2kyeRtNIIcI5YC5m81SKyJEP1NsNKhLEvHcRS7+RVsXftylmLpKDfN7sE0y2eFvSqGnaaBkbNFFqchztfi92mvEe4+JJ/UEG4enVfuHAhVq5cOe4PALS1tWHp0qVYt24dYrEYrrjiCrS3t2Pjxo24++678Y1vfMPNMCqHngAe/Gfgse+KakItkxq1zd5Q2CRib5OoxKRG3Z8iyixg+1+ASI/oMJrlduw7eAqHzARkZiHZutxVJ1BZktEy5wiMqhqeYGGELH3mN2Uhln3SWMBkxGnZp2bxe5uQlBV0WslJXzc5x07bjdaahXO2fKoPkm8O0pKEzcmesRdUn5iNZKaA3Y9WLsAap6yPoW1tbbjjjjvQ0dGB8847D7/+9a9x2WWX4bzzzitnGKVjeA8Q7BC2yZWad+MWyaDd8ZOjK+1EJFkkEMwE3nN5+afjBWB4n6j4tK7I3eOlTnmKR8DMJFYxYKRIEe1ktPrmwGhoQ1wCNuTRrmxyjvd4Qty8/C11b6VezwTUAJKKigPy5I7F7UgjYabg5RzJltnR7TORpoYFiCoqXmexsY2ZNmVeudEidUDJnbH27Nkz7v8nnHAC1q9fX+rTVoaR/cKF0EgCr/0ncOIX3F/yKBfJsD3nJ0dX2skIzBV2+ge3iKWkQhKeiViG0L1EekSlxz+7n9L38zTarTg4M2E0LQYvwZKjJEmY17oGQ8kwXteTOMuI4gitacb37UEKMTMFH2eIz9KbV70QUAMYVDT0ySkkjCQC2vjl4HeZcKNdyoC+xnmuLT3WEq3eVnRqPnSZURzUw1jhaRUvZLcpcz7rH6wKgR5x3CR4ANBjYgbG6CFg2+8qHVHhOBWVfFxpJ+JpFO6U6Sjw9I/cWQ7b/6yoWiVHgdaVs/6X/ikWgWUksdrkGFqYn8FbPgS0ALTmpUjIMu5JduXUrvw2SwhPDSYhVqCnC1EdaIoGeAIwJWBvenwHGOdctCVzE8zbNGsrZ6qswtMwH7ok4dVk39gLmTbl4fLPQKsTZucnqhRwDoy0i5uyf65Y8nj9vwGzRv1hkmGhUSnmoiNJwJzVABiw/V7g6R8KYW2hmGngvQ3AaLdY952Fa+HZ9HAd21kMjBlgjQvAFK2k55vftBxhTwD7JRObU4PT7mtxjndtK3U2Cybozga8nhbokowDVnTc9h4YGGYpyJxDb5rdztAt/nkYVT3YKqVhOQ9msiKuVcwCdlObciHQ1cMtEkExuZcZQMsKwNMgbN23/KbSkRVGMiSWa4rtpgnMARa8XyyHvXMP8OT37CWlAtj3FBDqEsngHKqmPM0isPQkVpgMQ1MMH3QTTdHQMGc14oqC+80BpNnUSWc70ohYKXhmsWah3gh4GhBXVHTy8YLq7TwJZqax2GIYbZ3diUqTpwmGpwFBCXgvO5n3t4q/O1+pSFy1DiUqbhG09SmQAF+TSFYYA7bdJW7StUYyBFjp/F1pJyMwF1h4vFC+b98APPqd/CtNegLY8YCopngCYt13FjPMTWxlMTCmQw3Mhanl6XVTIG2BBYj7WjAChseTh6bc7x2WEDcvxhGdBRN0ZwMBNQBd0dApjzd+286T4MyEovrBS1zVq3ZkSYa/cSFSsoLNRtb8Oq89TXlkr+iEJPKCEhW3GNkvbqayJhwJG9pEz3xsEHjllkpHlz9OopKv2dtUBFqBRScIp9tdDwEP/6uYLJorex4DRg8CRhxoXeVOTDXMJhaBYSSxxGIYXHhs2c4rSzJaWo9AWNXwFItgxDo84eSc421um7x5m4pbPiSqBr/qh6l6EZOA7nQQABDmJjpZEhZnsBrJtBMAWn1zMap58I5sIuG086s+odcz08DuRyobYA1CVxC3CO4XQlrHc0SShdiTM+DtPwKp6PTvrzYSI4W50k6HrwVYfILQ7+x5Anjw/9lVqBlIR4UF9Wi3WFLzzdxxUs+McguvshiYpcPnaYJRZhOpFl8rrIYFiEvAXyZpV+6AjpCVhso59OZlZY2NKB2SJEH1tsCSJOzTwwCA93gKzExjgcUQnkNLfIBI6Li3BSlJwmsJe9iuJAH+OXab8qbKBliDUKLiBpwDw7aQNtuR0T9H/D8xArz8y8rFly+WUZwr7XR4m4FFJwLcFL4CD/yT+L5Nx65HRDuykQRaV7sbTw3yPI8ibSYwz7IwXMZqioOYrrwaQc2LN5HC3gm26u/wBJglln1mu2ah3gh4GpGQFXSwBABbn2IZCMgemB6a1waI34/GxoWIyQpeZ1m/G/5WkbB0byvtsNY6hBIVN4j2i2SEW4Ava56JJAlDMmfKbzxYuRjzwen4AdzxPpmItxFYfJJIhA48D2z8+tTrtsmwcHQc7RZJjrfB/XhqiARneIlFYZlptKgBpCs0P8ev+qE1L0NSlrE+eTDTrsw5x1ssAcYMSFpDSXxdiMohjN80dMgcac6wmyXFEEI/zXHKptXbipjmQ7vMMWjYVWNPo9D8JYNA31vlDyo+Aux8CEhFyn/uIqFExQ2C+4V2QpKE0DMbX6vIpFNh4KUbKhBcASRDWa60JRrV7mkQyQoglPAbviY6pyay80ExM8hMiaW0Wc7LPIaYmUALYwguKJ1vSi4saF6OsDeATsnCy+l+AEA3DAzZrarpFqqm1BsBLQBd1dAvA1vNUaStFBo5R6x1dg0hnAmP4oESaIMhSXg52S02Zrcpl3uacqQPePoHwMu/Al69tbzndgFKVNwgI6T1HD6M0KmqgIuulehAJSLMDydRgVS4K20ueAIiWZEk4OBrwH0XiqzfIT4C7H0SiHQLfcssLy0bnONZFgEzU5gneZGosImaKqtobD0CMUXBg/ogUswUIlozjSUWR7iVNAv1hiqrkLVGWJKER81hcEvHPCYjEWitdGhVR0tgPkZVDa/z5JhBotOm3PVq+QIZ7QaeuRLoexcY3iuq2DUGJSpuMNIO6NGpqw/eZmEClxoFnr+uvLEVgpOoyGrpvUo0v0hWZAXo2Qbc+2XRKQUAOzYC0V4RC1VTsJnHEDYTCFgMkRLM9CmEuYH5iPtbMSJxPJw4iLd4EpwZkNVA7Y6PIKbF62uGLskYYToYs8jQbwpavC1IaQEMysDu1JDY6LQpD+8DEqHSBxHqBJ65CujfDoQPikaGaN9M76o66NNVLMwSSz/p+Fi2PBGnqiJJwJ5HgfDU/hNVQSosNCrlMlTTfMCSteLG1vcO8JcvAz1vCbHtaLcol2oui3prDItzbGJRMDOFxVAx2ry40iEBEO3Kc+ccibDmwTM8ij4zAXAOo0riI9wnoAYQVxSAGdA4R6plaaVDqkpkSYavcSHSsozNuv3wpXrFsrell75NeWQ/8MzVQP97QkfZulKcPx0VD6M1BCUqxTLabQtBGeCdxoTM2wQE2oB0DHj+2rKFVxCJoPhFKqcQUvGIyoriFb9YD/0/kfkzC5izqnxxVClv8gQGrTg8zEJs7uqqeoJt8jSBNSxASgKYHsUiiyE8lzQL9UpAE8ZvDMBCxhEhQ78pafXNxajqwVuSCd2ysqYps9K2KQ/tATb9GBjYIRzT56wCmpeIKjm3gP4dpTt3Caieq12tErT1KZI8s4aidbn4oO57SiwXVSupsDAmcsOVNh8UD7D4RFFhCXWJypN/bmk6j2oIg3M8ziOwjBSWMxnBudW1DCZJEua3rsaIxwcLgKYGSj53iKgcPsUHS/XBkCRIWqC8DzQ1RoPWAMvbhJgEvJG0PVV8zeJ+0VuiNuWBHcCz14i/40PA3DVA4wJx79H84pxDO90/bwmhRKVYRmzrfNkz81wcTyPQMF8kNs9VcVUlGRIVlVJ1/EyHoolkxT9HZP9zquumXAme4KPoNWLwMhOp1hVVVU1x8Kk+tMw5EnO4jDSJaOsaSZIwr3kFFjIJKap2ToskSWhoWIiEomCLaS+3eJvsNuUw0P2GuyfsfRt47qciSUkEgbYjhUu6g7OEPlzFD8qTUH1XvFpjZL9Y88tVQ9G6XCQ0B56v3vJbYkQIWJXyzI85DFkFFr4fWPpBkbjMYnq4jqesUVhGAqu4B4NVIqKdjDmNi5A86myE21ZVOhSixMwNzEP8qLMRmUPOwzMxxz8XEc2HXQpDyEiK679/jj1N2UWdSvdW4IXrgIFdoio+70gxZy0bx2k81OneecsAJSrFYOpA6ABgJKYW0k5EC4gynJEEnv9ZScMrCMsUmThnYgmGqBgW5/gjC0LXY1huWehddlJVVlMIgpgar+KF4p8LXZLwSrJHbHSGqrrVpty1GXjxBmBwF5AeBeYdLZKhiahesQRU7Q0dE6CrXjGEu4Q4Fly0neVKy3IxqK3rVZEFVxOpsGhhA9yd80PkzfM8ig4zBtUyIDcuQZq8KgiiJmkKzEdUUfE6t11qfS1C2xM8AMSGizt4x4vAy7+wk5QoMO+Y8aNcslF9oqKTGKopG39KVIrB0adISn7ts5oPaFosBKsvXF+6+ArB0adIUvnFtESGIW7gYSsM04hjDVPQv/j9lQ6JIIgCafG2IOHxo0fmOJAO2m3KjXabchEute2bgFduAQb3iHvR/GOnH9qq+sT9ykwD4c7Cz1tmKFEphqCdqCha/p4jzUtFRt39BtDxSmniK4RsV1qZDLsqAeccf2YhJI0YFpkW+paeICpwBEHUJKqswtuwALok49WUGDeBgD1Nef+zhR10zxPA5v8QlRQzKZKUmSapy4pIkjgTTrU1At2JimFkP5COCAOffFG9oq89fBB48Xpg1YPlM1ibDmcgoaxURzyzkM08jl1mFJKpI9AwH6HGeZUOiSCIImnxtyGsdmMrS+HzzILqbRHX2N43gY6X8rvehg8C2+8VfimWIZKUXEeMaH6xRDS8t7AvpAJQolIoRlJoVMwU0FKg8r15iTA163tHlPCO+l/uxlgIyaA9kJC8ESrBKLdwPwvBMuI4mknoWHxCpUMiCMIFmrQmDHkbEDFSeDvVj5P9i8XyeioCPHF5/tfc+LAwb5t/LODJU3oACH1MjUCJSqEEDwB6TPw7HyFtNopHLAGFOoGXbgSOPLvyVYxk2E5UaKmh3HDOcQ8LIqLHMNc0MbzoRJqXQxB1giRJ8DcsRDIRxhY9iJMDS4G5q4FgBxDpz/+Amg+Yf1z+flc12KJMV8FCyUxMVosTnTYtBiK9wOBOMfr7uM+4F2MhJEOiSjTL3WArwVs8iXesKLiVRqtvDrpbyJqcIOqJOf656NO82M4SiFk6GhvmCxPQMtDPDTzDIviUoqFVlsV9p0agx+ZCcYS0cgFC2mwUTSwdWYawPQ4ddC/GQqikK+0sJs4t/IUFYepxHGUBvcvWVjokgiBcxqf4IPlbkJIkbE50l+28Bue4nQ3jpXQ/nk71iop5KiLuYTUAJSqFMtwuhLTeaVrBcqV5ieirj3QDGy+yhxxWiEq70haJyTk455UOI282sjDCRgwtloHR+cfQrByCqEMkSUJTwyLEFBWvs2jZzvsEH0WPEYNhGdgLfWw44UCVuqNPgBKVQkiNApEe4Uzray3+eJIMLDgOUP3A4A7ggX8Sxy43linEtJzXpCvtGyyOb5lduNzowq/NATzEwniTJTDEjapOXnbyJDazCCwzjQVqI8JzaVYOQdQrLd4WxDQfOmSOXiNS8vN1Z43hSMoSehUJTPEKC/8aSVRIo1IIQds2X5KmdgDMF0UDFn4A6H0L6HwZeOL7wLk3lldcmxq1PVR4zbnSjtpLJ3o6ggRnCCKMdyUZkqRAkhX4ZQ9WKAGskL1YDg+WSRoWQoNSYfFymjPcYwVhpmNYYzJ0H/HBisZDEERp0WQNWmAe9FQMLyd78Q+aS/eQScgew7HUsvCavxX+ZARRGWgBgOF9JTu3m1CiUgiZicmqu0PzNJ8Yxtf/LrDzfqBlCXD6d9w7/kxkm73VkCttdrdMm2kCLcuQslJgegLM0hFnBnSksAMR7JRkyJIMSVbhkTUsk0XyskzyYLmkYQk80MqYvDzERzFoxtBgmUi2HQkrnzZDgiBqkpbAPIxGerBVT+FzzIIsl8YO4jkeRac9hkNtXALJ74GVimIIlkhUasSdlhKVQnASlVLczH3NYlbD0E5gy2+A1pXA8Z9z/zyT4SQqUm250o7rlvHOwaFF4+3mA6YONdYPKTECpsfBLR0JMwUdKexFFPskGbIkAZIKVVaxRAlghezDcklUXpbBA18J2rUP8DSet0ZhGSksk33omH+E6+cgCKL6aPY0Y8TTgGFDx870MD7gX+j6OQa5gUfsMRzHMgUHFr8f3ngvdElGLwwcWUPDCWvnblQtcA4E24WzX6BEjqGN8wBzNRDqAJ65SnitrDytNOfKJhmqOVfaid0yh1ZP0i2jemC2rgBaV2Q2eU0DWmIIUnwEPB0Fs9JIMR0JlkaHEUenJEGGDMgKJFnFQsWHFXIAy+3KyzJ40FSEKZ7BOf7EgjD1GFaZFrpX05IPQcwWZEmGr3EhUslRvJoecj1R4fb1JWnEsNi00Ld0LSDL8Kk+JBUFnTLwMUkGYgPinlbl13tKVPIlEQSig+KG7m8t3Xlalgk/k2g/8NAlwBfWA/PWlO58QFZFpXZcabO7ZcLzj825W0ZSNZjNS0THlY1mWfAnRqDEh8H1CCwjBcMykGIGuo0EehHCFkmGZCcvc2UvVip+LJO8WA4NyyUPWqFAyuGX/kkeQbcRg8cyYLaugDHTjA6CIOqKVt9cDGlevMOSGLV0tLhYoX+Fx7HHjEGydPgbFiDY2AYA8Kk+RBQVe1UJXJIhmSkg0idkBlUMJSr5MtIOGHEA0swDoIpBkoC2NSJZifQC918EfPFeoKGtdOfMTE6ujWawid0yXXNXzPymaZAUBVbTAlhNCzLbZMbQnByFEh8ET43CMpOwLANxZmCAJzCIMLZJMiRJhqSoaJQ9WCkHsFwWycsyyYMFUMclLz1cx5NWGJaRwFHcgwMLjkZ1P88QBOE2ATUA7m1BXE/hl6kD+E7gKDS78JAY5iYesMdwvM+S0LVkbAyHX/HDkDX0qQpMyYJm6WKECyUqdUbQdqRVtNLrOCQZWHCs+CAN7QXu/wbwf34vhkqVgmRIjP+uAVda0S0TgqmXtltGkmVYDXNgNcwZ2wagOR2FEhsEkiFYegKMGYgzEzqSCGMU27M6jnyyhuWO7gUaXuQx6HoMyywLvctPhkSTkQli1iFJEpbMfR+CqQgO6Qn8PLEP3w0ciVap8PuKaCwIIarHMM80MbLoRPAsoa4iK5A1PywpgrAsYb7JgeHdAD7pwldUOihRyZeR/YAeBZQyObfK6ljbcvfrwKPfBT5zi9CRuE0qDFhpQGt1/9guk+mWMU0k29aUvVuGeZvAJpj9NepJKPF+SIkwLD0mRLt2x9EuRLHb7jiCJEO1dCiNS5AOtJY1boIgqgev6sWcxR9CqH8bkBbJyncCR6GtwGTlTZ7Au1YUsNJo8c3BoUnGcGieJpjSIAYljvmAuKdVOfQolw+cix9qOuaef0ouqF6RrDAL2PMY8ML1Iha3iQ8LjUqVe6iMdcsksUz2YbhtdaVDAgBwjx/mnNUwlq4FW306+JFnI7DqDDTPOxZNgQUIKD54OIdm6ngfV9C/+P0zH5QgiLrGp/kwd9GHEPE1op+l8fPEXgyy/A0/49zCvUxUmY8ygZ4pxnD4VT+SsoI+mYkN4a5iwi8LVFHJh2ifsJjnFuCbM/P+buJtFO61AzuArb8THSxrz3fv+JYpln6q3JV2sm6Zal464aoHZusyoHVZZpvELOwDgCqOmyCI8uHVfGhbfDJG+raBp6K4IbEP3w4cicVy7pX7+zKNBSbCC46bsrHAp/oQkhV0KKK6i9Eet76MkkFXynwY2S+EtJIMeBrKf/7AXCGw1WPAcz8D9j/v3rFTo0JIC17Vc36e5BH01Hi3DJeV0izdEQRRs2iKhnlLTkbU34xhGLgh0Y5ulsrpvTt4ElusCCwzhQVq07RjOHyqD4aiYb+qgEmSeEA10m59GSWBEpV8cIS0sla5p+GmxUDLUvHhevTbwOAud46bCo+50lapmNbpljGNBFZzDwYXHF3pkAiCIFxDlVXMW/whRP2tCMLELxLt6JohWUk5Yzj0GI60OHqWT99Y4JE9YKoHw4qMFBjATGDIpftIiaBEJR9G9gujN7VMQtrJkCRgzhHCbC7aD2z8hjvTljMeKnCtm8ngHBtYCDea/XiPJYsaDMiyZlYssyz0LDuxqpd8CIIgCkGVVcxf9EHE/a0IwcIvEvtwwEpOuf9DbBRD9hiOxNwjYc6wdC9JEjRPEwxZxqgk1cQUZdev9OFwGD/60Y/wsY99DB/84AfxhS98AVu3bs28vmvXLpx//vk46aSTcOaZZ+LOO+90O4TSwCy7ohIvrdFbLkgSMP9owBMQAxK33V38MTOutKorLoUj3MRNbABP68PYk+zHLYl2/NroQT83CjreczyKDjMG1dKhNi5BOlBmjRBBEESZUGQF8xavRTwwF6Ng+GWyHXusxGH7HeBpvMDEGI6lsg8jOY7h8GoBpGQZQ7IEcADDe13+CtzF9UTl29/+Nt555x388pe/xH333Yf3v//9+OpXv4r9+/cjFArhggsuwKpVq7BhwwZccskluPnmm7Fhwwa3w3Cf0UN25YIB3tZKRyM0Do2LAM6Ag68VfzwXXWl38CSut/qxPx2EqscxR1KRkDjeSQ/j6uQ+3GsOI8FZzscb4gYetsKwjDjWMBV91C1DEESdo0gK5i86CYlAG6JguCW5HzusWOZ1w64ym3oMq00LPSs+lPOxReePil7nch/qdDd4l3G166erqwuvvPIK/vznP+ODHxTrZFdccQVefPFFPPLII/D5fPB4PLjqqqugqirWrFmDrq4u3H777Vi3bp2bobjPiK1PkWSgWibcehtF9WNwZ/HHcsGVlnOOx3kEj1ohGOko2kwDzQ0L0L3kRDSYSaQHtkPXY3gq2YPX1BGc51mMD8tNYiDgNMf8MwshacSw0LTQv+Qk6pYhCGJWIEsy5i86EcOD28FjQ/h18gD+yX8ETlAa8QQfRY8Rg9cyYLSuhJFHg4dP8SGkqOhUZHDJglTlLcquXvHnzJmD//7v/8YHPvCBzDZJksA5x+joKLZu3YpTTjkFqjqWH5166qno6OjAyMiIm6G4T/CAWPaRPdVjMe9pEEs1ySAw0lHcsZIhYfZW4LyJGLdwGxvCw8YQ9NQojjAMyPOPRc+ytZBkGZqnAY3LT4V3wQeQUj0IWkn8T7ITP0t3Yh+fWiy2mcexy4xCsnQEAvORaCrRIEiCIIgqRJZkzF9wAtKNCxEDx23JA3jMDOIpaxSWkcAqeDC44H15HdOn+mAqGnpUBQbnQHSgNN5cLuHqHbe5uRlnnHEGPJ6xm93jjz+OgwcP4qMf/Sj6+/uxaNF4p7wFC8Rcld7eXjdDcZ8Re2JyqezrC0FWAU+jUG3vf6a4YyVDgKkXJBTu4mlcb/Vjux4ET8fwfkvG4KrTMDrJ7B1v0yI0rzwdcutKJCQJHcYobky043ajD0Fujtt3lFu4355ZcZQloSdrZgVBEMRsQZIkzFvwAejNixGTgAdS3dD1KJabFnqW5e8lJUsyFK0BI6qKJJiw3YgPlij64ilpaWDbtm3493//d5x99tk466yzkEqlxiUxAOD1ihtjOl3FfdymDoQ6ACNReSHtRHzNQgx16PXijpMI2q60uScqnHO8xKL4hdmPwXQIDXoSa9RGtB/5MejTOPdKkgR/2/vQuOKjYIE2xMGwJTWAHyX34VEzCJ0zcM6xngUR0WNoM00ML3o/oJA/IUEQsxNJkjBv3nEwm5YgIQGKZUJuWoK0vzCXdI+nEaOyjJgEgDGg/z13A3aRkl35n3nmGXz3u9/FiSeeiF/+8pcAAJ/PB10fbw3sJCiBQKBUoRRPuEtUU8ABbxmt83PB0yhaigeK+JAxSzjuguVcMUpzhntYCFusUZh6FMtMC7x1NboW5l6CVFUP1CUfhJEMIzm0E4aRwAPJQ3hJHcHJnja8bUXBrTRava041LK4wC+OIAiiPpAkCW3zjoGuBbA0NlJUY4FP9SGpaBiSZSy1mPDkOvJsF6N1j5IkKn/4wx/w05/+FB//+Mdx4403ZqooixYtwuDg+PKS8/+FCxeWIhR3GGm3hbRKSZZ+dvMU7rKGkWbmzDtPYLHM8G+yAi3SK5KNQFv+ATiutDw3V9oBbuAONoxDRhTMSOAYC+hb+iEkGwvTj2j+VqjLT0M60o1kcD8GzTieslIAOI6ygEOrSzMZmSAIotaQJAne1pXoa11Z1HF8qg8jioJeVcZJFhf3uSrF9UTlT3/6E37yk5/gS1/6Ev793/8dctba2SmnnIJ77rkHlmVBUURf1ObNm7F69Wq0tRVwgy0XI7Z/iqK54jGSTZIz/N4aRjAdgsWsvN8fBTAAhmWMAfufBY7/3wUEEcrZlfZtlsDv2Qhi6Qi8lo5Vkg+dR/x/YFpxJniSJMHXshxa42LoI3sQjw1gmWkiPP/YKWdWEARBEIXhV/wwFA2HVAVWWodSxZ0/riYqHR0d+NnPfoaPf/zj+MY3vjGuk8fn82HdunW44447cMUVV+BrX/sa3n33Xdx99934/9u79+Co6vPx4++z90024U4iWAVRICJEVChWAYuijlVGlLYj0tHiZRwvtWoLbVVE+dLSegG1UtuptVabSn/qWLVUi1qrtoiItioXJUACgYRArptkb+ec5/fHkoUtCbntZjfwvGaY0XPOnjzns5/NPjnn83k+999/fyrDSL3abRBpTMv6Pn+x66kxmwmYJv1yC2nx5XX6tdVWiGDzXra7DI6P2FC+tvuJih2LJ2HtVKW1RHhF6llj1WNGggw1TfyBYWw7blxKK8Q6nS78Q8fhHXgKdqiRBp3lo5RSKedyuMDpZb/TSVhschsqMh1Su1KaqLzxxhvEYjHWrFnDmjVrkvbNnj2bZcuW8dvf/palS5cye/ZshgwZwoIFC5g9e3Yqw0itaAvU7wQzDP2O7/j4LtgqYd6zG7FiYYY5/ZQN79qsFocZoiVaz2duF+dGIjiqPu1eIKH6+B0Vh7PdO0bvSxN/j9VgRps5xbSpKxxPZf9hpPb+0kEOl4eQJilKKZUWhmHg9uZR43QSRshtqQEzBq7su4Od0kTlpptu4qabbjriMRMmTGDVqlWp/LHpVbs9vloxRkoH0sZEKDlQVfAky6ZiZOerCrbyOX3Y7hx2uBpoxiavdgfEwtDBWg+HCdV2WJX2E2nBioU4yYbKk87pUnEhpZRS2cfnzqHS7SFkEP8OqC2FoUWZDuswWVK5LIslVkx2drsYWltWSwOVsSZ8Voxo/xMxPV2f9WQYBh7/QCrdbuoN4gXbyt7rejCtd1TaKWTXIjbb7DC2WEQChZqkKKXUUcDn9NHkclPjdMSXY8nSKcqaqHSkdSCtI3UDaXdJlDetBqxYiBPxUj3klG6fK8+TR5PLzTa3Kz4XvluJSmtV2rZv+X0pYWJWhH62EBxweBE3pZRSfY/P5SPmcLLb6UTEhn1bMh1SmzRR6UjNgYG03s4Pcj0S88BCUtFoEyeYVqLEfHcF3AHCLi+b3S5MbNjzn66fJFQHZqTdYm8bJYRYUQbg6HZxIaWUUtnF5/RhuTzsczmJihUvbJqFNFE5knADNO6OV6b1D0jJKd+SIOVmELcVxcgf3uMvfrfTjcObzy63i6DY8eW67c6vTAwcnJ7cRqIiImyUELZtYacoWVNKKZV5hmHgcgeocToJiR2fOJKFNFE5kppt8bL5hpGSOyp7JcZqqx4z1sJJ4qKy8NQUBAk5/gGUeTw0GhJ/TFX5n86/2LaheR9gg+vwYnYVxKizIjgQonnDUhKvUkqp7OD1BKh2uggbQGNlpsNpkyYqR9K6YrLT1e74jc6SA498wtEmhpkWe4YVp6z+SMAdoNHlYbvbhdgmbPtH518crj9QldYG1+GzhTZJGNuKUmjZ1GsZe6WUOqr4XD52ezzxRCXaFL/DnmU0UTmSmm3xN87R89k+70kTW80mHFYUb24B4UDqKvHmunOJun1sc7uJiAW7N3T+xYmqtI42q9JulBBix3A6fboooFJKHWV8Th81bg9BhwOxLajamOmQDqOJSnvkwNoHkWB8heIeqBWTl606rFgzJ9sGlcPGpyjIOIfhwOMbEB+ngg3Vmzr/4nD9IVVpk+8atYjNdjuELTZ2YEhKY1ZKKZV5PpcP0+lmr9OJJRZUa6LSd7TUQNNesE3w9+/2aUSEVXYdzbFmhpgm1YWnIY72C6t1V663H6VeH0HDiBdwq+3k6O2Wunar0m6RMKYVob8tNPZPbVVepZRSmedyuDDcOdQ6nYTFysrFCTVRaU/rQFoM8AS6fZqPpIXPrCBYEfL9A2nuV5i6GA8R8ASo8/jY5XZiWyaUvtW5FybuqBzeFeLTkmP0w0G0h3eVlFJKZSe3J8B+l5MQNtRl3+KEmqi0p/aQFZPbWaivI0Gx+H92HWa0iVMs2D389NTGeIj4fHg/5S43LWLCrnWde2GoLr6+w/8kKiLCpgPTkkWTFKWUOmr5XH6qXO74gNosnKKsiUp7anfEB9I62y6C1hkv2HU0xprob1nUDi3C7uHMoSMxDANfziB2etzxcSp7O1kKOVGVNnkg7S5i1B+YlhzWaclKKXXU8rv8VLk9hA0DWvZ3vRZXmmmi0p6hRWBb3R6f8rkdYr0VxDLDDHbl0Tgg/WM8Ap48vvD6aHIY0LgnPs6mI61Vaf8nIdsoIWwrwjBLCOq0ZKWUOmr5XD4qPT5CBthmJOsq1Gqi0p7TroDBp3RrIcKQ2PzJrok/8jGF3V85Iw0BHi7gDlDtzaHa6cS0Y52rp9JyYOVkd3KisknCiG1iuPxpGfyrlFIqO3gcHsJuL0GHg4iYUPVZpkNKoolKGvzFrqfGbCZgmQQHn4Ll7v7jo66Il9PPO1BO34Tyfx/5BbYdv82HDc6DVWmbxUpMS7ZyB6c3aKWUUhllGAYub/6BUvoW7Psi0yEl0UQlxbZKmPfsRqxYmGFOP3WDR/bqz8/xDaTM7aEJG6o+PfLBkYb4OkYi4D5YlXazhLGsCANtIdj/K2mOWCmlVKb53Dnsc7kII/Gq7FlEE5UUiolQYtdiRpsYadns/sqZvR5DwBPgS1+8norUbodYuP2DQ3VgR+P1Uw6pSrtRwogVIx8nUV/3p2YrpZTqG3xOH1UuTzxRqc+uKcqaqKTQemmmKtaMx4oR638iMU9Or8eQ686lwhegyeEgYoah7P32D06Uzz9YlfbQacmWTktWSqljgs/lY6/HS8gwkMY9mQ4niSYqKWKLsEYascwwx4uT6iGnZCQOh+HA7R/I7tZxKmXvtX9wqA4sM6kqbTlRGq0wLhHC+cN7KWqllFKZ5HP5qPL4iBkGsXA9RJoyHVKCJiop8l8JUWW24LYtWgacmLKVkbsj4O1HqcdLEwJ7Pmn/wFD9gUc/B2Pd2Lpasi0E8wvSH6xSSqmMcxpOgr48TANCdqxra8almSYqKSAi/F0ascwQJ9gGNYNOymg8AU+AUl8OTQ6w9m1pv3hP66OfpEQlhNgmuP3xOy1KKaWOCS5PHnVOJ2GxYW/2LE6oiUoKfEGEMqsFw7II9xsOGbybAvFBURX+PGIYtESboPI/bR8Yqo8Xe3PEB9IGxaLcDmOJjZ2jqyUrpdSxxO/2s9flJowN+7dmOpwETVRS4O92I3ashRG2sC9DY1MOZRgGzpzBVLpcNIkJ299p+8BQHVhRcMXrvLROSx5kS69U0lVKKZU9fE4f1e7WNX/KMh1OgiYqPVQmEbZYzYhtYgWOA2f3FjBMtYA3j61eL02GQMVHbR8Uqo0nKgcK0sVXS46SbziJeXVaslJKHUt8Lh973V4ihkGstizT4SRootJDa+xGrFgLJ5rC3sIxmQ4nIc+dxzZfLi2GQbStRz+2Dc37QWxw+rAT05JtbG+/Xo9XKaVUZrkdbvZ5c7GBUFNlvBhoFtBEpQeqJMZ/7GYsOwa5g5FurAuULm6nm4q8gQjQFKmPrwZ9qEhjfHyKCLj9lBGlyYrgFiHUT1dLVkqpY41hGDTkDECAqBmOL26bBTRR6YE1diNmrIWvWDb7CooyHc5hjJzBVLucNIkFpW8l7wzVgR2L/7fLc2C15CgFthDMK+z9YJVSSmWceAM0OZ3xAbWVHSzD0ks0UemmWjH50G7CtqK4vQMwPf6OX9TLAp4ApV4fTdjIrnXJOw+dmuxwHVwt2e3P+KwlpZRSmeF3+aluXfNn3+ZMhwNootJtb0uQmNlCoWWzv3BspsNpU8AdYJs/QNQwaN75r+SdhyQqDQjldghLbKzcoZkJVimlVMb5XD6qXW5CBtj7SzMdDqCJSrc0icW/rCCWGSXHHSCapWviOAwHe/KGIEBzuB5aag7ubF2Q0OFks4SwzQhDLJuGAbpaslJKHau8Ti/VXh8W0FjzRabDATRR6ZZ3pImQ2cJAy6ZmaHbeTWll5Q6mwemkWUzY9o+DOw65o7JRwogdI9dwYWZgIUWllFLZwWE4qPPG//huaazIcDRxmqh0UVhs/mk3YlkRBrh8hAODMh3SEQXcAbZ5fTQbYO7458EdB6rSWg4XWw6slmzn9M9UmEoppbJEQ05/bMPAjgYhFs50OJqodNW/pImgGSLfsqkfPDrT4XTI7/Kzw5+HBdRuP2Tmz4GqtHvcHpqsCB6BcJ6ulqyUUse6sD+PmGEQta2sGFCriUoXxER4y27ENsMMNTw09cv+abyGYVCVX4AAkXD9wew4HE9UvnA5D5mWrANplVLqWOd15VLjdBE2BPZmfhVlTVS6YL00U2eG8NkWwUGjMh1Op7UEBhNyOGgRC8rejxd5O1CV9nO3cWC15BydlqyUUgqfy8c+t4coEGxvUdtepN9MnWSL8KYEscwww8VBXf++85gk4Mljm89PCKHpi9fiVWljYWJis81hY4uNFdC7KUoppcDlcLHfG68NVrPvswxHo4lKp/1XQlSazbhti5YBIzD60N0Hj9PDTn98FPf+0jcSVWnrDYjZJkMsm/r+Oi1ZKaVUXJ2vHwKEGjI/86fvfNtmkIjwd2nEMkOcYEPNoJMyHVKX7T0wTiUWaYSW+NTkakf8sU+u4cHKwsq6SimlMqPJn49lGBCuz/jihJqodMIXRCizWjAsi3C/4/vkWI5g3lBiDgdR20TK/4VtRalwGthiYeXoaslKKaUOavb3wzYMDCsGTXszGkvf+8bNgL/bjdixFkbYwr4hp2Q6nG7xefMo9/qIIgQ3vkCL2UKDAV4RQvnHZzo8pZRSWUQ8AVocTiII0d2fZDQWTVQ6UGZYbLGaEdvEChwHTlemQ+oWp+FkV+5AAEI1pQRjLTQbMNSGYGBwhqNTSimVTbwHZv7YwO6d72Y0lowkKrZt89hjjzF16lSKi4uZP38+5eXlmQilQ2scEaxYCyeaQnVB9hd4O5J9eUMQA5rEpMkK0eRwIO7cPjUwWCmlVPoZhkGtLwBATXVmZ/5k5Btq5cqVPP/88/zf//0fq1atwjAMbrjhBqLRaCbCaVeVmPzHiGDZMcgdjO3yZjqkHqnPK0AwCBpC2IoSdBhYWuRNKaVUGxp9ediGQSTDa/70eqISjUb53e9+x2233cb06dMZO3Ysy5cvZ+/evaxZs6a3wzmiNTRjmxG+YtnsKyjKdDg95vDmscfrRxBssfEJNOq0ZKWUUm0I+vKxAEdLfUbj6PVEZcuWLTQ3NzNlypTEtvz8fE499VTWr1/f2+G0qzZcy3pasMTG5e2PeRRM3zUMg4rcQQggCP3FwHT7Mh2WUkqpLNTi74cYDtxmGDEz98Sj10eGVlVVAXDcccclbR86dCiVlZVdPl91dTWWZXH++eenJL5WzbFmQuFGnCJ86IqA8X5Kz58pa60YJWa8+FvY6SLmOjquSymlVKoJH0QDGCI4/3YeTldq/2CvrKzE6XR2eFyvJyqhUAgAj8eTtN3r9dLQ0NDl83m93rSMbcl15+IJ1RM2HLRgg9gp/xmZYDoM3A4nLhFihoEpZqZDUkoplaUaXB76mTEkDd+BLpfrsFygzeNS/pM74PPFHzVEo9HEfwNEIhH8/q5nax999FHKYlNKKaVUdun1MSqtj3yqq6uTtldXV1NYWNjb4SillFIqi/V6ojJ27FgCgQDr1q1LbGtsbGTTpk2cddZZvR2OUkoppbJYrz/68Xg8zJs3j4ceeoiBAwcyfPhwHnzwQQoLC5k5c2Zvh6OUUkqpLJaRevDf+973ME2Te+65h3A4zKRJk3jqqac6NahGKaWUUscOQyTD6zcrpZRSSrVDF3lRSimlVNbSREUppZRSWUsTFaWUUkplLU1UlFJKKZW1NFFRSimlVNbSREUppZRSWUsTFaWUUkplLU1UsszKlSv5zne+k7Rt7dq1fPOb32TixIlcdNFFPPfcc0n7Y7EYy5cv57zzzmPixInMnTuXjz/+OOmYzZs3M2/ePE4//XTOO+88nnrqqbRfSyqkqz1+/OMfM2bMmKR/06ZNS/v1pEJ32qS5uZklS5Ywffp0zjzzTG6++WZ27tyZdMyx1Ec60x59qY/U19ezaNEipk2bxhlnnMFVV12VtGBrR++tbds89thjTJ06leLiYubPn095eXnSMX2pf/RGe/Sl/gE9b5NDtfWZ6+o5ukRU1nj66adlzJgxMm/evMS2Tz75RMaOHSuLFi2S0tJSeeutt+Scc86RlStXJo559NFH5ZxzzpH33ntPysrK5O6775YzzjhDqqqqRESktrZWvvrVr8rdd98tpaWl8sILL8j48ePlhRde6PVr7Ip0tYeIyOzZs+WRRx6R6urqxL+amppevb7u6G6bXH/99TJ16lR5++23pbS0VO655x752te+JrW1tSJy7PWRjtpDpG/1ke9+97sya9YsWb9+vWzbtk2WLFkiEyZMkNLS0k69t48//ricffbZ8s4778jmzZtl/vz5MnPmTIlEIiLS9/pHuttDpG/1D5Get0mrtj5zIuntI5qoZIGqqiq57rrr5PTTT5eLL744qQPccsstMmfOnKTj//KXv0hxcXHiQzNr1iz52c9+ltgfDAZl9OjR8vrrr4uIyJNPPilTp06VWCyWOObhhx+Wiy66KJ2X1W3pbg/TNGX8+PGyZs2aXria1OhJm2zevFlGjx4t77zzTmK/ZVly4YUXyi9/+UsRObb6SGfaoy/1kbKyMhk9erRs2LAhsc22bZk5c6asWLGiw/c2EonIxIkTpaSkJLG/oaFBJkyYIK+99pqI9K3+0Rvt0Zf6h0jP20TkyJ85kfT2EX30kwU2btxIv379eOWVVyguLk7at2PHjsNWlT711FMJhUJ8+umnAPTv359//OMfVFRUYFkWq1atwuPxUFRUBMBHH33EpEmTcLkOLu00ZcoUduzYQU1NTZqvruvS3R5lZWVEIhFGjRrVOxeUAj1pkx07dgAkHeNwOBg7dizr168Hjq0+0pn26Et9ZMCAAfzmN7/htNNOS2wzDAMRoaGhocP3dsuWLTQ3NzNlypTE/vz8fE499dQ+2T96oz36Uv+AnrcJHPkzB+ntIxlZlFAlmzFjBjNmzGhz35AhQ6isrEzatnv3boDEm3/33Xdzxx13cP755+N0OnE4HDz66KOccMIJAFRVVTF69OikcwwdOhSAPXv2MGjQoJReT0+luz2+/PJLDMPgmWee4d1338XhcDB9+nS+//3vk5eXl8Yr676etMmQIUOAeD849Bfr7t27iUQiiX3HSh/pTHv0pT6Sn5/P9OnTk7b97W9/Y+fOnZx77rksX778iO9tVVUVAMcdd9xhx7S2Y1/qH73RHn2pf0DP22TQoEFH/MxBevuI3lHJcldccQVvvPEGL7/8MrFYjPLyclasWIFhGESjUQC2bdtGfn4+TzzxBKtWreKKK65g4cKFbNmyBYBwOHzYytRerxcg8Yu5r0hFe2zduhWHw8Hw4cN58sknWbhwIf/85z+5+eabsW07k5fXLR21SXFxMaNGjeK+++6jsrKSaDTK73//ezZv3pxos2Opj3SmPfpyH9mwYQM/+clPOP/885kxY0aH720oFAJo85jW974v9490tEdf7h/Q9TbpjHT2EU1UstysWbO44447uP/++ykuLmbu3Llcc801AOTl5bF7925++MMfctddd3HBBRcwfvx4HnjgAUaPHs3jjz8OgM/nS/wCbtXacXJycnr3gnooFe1x22238cEHH3DDDTcwevRoZs6cyUMPPcSHH37IZ599lsnL65aO2sTtdvPEE08Qi8USM6HWr1/PnDlzCAQCwLHVRzrTHn21j7z55ptcd911TJgwgUceeQTo+L31+XwAbR7j9/s7dY5sla726Kv9A7rXJp2Rzj6ij376gBtvvJHrr7+effv2MXjwYHbs2IGIcOKJJ/Lpp58Si8UYP3580muKi4t59913ASgsLKS6ujppf+v/FxQU9M5FpFBP28MwDPLz85P2t96yrKqqavP5a7Y7UpsAjBw5klWrVtHQ0JC4/ttvv50RI0YAx1YfgY7boy/2keeee46lS5cmvjRb/7rt6L01TTOxrfXxaOv/jx07tlPnyEbpbI++2D+g+23SGensI3pHJcv98Y9/5L777sPhcFBQUIDT6eT111/n+OOPZ+TIkYnnqF988UXS67788svEL+VJkyaxYcMGLMtK7F+7di0jR47MqmfLnZGK9rjrrru47rrrkva3/hV08skn98JVpFZHbdLU1MS8efP4/PPP6devH/n5+QSDQf79738zdepU4NjqI51pj77WR0pKSliyZAlXX301K1asSLoF39F7O3bsWAKBAOvWrUvsb2xsZNOmTYkBx32tf6S7Pfpa/4CetUlnpLWP9HjekEqphQsXJk37+uCDD6SoqEj+/Oc/S0VFhTz//PMybtw4+etf/yoi8WmVc+fOlYsvvljWrl0rO3bskOXLl0tRUZF88sknIiKyf/9+mTRpkixcuFC2bt0qL774oowfP15eeumlTFxil6SjPd5++20ZM2aMrFy5UsrLy+Wdd96RGTNmyJ133pmJS+yyrraJiMi8efPkqquuki1btsjmzZtl7ty5MmvWrMRUwmOpj4h03B59qY9s375dxo0bJ7fccktSTY/q6mppbGzs1Hv7yCOPyOTJk+XNN99M1A258MILE1P++1L/6I326Ev9QyQ1bXKo//3MiaS3j2iikmXa6gAvvfSSXHjhhTJhwgS57LLLZPXq1Un76+vrZfHixXLeeefJxIkT5dvf/rasW7cu6Zj//ve/8q1vfUtOO+00+frXvy7PPvts2q8lFdLVHq+//rpcfvnlMmHCBDnnnHNk2bJlEg6H0349qdCdNtm7d6/cdtttctZZZ8nkyZNl4cKFhxWnOpb6SGfao6/0kV/96lcyevToNv8tXLhQRDp+b03TlF/84hcyZcoUOf300+WGG26QXbt2JR3TV/pHb7VHX+kfIqlpk0O19Znr6jm6whAR6dk9GaWUUkqp9NAxKkoppZTKWpqoKKWUUipraaKilFJKqayliYpSSimlspYmKkoppZTKWpqoKKWUUipraaKilFJKqayliYpSKm1+8IMfMGbMGN5///0297/33nuMGTOGn//8570cmVKqr9CCb0qptKmvr+fSSy/F6/Xy2muvJVafBWhubuayyy4jJyeHl1566bAl4pVSCvSOilIqjfr378/ixYupqKhgxYoVSfsefvhhqqurefDBBzVJUUq1SxMVpVRaXXDBBVx66aU8++yziRVmP/74Y0pKSrj11lspKipiz5493HnnnUyePJni4mKuueYaNm3alHSeiooKFixYwLnnnsu4ceM4++yzWbBgAXV1dYljZsyYwU9/+lOuueYazjjjDBYtWtSr16qUSj199KOUSru6ujouvfRShg0bRklJCVdeeSV+v5+SkhIaGhq4/PLL8fv93Hrrrfj9fp555hk+//xzXnjhBUaNGkUoFOIb3/gGAwYM4KabbiIvL48NGzbwxBNPcOWVV7JkyRIgnqjs3buXq6++munTp+Pz+TjzzDMzfPVKqZ5wZToApdTRb8CAASxevJhbb72V+fPns3PnTl5++WWcTifPPPMM9fX1/OlPf2L48OEATJs2jUsuuYRHH32Uxx57jLKyMgoLC1m2bBknnHACAFOmTOGzzz7jww8/TPpZQ4cO5Uc/+hEOh94wVupooImKUqpXzJw5k0suuYTVq1ezaNEiRowYAcDatWspKiqioKAA0zQBcDgcTJs2jVdeeQWAoqIiSkpKsG2bXbt2UVZWxtatW9m+fXviNa1GjRqlSYpSRxFNVJRSvWbq1KmsXr2a6dOnJ7bV19dTXl7OuHHj2nxNKBTC7/fz9NNP8+tf/5q6ujoGDx7MuHHj8Pv9BIPBpOMHDx6c1mtQSvUuTVSUUhmVl5fH5MmTWbBgQZv7PR4Pr776KsuWLeOuu+5izpw5DBw4EIDbb789MUBXKXV00kRFKZVRkydP5tVXX2XkyJEEAoHE9qVLlxKJRHjggQfYsGEDeXl53HjjjYn9zc3NbNiwAZdLf40pdTTTB7lKqYy69tprsW2ba6+9ltWrV7N27Vruvfde/vCHP3DSSScBMGHCBILBIMuWLWPdunW8+uqrXH311ezfv59QKJThK1BKpZP+KaKUyqiCggKef/55Hn74YRYvXkwkEmHEiBEsXbqUOXPmADB79mwqKip48cUXKSkpoaCggOnTpzN37lzuvfdeSktLOfnkkzN8JUqpdNA6KkoppZTKWvroRymllFJZSxMVpZRSSmUtTVSUUkoplbU0UVFKKaVU1tJERSmllFJZSxMVpZRSSmUtTVSUUkoplbU0UVFKKaVU1tJERSmllFJZSxMVpZRSSmUtTVSUUkoplbU0UVFKKaVU1vr/MqUqr/kd0xwAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### area chart of above breakdown of new and returning participants\n",
"\n",
"# create area chart of the number of people who participated in each year\n",
"df_people.plot.area(x='Year',y=['Continuing and Returning','New'], rot=0, stacked=True, \n",
"color = ['tab:green','tab:orange'], alpha=0.7)\n",
"plt.legend(loc='upper center', ncol=2, bbox_to_anchor=(0.5, 1.11) ,facecolor='white', framealpha=1)\n",
"plt.ylim(0, 140)\n",
"plt.show()\n",
"\n",
"# create area chart of the proportion of people who participated in each year\n",
"df_people['Returning_prop'] = df_people['Continuing and Returning'] / df_people['Total']\n",
"df_people['New_prop'] = df_people['New'] / df_people['Total']\n",
"df_people.plot.area(x='Year',y=['Returning_prop','New_prop'], rot=0, stacked=True, \n",
"color = ['tab:green','tab:orange'], alpha=0.7)\n",
"\n",
"# add grid on y\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"plt.legend().set_visible(False)\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "7b9bb185",
"metadata": {},
"source": [
"### Assessing future behaviour of participants\n",
"All plots illustrate unique participant rates. We assess the future behaviour of participants by plotting the number of participants who have left the company and the number of participants who have stayed. This is shown alongside new participants.\n",
"\n",
"We define the following terms:\n",
"\n",
"- Left but returned later (temporary leavers) = Someone who participated in the previous year and left the company but returned later\n",
"- Left and never returned (discontinued) = Someone who participated in the previous year and left the company and never returned\n",
"- New = Someone who participated in this year but not in any previous year\n",
"- Leavers = Left but returned later + Left and never returned\n",
"\n",
"It should be noted that anomalies exist for years 1980, 1981 and 2009. 1981 consists of no data, therefore the proportion of 1980 leavers is high. Also there are no temporary leavers for 2009, and this is why we see a zero ratio in the second plot."
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "7b80dc61",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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HH36I//73vxY/fmBgIEpKSprdbkzIDA4Otun9LOHv74+4uDi88sorLX6/pWDLWsZfykbG1xISEiIFRiUlJejbt6/ZccXFxc1mqUx19n3p2bMn0tPTsWvXLlRXV8Pb2xtTp061+HVZcu4OHTqEZcuWYfbs2bjvvvukT+R/+9vfpIRrwBAYTp48Gbt27cLYsWNx9uxZs3o8/v7+SE9PxxNPPNHicymVylbHqVQq8fDDD+Phhx/GlStXsHv3bqxfvx5LlizBrl27LHqtgYGBKC8vh1arNQtgjDNFrV2DwcHBKC8vh06nM5sFufqauNqgQYOwbt06qNVqHD58GNu2bcOGDRuQmJiI/v37A0CzBOeKigqcOnUKgwYNgiAIrf7MBAUFWfKSbaq1YMZ01jQgIAAA8N5777X4YaRHjx7SB5zS0lKz77V3Psk9cNmIOmzq1KkYN24cvvzyS2l6+eTJk1CpVHjwwQfNpoaNfyCNn9Ku/nR5tREjRuDo0aPIyckxu33Hjh0IDw9H7969W73f7t27zT4x6nQ6fPXVV0hNTW3zD9fVrh5jeno68vPzERoaitTUVOm/vXv34l//+pfZH5yO+vHHH82+/uabbyAIAkaNGoW0tDQolUp88cUXZsccOnQIV65cwdChQ1t9XEvfl7bMmjULe/bswY4dO/C73/3OopkkI0vO3dGjR6HX67Fw4UIpcNHpdNJSj+kfs5tvvhnHjh3Dhx9+iIiICIwaNcrsuTIzMxEfH2/2XDt27MC///3vVt+nhoYGTJs2Tdpd1KNHD9x111244YYbUFBQ0Opra+k60el0zRJtjYnmw4YNa/FxRo8eDa1Wi++//166Ta1W49dff231ud99911MmjQJarUaSqUSo0ePxnPPPQcAyM/PR58+fRAcHNxsl94XX3yBefPmQaPRYODAgdi5cyd0Op30/erqavz000+tjrU17f1cW8I4a5mfny/dlpGRYRZ0jBgxAgBQXl5u9h5XVFTg9ddfR0VFBeLi4hAdHY2vv/7a7PGNS6Xk3jjzQp3yl7/8BTNmzMDq1avx2WefISUlBR4eHnj55Zcxd+5cqNVqfPrpp/jpp58AQFofN35y+vLLL5GWltZs1uDee+/Fjh07cO+99+KRRx5BcHAwPv/8c+zbtw9//etfW/0l+cgjj+CXX37B//3f/+GBBx6AUqnE5s2bkZOTg3/9619WvbaAgAAcPXoUe/fuRXJyMmbOnInNmzfj3nvvxUMPPYTo6Gjs2bMH//znPzF79uxmW8Y74vjx43j88cdx880349y5c1i7di3+8Ic/SOfngQcewLp166BQKDB58mTk5ubijTfeQL9+/TBz5sxWH9fS96Ut06ZNw3PPPYdjx46ZbVm1hCXnbtCgQQCAVatW4fe//z2qqqqwefNmnD17Vhqj8Q/b2LFjERISgq1bt+Kee+4xux6M+Rz33HMP5s6di+DgYOzcuRMff/wx/vznP7c6Ri8vL6SkpEjnNzExEZmZmfjss8+k3KOWXH0tjx8/HiNHjsQzzzyDoqIiJCcn48CBA/jnP/+JW2+9tdU6LaNHj8bYsWOxfPlylJaWIiYmBu+//z7KyspaXfYZNWoUXnnlFcyfPx+zZ8+GXC7H1q1boVQqMXHiRMjlcixYsACrVq3CypUrMWXKFGRlZeH111/HHXfcgZCQECxZsgT33Xcf7r//fsyePRsajQZvv/021Go1HnnkkTbe1ZbPxenTp3HgwAHp/bTWqFGj4O3tjRdffBGPPfYYamtrsW7dOrNZoISEBMyYMQNPP/008vLyMHDgQGRmZmLNmjWIjY1FXFwcBEHA448/jiVLlmD58uWYPn06fvvtN3z00UcdGhe5Fs68UKf06dMHd999N86fP4/Nmzejd+/eePXVV1FYWIiHH35Y2uL6wQcfQBAEHDp0CIBh1iY1NRVPPvkkNm7c2Oxxw8PD8dFHH2HgwIF4/vnn8eijjyI/Px/r16/H73//+1bH079/f2zZsgVhYWH4y1/+gqVLl0IURbz//vtWF6S76667oFAoMG/ePPzyyy/w8fHBhx9+iGHDhuHll1/GvHnz8O2332LJkiVt/lG0xpw5c6DVavHII49g8+bNeOihh8y21y5YsAArV67EgQMH8NBDD2HdunWYPn06tmzZ0uZMiKXvS1s8PT0xevRoxMXFtTnL0xJLzt3IkSOxYsUKHD16FPPmzcMLL7yAHj16SHVUTJeO5HI5brjhBuh0OikR1igyMhJbt25FTEwMVq5ciYceegjHjx/H888/j3vuuafNca5atQozZ87Epk2bMHfuXKxfvx6zZs2SthW35OprWRAE/OMf/8Dtt9+O999/Hw888AC+/vprLFq0CM8//3ybz79u3TrMmDEDa9euxWOPPYaoqCj84Q9/aPX4pKQkbNiwATU1NVi8eDEeeeQRVFRUYNOmTejTpw8Aw3X84osv4tChQ3jwwQel12YMQEePHo133nkHarUaixcvxtNPP43IyEh8/PHH0rKTpebOnYuSkhLcd999OHnypFX3NfL398fatWuh1+sxf/58vPHGG3j44YcxcOBAs+NeeOEF3Hvvvdi6dSvuv/9+bNiwAddffz02bdokza7deOONWLNmDX777Tc8/PDD2L17N1atWtWhcZFrEURrs62IyC4SExPxyCOPYMGCBc4eSosaGhowYcIEPPjgg5g7d66zh0NE3RiXjYioTcaqqcbck5aKChIRORKDFyJqk0wmwwcffAAfHx+89tprZjV0iIicgctGRERE5FaYsEtERERuhcELERERuRUGL0RERORW3Cphd/jw4VCr1exNQURE5EaKi4uhVCotqillCbcKXlQqlVkJayIiInJ9Wq3W6iaebXGr4MXYcffqPh1ERETkuiZPnmzTx2POCxEREbkVBi9ERETkVhi8EBERkVth8EJERERuhcELERERuRUGL0RERORWGLwQERGRW2HwQkRERG6FwQsRERG5FQYvRERE5FY6FbysX78ed999d5vHlJeXY8mSJRgxYgRGjBiBp59+GnV1dZ15WiIiIurGOhy8vPvuu1i7dm27xy1cuBA5OTnS8b/++iueffbZjj4tERERdXNWN2YsLCzEU089hcOHDyM+Pr7NY48ePYoDBw5g586d6Nu3LwBg1apVuP/++7F48WJERkZ2aNC27ExJRERE7sXq4OXUqVMIDAzEjh078NZbbyEvL6/VYw8dOoTw8HApcAGA9PR0CIKAw4cP4/rrr7d6wDqdDvn5+Vbfry3qei32fHYJMgEYM6s/PBRMBSIiIrIVnU4HuVxus8ezOniZNGkSJk2aZNGxhYWFiI6ONrtNqVQiKCjI5gFIZxRkVqI4qwoAkHeuHL0Hhjp5RERERNQaq4MXa9TX10OpVDa73dPTEyqVqkOPKZfLmwVEnVWdK0CuLQIAeMsCbf74RERE3ZktZ10AOwcvXl5eUKvVzW5XqVTw8fHp8OMKgtCZYTXj6a2AAMNjqht0Nn98IiIish27JndERUWhqKjI7Da1Wo2KiooOJ+vag9K7KYZTN2idOBIiIiJqj12DlxEjRqCgoADZ2dnSbfv37wcADB061J5PbRVP0+ClnsELERGRK7Np8KLT6VBcXIyGhgYAQFpaGoYOHYpFixbh+PHj2LdvH5555hnccsstrjvzUq9z4kiIiIioPTYNXvLz8zF27Fjs3LkTgCE3Zd26dYiNjcWcOXPw2GOPYfz48Vi5cqUtn7bTlF5NiURcNiIiInJtnUrYffHFF82+jo2Nxblz58xuCw0NtagSrzMpvLhsRERE5C5YjQ2ATCZA4WmYfWHwQkRE5NoYvDQy5r0weCEiInJtDF4aGfNe1A1M2CUiInJlDF4aGWdeNCod9Ho2fiQiInJVDF4amW6X1nDHERERkcti8NJIabLjSMW8FyIiIpfF4KWR0rup1ouGeS9EREQui8FLI9NlI868EBERuS4GL43Y34iIiMg9MHhpZJrzwhYBRERErovBSyPTnBc2ZyQiInJdDF4aKdnfiIiIyC0weGmkZM4LERGRW2Dw0sg854XLRkRERK6KwUsj85wXzrwQERG5KgYvjcyWjbjbiIiIyGUxeGnEnBciIiL3wOClkYdCBplMAMCcFyIiIlfG4KWRIAhQNOa9sD0AERGR62LwYsLYIkDDnBciIiKXxeDFhKJxuzRnXoiIiFwXgxcTxpkXvVaEVsO8FyIiIlfE4MWE0ov9jYiIiFwdgxcT3C5NRETk+hi8mDBvEcDghYiIyBUxeDHBmRciIiLXx+DFhFl/IxaqIyIickkMXkyYLRtx5oWIiMglMXgxweaMREREro/BiwnmvBAREbk+Bi8mPE1yXlSs80JEROSSGLyYUHCrNBERkctj8GLCk8tGRERELo/Biwnz3UZcNiIiInJFDF5MKEzrvHDmhYiIyCUxeDEhl8vgoTCcEua8EBERuSYGL1cxbpfmzAsREZFrYvByFSl4YXsAIiIil8Tg5SpKL0Pei7pBC1EvOnk0REREdDUGL1eRquyKgEbN2RciIiJXw+DlKmwRQERE5NoYvFzFNHhRMXghIiJyOQxermLMeQEADZN2iYiIXA6Dl6tw5oWIiMi1MXi5inmLAAYvRERErobBy1XYnJGIiMi1MXi5isIk54WF6oiIiFwPg5ercOaFiIjItTF4uYpZnRc2ZyQiInI5DF6uwoRdIiIi18bg5SrmMy/MeSEiInI1DF6uovQ2SdjlzAsREZHLYfByFYWnHBAM/2bwQkRE5HoYvFxFEAQp74XLRkRERK6HwUsLjEtHbA9ARETkeqwOXvR6PdauXYtx48YhLS0Nc+fORXZ2dqvHFxcXY/HixRg5ciRGjhyJRx99FAUFBZ0atL0ZZ140DF6IiIhcjtXBy/r167F161asXr0a27ZtgyAImDdvHtRqdYvHL1q0CPn5+XjnnXfwzjvvoKCgAH/60586PXB7Mhaq02r00On0Th4NERERmbIqeFGr1di0aRMWLFiACRMmICkpCWvWrEFhYSG+++67ZsdXVVXh4MGDmDdvHpKTk5GcnIwHHngAp06dQnl5uc1ehK0pTGq9aOqZ90JERORKrApezp49i9raWowaNUq6LSAgAMnJyTh48GCz4z09PeHj44PPP/8cNTU1qKmpwX/+8x/ExcUhMDCw86O3E0+T7dLMeyEiInItHu0f0sSYqxIdHW12e0REBPLz85sd7+npieeffx6rVq3C8OHDIQgCwsPDsXnzZshkrpsrrGCLACIiIpdlVQRRX18PAFAqlWa3e3p6QqVSNTteFEWcO3cOQ4YMwYcffoj33nsPMTExmD9/PmpqajoxbPvyZIsAIiIil2XVzIuXlxcAQ+6L8d8AoFKp4O3t3ez4r776Clu2bMHu3bvh5+cHANiwYQMmTpyITz75BHPmzOnM2O1Gyc7SRERELsuqmRfjclFRUZHZ7UVFRYiKimp2/OHDhxEfHy8FLgAQGBiI+Ph4ZGVldWC4jmHWIoCF6oiIiFyKVcFLUlIS/Pz8sH//fum2qqoqnD59GsOHD292fHR0NLKzs82WlOrr65Gbm4vevXt3Ytj2xZkXIiIi12VV8KJUKjF79my88sor+OGHH3D27FksWrQIUVFRmDJlCnQ6HYqLi9HQ0AAAuOWWWwAAjz32GM6ePSsdr1QqMXPmTJu/GFtRejFhl4iIyFVZveVn4cKFmDVrFpYvX4477rgDcrkcGzduhFKpRH5+PsaOHYudO3cCMOxC2rJlC0RRxJw5c3DvvfdCoVDgo48+QkBAgM1fjK1w5oWIiMh1WZWwCwByuRxLly7F0qVLm30vNjYW586dM7utb9++2LBhQ8dH6ARKL5OcFxapIyIicimuW2zFiUxnXlyxSF1tpQqHv85CSa7rbjcnIiKyFwYvLTDNedG4YM7Lnk8uYt/nGdj59+MQRdHZwyEiInIoBi8t8HTxmZei7GoAQEONBoIgOHk0REREjsXgpQVyhQwyD0NQ4Gp1XkRRRE2FYeu5b5Cnk0dDRETkeAxeWmGcfXG13UbqBh20KkNAxeCFiIi6IwYvrTDmvbha8FJb3lTwz4/BCxERdUMMXlph3HGkbtC5VFJsbUVT8MKZFyIi6o6srvPiChwRTCi8ZBAhQtSL0Kh0UHjK27+TA1SXN0CE4fX7BCpdKrAiIiJyBLcLXnQ6HfLz8+3+PFqPGug8DHVUci7nwdtPYffntET+lXxpXGqhyiHngoiIqDN0Oh3kcttNAnDZqBUKz6a4TqtynbyX+mq19G9vf6UTR0JEROQcbjfzIpfLER0dbffnCQ6oRq7W0GAy0DcMkdEu0oupvhhyrR8AoHefnvALZt4LERG5NlvOugBuGLwAcEhhNk8fDwgwPI+mQecyxeDqKtUQIEAQAN9ApcuMi4iIyFG4bNQK0xYBahdqEWDcbeQT6AmZnG8fERF1P/zr1wpXbM6o0+lR15jzwm3SRETUXTF4aYVpfyONi7QIqKtUo3GXNAvUERFRt8XgpRUKr6bkIleZeWGBOiIiIgYvrTKdeXGVFgE15abBC7dJExFR98TgpRWmOS+ukrBrOvPCZSMiIuquGLy0QumCMy9cNiIiImLw0iqlSc6L2kUSdmsYvBARETF4aY3CizMvRERErojBSytkMkHqJO1qwYvSS25WRI+IiKg7YfDSBmPeiysEL6IoSsGLb7CXk0dDRETkPAxe2mDMe3GFnBdVnRZajR4A4Mdt0kRE1I0xeGmDceZFo9JBrxedOhbmuxARERkweGmDKxWq404jIiIiAwYvbVC4UGdpFqgjIiIyYPDSBk9vk1ov9c7Ne+GyERERkQGDlzYoXKhFAJeNiIiIDBi8tMGVcl4480JERGTA4KUNShfMeZHJBPj4c6s0ERF1Xwxe2qB0wZwXn0AlBJng1LEQERE5E4OXNihdpL+RTqNHfbUGAJeMiIiIGLy0QekiOS+1lSbbpIMZvBARUffG4KUN5jkvzls24k4jIiKiJgxe2mCe8+LEmRcGL0RERBIGL20wXTZSuUjwwuq6RETU3TF4aYNp8KJx4lZpLhsRERE1YfDSBg+FDLLGbcmuMvPC4IWIiLo7Bi9tEAQBisa8F2cm7HLZiIiIqAmDl3YYWwS4QsKup48HPJTydo4mIiLq2hi8tEPRuF3aWe0BRFFEbYUaAJeMiIiIAAYv7TLOvOi1IrQaxy8dNdRqoNPqAXDJiIiICGDw0i6ll3P7GzFZl4iIyByDl3Y4u0VATblJ8MLWAERERAxe2mPeIsDxwQt3GhEREZlj8NIOp8+8cNmIiIjIDIOXdpj3N2LOCxERkbMxeGkHl42IiIhcC4OXdji7OaMxeJF5CPDyUzj8+YmIiFwNg5d2OLs5ozHnxTfQE4IgOPz5iYiIXA2Dl3Z4muS8qByc86JV66CqNQRMXDIiIiIyYPDSDoUTc15qK5msS0REdDUGL+3wdOJWae40IiIiao7BSzvMdhs5eNmINV6IiIiaszp40ev1WLt2LcaNG4e0tDTMnTsX2dnZrR6v0Wjw6quvYty4cRg8eDBmz56NM2fOdGrQjqQwq/Pi2JkX09YAfmwNQEREBKADwcv69euxdetWrF69Gtu2bYMgCJg3bx7UanWLx69cuRLbt2/Hc889h08++QRBQUGYN28eqqurOz14R5DLZfBQGE6Tw3NeOPNCRETUjFXBi1qtxqZNm7BgwQJMmDABSUlJWLNmDQoLC/Hdd981Oz4nJwfbt2/HCy+8gGuvvRZ9+/bFX//6VyiVSpw8edJmL8LejNulnZnzwt1GREREBlYFL2fPnkVtbS1GjRol3RYQEIDk5GQcPHiw2fH/+9//EBAQgPHjx5sd/+OPP2L06NGdGLZjuULw4hvI4IWIiAiwMngpKCgAAERHR5vdHhERgfz8/GbHZ2VloWfPnvj2228xc+ZMXHPNNZg3bx4uXbrUiSE7ntLLkPeiVukg6kWHPa8xYdfLTwG5grnVREREgJXBS319PQBAqVSa3e7p6QmVStXs+JqaGly+fBnr16/H4sWL8fe//x0eHh648847UVpa2olhO5ZUZVcENCrH7DgS9SLqKgx5RMx3ISIiamJV8OLl5QUAzZJzVSoVvL29mx2vUChQXV2NNWvWYOzYsRg0aBDWrFkDAPjss886OmaHM20R4Kik3foaDfSNszzMdyEiImpiVfBiXC4qKioyu72oqAhRUVHNjo+KioKHhwf69u0r3ebl5YWePXsiNze3I+N1Cmc0Z+ROIyIiopZZFbwkJSXBz88P+/fvl26rqqrC6dOnMXz48GbHDx8+HFqtFidOnJBua2hoQE5ODnr37t2JYTuWMecFADQNjlk2YoE6IiKilnm0f0gTpVKJ2bNn45VXXkFISAhiYmLw8ssvIyoqClOmTIFOp0NZWRn8/f3h5eWF4cOHY8yYMVi2bBlWrVqFoKAgrF27FnK5HDfffLO9XpPNOXvmhctGRERETazewrJw4ULMmjULy5cvxx133AG5XI6NGzdCqVQiPz8fY8eOxc6dO6Xj33zzTaSnp+ORRx7BrFmzUFNTg/fffx8hISE2fSH2ZN4iwAnLRqyuS0REJLFq5gUA5HI5li5diqVLlzb7XmxsLM6dO2d2m5+fH1auXImVK1d2eJDO5ozmjDXlDdK/OfNCRETUhMVDLKDwMu1v5JicFybsEhERtYzBiwU8nbBVuqaxxotcIYOnj9UTZERERF0WgxcLKJ2wbGScefEN8oQgCA55TiIiInfA4MUCZgm7Dph50ah0UpDEfBciIiJzDF4sYD7zYv+cF+a7EBERtY7BiwWU3iYJuw6YeWGBOiIiotYxeLGAwlMONKadOCLnhQXqiIiIWsfgxQKCIEh5L2oHtAfgshEREVHrGLxYyLh05Ij2AFw2IiIiah2DFwtJMy+OXjZiawAiIiIzDF4sZCxUp9PoodPq7fpcNeWNwYsA+AQq7fpcRERE7obBi4WUDqyya5x58fZXQi7nW0RERGSKfxktpHRQfyO9XkRdlaE1AHcaERERNcfgxUKOahFQX6WGqBcBMFmXiIioJQxeLOSoFgHcaURERNQ2Bi8WctTMi3mBOibrEhERXY3Bi4XMWwTYL+eFBeqIiIjaxuDFQo6aeeGyERERUdsYvFjIUTkvnHkhIiJqG4MXCzkn54XBCxER0dUYvFjItM6Lyo51XozVdT085WYBExERERkweLGQo2de/II8IQiC3Z6HiIjIXTF4sZCnA9oDqOu10KgMszq+3CZNRETUIgYvFjJL2LXTzAt3GhEREbXPLZMqRFF0+HPKPATIPATotHqo6rR2GUNNeQNENLYGCFQ65XUSERG5OrcLXnQ6HfLz853y3IJvHXS1WtSoNXYZQ25OCXQeNQAAjUeN014nERGRLel0Osjl8vYPtBCXjaygUBpiPY2dKuzWV2ukf3v7M+eFiIioJW438yKXyxEdHe2U5/bzykW9thpinYCoqCib7wY6r66CXOsHAOjZOwZR0YE2fXwiIiJnsOWsC+CGwQsAp20h9vTxgAAB0AM6jQiFp20nruoq1YbHB+Af7MWt0kRERC3gspEV7N0iwFjjRRAAnwAuGxEREbWEwYsV7F2ozrhV2jtACZmcbw0REVFL+BfSCqYzLyobBy86nR51VWoA7GlERETUFgYvVlB6NyUcaWzc36iuUo3GEi8sUEdERNQGBi9WMF02svXMC7tJExERWYbBixXsmbBrGrz4BjN4ISIiag2DFyt42jFhl32NiIiILMPgxQoKr6acF7WNq+zWMnghIiKyCIMXK9hz5oU5L0RERJZh8GIFszov9sx5YfBCRETUKgYvVrBnkTpjzovCS26WGExERETmGLxYQWma82LD4EUURWnmhUtGREREbWPwYgWF2VZp2yXsquq00Kr1ALhkRERE1B4GL1aQyQQoPA2zL7aceWGyLhERkeUYvFjJmPdir+CFMy9ERERtY/BiJWPworLhshEL1BEREVmOwYuVjEm7WpUOer1ok8fkzAsREZHlGLxYyR6F6sxyXtjXiIiIqE0MXqyksENzRs68EBERWY7Bi5U8vU1rvdgm78WY8yLIBHj7K23ymERERF0VgxcrKezQIsA48+IbqIRMJtjkMYmIiLoqBi9WsnXOi06rR321BgCXjIiIiCzB4MVKpn2HbBG81FYy34WIiMgaDF6spDTNebFBrZfaclbXJSIisgaDFyvZeuaFBeqIiIisw+DFSkob57xwmzQREZF1rA5e9Ho91q5di3HjxiEtLQ1z585Fdna2Rff94osvkJiYiNzcXKsH6irsGbxw2YiIiKh9Vgcv69evx9atW7F69Wps27YNgiBg3rx5UKvVbd4vLy8Pzz77bIcH6iqM7QEAG+W8cOaFiIjIKlYFL2q1Gps2bcKCBQswYcIEJCUlYc2aNSgsLMR3333X6v30ej2WLl2KlJSUTg/Y2UxnXlS2znlhawAiIqJ2WRW8nD17FrW1tRg1apR0W0BAAJKTk3Hw4MFW77dhwwZoNBo8+OCDHR+pizANXjQ2KFJnnHnx9PGAQilv52giIiLyaP+QJgUFBQCA6Ohos9sjIiKQn5/f4n2OHz+OTZs2Yfv27SgsLOzgMF2Hh0IGmUyAXi92euZFFEXUVhiW27hkREREZBmrZl7q6+sBAEqlef8dT09PqFSqZsfX1dXh8ccfx+OPP464uLiOj9KFCIIARWOtl87mvKhqtdBp9QAYvBAREVnKquDFy8sLAJol56pUKnh7ezc7fvXq1YiLi8Ptt9/eiSG6HmOLgM7uNmKNFyIiIutZtWxkXC4qKipCr169pNuLioqQlJTU7PhPPvkESqUSQ4YMAQDodIaZihtvvBEzZszAqlWrOjxwZ1J4NQUvoihCEDrWTLGmvEH6N7dJExERWcaq4CUpKQl+fn7Yv3+/FLxUVVXh9OnTmD17drPjv/32W7Ovjx07hqVLl+Ltt99G3759OzFs5zLOvOh1InRaPTwUHUu05TZpIiIi61kVvCiVSsyePRuvvPIKQkJCEBMTg5dffhlRUVGYMmUKdDodysrK4O/vDy8vL/Tu3dvs/saE3x49eiA0NNR2r8LBzGq91OtsErxw5oWIiMgyVhepW7hwIWbNmoXly5fjjjvugFwux8aNG6FUKpGfn4+xY8di586d9hiry7BVlV3OvBAREVnPqpkXAJDL5Vi6dCmWLl3a7HuxsbE4d+5cq/cdOXJkm993F2bBSydqvdRUNCU+M3ghIiKyDBszdoCtOksbZ15kcgHefopOj4uIiKg7YPDSAUpv85yXjjIGL76BnhBkHduxRERE1N0weOkAs5mXDi4baTU6NNRqAHDJiIiIyBoMXjrAFs0Za5nvQkRE1CEMXjrAFruNuE2aiIioYxi8dICnac5LB/sb5V+qkP7tH+bV2SERERF1GwxeOkBhg91GFw4WSf+OHxTW6TERUdegrtdCr9M7exhELs3qOi/U1B4A6FjCbtmVWpTm1QAAIuMDEBDWvKklEXU/OWfLsOvvJ+Dp44E//GUEvP2Vzh4SkUvizEsHdDbn5cKhQunf/YdH2mRMROTeVPVa/PDuGWhUOtSUq3Buf4Gzh0Tkshi8dIDCq+N1XkRRbApeBKDfsAhbDo2I3NSeTy+aJfJnHitx4miIXBuDlw6Qy2XwUBpOnbXLRiU5NagsqgcAxPQP4jZpIkLuuXKc/u8Vs9vyL1agvlrdyj2IujcGLx1kLFRn7bLRhYNNS0b9uGRE1O1p1Drs/uCM9HVAuCEHThSBrBOcfSFqCYOXDjLmvVgTvIj6piUjmUxA36HhdhkbEbmP/TsyUFXSAACI7heI6+YMkL6X8RuDF6KWMHjpIGVj3otapYOoFy26T0FGJWrKDWvasQNC4O3HnQRE3VlBZiWO/5ADAJB7yDBxdhKi+gTCO8DwuyH3TBk06o73TyPqqhi8dJC040gENCrLfrlcONRU26X/CCbqEnVnOo0eP75/FmLjZ5/0m+IRHOULQSYgPs1Q+0mr0SPndJkTR0nkmhi8dJC1/Y30Oj0uHjYsGck9ZOiTxiUjou7s0K4slOfXAgDCe/lj8HU9pe+Z/n7I/K3Y4WMjcnUMXjpIaWWhurzzFaivNnSR7p0aanZ/IupeSnKrceTrbACG/LdJ/5cEmbzp13FsYjAUnoal6cwTJay4S3QVBi8dpLSy1gsL0xERYJiF/fH9s9A35soNnd4bYbH+ZsfIFTL0HhgKAFDVapF/sdLh4yRyZQxeOsiamRedVo+Mo4apX4WnHL1TQ+06NiJyXb99n4Piy9UAgOBoXwz/XVyLx8UPbup5lnGMS0dEphi8dJCnFS0Cck6XQVVnOCY+LQwKpbzN44moayovqMWBLzIBAIIATPq/JMgVLf8a7j0wDDK5AADI/K0EomjZrkai7oDBSwcpregsff4gl4yIujtRL2L35rPQaQ35K4Mm90RUfGCrx3t6eyAmMRgAUF3WgJLcGoeMk8gdMHjpIPPmjK3nvGjUOmQeNxSa8vTxQM/kELuPjYhcz4mf86TclYBwb4yc0afd+/RJa1o64q4joiYMXjrILGG3jZyX7BOl0DbWgek7JBxyD55you6mqqQeez+/JH09aXaSRcvHcYOatkxnsFEjAECr0SH3XDlUdRpnD4WciPt1O0hpYc6L6S6jfiO4ZETU3YiiiJ+2nJM+xKSM6yEtB7XHL9gTEb39UZRdjdLcGlSV1CMgzNuew3VZOo0ep3+9gsO7slBbqUZID1/cvjwdgkxw9tDICRi8dJBZzksrMy+qei2yT5QCALwDlIhJsOwXFhF1HWf3FkhVcv2CPTFmZj+r7h8/OBxF2YbdSZnHSpA2uWc79+hadFo9zuzJx+FdWVJ7FQAou1KLouxqRMYHOHF05Cxcw+ggS3JeMo8VS8l5/YZGQMZPCETdSm2lCr9uvyB9PeHORKsLVJpW283oRnkvOp1hpuXDFfvw85ZzZoGLUSa3kHdbnHnpIKV303p1a+0BLhw07WXEJSOi7kQURfzy0XmpTELCyEjEpYa1c6/mgqN9EBjhjcqieuRfrEB9jdplmroe352LA19kwD/UC72SQ9ErJQRRfQI7ldun1+lx/kAhDn6VKXXbNopLDcXACbH48q1jgAhkHi/BqFv6dvZlkBti8NJBCk85IMDQmLGFZaP6GjVyzzROFYd4IopTm0TdyqUjxdJMibe/AuNuS+jQ4wiCgD5p4Tj63WWIomETQNLoaFsOtUPU9Vrs/ewitGo9VHU1KMmpwZFvsqHwkiM2MRi9UkLRKznE4hwdvV7EhYOGoKWyqN7se71SQpB+Yx9piSgyLgCFmVUou1KLyuJ6BIZ3zzyg7ozBSwcJggCllwfU9doWZ14uHSmWyn/3HxbJpDLqlhpqNSjOqUbJ5RrD/3OqIfOQYfq8gQiK9HH28OymoUaDX7aek74ef3sivPwUHX68+MGG4AUwLB25QvBy4VAhtOrmPZc0DTpkHitBZuPuqKBIH/RKCUGvlFDE9A+Cx1W7rES9iItHinDwy0yUF9SZfS82KRjpN/VBdF/zejjxaWEozKwCAGQd7355QMTgpVOU3nKo67VQNzTPeblo2suIS0bUxYmiiNoKNUpyqlGcU43iy9UoyalBdVlDi8fv+/wSpj+Y6uBROs7/tl+QGrHGp4Wh79DOdZGPjA+Ad4AS9VVq5Jwug0atc3ql7jN78qV/37ggDQ01Glw+VYrLp8vQUNO0jbmisA4VhXU4/mMu5AoZYvoHoWdyCHolhxoqDn+ZibIrtWaPHZMQhPSb4tGjf8ubHOIHhWPf5xkADHkvDF66HwYvneDp7YEaqJptla6tUCHvQgUAw6eOsJ5+Thid+ysvqMW3G08hJNoXk+4e0GoZdXK8qpJ6FGZVoSSnRgpYjH+sLZF5ogQNNZpOzUa4qoYaDc7tLwBgKEw54c5ECELnZl5lMgHxg8Jw+n9XoNXokXO6DH0Gdy4g6ozSKzXSzEdorB96JYdAEAQkjoyCqBdRnFONy6fKcPl0KQoyqiA2zkLrNHpcPl2Gy6fL8CsuNnvc6H6BSL+pD2Lb2UoeHO2DwHBvVBbX48rFSjTUauDl2/WuJWodg5dOMG6X1mn00Gn1UpLaxcNFQGMbkn7DIzr9i6u72r8jo/GPYw38Qrwwmol5LuHIN9nY+9mldo9TeMoR1tMPYT39Ed7TD+G9/HHm13wc350LvVbEhUOFSL021gEjdqyCjErp5z9pVDR8Az1t8rjxaYbgBTDMNjgzeDnza9OsS/I10Wa/4wSZgIjeAYjoHYDh18dBVadB7tlyaVampV1DkfEBGHlTH8QOCLbo96UgCIhLC8Ox73Mg6kVknyxF4sgo27w4cgsMXjrh6s7Sxh0ApoXp2MuoY7RqHbJPlkpfH/0mG/GDwhDVp/VeMGR/Oo0eR77Jbna7l58C4b0MQYohWPFHYLh3s1yvAdcIOL47FwBwdm++Q4IXVZ0GNeUqhPTwdcgHifxLldK/o/vZ7nqNTQqGwlMOjUqHrOOl0Ov0kMkdPxup0+qlmSWZh4CE9LaDBk8fBfoOjUDfoREQRRFl+bW4fKoMuWfLIJPLMHB8DHqlhFj93vRpDF4AQzDH4KV7YfDSCWYtAup18PZrnE43mU4NifZ11vDc2uXTZWbJgKII/PDeGfzhqRFOX+vvzrJOlEhbf3v0D8LgKb0Q3tMPvkGeFv3xCYv1Q1hPP5Tk1KAouxplV2oR0sN+PyPqBi0+/utBVJU0YNwf+2PQRPvnRuRfqpD+HdXXdsGLh0KOXimhuHSkCA21GuRfqnRK4cvMYyVSTkufweFWLdcIgoDQHn4I7eGHIVN6dWocUX0C4eWrQEOtBpdPlUGn0XNpuRvhO90JLbUIMJ91iXD4mLoK0yZ0xryIisI6i5YryH7O7iuQ/j3sd70RPygMfsFeVn1qThrVtFPm7L78No7svPP7C6RaIef2F7ZzdOfptHqpGm5AmJfNloyM+gw2bdTonF5Hpom6yWN6OGUMACCTy9A7NRQAoFHpkHu+3GljIcdj8NIJZi0CjMGLaWE6Lhl1iE6nlzpxK7zkuPmxIdInqhO7c5F7tsyZw+u26qrUuNy4lOcb5InYpI51SE9Ij5SqTZ/fXyCVFLA1URRx/Kc86eviy9VtNlG1heLL1dBpDDOGtpx1Meo9MFQ6dxnHiiGK9jl3rakpb0DOacM14B/ihdgk57Y8iTfpup3FxpXdCoOXTrg656XsSi1K82oAGBLQumsDtc66cr5CWpqIGxiKsFg/s2TdH94/02pVY7KfCwcLpUAjcWRkh9tdePsrpU/MtZVNxRxtLe98Bcrzm7bginrRkExrR6aPH903yOaP7+mjQEyi4XGrSxuk3zeOcnZvPozxUtKYaKfXr+o5IETaKJF5vMThwRw5D4OXTjBtEaCu1+LCYSbq2oJp/5b4xh0VgybGIiYhCABQU6bCr/++0NJdyY5Ml3gSR3WuSJrZ0tFe+ywdnWhMDDZ1pbGEgb2YJevaYeYFAOLNeh05brZB1ItNS0YCkDTa+QmySi8PafantkKF4svVTh4ROQqDl04wnXlR1etw8VDjkpEA9BvGfJeOEPWiFLzIPWToPdDwCV2QCZj0fwOgaEySPrMnX1paIvsryTVsWQeAiN7+nU5E750aKiV6ZhwrgarO8hoxlqgua5Ca9nn6Nv2c2jN4EUVRCl6UXnK7JevHDTLJe3FgY8K8CxVS/lDPpGAEhLrGzLLp0lEml466DQYvnWCa83LlQjkqCg2lrWMSguAbZNtEve6iMKsKdZVqAEDP5BCzcxwQ5o2xt/WXvt69+axZJU+yH9NZF1uUppd7yNA/3TA7qdPoDbWRbOjkL3nS8kbapJ4IaOx9U5hVBa265S7wnVVVUo/6KsO1G9Un0G5LKv4hXojo7Q8AKMmpQVVJfTv3sI0zv16R/j3gGucl6l7NtNklg5fug8FLJ5jOvJhm/nPJqOMyjjZ9kjTdWWE0YEy0lC9RX6XGzx+da3YM2Zaxyy8AyOSCza7vpFFNyw5n9xa0caR1tBqdVMxNJheQPLYHYvoHAQD0WhGFWVU2ey5TpktG9kjWNWW6dOSIP9iqOg0uHW2ayeqT5rwCeVfzDfJERJyhYWNpnuOCOXIut6zz4ipJWUovOcTGUpq6xkRGmUxA/OAwlxmjOxFFERd/K4IIEYJMQO/U0BbP47V3JeKj5/ZDVWvIM4ofHMaA0Y6yT5WirspQFbV3ahg8fT1scn2H9fRDcLQPyvJrkZ9RgfKCWps0a7xwsBD1NYYZkD5DIuAToER0v0Cc3mMIaPLOl6NHYzBjS/kXK6TfB1F9Auz6OyAuLRT7dhjKBmQcK8KgSfYt9ndufwG0GsOMVcKISMg8BJf6HReXGorCLEPwmHGsGGmT2Ouoq3O74EWn0yE/3761ISxVXdMAnYd5tn943yBUVJeignljVqssrkd5eTHgAYTHBbR5HgddH4p9jTVfvv/4MOSBA+HdBfvkuIIj/70kXecRA6Js+vMXnapEcbFhVufA7lNIndC5P8KiKOLA7jPQeRh2GfVI64n8/Hx4BKmk13DpXDZih3p1buAtyLqUA51HPSATIPrU2/X3lAgR3uFa1JQ34HJWLbIzws1mgm3t6J5z0jkNS5K7zO9gI79YvfT+nvntEiIGuN2fti5Pp9NBLrddgVEuG3WC0rP5G9Er2bl1D9xZ7tmmIlPtVQ7tOSAEsQMMdUY09Voc2pXlUp8Euwp1vRZ5Fwzvi6evB6JsvP2318BQoDE1JPtkaaffw7L8WlQ0bo8OivaVqvf6BCrhHWBo31GaUwO9zrbXiqZBKy1XBEX6wMPOlV4FQUCPxi3T0Iu4crHCbs9VXlhndk6DIjo/O2ZrAWFeUp5hcXY1NHau50PO53bhqVwuR3R05xMGbUGn0UOubeqMKveQYei4AXb9BNSV/XwuB3KtoQP30LGJ8Atu+9Px9f8Xhi3P7Ud9lRrFZ7SoyDQ0iSPbOflLHmQNhgAgeWgsYmJsn6jZJ6Ec2adKoS4F9FVeHS5+BwAnd52SrqER1w5Ajx5N10Nc33KcP1gIaAG52temfbKyT5ZCrvFrfJ5Yx/yOGumNS/8zzDZUZADRU+3znBd+Od/0c3lNgsv8/r1aYmotju029DpqKFagVzs9l8ixbDnrArhh8ALAZbo0eyjl8PCQQ6c1VNSMSw2Dpw+XLjqisrgOZVdqIUBAZHwA/EPa34bp7a/E5NkD8NX64wCAX/99ET2TQlgc0IbO7SuA0Dg1MmB0D7v87CWNjsblU2WNz1eIngNCO/Q4dVVqXDpSDAECvHwVSBgRaTbemIRgqQJ2/sVKmxaRK8iolM5Tj35BDvkdFdU3CD7+StRXa5Bzugxajd7mfb+0Gh0uHCiEAAFyhQwJ6VEu8/v3an0Gh0tNP7NOlCJxpGsGWWQbXDbqJNNCdUwa7biMo007JvoMtnwnQ9ygMAwYY/glpVHp8OP7ZyDaqdx8d1NeUNvUZDTGF2E9/ezyPPFpYfD0MXyOunS0qMMl/E//L09aDkoeGw2Pq/6Qmybp2rrei3llXcd0PpfJBMQ31nzRavR2qVSc+VtTI86+Q8Nd+sNZdL9A6Tq6fLJU+lBJXRODl07yCTCssyo85dIWXrJexm9NdT6sCV4AYOxt/eEXYngf8s5X4PhPzSurkvXOmTRhTBwVbbdP3B4KOfo1Bv5atR6XjlhfeE2n0+Pkz4Y+RoIApIyPaXZMUKQPvP0Nf3zzL1bYrKeSTqeXgjy/EM92lzttKd7kZyXDDlumT5vUdnFmE0ZLmDZqVDfocOV8hXMHRHbF4KWTRt/aFz36Bxmqv9p4yra7qK1UoSDD8Ms/pIev1dtlld4emPx/A6Sv9352CeUFtW3cg9oj6kWc228IXgSZgIR0+84qmtd8sX4nS+ZvJahtLG4YNyisxeqvgiBIsy/qBh1Kc23TF6g0twZateFTvj36GbUlNikYHo0bB7KOlUCvs91sQ1VJPXLPGZK1A8K87LK93NbiB5nWv3Fc9WFyPAYvndR7YChuXTKU7QA6IfM308J0HSt+FZsUgtSJhm22Oo0eP7x3xqa/yLub3PPlqCk31HbplRwC30D7VoyOjA+QgtYrFyqsLjR2wmS2zXgdtMQeS0f5Fx2/ZGTkoZCjd4ohwbmhVmPTxpNn9+ajsWwNBozp4fQmjJbolRICmYdhnGzU2LUxeCGnu2RaVXdIxyt3jr61r/QHsDCzCke+vdzpsXVX5/aaLhnZf9eGIAhmjf7O7rO84m5Jbo0UiARH+SA2sfVt9j36N33PZsGLaWVdG+5gspQ9GjXq9SLONM6ACYJtWkI4gtLLQ3r/a8pVUj8u6noYvJBTNdRqpLVp/1AvhMV2PClUoZRj8pwBMKZmHPwyE+f2F0Bdz5oP1lA3aHHpqCEHydPHw6zxnT0ljoySar6c25dv8adms1mXa2PbzM0J7eErJXVeuVDR6eRuURRRcKkCgCHvLTTGPs0Y29J7YChkjbMimceKbTLbkHu2DDVljTNvKaHwC3afXm3xTmpcSY7F4IWcKutEiZQ42WdIeKeTQqP6BGLItN4AAL1OxPfvnMbGx/+L/7x+FMd+zEFlMfuetOfSkWIph6PfsAh4KByTy+UX7CV9aq4qaTBbjmlNQ60G5xtzcxRe8nZniQSZgOh+QdJ9yzqZG1Vd1iDl2kTGB0Amd/yvVC9fBXokBAEwnLfSvM7ne53Z05R3NMDNaifFmea9sPN8l8XghZzKtBFj3w7mu1wt/YZ4s9wGvU5E7tly/O/jC9j89F5seXY/9nx6EVcuVDAvpgXnbNxB2hqmz2dJ4u7ZvfnQavTSfU27kLfG9NrI7+TSUcEl5+W7mDJfOurcbENDjUZ6DG9/hVnXZnfgF+xp1nW7uqzBySMie2DwQk6jUelw+bShNoV3gNJm+QJyhQw3PzYYNy1MQ+q1sfAPMd+6Wp5fi6PfXsZnrx7Bpif+h+82ncKFg4VQ1Wls8vzurKqkHnmNy3iBEd6IjA9w6PP3GRIOhZdhpufikSJo1LpWj9XrRfMlownNt0e3xDR4yetk8JJvFrwEtX6gnZku7R3+OgtHv7vc4SWxcwcKoNca7pswMgpyD/f7MxFnsnSUxdmXLsktK+xS13D5VCl0jZ+a+6SF2XQ3g0wuQ6/kUPRKDsW4P/ZH2ZVaZJ0oQfaJUhRkVMKYFqCq1eL8gUKcP1AIQSagR79AxA0KQ5/B4d2yUq9xezQAJNmxtktrFEo5+g2NwJk9+dA06JBxtNiQC9OCy6dKUVVi+FTdMzkEwVGW5ZuE9/SDwlMOjUpnyHsRxQ6/TmPwIghweKBnyj/EC32HhuPSkWLotSL2fHIR2SdLMHlOcrPgvS2iKOLMr00zXq5e26U18WnhOPBFJgBD3kvqtfbtuk2OZ3VIrdfrsXbtWowbNw5paWmYO3cusrOzWz3+woULeOCBBzBy5EiMHj0aCxcuxJUrV1o9nroPW+0yao8gCAiN8cOw6XGYuXQY7n15LK67ZwD6DYuA0qspn0PUi8g7X4Fft1/E5hX78MtH51BfrbbbuFyNKIpNhekEx+wyaomlS0dXJ+paSiaXSUs8dZXqDudBqeu1KMsz7GYJifFzek+zKfemYMiUXlLSc965CmxbfQAXDhVa/BjFl6tR2viaIuMDpMaW7iY0xlcK2vLOV0Dlhkn7pXk1+GjVfny36ZTNCip2JVYHL+vXr8fWrVuxevVqbNu2DYIgYN68eVCrm/+SLy8vx7333gtfX19s3rwZ//znP1FeXo77778fKpXKJi+A3JNOq0f2CcN0rtLbo90u0rbk7adE4qhoTJs3EHNfGYebHxuMtEk9ERDeNNMi6kWc+DkPm5/eiyPfZEOraX35oqsouFQp/SGPSQi26hO7LUX3C0RAmOG5c8+Vt5izUFFYJ/VD8g/1Qu+B1lW3jrZBvZfCzCppBs+Z+S5GcoUMY37fDzc/NkTaHaSq0+Lbf53C9++ctugPuNmsyzXuOesCGD6wGJfS9DoRl0+VOnlE1vvtu8sou1KL8wcKcfmk+43f3qwKXtRqNTZt2oQFCxZgwoQJSEpKwpo1a1BYWIjvvvuu2fHff/896uvr8eKLL6J///4YOHAgXn75ZVy6dAlHjhyx2Ysg95N7rhzqBkNAEDco1Gnr6nIPGWKTQjD2D/0xe9Uo3LlyJIZfHydVLVU36LD3s0vY8sx+nD9Y0KWLXpnWVjGtueJogiAgcVTj7ItovpRldOJn01yXWGmrsKVsUawu/1LT/VwheDGKTQzGH5eno9/wpsKZ5/YXYNtzB3DlYkWr99OqdYau2wA8lDK3L7xpmgeUaYfWCfZmmk9lzexZd2HVX4yzZ8+itrYWo0aNkm4LCAhAcnIyDh482Oz40aNH46233oKnZ/MaAZWVtqsESe7HfJeRa/ySFAQBwVG+GDmjD2avGoXka6KlmjHVZQ34buNpbH/pcJt/ANyVVq3DxcZfkB6e8g5XOrYV03YB5/aZB43qBi3ONm7llStkHdrKG9k7AHKF4ddfx4MXk+J0LhS8AIbt01PvS8F19yZLS6PVZQ34/NUj2Pf5Jeha2GV36WixVBOp37AIpy+DdVZ0/yCppk/2ydIWX7OrqqsyX87MOFbSZvJ6d2RV8FJQYPgEFB1t/ssiIiIC+fnN16ZjY2PNAh0A+Mc//gFPT0+MGDHC2rFSF6HXi1LxKA+FDD0by5u7Et9AT0y8ewD+uDwdPZObxleUVYXPXjmCXf84gYqiOieO0LYyj5VIM2H9hoRbtOXYngLCvKXZkYrCOqnxIQCcP1AojTUhPRJevtZ3OpYrZIhqTLCtLm2wejut3qQZo2+g0mlLbG0RBAGJI6Pwx+XpiO5nCK5EETj8dTY+/dvhZv2/zpg0YRzgxktGRnK5DL1SGhs11mtt3kncnq5u86BV6ZB9gktHpqwKXurrDZGgUqk0u93T09OiHJb3338fW7ZsweLFixEayg7M3VXBpUrUVxu2JfdKCXXphpahMX6YsXAwblqQZpa8mHG0GB89ux///fg8Gmrdf4v1WZPaLokuUgrerF1AY+KuKIodTtS9WmfyXkqv1EKjMgRQUX2DHL4ryxoBYd64ZfFQjLqlj7S8VpRdjY+fP4iTv+RBFEVUFtdJW+SDIn1cahmsM0yXjrLcaOmopR5VFw5y6ciUVcGLl5fh08XVybkqlQre3q1vKxVFEa+//jqef/55PPjgg7jnnnusHyl1GRkO2mVkS71SQvHH5emYODsJPgGG4F2vE3H8x1xsfnovfvv+srTt293UVqiQ01hvxz/ECzEu0j2479AIeCgNv6IuHi6CVqND3vkKlF0xzBhE9wtEeE//Dj9+TCeCF1cpTmcpmUzAsOlx+P2yYVL/L61Gj5+3nMPO9cdx9Lsc6dgBYxy/Rd5eeqeEQiY3tk5wn0aNpsGL6dKXO+6asherghfjclFRUZHZ7UVFRYiKajnBT6PRYOnSpdiwYQOeeOIJLF68uINDpa5AFEWpeqdMJli9S8SZZDIByWN74K5VowxJvY05E6o6LX7dfhFbnt2Hi4eL3OYXpNG5AwXSrpnEUVEu0z1Y6eWBvkMM+VCqOi0yj5XYbNYFACL7BEozEdYGL2bF6fq5fvBiFNE7AH94agQGmhT0yzpRilO/5AEwtE9w1hZ5e1B6eyCmseVEdVmDtA3clem0ehRlVQMAAsK8kNBY50in1SOzk9WTuxKrgpekpCT4+flh//790m1VVVU4ffo0hg8f3uJ9nnjiCXz99dd49dVXcd9993VutOT2TMt1xyQFdyhfwdmUXh4YOaMP7lo12rC00fi3vqqkAd/88yR+fO+M2wQwZrVdgFYLwjlLosnS0dFvL0u/vH0ClZ2etVMo5YiIM8zcVBTWobbS8vINxp1GHkoZQjvRTNQZFEo5JtyRiBvmD4K3v/nPX++BofANdJ8mjJYwb9To+ktHJTk10GkNs7hRfQORMCJS+h6XjppYFbwolUrMnj0br7zyCn744QecPXsWixYtQlRUFKZMmQKdTofi4mI0NBj+OH366afYuXMnFi1ahPT0dBQXF0v/GY+h7sXYrRiA03e0dJZfsCcmz0nGH/4yQvp0Bxi2HB/e1XrhRldSfLlaWoaJ6hMoLSm4itiEYKlmSfHlammGaOD4GMht0ASxR/+m982SRpAAUFPeIHVcjowPsMk4nCEuNQy3Pz3SrJT+oC5YiTbOzYIX0yWj6D6BiIwPkBLCc86Wd6vCmW2x+qdu4cKFmDVrFpYvX4477rgDcrkcGzduhFKpRH5+PsaOHYudO3cCAL788ksAwN/+9jeMHTvW7D/jMdS9ZPzW+MtDME+mc2fhPf1x82ODcd29ydJt+3dk4NKRojbu5RpcpbZLa1paxpDJDct3tmBW7+V8uUX3MdsibaN+XM7iE6DE9Q+n4qYFabj5scFmO+u6Cv8QL4T1NMyOFV+uRk25a39wvnoLviAI6D/CsHwq6kW3+L3iCFbvh5TL5Vi6dCmWLl3a7HuxsbE4d+6c9PWmTZs6NzrqUsoLalGe35hs2SewS01PG7el1pQ3YN/nGQCA7985jYAwb4T36nhSqT3ptHpcOGCYhpZ7uG5RsqRR0WYzWX2HRtjs2onuGwhBMGwhtrR+T4GLNGO0FUEQpC3FXVV8WjhKcgz5LlnHSzBwgmvOMImiiILGJUmFpxwhPQxBV/8RkTjyzWUAwPmDhS47fkdyz/lOcksZv7nfLiNrDZ3WGwkjDWvUWo0eX60/blUuhSNlnyyVtnnHDw6Dp49r5h8FRfqYzXAMmmi7X9xKbw+ENe5YKs2rRUNN+9vepU/GAhDVx3nNGMly7lJtt6ZchdpKw7JQZHyAlFAeGuOH4CjDkm7+xUqr6xJ1RQxeyGHMtki7eb5LawRBwMTZSdIftdoKFXauPw6tC1bHNG16mDTKNWq7tObauxIR3TcQw2+Is3n3ZrOlo3ZmX9QNWpTkNjZjjPZ12YCPzIXF+sEvxDBbl3uuXKok7GoKWqnabFg6akrcvXiYS0cMXsghqssaUJRt2P4X1tMPAWGt1wVydx4KOX730CDpl2VRdjV+eN91diBVldTj8NdZyG5s9uYToETPAY5rjNkRoTF+mLl0GEbe1MfmNUisCV6KsqogNnb4dYf6LmQgCALiBxk+MOl1Ii431jVyNflXJeua6j+cu45MMXghhzC2AwC67qyLKZ8AJW74U5rU4PHioSIc2pnltPHUValxfHcuPvnbIXywfC/2fZ4Bvc7wRzhhZBRkbrpjxhZ69AuS/n2lscpsa0x3grhaPyNqm+mW6YyjrjlzYTrzcvUMY1Ckj5Q/V3y5GhWFXac9SUd0399Y5FDdYcnoamGxfpg6N1mqA3Pgi0yHTveq6rU4sycfO9b+hneX/Q//3XYeBRlVZsfEJARhyJReDhuTK/LyU0itH0pyqttcUsh3s8q61KRHYpBUVyrzRKnLNTrUqHRNS5I9Wl6SNJt96eadpt27bSi5hfpqtVTBNDDC26xHUFcXnxaO0bf0xd7PLgEAfnj3NALCvBDR2z6JnlqNoYHbhYOFyDpRKhW7MhXSwxcJ6ZHoPzyySy/fWaNH/yCUXamFKBqm7nu3sPtG1ItS8OcdoOS5czNyuQx9hoTj9P+uSI0OXWmHnemSZGtb8PsNj8CeTy8CMCwdDb8+rsu0crAWgxeyu8zjJVJxsb5DwrvdD9uQqb1Qll+Lc/sKoNXosXP9ccx6coRUfK2z9Do9cs+V48KBQmT8Vix1XDblH+qF/iMikTAiEqEx7lUR1hF69A/CyZ8NJfKvnK9oMXgpy6+VZmWiG+tvkHvpNzwCp/9n6J598VChSwUvBZnt1w/yD/FCdL9A5F+sRHlBHUrzahAW65qlGOyNwQvZnekW6fhusmRkShAETLwrCVXF9ci/VInaSjV2bTiOW5YM7VRH7aqSepz8JQ9n9+ZLXbpNefsr0G9YJBLSIxEZH8A/tm3oYUGTRi4Zub+Y/kHw9legvlqDrJOlUDdoofRyjT+Dljb77D88UqoGfeFgUbcNXpjzQnbVUKNBzhlDZr9vkCci7bRc4urkChmmP5gqlfkuyq7GD++ekaaJLSXqRVw+XYqv1h/HB0/vxdFvL5sFLkovOZJGR+GmhWm458VrMP72BET14SxBe3wDPREYYVgGKsquajEfoqALVdbtrmRyGfoONcy26DR6ZB13jZovoihKO428fBXStdiSfsMipOapFw4VuswuRkdzjZCTuqyj31+GXmv44eo3NMJlOhY7g0+AEjfMH4RP/nYYGpUOl44U4eBXPki/qU+791XVaXB2bwFO/JyLyqJ6s+/J5ALiBoUhIT0SvQeGwkPR8dmc7iymfxAqi+qh14kozKhEbJJ5qXxjM0a5QuayVZOpff2HR0hLhBcOFSEh3fltMSoK66CqNSxJRrWzJOntr0TPpGBcPl2G6tIGFGZWdctgmsEL2U19tWF7LgDIPAQMntLTySNyvtAYP0y9LwVf/f04IAIHv8pCcLSv2S4CU6V5NTjxUy7O7S+AVm2efOsX7ImUcTFIHtsDPgFKRwy/S+vRPwinfzUU7rtyocIseKmtVKGqxFDVNKK3P+QenLR2V9F9g+AbqERtpRqXT5dCVadxerFBsy34FlRt7jc8UqpVc+FgIYMXIls6+u1laFWG6feUsTHwC/Zy8ohcQ9ygMIy5tZ+0a+CH984gIMwbkXGGX1o6nR4ZR4tx8ue8FvMvYhKDkXptDOIHhXXr+iy2Ft1Gsbqu1s+oOxNkAvoOi8DxH3Oh14rIPFaCpNHOrTBtab6LUZ8h4fh5yznotHpcPFyEa27rL7US6C4YvJBd1FWpceJnw6yL3EOGYdN7O3lErmXwlJ4oK6jF2T350Gn02Pn347jhT4OQfbIUp37Jk/qbGCk85UgaFYWBE2K71VZzRwoI9YZ/iBeqyxpQkFEFnUYPucIQHDJZt2vpPzwSx380/H66cKjI6cFLfuMWfJlMQLgFeYGe3h7oPTAUGb8Vo65Kjbzz5eiZ1PU6greFwQvZxZFvs6VljpTxPeAb1HU6SNuCIAi49o5EVBbVIf9iJeoq1fj3C4eaHRcc5YPUa2ORODIKSm/+uNpbj/5BOLe/ADqNHkXZVYhurL5rPq3P4MXdRcYHwC/EEzVlKuSeKUNDjQZefs5ZOmqo1aA8vxaAoXWKpTsQ+w2PkHZyXjxY2O2CF845k83VVqqkhDgPhQxDp3HWpSVyhQy/ezAV/qHmy2mCYKhCPOOxwbjjmZFIvTaWgYuDtNTnSKvWofiyoS9XcJSP0/7Ike0IgoB+wwx5Znq9aFbOwdEKM5uqXlsTGMcNCoOisf3IpaPFLRak7MoYvJDNHfkmGzpN46zLhBj4BnLWpTXe/oYdSAHh3vANVGLY9N64+/kx+N1DqeiZFMItzg5mFrw09jkqyq6S+kCxn1HXYVqgzpml9jvaL0uhlCM+zdCvSVWnddlmk/bCj3NkUzXlKpz6xVDB0kMpw9CpnHVpT2gPP9z93GhnD4NgaF/hE6BEXZUa+Zcqodfpme/SRUX09kdAmBeqShqQd64cdVVqp+za68ySZP/hkTh/wBB4XThYaNZ8sqvjzAvZ1JGvs6Tpy9QJsdzCS25FEARp9sXYKC+fO426JNOlI1F0TqdpvU4vLRv5BXtKRSwt1TM5BJ4+hjmIzOMlLtds0p4YvJDNVJc14NSvjbMunnIMmdq9uxWTezJdOso7VyF9Mvbya7vyKbmffsNNl44cH7yUXqmFprGcREcSweUeTRWDtSqdy1QMdgQGL2Qzh7/OlqrpDpoYC29/zrqQ+zENXk7/eqWp8inbLHQ5YbF+CIr0AWBI0K6tUDn0+W3RcqK/aQB20Hm5O47G4IVsoqq0HmcaZ10UXnIMuY6zLuSeQqJ94elrmIqvKKyTbme+S9djWDpq/OMvAhePOHb2paPJuqZ6JATDJ9DwQTH7lKFicHfA4IVs4vCubGlHRtqkntxOSm5LkAno0VjfxRSDl67JdOnoooOXjozBi4dChrCefh16DJmsKQDTa5277duRGLxQp1UW1+PsHkNPGKWXHGmT2cOI3Jvp0hFg6M0V3pvNGLui0B5+UtXqgoxKVJc1OOR5zfplxQVA3olWH6a90ZyRu+MMDF6o0w7tyoJe3zjrMrknvHw560Lu7ergJaJXALt1d2GmNV8uHnbMH39bVm2OjA9AQJhhp1LuWcO2766OwQt1SkVRHc7tKwAAePp4cNaFuoSwnv5QeDUFKyxO17WZzlxcdFDBOrNk3U5eX4IgoF/jaxD1Ii45OHfHGRi8UKcc2pkF0WTWxdmt5YlsQSYTzGq6MN+lawuK9JFyToqyq1FVUm/35zSbeYlvvxlje8yXjrr+riMGL9Rh5QW1OL/fZNZlEmddqOsYMMbQadg3yBOxScFOHg3ZmyOXjnQaPYoa+2UFRnjbpKxEaIwvgqMNuTv5Fx2Xu+MsDF6oww7tzIJomHTBkKm92DyQupR+wyJw9+rRuOvZUVB68dru6ozVdgH7z1wU51RLNbGibdSlXBAEJIxwjX5NjsDghTqkLL8W5xsLInn5KpB6bayTR0RkewFh3lLnXuraAsO9EdG4o6wkp8asxo+t5dsw38VUP7Pcna6d98LghTrk0FeZgOmsCz+ZEpGbM/vjf9h+Mxe23GlkKijCRwrAii9X2zUAczYGL2S10rwaXGhcE/b256wLEXUNpnkv9qqXIoqitNNI6SVHSGOeiq2YBmDnu3C7AAYvZLWDZrMuvTmtTkRdgn+IlzQTUnalFmVXam3+HNWlDVIdlqg+gRBktu2X1X94BND4kCd/yZMaP3Y1DF7IKiW5Nbh0xFB+2jtAiYETYpw8IiIi2zHrNG2HpSN75bsY+QV7oe+QcABAfZUaJ37KtflzuAIGL2SVg19mSv8eNq03FErOuhBR19FvaNPMxcVDRRCNWyptxF75LqbSb+oDYwP0I99kQ1WvtcvzOBODF7JY8eVqqemXT6ASKeN6OHlERES25RvkKTXmrCisQ2lejU0f3xi8CAIQGdf54nQtCYn2RcLIKACAqk6L376/bJfncSYGL2SxA6azLtPj4MFZFyLqgvoPt0/irrpBi9JcQzAUEuNn19pYI26Ih6wxn+bY9zmor+la/Y4YvJBFirKrkHW8BIDhk0ny2Ggnj4iIyD76DImQll0uHiq02dJRUVaVVNjTXktGRoHh3hgw1jA7rlHpcOSbrjX7wuCFLHLBZMvd8N/1ZoddIuqyfAKUiEk0tISoKmlAcWMp/84yzXeJ7mOfJSNTw38XB7nC8Gf+xE+5qK1Q2f05HYXBC1kkonFtNrpfIAaMYa4LEXVt9qj5kn+pSvq3IzqV+wV7SjtCdRo9Du3KsvtzOgqDF7JI/+GReOCNCbh50RApkici6qr6DomQckYuHu780pGoF1GYaZh58fZXICDMu9NjtMSwaU21uE7/74pDOmY7Av8KkcUUnnLI5bxkiKjr8/JTIHaAYemopkyFwsyqdu7RtvKCOqjqDFuWo/oEQhBsW5yuNd7+SqRN7gkA0OtEQ5HRLoB/iYiIiFpgy07TZvVdHLBkZGrwdT3h6WPY2XRuXwHKC2xfOdjRGLwQERG1oM/gMMg8DDMklw4XQdR3fOko3yxZ17HBi6ePAkOm9gIAiCJw4Av3n31h8EJERNQCTx8FeiWHAgBqK9XIv1TR4ccyNmOUyQWEN3Z+dqRBE3vC218BALh4uAjFObbZQeUsDF6IiIhaYYtdR/U1alQU1gEAwnv5O6XUhMJTjmHT46SvD+zIcPgYbInBCxERUSvi08KkHZbnDxTi7N586HV6qx6jMMOxW6RbkzK+B/yCPQEAWSdKzfJw3A2DFyIiolYovTzQJy0MAKCu1+KH987go1UHcOFgocU5MM7MdzHloZBj+PVx0tf7/uO+sy8MXoiIiNow/vZE9EwOkb6uKKzDtxtPYevqA8g4WtxuDZhCB3SStlTSmGgEhBtqzOSdK0fu2TKnjqejGLwQERG1wctPgRkLB+PWJUPRo3+QdHvZlVrs+scJ/PuFQ8g+WdpiEKPT6VGYZVg28g/xgm+Qp6OG3SK5XIb0G+Olr/f9J8NmvZscicELERGRBXr0D8Iti4dgxqODERnf1Juo+HI1vlx3DJ++fLjZTEZpbg20akOOjDPzXUz1HxGJkB6+AIDCzCpknyh18oisx+CFiIjIQoIgoOeAEPz+iWG4Yf4ghPX0k75XkFGF/7z+Gz5fcwT5Fysab3OdJSMjmUzAyJv6SF/v25HRqRo2zuDh7AEQERG5G0EQEJcaht4pocg4VowDX2Si7Iqhcm3euQp8eu4IeiWHQKPWSfeJdpGZFwCIHxyGiN7+KMquRmluDS4eKUL/4ZHt39FFcOaFiIiogwSZgL5DIvDH5emYMjcZgRFNDRcvny5D/kXDzIuHUobQGF9nDbMZQRAwckbT7MuBLzKt3gLuTAxeiIiIOkkmE5CQHoU7nxmJSf+XBP9QL7PvR8YHQOZijW17Jocgup9hNqiisA7n9neuf5MjudaZJCIicmMyuQwDxvTAXc+OwoQ7E+Eb5AlBJiBlbIyzh9aMIAgYdXNf6euDX2VCp3WP2Rergxe9Xo+1a9di3LhxSEtLw9y5c5Gdnd3q8eXl5ViyZAlGjBiBESNG4Omnn0ZdXV2nBk1EROTK5B4yDBwfg//76xjc98pY9B/hmvkkPfoHoVdjDZvq0gac/t8VJ4/IMlYHL+vXr8fWrVuxevVqbNu2DYIgYN68eVCr1S0ev3DhQuTk5ODdd9/F2rVr8euvv+LZZ5/t9MCJiIhcnUwmwNNH4exhtGnkzU25L4d2ZZklGbsqq3YbqdVqbNq0CUuXLsWECRMAAGvWrMG4cePw3Xff4YYbbjA7/ujRozhw4AB27tyJvn0NU1OrVq3C/fffj8WLFyMysmORqDsW1CEiInJF4b38EZ8WhoxjxaitVOHE7lwMmdrL2cNqk1XBy9mzZ1FbW4tRo0ZJtwUEBCA5ORkHDx5sFrwcOnQI4eHhUuACAOnp6RAEAYcPH8b1119v9YB1Oh3y8/Otvh8RERG1LH6MLy6czgREYP/3JxGaKINCabvu1zqdDnK57R7PqmWjgoICAEB0dLTZ7RERES0GFIWFhc2OVSqVCAoKYgBCRETkIgLDvdErJRSAoQFlbYXKySNqm1UzL/X19QAMAYgpT09PVFY2b61dX1/f7Fjj8SpVx06MXC5vFhARERFR50y7KxQ/bzkPn0AlklL7QJAJNntsW866AFYGL15ehn3rarVa+jcAqFQqeHt7t3h8S4m8KpUKPj4+1o5VIgi2O6FEREQE+Ph74ncPpjp7GBaxatnIOONRVFRkdntRURGioqKaHR8VFdXsWLVajYqKig4n6xIREVH3ZlXwkpSUBD8/P+zfv1+6raqqCqdPn8bw4cObHT9ixAgUFBSY1YEx3nfo0KEdHTMRERF1Y1YtGymVSsyePRuvvPIKQkJCEBMTg5dffhlRUVGYMmUKdDodysrK4O/vDy8vL6SlpWHo0KFYtGgRVq5cibq6OjzzzDO45ZZbOPNCREREHWJ1kbqFCxdi1qxZWL58Oe644w7I5XJs3LgRSqUS+fn5GDt2LHbu3AnAkJuybt06xMbGYs6cOXjssccwfvx4rFy50tavg4iIiLoJQXSjim+TJ08GAPzwww9OHgkRERFZytZ/v9mYkYiIiNwKgxciIiJyKwxeiIiIyK0weCEiIiK3wuCFiIiI3AqDFyIiInIrDF6IiIjIrTB4ISIiIrdiVXsAZysqKoJOp5OK3RAREZHry8/Ph1wut9njudXMi6enJzw83CreIiIi6vY8PDzg6elps8dzq/YARERERG4180JERETE4IWIiIjcCoMXIiIicisMXoiIiMitMHghIiIit8LghYiIiNwKgxciIiJyKwxeiIiIyK0weCEiIiK3wuCFiIiI3AqDFyIiInIrDF6IiIjIrTB4sbH169fj7rvvNrtt7969uO222zBkyBBMmzYNmzdvNvu+RqPBmjVrcO2112LIkCG48847ceTIEbNjzpw5g9mzZ2Pw4MG49tprsXHjRru/Fnuw1/n585//jMTERLP/xo8fb/fXYw8dOUe1tbV47rnnMGHCBAwbNgx/+tOfcPnyZbNjuso1BNjvHLnzdVRRUYEVK1Zg/PjxGDp0KO644w4cOnRI+n57779er8fatWsxbtw4pKWlYe7cucjOzjY7xt2vIUecI3e+hoDOnyNTLf2cWvsYrRLJZt555x0xMTFRnD17tnTb0aNHxaSkJHHFihXixYsXxR9++EG85pprxPXr10vHvPHGG+I111wj/ve//xWzsrLEp556Shw6dKhYUFAgiqIolpWViSNHjhSfeuop8eLFi+L27dvF1NRUcfv27Q5/jZ1hr/MjiqJ46623iq+99ppYVFQk/VdaWurQ12cLHT1H999/vzhu3Djxxx9/FC9evCguX75cHDNmjFhWViaKYte5hkTRfudIFN37Orr33nvFGTNmiAcPHhQvXbokPvfcc+KgQYPEixcvWvT+v/nmm+Lo0aPFn376STxz5ow4d+5cccqUKaJKpRJFsWtcQ/Y+R6Lo3teQKHb+HBm19HMqira7jhi82EBBQYF43333iYMHDxanT59u9mbNnz9fnDVrltnx//nPf8S0tDTpgp8xY4b4wgsvSN+vrq4WExISxK+//loURVHcsGGDOG7cOFGj0UjHvPrqq+K0adPs+bJsxt7nR6vViqmpqeJ3333ngFdjH505R2fOnBETEhLEn376Sfq+TqcTp06dKq5bt04URfe/hkTR/ufIna+jrKwsMSEhQTx8+LB0m16vF6dMmSK+/vrr7b7/KpVKHDJkiLhlyxbp+5WVleKgQYPEL7/8UhRF97+GHHGO3PkaEsXOnyNRbPvnVBRtdx1x2cgGTp06hcDAQOzYsQNpaWlm38vMzMTw4cPNbktOTkZ9fT2OHz8OAAgKCsLu3buRm5sLnU6Hbdu2QalUYsCAAQCAQ4cOYcSIEfDw8JAeY9SoUcjMzERpaamdX13n2fv8ZGVlQaVSoW/fvo55QXbQmXOUmZkJAGbHyGQyJCUl4eDBgwDc/xoC7H+O3Pk6Cg4Oxttvv42BAwdKtwmCAFEUUVlZ2e77f/bsWdTW1mLUqFHS9wMCApCcnNxlriFHnCN3voaAzp8joO2fU8B215FH+4dQeyZNmoRJkya1+L3w8HDk5+eb3ZaXlwcA0hv11FNPYdGiRZg8eTLkcjlkMhneeOMN9OrVCwBQUFCAhIQEs8eIiIgAAFy5cgWhoaE2fT22Zu/zc/78eQiCgPfeew+//PILZDIZJkyYgMceewz+/v52fGW205lzFB4eDsBwnZj+0szLy4NKpZK+587XEGD/c+TO11FAQAAmTJhgdtuuXbtw+fJljB07FmvWrGnz/S8oKAAAREdHNzvGeF7d/RpyxDly52sI6Pw5Cg0NbfPnFLDddcSZFzubOXMmvvnmG3z++efQaDTIzs7G66+/DkEQoFarAQCXLl1CQEAA3nrrLWzbtg0zZ87EsmXLcPbsWQBAQ0MDlEql2eN6enoCgPSL113Z4vxcuHABMpkMMTEx2LBhA5YtW4aff/4Zf/rTn6DX65358myivXOUlpaGvn374plnnkF+fj7UajXeffddnDlzRjqHXfkaAmxzjrrSdXT48GH85S9/weTJkzFp0qR23//6+noAaPEY4/XR1a4he5yjrnQNAdafI0vY6jpi8GJnM2bMwKJFi/Dss88iLS0Nd955J+bMmQMA8Pf3R15eHpYuXYolS5bguuuuQ2pqKlatWoWEhAS8+eabAAAvLy/pF6yR8U328fFx7AuyMVucnwULFmDfvn2YN28eEhISMGXKFLzyyis4cOAATpw44cyXZxPtnSOFQoG33noLGo1G2pF18OBBzJo1C35+fgC69jUE2OYcdZXr6Pvvv8d9992HQYMG4bXXXgPQ/vvv5eUFAC0e4+3tbdFjuBN7naOucg0BHTtHlrDVdcRlIwd44IEHcP/996O4uBhhYWHIzMyEKIro3bs3jh8/Do1Gg9TUVLP7pKWl4ZdffgEAREVFoaioyOz7xq8jIyMd8yLsqLPnRxAEBAQEmH3fOC1ZUFDQ4rqru2nrHAFAfHw8tm3bhsrKSul8PProo4iLiwPQ9a8hoPPnqCtcR5s3b8bzzz8v/dE0fsJt7/3XarXSbcblWOPXSUlJFj2Gu7DnOeoK1xDQ8XNkCVtdR5x5sbMPP/wQzzzzDGQyGSIjIyGXy/H1118jNjYW8fHx0vrpuXPnzO53/vx56ZfuiBEjcPjwYeh0Oun7e/fuRXx8vMuvM7fHFudnyZIluO+++8y+b/yU069fPwe8Cvtq7xzV1NRg9uzZOHnyJAIDAxEQEIDq6mrs2bMH48aNA9C1ryHANufI3a+jLVu24LnnnsNdd92F119/3Wxqvr33PykpCX5+fti/f7/0/aqqKpw+fVpKcu4K15C9z5G7X0NA586RJWx2HVm1N4natWzZMrOtYfv27RMHDBggfvzxx2Jubq64detWMSUlRfzqq69EUTRs17zzzjvF6dOni3v37hUzMzPFNWvWiAMGDBCPHj0qiqIolpSUiCNGjBCXLVsmXrhwQfzkk0/E1NRU8dNPP3XGS+wUe5yfH3/8UUxMTBTXr18vZmdniz/99JM4adIkcfHixc54iZ1m7TkSRVGcPXu2eMcdd4hnz54Vz5w5I955553ijBkzpO2IXekaEkX7nCN3vo4yMjLElJQUcf78+Wb1RYqKisSqqiqL3v/XXntNTE9PF7///nuphsnUqVOlkgXufg054hy58zUkirY5R6au/jkVRdtdRwxebKylN+vTTz8Vp06dKg4aNEi86aabxJ07d5p9v6KiQly5cqV47bXXikOGDBH/+Mc/ivv37zc75tixY+If/vAHceDAgeLEiRPFDz74wO6vxR7sdX6+/vpr8ZZbbhEHDRokXnPNNeKLL74oNjQ02P312ENHzlFhYaG4YMECcfjw4WJ6erq4bNmyZoWxuso1JIr2O0fueh39/e9/FxMSElr8b9myZaIotv/+a7Va8W9/+5s4atQocfDgweK8efPEnJwcs2Pc+Rpy1Dly12tIFG1zjky19HNq7WO0RhBFUbR8noaIiIjIuZjzQkRERG6FwQsRERG5FQYvRERE5FYYvBAREZFbYfBCREREboXBCxEREbkVBi9ERETkVhi8EBERkVth8EJENvP4448jMTER//vf/1r8/n//+18kJibipZdecvDIiKgrYYVdIrKZiooK3HjjjfD09MSXX34Jb29v6Xu1tbW46aab4OPjg08//dSs4RsRkTU480JENhMUFISVK1ciNzcXr7/+utn3Xn31VRQVFeHll19m4EJEncLghYhs6rrrrsONN96IDz74ACdOnAAAHDlyBFu2bMEjjzyCAQMG4MqVK1i8eDHS09ORlpaGOXPm4PTp02aPk5ubiyeeeAJjx45FSkoKRo8ejSeeeALl5eXSMZMmTcJf//pXzJkzB0OHDsWKFSsc+lqJyDm4bERENldeXo4bb7wRPXr0wJYtW/D73/8e3t7e2LJlCyorK3HLLbfA29sbjzzyCLy9vfHee+/h5MmT2L59O/r27Yv6+nrccMMNCA4OxkMPPQR/f38cPnwYb731Fn7/+9/jueeeA2AIXgoLC3HXXXdhwoQJ8PLywrBhw5z86onI3jycPQAi6nqCg4OxcuVKPPLII5g7dy4uX76Mzz//HHK5HO+99x4qKirw0UcfISYmBgAwfvx4XH/99XjjjTewdu1aZGVlISoqCi+++CJ69eoFABg1ahROnDiBAwcOmD1XREQEnnzySchknEgm6i4YvBCRXUyZMgXXX389du7ciRUrViAuLg4AsHfvXgwYMACRkZHQarUAAJlMhvHjx2PHjh0AgAEDBmDLli3Q6/XIyclBVlYWLly4gIyMDOk+Rn379mXgQtTNMHghIrsZN24cdu7ciQkTJki3VVRUIDs7GykpKS3ep76+Ht7e3njnnXfwj3/8A+Xl5QgLC0NKSgq8vb1RXV1tdnxYWJhdXwMRuR4GL0TkUP7+/khPT8cTTzzR4veVSiW++OILvPjii1iyZAlmzZqFkJAQAMCjjz4qJQETUffF4IWIHCo9PR1ffPEF4uPj4efnJ93+/PPPQ6VSYdWqVTh8+DD8/f3xwAMPSN+vra3F4cOH4eHBX1tE3R0XionIoe655x7o9Xrcc8892LlzJ/bu3Yunn34a77//Pvr06QMAGDRoEKqrq/Hiiy9i//79+OKLL3DXXXehpKQE9fX1Tn4FRORs/AhDRA4VGRmJrVu34tVXX8XKlSuhUqkQFxeH559/HrNmzQIA3HrrrcjNzcUnn3yCLVu2IDIyEhMmTMCdd96Jp59+GhcvXkS/fv2c/EqIyFlY54WIiIjcCpeNiIiIyK0weCEiIiK3wuCFiIiI3AqDFyIiInIrDF6IiIjIrTB4ISIiIrfC4IWIiIjcCoMXIiIicisMXoiIiMitMHghIiIit8LghYiIiNzK/wMivpCOlphgrQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
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"### this is a breakdown of new and continuing/returning participant\n",
"total_people = []\n",
"total_new = []\n",
"total_returning = []\n",
"total_left_noreturns= []\n",
"total_left_butreturned = []\n",
"\n",
"for y in range(1977, 2010):\n",
" thisyear = df_noinjuries[df_noinjuries['Year'] == y]\n",
" total_people.append(thisyear['PERSON.NUMBER'].nunique())\n",
" people_from_previous_year = df_noinjuries[df_noinjuries['Year'] == y-1]['PERSON.NUMBER'].unique()\n",
" people_from_previous_years = df_noinjuries[df_noinjuries['Year'] < y]['PERSON.NUMBER'].unique()\n",
" people_from_future_years = df_noinjuries[(df_noinjuries['Year'] >= y) & (df_noinjuries['Year'] <= 2009)]['PERSON.NUMBER'].unique()\n",
" total_returning.append(thisyear[thisyear['PERSON.NUMBER'].isin(people_from_previous_year)]['PERSON.NUMBER'].nunique())\n",
" total_new.append(thisyear[~thisyear['PERSON.NUMBER'].isin(people_from_previous_years)]['PERSON.NUMBER'].nunique())\n",
" total_left = [x for x in people_from_previous_year if x not in thisyear['PERSON.NUMBER'].unique()]\n",
" total_left_noreturn = [x for x in people_from_previous_year if x not in people_from_future_years]\n",
" total_left_butreturned.append(len(list(set(total_left) - set(total_left_noreturn))))\n",
" total_left_noreturns.append(len(total_left_noreturn))\n",
"\n",
"# create a dataframe with the total number of people who participated in each year\n",
"# and the number of new people who participated in each year\n",
"df_people = pd.DataFrame({'Year': list(range(1977, 2010)),\n",
" 'Total': total_people,\n",
" 'LeftbutReturned': total_left_butreturned,\n",
" 'LeftandNoReturn': total_left_noreturns,\n",
" 'New': total_new})\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"# plot the total number of people who participated in each year\n",
"df_people.plot(x='Year',y='LeftbutReturned', rot=0, label='Left but returned later', ax=ax, color='tab:purple')\n",
"df_people.plot(x='Year',y='LeftandNoReturn', rot=0, label='Left and never returned', ax=ax, color='tab:cyan')\n",
"df_people.plot(x='Year',y='New', rot=0, label='New', ax=ax, color='tab:orange')\n",
"\n",
"# make y axis end at 100\n",
"ax.set_ylim(0, 90)\n",
"\n",
"plt.legend(loc='upper left', ncol=2, facecolor='white', framealpha=1)\n",
"plt.show()\n",
"\n",
"# fetch proportion of people who participated in each year\n",
"df_people['TotalLeft'] = df_people['LeftandNoReturn'] + df_people['LeftbutReturned']\n",
"df_people['LeftReturned_prop'] = df_people['LeftbutReturned'] / df_people['TotalLeft']\n",
"df_people['LeftNoReturn_prop'] = df_people['LeftandNoReturn'] / df_people['TotalLeft']\n",
"\n",
"# plot proportion of new and returning participants as line plot\n",
"df_people.plot(x='Year',y=['LeftReturned_prop'], rot=0, linewidth=2, \n",
"color = ['tab:purple','tab:orange'])\n",
"plt.title('Ratio of temporary leavers to discontinued')\n",
"\n",
"# add lines at 0.25 and 0.5 0.75\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"\n",
"plt.legend().set_visible(False)\n",
"plt.show()\n",
"\n",
"fig, ax = plt.subplots()\n",
"# fetch proportion of people who participated in each year\n",
"df_people['TotalLeftandNew'] = df_people['New'] + df_people['TotalLeft']\n",
"df_people['TotalLeftProp'] = df_people['TotalLeft'] / df_people['TotalLeftandNew']\n",
"df_people['NewProp'] = df_people['New'] / df_people['TotalLeftandNew']\n",
"\n",
"# plot proportion of new and returning participants as line plot\n",
"df_people.head(4).plot(x='Year',y=['TotalLeftProp'], rot=0, linewidth=2, \n",
"color = ['tab:red','tab:orange'], ax=ax)\n",
"\n",
"df_people.tail(-5).plot(x='Year',y=['TotalLeftProp'], rot=0, linewidth=2, \n",
"color = ['tab:red','tab:orange'], ax=ax)\n",
"\n",
"# df_people[].plot(x='Year',y=['TotalLeftProp'], rot=0, linewidth=2, \n",
"# color = ['tab:red','tab:orange'], ax=ax)\n",
"\n",
"plt.title('Ratio of leavers to new participants')\n",
"\n",
"# add lines at 0.25 and 0.5 0.75\n",
"[plt.axhline(y=x, color='grey', alpha=0.2) for x in [0, 0.25,0.5,0.75,1]]\n",
"\n",
"plt.legend().set_visible(False)\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "1a43d14d",
"metadata": {},
"source": [
"## Career length\n",
"\n",
"We first assess career length as a number, and then as a binned category. We define career length as the difference between the last and first year of participation. Depending on the plot, there may also be career length differences by role type."
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "79a11071",
"metadata": {},
"source": [
"### Career length as a numeric value\n",
"The first plot shows the distribution of career length as a series of side-by-side box plots. We can compare this by role and gender. We also provide the same visual but with just males and females included.\n",
"\n",
"It should be noted that these first plots may contain duplicate people but will be represented as different roles i.e., see Tim Coldwell under the Performer, Musician, Key Creative and Crew categories.\n",
"\n",
"The third plot demonstrates the data as a series of density plots by role type. This only show participation data with confirmed gender records (Males, Females). We also layer a rug plot filtered on participants with careers of 15 years or more. We have chosen to attach all role types to each person's career in this visual hence why all colours are present at the 33 year point on the x-axis i.e., Tim Coldwell."
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "74f394d1",
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"tags": [
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"source": [
"unique_participants = df_noinjuries[['PERSON.NUMBER','COMBINED.NAME','Gender','ROLE.CATEGORY.CONCATINATE','Year','Year_decade']]\\\n",
" .drop_duplicates()\\\n",
" .copy()\n",
"\n",
"unique_participants = unique_participants[unique_participants['Year'] < 2011]\n",
"\n",
"unique_participants['previous_year'] = 0\n",
"unique_participants['previous_years'] = 0\n",
"# unique_participants['left'] = 0\n",
"unique_participants['left_noreturn'] = 0\n",
"\n",
"for y in range(1977, 2011):\n",
" thisyear = unique_participants[unique_participants['Year'] == y]\n",
" people_from_previous_year = unique_participants[unique_participants['Year'] == y-1]['PERSON.NUMBER'].unique()\n",
" people_from_previous_years = unique_participants[unique_participants['Year'] < y-1]['PERSON.NUMBER'].unique()\n",
" people_from_future_years = unique_participants[unique_participants['Year'] > y]['PERSON.NUMBER'].unique()\n",
"\n",
" for z in thisyear['PERSON.NUMBER'].unique():\n",
" thisrow = (unique_participants['PERSON.NUMBER'] == z) & (unique_participants['Year'] == y)\n",
" unique_participants.loc[thisrow, 'previous_year'] = z in people_from_previous_year\n",
" unique_participants.loc[thisrow, 'previous_years'] = z in people_from_previous_years\n",
" unique_participants.loc[thisrow, 'left_noreturn'] = z not in people_from_future_years\n",
"\n",
"tt = unique_participants.assign(Roles=unique_participants['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"nonreturners = (tt['left_noreturn'] == 1)\n",
"oneyearparticipants = (tt['left_noreturn'] == 1) &\\\n",
" (tt['previous_year'] == 0) &\\\n",
" (tt['previous_years'] == 0)\n",
"\n",
"continuing =(tt['previous_year'] == 1)"
]
},
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"cell_type": "code",
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"title": {
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"source": [
"tt2 = df_noinjuries.assign(Roles=df_noinjuries['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"first_occurrence = tt2[(tt2.Roles != 'Injured') & (tt2.Roles != 'Unknown')]\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='first')\n",
"\n",
"last_occurrence = tt2[(tt2.Roles != 'Injured') & (tt2.Roles != 'Unknown')]\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='last')\n",
"\n",
"data = pd.merge(last_occurrence, first_occurrence[['PERSON.NUMBER','Roles','Year']], on=['PERSON.NUMBER','Roles'], how='inner')\n",
"data['Year_diff'] = (data['Year_x'] - data['Year_y'])+1\n",
"\n",
"# replace Gender value `0` to \"Unknown\"\n",
"data.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"data.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"\n",
"data4 = data.copy()\n",
"\n",
"color_dict2 = {'Crew':'#d62728', 'Administration':'#9467bd','Subsidiary':'#e377c2',\n",
"'Performer':'#1f77b4','KeyCreative':'#2ca02c','Musician':'#ff7f0e','Unknown':'#7f7f7f'}\n",
"\n",
"\n",
"fig = px.box(\n",
" data_frame = data[(~data.Roles.isnull())]\n",
" ,y = 'Year_diff'\n",
" ,x = 'Gender'\n",
" ,color = 'Roles'\n",
" ,color_discrete_map=color_dict2\n",
" ,hover_data=['COMBINED.NAME']\n",
" ,points='all'\n",
")\n",
"\n",
"fig.update_traces(\n",
" hovertemplate=\" \".join([\n",
" \"%{customdata[0]}\",\n",
" \"%{y}, %{x}\"\n",
" ])\n",
")\n",
"\n",
"# make points transparent\n",
"fig.update_traces(marker_size=9, marker_line_color='white', marker_line_width=1, opacity=0.7)\n",
"\n",
"# make figure larger\n",
"fig.update_layout(height=500, width=800)\n",
"\n",
"# move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.02,\n",
" xanchor=\"right\",\n",
" x=.925\n",
"))\n",
"\n",
"# add a title\n",
"fig.update_layout(yaxis_title='', xaxis_title='',\n",
"title_text='Career length (in years) with Circus Oz by Gender and Role', title_x=0.5,\n",
"margin=dict(l=30, r=30, t=90, b=0))\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16))\n",
"fig.update_xaxes(tickfont=dict(size=16))\n",
"\n",
"# change x-axis labels\n",
"fig.update_xaxes(tickvals=['M','F','Unconfirmed'], ticktext=['Male','Female','Unconfirmed/Unknown'])\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "7e2891f5",
"metadata": {
"tags": [
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},
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},
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],
"source": [
"fig = px.box(\n",
" data_frame = data[data.Gender.isin(['M','F']) & (data.Roles != 'Unknown')\\\n",
" & (~data.Roles.isnull())]\n",
" ,y = 'Year_diff'\n",
" ,x = 'Gender'\n",
" ,color = 'Roles'\n",
" ,color_discrete_map=color_dict2\n",
" ,hover_data=['COMBINED.NAME']\n",
" ,points='all'\n",
")\n",
"\n",
"fig.update_traces(\n",
" hovertemplate=\" \".join([\n",
" \"%{customdata[0]}\",\n",
" \"%{y}, %{x}\"\n",
" ])\n",
")\n",
"\n",
"# make points transparent\n",
"fig.update_traces(marker_size=9, marker_line_color='white', marker_line_width=1, opacity=0.7)\n",
"\n",
"# make figure larger\n",
"fig.update_layout(height=500, width=800)\n",
"\n",
"# move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.02,\n",
" xanchor=\"center\",\n",
" x=.5\n",
"))\n",
"\n",
"# add a title\n",
"fig.update_layout(yaxis_title='', xaxis_title='',\n",
"title_text='Career length (in years) with Circus Oz by Gender and Role', title_x=0.5,\n",
"margin=dict(l=30, r=30, t=90, b=0))\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16))\n",
"fig.update_xaxes(tickfont=dict(size=16))\n",
"\n",
"# change x-axis labels\n",
"fig.update_xaxes(tickvals=['M','F'], ticktext=['Male','Female'])\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "ed33d980",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"unique_participants123 = df_noinjuries[['PERSON.NUMBER','COMBINED.NAME','Gender','ROLE.CATEGORY.CONCATINATE','Year','Year_decade']]\\\n",
" .drop_duplicates()\\\n",
" .copy()\n",
"\n",
"unique_participants123 = unique_participants123[unique_participants123['Year'] < 2011]\n",
"\n",
"tt123 = unique_participants123.assign(Roles=unique_participants123['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"first_occurrence123 = tt123[tt123.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='first')\n",
"\n",
"last_occurrence123 = tt123[tt123.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='last')\n",
"\n",
"data123 = pd.merge(last_occurrence123, first_occurrence123[['PERSON.NUMBER','Year']], on=['PERSON.NUMBER'], how='inner')\n",
"data123['Year_diff'] = (data123['Year_x'] - data123['Year_y'])+1\n",
"\n",
"# # replace Gender value `0` to \"Unknown\"\n",
"# data.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"# data.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"\n",
"tt_withyrdiff123 = pd.merge(tt123, data123[['PERSON.NUMBER','Year_diff']], on='PERSON.NUMBER')\n",
"tt_withyrdiff_roles123 = tt_withyrdiff123.drop_duplicates(subset=['PERSON.NUMBER','Roles'])\n",
"\n",
"# replace Gender value `0` to \"Unknown\"\n",
"tt_withyrdiff_roles123.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"tt_withyrdiff_roles123.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"data234 = tt_withyrdiff_roles123[tt_withyrdiff_roles123.Gender != 'Unconfirmed']\n",
"data234['Year_diff'] = data234['Year_diff'] + 1\n",
"\n",
"def upper_rugplot(data, height=.05, ax=None, **kwargs):\n",
" from matplotlib.collections import LineCollection\n",
" ax = ax or plt.gca()\n",
" kwargs.setdefault(\"linewidth\", 1)\n",
" segs = np.stack((np.c_[data, data],\n",
" np.c_[np.ones_like(data), np.ones_like(data)-height]),\n",
" axis=-1)\n",
" lc = LineCollection(segs, transform=ax.get_xaxis_transform(), **kwargs)\n",
" ax.add_collection(lc)\n",
"\n",
"sns.set_theme(style=\"white\", rc={\"axes.facecolor\": (0, 0, 0, 0), 'axes.linewidth':2}) \n",
"palette = color_dict2 #sns.color_palette(\"Paired\", 8) \n",
"\n",
"# original_order = ['Administration', 'Subsidiary','Crew', 'Performer', 'KeyCreative', 'Musician']\n",
"original_order = ['Performer', 'Musician', 'Administration','Crew','Subsidiary', 'KeyCreative']\n",
"data234['Roles'] = pd.Categorical(data234['Roles'], categories=original_order, ordered=True)\n",
" \n",
"g = sns.FacetGrid(data234[data234.Roles != 'Unknown'], palette=palette, row=\"Roles\", hue=\"Roles\", aspect=8, height=1.2) \n",
"g.map_dataframe(sns.kdeplot, x=\"Year_diff\", fill=True, alpha=0.6) \n",
"g.map_dataframe(sns.kdeplot, x=\"Year_diff\", color='black') \n",
"\n",
"data_over15 = data234[data234['Year_diff'] >= 16]\n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'KeyCreative']['Year_diff'], \n",
"color=palette['KeyCreative'], alpha=0.35, linewidth=12, height=0.42, ax=g.axes[2,0])\n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.37, ax=g.axes[2,0]) \n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'Subsidiary']['Year_diff'], \n",
"color=palette['Subsidiary'], linewidth=12, height=0.37, ax=g.axes[2,0], alpha=0.35) \n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.30, ax=g.axes[2,0]) \n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'Crew']['Year_diff'], \n",
"color=palette['Crew'], linewidth=12, height=0.30, ax=g.axes[2,0], alpha=0.35) \n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.23, ax=g.axes[2,0]) \n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'Administration']['Year_diff'], \n",
"color=palette['Administration'], linewidth=12, height=0.23, ax=g.axes[2,0], alpha=0.35) \n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.16, ax=g.axes[2,0]) \n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'Musician']['Year_diff'], \n",
"color=palette['Musician'], linewidth=12, height=.16, ax=g.axes[2,0], alpha=0.35) \n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.09, ax=g.axes[2,0]) \n",
"\n",
"upper_rugplot(data_over15[data_over15['Roles'] == 'Performer']['Year_diff'], \n",
"color=palette['Performer'], linewidth=12, height=.09, ax=g.axes[2,0], alpha=0.35)\n",
"upper_rugplot(range(16,40), color='white', linewidth=14, height=.02, ax=g.axes[1,0]) \n",
"\n",
"def label(x, color, label): \n",
" ax = plt.gca() \n",
" ax.text(0.875, .05, label, color=color, fontsize=13, \n",
" ha=\"left\", va=\"center\", transform=ax.transAxes) \n",
"\n",
"# # add arrow from 10 to 11\n",
"ax = g.axes[2,0]\n",
"ax.annotate(\"\", xy=(33.5, 0.0515), xytext=(15.5, 0.0515), arrowprops=dict(arrowstyle=\"->\", color='black', linewidth=2))\n",
"\n",
"# annotaion under arrow\n",
"ax.annotate(\"+15 years (30)\", xy=(24.5, 0.0515), xytext=(24.5, 0.0515), fontsize=12.75, \n",
"ha=\"center\", va=\"center\", color='black',\n",
"bbox=dict(boxstyle='square,pad=.6',facecolor='white', edgecolor='white'))\n",
"\n",
"# top 5\n",
"ax.annotate(\"Top 5\", xy=(39.25, 0.095), xytext=(39.25, 0.095), fontsize=13, ha=\"center\", va=\"center\", color='black')\n",
"ax.plot([35, 43], [0.0925, 0.0925], color='black', linewidth=1)\n",
"ax.annotate(\"1. Tim Coldwell (33 yrs)\", xy=(35, 0.0875), xytext=(35, 0.0875), fontsize=9, ha=\"left\", va=\"center\")\n",
"ax.annotate(\"2. Jim Robertson (30 yrs)\", xy=(35, 0.0825), xytext=(35, 0.0825), fontsize=9, ha=\"left\", va=\"center\")\n",
"ax.annotate(\"2. Laurel Frank (30 yrs)\", xy=(35, 0.0775), xytext=(35, 0.0775), fontsize=9, ha=\"left\", va=\"center\")\n",
"ax.annotate(\"4. Ponch Hawkes (29 yrs)\", xy=(35, 0.0725), xytext=(35, 0.0725), fontsize=9, ha=\"left\", va=\"center\")\n",
"ax.annotate(\"5. Alan Robertson (28 yrs)\", xy=(35, 0.0675), xytext=(35, 0.0675), fontsize=9, ha=\"left\", va=\"center\")\n",
"ax.annotate(\"5. Kelvin Gedye (28 yrs)\", xy=(35, 0.0625), xytext=(35, 0.0625), fontsize=9, ha=\"left\", va=\"center\")\n",
"\n",
"g.map(label, \"Roles\") \n",
"g.fig.subplots_adjust(hspace=-0.9)\n",
"g.set_titles(\"\") \n",
"g.set(yticks=[], xlabel=\"\", ylabel=\"\", xlim=[-3.9, 45], ylim=[0, 0.1]) \n",
"g.despine( left=True)\n",
"\n",
"plt.suptitle('Distribution of career length by role, Males and Females', x=0.52, y=0.9) \n",
"plt.show()"
]
},
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"source": [
"### Career length as a binned category\n",
"We categorise participants by their respective career legnth - this amounts to 7 groups. The first plot clearly shows that the majority of participants have a career length of 1 years. The second plot reveals that the majority of these one-year participants are people with unconfirmed or unknown gender records."
]
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{
"cell_type": "code",
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"id": "d032e617",
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"def get_tenure_bins(data):\n",
" tenure = data['Year_diff'].value_counts().reset_index().sort_values('index')\\\n",
" .rename(columns={'index':'tenure', 'Year_diff':'count'})\n",
" tenures =[tenure[tenure.tenure == 1]['count'].sum(), # 1yr\n",
" tenure[tenure.tenure == 2]['count'].sum(), # 2yrs\n",
" tenure[tenure.tenure.isin(range(3, 6))]['count'].sum(), # 3-5yrs\n",
" tenure[tenure.tenure.isin(range(6, 11))]['count'].sum(), # 6-10yrs\n",
" tenure[tenure.tenure.isin(range(11, 16))]['count'].sum(), # 11-15yrs\n",
" tenure[tenure.tenure.isin(range(16, 21))]['count'].sum(), # 16-20yrs\n",
" tenure[tenure.tenure >= 21]['count'].sum()] # 21+ yrs\n",
"\n",
" tenures = pd.DataFrame(tenures, columns=['count'], \n",
" index=['1 year','2 years','3-5 years','6-10 years','11-15 years','16-20 years','21+ years'])\n",
" return tenures\n",
"\n",
"tt = unique_participants.assign(Roles=unique_participants['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"first_occurrence = tt[tt.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='first')\n",
"\n",
"last_occurrence = tt[tt.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='last')\n",
"\n",
"data = pd.merge(last_occurrence, first_occurrence[['PERSON.NUMBER','Year']], on='PERSON.NUMBER', how='inner')\n",
"data['Year_diff'] = (data['Year_x'] - data['Year_y'])+1\n",
"\n",
"# replace Gender value `0` to \"Unknown\"\n",
"data.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"data.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"\n",
"data3 = data.copy()\n",
"\n",
"career_binned = get_tenure_bins(data)\n",
"\n",
"# get proportion as a percentage\n",
"career_binned['proportion'] = round(career_binned['count'] / career_binned['count'].sum() * 100,2).astype(str) + '%'\n",
"\n",
"# plot bar chart\n",
"fig = px.bar(career_binned, x=career_binned.index, y='count', text='proportion')\n",
"\n",
"# make points transparent\n",
"fig.update_traces(marker_color=['#ff7f0e','#1f77b4','#1f77b4','#1f77b4','#1f77b4','#1f77b4','#1f77b4'])\n",
"\n",
"# add bar label\n",
"fig.update_traces(texttemplate='%{text}', textposition='outside', textfont_size=16)\n",
"\n",
"\n",
"# change angle of x-axis ticks\n",
"fig.update_xaxes(tickangle=0)\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(height=500, width=800, \n",
"title_text='Career length (in years) with Circus Oz', title_x=0.5,\n",
"margin=dict(l=50, r=50, t=70, b=50))\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16))\n",
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"source": [
"# tt_withyrdiff = pd.merge(tt, data[['PERSON.NUMBER','Year_diff']], on='PERSON.NUMBER')\n",
"# tt_withyrdiff_roles = tt_withyrdiff.drop_duplicates(subset=['PERSON.NUMBER','Roles'])\n",
"\n",
"career_binned_byrole_all = pd.DataFrame()\n",
"career_binned_byrole = get_tenure_bins(data[(data['Gender'] =='M')])\n",
"career_binned_byrole['Gender'] = 'Male'\n",
"career_binned_byrole_all = career_binned_byrole_all.append(career_binned_byrole)\n",
"\n",
"career_binned_byrole = get_tenure_bins(data[(data['Gender'] =='F')])\n",
"career_binned_byrole['Gender'] = 'Female'\n",
"career_binned_byrole_all = career_binned_byrole_all.append(career_binned_byrole)\n",
"\n",
"career_binned_byrole = get_tenure_bins(data[~(data['Gender'].isin(['M','F']))])\n",
"career_binned_byrole['Gender'] = 'Unconfirmed/Unknown'\n",
"career_binned_byrole_all = career_binned_byrole_all.append(career_binned_byrole)\n",
"\n",
"fig = px.bar(\n",
" data_frame = career_binned_byrole_all\n",
" ,y = 'count'\n",
" ,x = career_binned_byrole_all.index\n",
" ,color = 'Gender'\n",
" ,color_discrete_map={'Male':'#1f77b4','Female':'#ff7f0e','Unconfirmed/Unknown':'#d62728'}\n",
" # ,facet_col='Gender'\n",
" ,barmode='group'\n",
" ,title='Career length by gender'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.75\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=16),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='Years with Circus Oz')\n",
"\n",
"# change x-axis labels\n",
"fig.update_xaxes(ticktext=['1','2','3-5','6-10','11-15','16-20','21+'], \n",
"tickvals=['1 year','2 years','3-5 years','6-10 years','11-15 years','16-20 years','21+ years'])\n",
"\n",
"fig.show()"
]
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"source": [
"### Participants with one-year careers by role\n",
"We focus on these participants with an interactive dot plot - hover over points for person-level data. We can see that the majority of these one-year participants are administration and crew workers.\n",
"\n",
"It should be noted that there may be multiple same people records in the plot below as they may have been assigned different roles in the same year."
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "5dc2cc02",
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"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
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"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
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"title": {
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"xaxis": {
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"gridcolor": "white",
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"title": {
"standoff": 15
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"font": {
"size": 20
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"text": "Participants with one-year careers with Circus Oz",
"x": 0.5,
"y": 0.995
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"width": 800,
"xaxis": {
"anchor": "y",
"domain": [
0,
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"showgrid": true,
"showticklabels": false,
"tickfont": {
"size": 14
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],
"source": [
"data = tt[oneyearparticipants & (tt['Roles'] != 'Injured')].drop('ROLE.CATEGORY.CONCATINATE', axis=1).drop_duplicates()\n",
"data.sort_values(by='Roles', ascending=False, inplace=True)\n",
"\n",
"# replace Gender value `0` to \"Unknown\"\n",
"data.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"data.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"\n",
"data = data[data['Roles'] != 'Unknown']\n",
"\n",
"fig = px.strip(data, x='Year', y='Roles', color=\"Gender\", hover_data=['COMBINED.NAME'], stripmode='overlay',\n",
"color_discrete_map={'M': '#1f77b4', 'F': '#ff7f0e', 'Unconfirmed': '#d62728'})\n",
"\n",
"# add jitter\n",
"# make hover have no title, just the value\n",
"fig.update_traces(\n",
" hovertemplate=\" \".join([\n",
" \"%{customdata[0]}\",\n",
" \"%{y},%{x}\"\n",
" ])\n",
")\n",
"# # add color_map to change data points\n",
"# color_map = {'M': 'tab:blue', 'F': 'tab:orange', 'U': 'tab:green', 'O': 'tab:red'}\n",
"\n",
"# move legend to top and horizontal\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=0.93,\n",
" xanchor=\"right\",\n",
" x=1,\n",
" font=dict(size=15),\n",
" # make background a little transparent\n",
" bgcolor='rgba(255,255,255,0.5)',\n",
" bordercolor='black',\n",
" borderwidth=1\n",
"))\n",
"\n",
"\n",
"# add marker outline\n",
"fig.update_traces(marker_line_width=1, marker_line_color='black')\n",
"\n",
"# change marker colour according Gender\n",
"fig.update_traces(marker=dict(size=24),\n",
" jitter=1, \n",
" opacity=0.55)\n",
"\n",
"# make figure wider\n",
"fig.update_layout(width=800, height=800)\n",
"\n",
"# add gridlines for y-axis\n",
"fig.update_yaxes(showgrid=True, gridwidth=1, tickfont=dict(size=14), title_text='')\n",
"fig.update_xaxes(showgrid=True, tickfont=dict(size=14), title_text='',showticklabels=False)\n",
"\n",
"# 1990 156\n",
"# 1985 103\n",
"# 1995 73\n",
"# 1980 44\n",
"# 2000 43\n",
"# 1975 26\n",
"# 2005 22\n",
"\n",
"# 1990 151\n",
"# 1985 73\n",
"# 1995 55\n",
"# 2000 42\n",
"# 1980 31\n",
"# 1975 26\n",
"# 2005 22\n",
"\n",
"# add annotation for demi-decade sums\n",
"fig.add_annotation(x=0.015,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"77-79\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.035,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(26)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.145,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"80-84\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.165,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(31)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.295,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"85-89\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.315,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(73)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.475,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"90-94\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.475,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(151)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.615,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"95-99\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.615,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(55)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.8,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"00-04\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.78,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(42)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"fig.add_annotation(x=0.95,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"05-09\", showarrow=False, font=dict(size=14), align=\"left\")\n",
"fig.add_annotation(x=0.94,y=1.035, xref=\"paper\", yref=\"paper\", text=\"(22)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"\n",
"# Crew 156 155\n",
"# Administration 108\n",
"# Unknown 67\n",
"# Subsidiary 53\n",
"# Performer 47 48\n",
"# KeyCreative 23\n",
"# Musician 13\n",
"\n",
"# add annotation for role sums\n",
"fig.add_annotation(x=1.075,y=0.875, xref=\"paper\", yref=\"paper\", text=\"(108)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"fig.add_annotation(x=1.075,y=0.725, xref=\"paper\", yref=\"paper\", text=\"(155)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"fig.add_annotation(x=1.0725,y=0.55, xref=\"paper\", yref=\"paper\", text=\"(23)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"fig.add_annotation(x=1.0725,y=0.395, xref=\"paper\", yref=\"paper\", text=\"(13)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"fig.add_annotation(x=1.0725,y=0.225, xref=\"paper\", yref=\"paper\", text=\"(48)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"fig.add_annotation(x=1.0725,y=0.075, xref=\"paper\", yref=\"paper\", text=\"(53)\", showarrow=False, font=dict(size=13.5), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.05,y=0.05, xref=\"paper\", yref=\"paper\", text=\"(67)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"\n",
"# make y-limits bigger\n",
"fig.update_yaxes(range=[-0.5, 5.95])\n",
"\n",
"# add title\n",
"fig.update_layout(title_text=\"Participants with one-year careers with Circus Oz\", title_font_size=20, title_x=0.5, title_y=0.995)\n",
"\n",
"fig.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "135d6b54",
"metadata": {},
"source": [
"### Career length as a binned category (cont.)\n",
"Below we show the differences between role, gender and career length categories. This is an interactive plot, and role type filtering can be appliedto get a more granular comparison of the data.\n",
"\n",
"Some insights from this plot:\n",
"- A majority of male performers are only with Circus Oz for under a year.\n",
"- Female performers populate more evenly across shorter career length groups.\n",
"- Male musicians have more one-year career participants than female.\n",
"- Most male key creatives have a career length of either 1 year or 3-5 years.\n",
"- Female admin workers tend to have longer careers than male admin workers.\n",
"- A majority of female crew workers are only with Circus Oz for under a year."
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "2fbb0c50",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
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"x": 0.5,
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"source": [
"# tt_withyrdiff = pd.merge(tt, data3[['PERSON.NUMBER','Year_diff']], on='PERSON.NUMBER')\n",
"# tt_withyrdiff_roles = tt_withyrdiff.drop_duplicates(subset=['PERSON.NUMBER','Roles'])\n",
"\n",
"tt_withyrdiff_roles = data4\n",
"\n",
"career_binned = get_tenure_bins(tt_withyrdiff_roles)\n",
"career_binned_byrole_all = pd.DataFrame()\n",
"\n",
"for role in tt_withyrdiff_roles[~tt_withyrdiff_roles['Roles'].isnull()]['Roles'].unique():\n",
" if (role == 'Unknown') | (role == 'Injured'): continue\n",
" career_binned_byrole = get_tenure_bins(tt_withyrdiff_roles[(tt_withyrdiff_roles['Gender'] =='M') &\\\n",
" (tt_withyrdiff_roles['Roles'] == role)])\n",
" career_binned_byrole['Roles'] = role\n",
" career_binned_byrole['Gender'] = 'Male'\n",
" career_binned_byrole_all = career_binned_byrole_all.append(career_binned_byrole)\n",
"\n",
"for role in tt_withyrdiff_roles[~tt_withyrdiff_roles['Roles'].isnull()]['Roles'].unique():\n",
" if (role == 'Unknown') | (role == 'Injured'): continue\n",
" career_binned_byrole = get_tenure_bins(tt_withyrdiff_roles[(tt_withyrdiff_roles['Gender'] =='F') &\\\n",
" (tt_withyrdiff_roles['Roles'] == role)])\n",
" career_binned_byrole['Roles'] = role\n",
" career_binned_byrole['Gender'] = 'Female'\n",
" career_binned_byrole_all = career_binned_byrole_all.append(career_binned_byrole)\n",
"\n",
"fig = px.bar(\n",
" data_frame = career_binned_byrole_all\n",
" ,y = 'count'\n",
" ,x = career_binned_byrole_all.index\n",
" ,color = 'Roles'\n",
" ,color_discrete_map=color_dict2\n",
" ,facet_col='Gender'\n",
" ,title='Career length by role and gender'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"center\",\n",
" x=0.5\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='Years with Circus Oz')\n",
"\n",
"# change x-axis labels\n",
"fig.update_xaxes(ticktext=['1','2','3-5','6-10','11-15','16-20','21+'], \n",
"tickvals=['1 year','2 years','3-5 years','6-10 years','11-15 years','16-20 years','21+ years'])\n",
"\n",
"fig.show()"
]
},
{
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"execution_count": 32,
"id": "e1577d09",
"metadata": {
"tags": [
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"remove-cell"
]
},
"outputs": [],
"source": [
"# import plotly.express as px\n",
"# data = tt[nonreturners & (tt['Roles'] != 'Injured')].drop('ROLE.CATEGORY.CONCATINATE', axis=1).drop_duplicates()\n",
"# data.sort_values(by='Roles', ascending=False, inplace=True)\n",
"\n",
"# fig = px.strip(data, x='Year', y='Roles', color=\"Gender\", hover_data=['COMBINED.NAME'], stripmode='overlay',\n",
"# color_discrete_sequence = ['#d62728', '#1f77b4', '#ff7f0e', '#2ca02c','#2ca02c'])\n",
"\n",
"# # add jitter\n",
"# # make hover have no title, just the value\n",
"# fig.update_traces(\n",
"# hovertemplate=\" \".join([\n",
"# \"%{customdata[0]}\",\n",
"# \"%{y},%{x}\"\n",
"# ])\n",
"# )\n",
"\n",
"# # move legend to top and horizontal\n",
"# fig.update_layout(legend=dict(\n",
"# orientation=\"h\",\n",
"# yanchor=\"bottom\",\n",
"# y=0.93,\n",
"# xanchor=\"right\",\n",
"# x=1,\n",
"# font=dict(size=15),\n",
"# bgcolor='rgba(255,255,255,0.5)',\n",
"# bordercolor='black',\n",
"# borderwidth=1\n",
"# ))\n",
"\n",
"\n",
"# # add marker outline\n",
"# fig.update_traces(marker_line_width=1, marker_line_color='black')\n",
"\n",
"# # change marker colour according Gender\n",
"# fig.update_traces(marker=dict(size=28),\n",
"# jitter=1, \n",
"# opacity=0.55)\n",
"\n",
"# # make figure wider\n",
"# fig.update_layout(height=800)\n",
"\n",
"# # add gridlines for y-axis\n",
"# fig.update_yaxes(showgrid=True, gridwidth=1, tickfont=dict(size=15), title_text='')\n",
"# fig.update_xaxes(showgrid=True, tickfont=dict(size=16), title_text='',showticklabels=False)\n",
"\n",
"# # 1990 198\n",
"# # 1995 161\n",
"# # 2005 128\n",
"# # 1985 124\n",
"# # 2000 106\n",
"# # 1980 56\n",
"# # 1975 23\n",
"\n",
"# # add annotation for demi-decade sums\n",
"# fig.add_annotation(x=0.025,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"77-79\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.045,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(23)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.145,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"80-84\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.165,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(56)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.295,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"85-89\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.315,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(124)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.475,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"90-94\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.475,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(198)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.615,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"95-99\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.615,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(161)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.8,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"00-04\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.78,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(106)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# fig.add_annotation(x=0.95,y=-0.05, xref=\"paper\", yref=\"paper\", text=\"05-09\", showarrow=False, font=dict(size=18), align=\"left\")\n",
"# fig.add_annotation(x=0.94,y=1.0375, xref=\"paper\", yref=\"paper\", text=\"(128)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"# # Crew 253\n",
"# # Administration 175\n",
"# # Subsidiary 133\n",
"# # Performer 132\n",
"# # Unknown 70\n",
"# # KeyCreative 65\n",
"# # Musician 31\n",
"\n",
"# # add annotation for role sums\n",
"# fig.add_annotation(x=1.055,y=0.885, xref=\"paper\", yref=\"paper\", text=\"(175)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.055,y=0.75, xref=\"paper\", yref=\"paper\", text=\"(253)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.05,y=0.6125, xref=\"paper\", yref=\"paper\", text=\"(65)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.05,y=0.48, xref=\"paper\", yref=\"paper\", text=\"(31)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.055,y=0.35, xref=\"paper\", yref=\"paper\", text=\"(132)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.055,y=0.21, xref=\"paper\", yref=\"paper\", text=\"(133)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"# fig.add_annotation(x=1.05,y=0.08, xref=\"paper\", yref=\"paper\", text=\"(70)\", showarrow=False, font=dict(size=15), align=\"left\",opacity=0.8)\n",
"\n",
"\n",
"# # make y-limits bigger\n",
"# fig.update_yaxes(range=[-0.75, 7.05])\n",
"\n",
"# # add title\n",
"# fig.update_layout(title_text=\"Participants who never returned\", title_font_size=20, title_x=0.5, title_y=0.9925)\n",
"\n",
"# fig.show()"
]
},
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"source": [
"### Individual career trajectories\n",
"\n",
"The following plots looks at few groups of individuals with different career trajectories. We have chosen to focus on the following groups:\n",
"\n",
"- Participants with more than 15 years with Circus Oz. This can include people who have left and returned.\n",
"- Participants with more than 15 years with Circus Oz who have been predominantly active over their career with Circus Oz. We define predominantly active as having more than 50% of their career length with Circus Oz.\n",
"- Participants who have continously been with Circus Oz since they started with no breaks until 2009.\n",
"\n",
"It should be noted that the annual break in 1981 does not reflect a break in the career of these individuals, rather an indication of missing data."
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "e693c8a2",
"metadata": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tt_withyrdiff = pd.merge(tt123, data234[['PERSON.NUMBER','Year_diff']], on='PERSON.NUMBER')\n",
"tt_withyrdiff_roles = tt_withyrdiff.drop_duplicates(subset=['PERSON.NUMBER','Roles'])\n",
"\n",
"leftforever_pno = list(tt_withyrdiff_roles[tt_withyrdiff_roles['Year_diff']>=17]['PERSON.NUMBER'].unique())\n",
"continued_pno = tt123[(tt123['PERSON.NUMBER'].isin(leftforever_pno))].sort_values('Year',ascending=True).drop_duplicates(['PERSON.NUMBER'])\n",
"\n",
"continuers = tt123[tt123['PERSON.NUMBER'].isin(continued_pno['PERSON.NUMBER'].unique())]\n",
"continuers = continuers[~continuers['ROLE.CATEGORY.CONCATINATE'].isnull()]\n",
"\n",
"first_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='first')\n",
"\n",
"last_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='last')\n",
"\n",
"data = (first_occurrence.append(last_occurrence)).drop_duplicates()\n",
"data = data[data.Roles != 'Injured']\n",
"data.sort_values(by='Roles', ascending=False, inplace=True)\n",
"\n",
"# find rows with multiple roles in same year\n",
"multipleroles_oneyear = data[['COMBINED.NAME','Year','Roles']]\\\n",
" .groupby(['COMBINED.NAME','Year'])\\\n",
" .filter(lambda x: len(x) > 1)\n",
" #[['COMBINED.NAME','Year']]\\\n",
" #.drop_duplicates()\n",
"\n",
"# make sure y-axis follows order of roles\n",
"original_order = list(data.sort_values(['Year'])['COMBINED.NAME'].unique())\n",
"data['COMBINED.NAME'] = pd.Categorical(data['COMBINED.NAME'], categories=original_order, ordered=True)\n",
"\n",
"data2 = data[~data.index.isin(multipleroles_oneyear.index)].copy()\n",
"multipleroles_oneyear = multipleroles_oneyear.reset_index().drop('index', axis=1)\n",
"\n",
"color_dict = {'Crew':'tab:red', 'Administration':'tab:purple', 'Subsidiary':'tab:pink',\n",
"'Performer':'tab:blue','KeyCreative':'tab:green', 'Musician':'tab:orange', 'Unknown':'tab:gray'}\n",
"\n",
"fig, ax = plt.subplots(figsize=(16,14))\n",
"sns.scatterplot(data=data2, #data2, \n",
"x='Year', y='COMBINED.NAME', \n",
"hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Sue Broadway\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Sue Broadway') &\\\n",
" (multipleroles_oneyear['Year'] == 1995) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=0+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Sue Broadway') &\\\n",
" (multipleroles_oneyear['Year'] == 1995) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=0-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Alan Robertson\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Alan Robertson') &\\\n",
" (multipleroles_oneyear['Year'] == 1984) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=5+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Alan Robertson') &\\\n",
" (multipleroles_oneyear['Year'] == 1984) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=5-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Geoff Toll\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Geoff Toll') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=9+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Geoff Toll') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=9-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Jane Mullett\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Jane Mullett') &\\\n",
" (multipleroles_oneyear['Year'] == 2001) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=10+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Jane Mullett') &\\\n",
" (multipleroles_oneyear['Year'] == 2001) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=10-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Gina Gascoigne\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Gina Gascoigne') &\\\n",
" (multipleroles_oneyear['Year'] == 1982) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=11+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Gina Gascoigne') &\\\n",
" (multipleroles_oneyear['Year'] == 1982) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=11-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Shirley Billing\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1985) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=14+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1985) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=14-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=14+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=14-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 2000) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=14+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 2000) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=14-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Stephen Burton\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=16+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=16-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=16+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=16-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# David Murray\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'David Murray') &\\\n",
" (multipleroles_oneyear['Year'] == 2007) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=17+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'David Murray') &\\\n",
" (multipleroles_oneyear['Year'] == 2007) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=17-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Michael Baxter\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Michael Baxter') &\\\n",
" (multipleroles_oneyear['Year'] == 2004) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=18+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Michael Baxter') &\\\n",
" (multipleroles_oneyear['Year'] == 2004) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=18-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Anni Davey\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1994) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=21+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1994) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=21-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=21, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 2005) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=21+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 2005) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=21-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Carmel Duffy\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carmel Duffy') &\\\n",
" (multipleroles_oneyear['Year'] == 1988) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=22+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carmel Duffy') &\\\n",
" (multipleroles_oneyear['Year'] == 1988) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=22-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# David Joseph\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'David Joseph') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=24+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'David Joseph') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=24-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Derek Ives\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Derek Ives') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=25+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Derek Ives') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=25-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Nicci Wilks\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=27+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=27-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Carl Polke\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=29+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=29-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=29+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=29-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# make x-axis labels different colors\n",
"for label in ax.get_yticklabels():\n",
" gender_label = data[data['COMBINED.NAME'] == label.get_text()]['Gender'].values[0]\n",
" if gender_label == 'M': label.set_color('#1f77b4')\n",
" elif gender_label == 'F': label.set_color('#ff7f0e')\n",
" else: label.set_color('#d62728')\n",
" \n",
"# add a horizontal line between the start and end of each person's career\n",
"for p in data['COMBINED.NAME'].unique():\n",
" for q in data[data['COMBINED.NAME']==p].sort_values('Year')['Roles'].unique():\n",
" start = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].min()\n",
" end = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].max()\n",
"\n",
" if start != end:\n",
" plt.plot([start+.4, end-.4], [p, p], color=color_dict[q], alpha=0.15, linewidth=5, zorder=0)\n",
"\n",
"# add short vertical line aat the midpoint of each person's career\n",
"for p in data.sort_values('Year')['COMBINED.NAME'].unique():\n",
" # if p == 'Tim Coldwell': continue\n",
" non_yrs = set(range(unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min(),\n",
" unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].max()))\\\n",
" .difference(set(unique_participants[(unique_participants['COMBINED.NAME'] == p) &\\\n",
" (unique_participants['Year'] >= unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min()) &\\\n",
" (unique_participants['Year'] < 2010)]['Year'].unique()))\n",
" if len(non_yrs) > 0:\n",
" # print(p, len(non_yrs))\n",
" for q in non_yrs:\n",
" plt.plot([q], [p], color='black', alpha=0.5, marker='|', markersize=15)\n",
"\n",
"plt.legend(loc='lower left', fontsize=14, ncol=2, facecolor='white')\n",
"for i in range(6): plt.gca().get_legend().legendHandles[i]._sizes = [200]\n",
"\n",
"# make y-axis labels larger\n",
"plt.yticks(fontsize=14); plt.xticks(fontsize=16)\n",
"plt.ylabel(''); plt.xlabel('')\n",
"\n",
"# add y-axis grid\n",
"plt.grid(axis='y', alpha=0.3)\n",
"\n",
"# add a title\n",
"plt.title('Participants with more than 15 years associated with Circus Oz' , fontsize=16)\n",
"\n",
"# add annotation top right of plot to denote the vertical lines\n",
"plt.annotate('| = annual break', xy=(2006.5, -.5), fontsize=12, alpha=0.5)\n",
"\n",
"# increase y-axis limits to make room for the title\n",
"plt.ylim(30.5, -1.25)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "ff722466",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# leftforever_pno = list(tt_withyrdiff_roles[tt_withyrdiff_roles['Year_diff']>=15]['PERSON.NUMBER'].unique())\n",
"# continued_pno = tt[(tt['PERSON.NUMBER'].isin(leftforever_pno))].sort_values('Year',ascending=True).drop_duplicates(['PERSON.NUMBER'])\n",
"\n",
"# continuers = tt[tt['PERSON.NUMBER'].isin(continued_pno['PERSON.NUMBER'].unique())]\n",
"# continuers = continuers[~continuers['ROLE.CATEGORY.CONCATINATE'].isnull()]\n",
"\n",
"# first_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='first')\\\n",
"# .drop_duplicates(['PERSON.NUMBER','Roles'], keep='first')\n",
"\n",
"# last_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='last')\\\n",
"# .drop_duplicates(['PERSON.NUMBER','Roles'], keep='last')\n",
"\n",
"# data = (first_occurrence.append(last_occurrence)).drop_duplicates()\n",
"# data = data[data.Roles != 'Injured']\n",
"# data.sort_values(by='Roles', ascending=False, inplace=True)\n",
"data = data[~data['COMBINED.NAME'].isin(['Jim Robertson','Rinske Ginsberg','Kelvin Gedye',\n",
"'Jane Mullett','Alan Clarke','David Murray','Michael Baxter','Guang Rong Lu', \n",
"'David Joseph','Derek Ives','Antonella Casella','Carl Polke'])]\n",
"\n",
"# find rows with multiple roles in same year\n",
"multipleroles_oneyear = data[['COMBINED.NAME','Year','Roles']]\\\n",
" .groupby(['COMBINED.NAME','Year'])\\\n",
" .filter(lambda x: len(x) > 1)\n",
" #[['COMBINED.NAME','Year']]\\\n",
" #.drop_duplicates()\n",
"\n",
"# make sure y-axis follows order of roles\n",
"original_order = list(data.sort_values(['Year'])['COMBINED.NAME'].unique())\n",
"data['COMBINED.NAME'] = pd.Categorical(data['COMBINED.NAME'], categories=original_order, ordered=True)\n",
"\n",
"data2 = data[~data.index.isin(multipleroles_oneyear.index)].copy()\n",
"multipleroles_oneyear = multipleroles_oneyear.reset_index().drop('index', axis=1)\n",
"\n",
"color_dict = {'Crew':'tab:red', 'Administration':'tab:purple', 'Subsidiary':'tab:pink',\n",
"'Performer':'tab:blue','KeyCreative':'tab:green', 'Musician':'tab:orange', 'Unknown':'tab:gray'}\n",
"\n",
"fig, ax = plt.subplots(figsize=(16,14))\n",
"sns.scatterplot(data=data2, #data2, \n",
"x='Year', y='COMBINED.NAME', \n",
"hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Sue Broadway\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Sue Broadway') &\\\n",
" (multipleroles_oneyear['Year'] == 1995) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=5+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Sue Broadway') &\\\n",
" (multipleroles_oneyear['Year'] == 1995) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=5-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Alan Robertson\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Alan Robertson') &\\\n",
" (multipleroles_oneyear['Year'] == 1984) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=4+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Alan Robertson') &\\\n",
" (multipleroles_oneyear['Year'] == 1984) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=4-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Geoff Toll\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Geoff Toll') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=6+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Geoff Toll') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=6-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Gina Gascoigne\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Gina Gascoigne') &\\\n",
" (multipleroles_oneyear['Year'] == 1982) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=7+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Gina Gascoigne') &\\\n",
" (multipleroles_oneyear['Year'] == 1982) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=7-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Shirley Billing\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1985) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=10+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1985) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=10-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=10+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=10-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 2000) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=10+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Shirley Billing') &\\\n",
" (multipleroles_oneyear['Year'] == 2000) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=10-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Stephen Burton\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=9+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=9-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=9+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stephen Burton') &\\\n",
" (multipleroles_oneyear['Year'] == 1996) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=9-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Anni Davey\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1994) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=13+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1994) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=13-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=13, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 2005) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=13+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Anni Davey') &\\\n",
" (multipleroles_oneyear['Year'] == 2005) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=13-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Carmel Duffy\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carmel Duffy') &\\\n",
" (multipleroles_oneyear['Year'] == 1988) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=14+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carmel Duffy') &\\\n",
" (multipleroles_oneyear['Year'] == 1988) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=14-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Nicci Wilks\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=16+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=16-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# make x-axis labels different colors\n",
"for label in ax.get_yticklabels():\n",
" gender_label = data[data['COMBINED.NAME'] == label.get_text()]['Gender'].values[0]\n",
" if gender_label == 'M': label.set_color('#1f77b4')\n",
" elif gender_label == 'F': label.set_color('#ff7f0e')\n",
" else: label.set_color('#d62728')\n",
"\n",
"# add a horizontal line between the start and end of each person's career\n",
"for p in data['COMBINED.NAME'].unique():\n",
" for q in data[data['COMBINED.NAME']==p].sort_values('Year')['Roles'].unique():\n",
" start = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].min()\n",
" end = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].max()\n",
"\n",
" if start != end:\n",
" plt.plot([start+.4, end-.4], [p, p], color=color_dict[q], alpha=0.15, linewidth=5, zorder=0)\n",
"\n",
"# add short vertical line aat the midpoint of each person's career\n",
"for p in data.sort_values('Year')['COMBINED.NAME'].unique():\n",
" # if p == 'Tim Coldwell': continue\n",
" non_yrs = set(range(unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min(),\n",
" unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].max()))\\\n",
" .difference(set(unique_participants[(unique_participants['COMBINED.NAME'] == p) &\\\n",
" (unique_participants['Year'] >= unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min()) &\\\n",
" (unique_participants['Year'] < 2010)]['Year'].unique()))\n",
" if len(non_yrs) > 0:\n",
" # print(p, len(non_yrs))\n",
" for q in non_yrs:\n",
" plt.plot([q], [p], color='black', alpha=0.5, marker='|', markersize=15)\n",
"\n",
"plt.legend(loc='lower left', fontsize=14, ncol=2, facecolor='white')\n",
"for i in range(6): plt.gca().get_legend().legendHandles[i]._sizes = [200]\n",
"\n",
"# make y-axis labels larger\n",
"plt.yticks(fontsize=14); plt.xticks(fontsize=16)\n",
"plt.ylabel(''); plt.xlabel('')\n",
"\n",
"# add y-axis grid\n",
"plt.grid(axis='y', alpha=0.3)\n",
"\n",
"# add a title\n",
"plt.title('Participants with more than 15 years associated with Circus Oz, Predomininantly active' , fontsize=16)\n",
"\n",
"# add annotation top right of plot to denote the vertical lines\n",
"plt.annotate('| = annual break', xy=(2006.5, -.5), fontsize=12, alpha=0.5)\n",
"\n",
"# increase y-axis limits to make room for the title\n",
"plt.ylim(17.5, -1.25)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "b3ed8f98",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"unique_participants = df_noinjuries[['PERSON.NUMBER','COMBINED.NAME','Gender','ROLE.CATEGORY.CONCATINATE','Year','Year_decade']]\\\n",
" .drop_duplicates()\\\n",
" .copy()\n",
"\n",
"unique_participants = unique_participants[unique_participants['Year'] < 2011]\n",
"\n",
"unique_participants['previous_year'] = 0\n",
"unique_participants['previous_years'] = 0\n",
"# unique_participants['left'] = 0\n",
"unique_participants['left_noreturn'] = 0\n",
"\n",
"for y in range(1977, 2011):\n",
" thisyear = unique_participants[unique_participants['Year'] == y]\n",
" people_from_previous_year = unique_participants[unique_participants['Year'] == y-1]['PERSON.NUMBER'].unique()\n",
" people_from_previous_years = unique_participants[unique_participants['Year'] < y-1]['PERSON.NUMBER'].unique()\n",
" people_from_future_years = unique_participants[unique_participants['Year'] > y]['PERSON.NUMBER'].unique()\n",
"\n",
" for z in thisyear['PERSON.NUMBER'].unique():\n",
" thisrow = (unique_participants['PERSON.NUMBER'] == z) & (unique_participants['Year'] == y)\n",
" unique_participants.loc[thisrow, 'previous_year'] = z in people_from_previous_year\n",
" unique_participants.loc[thisrow, 'previous_years'] = z in people_from_previous_years\n",
" unique_participants.loc[thisrow, 'left_noreturn'] = z not in people_from_future_years\n",
"\n",
"tt = unique_participants.assign(Roles=unique_participants['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"nonreturners = (tt['left_noreturn'] == 1)\n",
"oneyearparticipants = (tt['left_noreturn'] == 1) &\\\n",
" (tt['previous_year'] == 0) &\\\n",
" (tt['previous_years'] == 0)\n",
"\n",
"continuing =(tt['previous_year'] == 1)\n",
"\n",
"leftforever_pno = list(tt[(tt.left_noreturn == 1) & (tt.Year != 2009)]['PERSON.NUMBER'].unique())\n",
"new2009_pno = list(tt[(tt.Year == 2009) & (tt.previous_years == 0) & (tt.previous_year == 0)]['PERSON.NUMBER'].unique())\n",
"leftforever_pno.extend(new2009_pno)\n",
"continued_pno = tt[(~tt['PERSON.NUMBER'].isin(leftforever_pno))].sort_values('Year',ascending=True).drop_duplicates(['PERSON.NUMBER'])\n",
"continued_pno = continued_pno[continued_pno['Year'] < 2005]\n",
"\n",
"continuers = tt[tt['PERSON.NUMBER'].isin(continued_pno['PERSON.NUMBER'].unique())]\n",
"continuers = continuers[~continuers['ROLE.CATEGORY.CONCATINATE'].isnull()]\n",
"\n",
"first_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='first')\n",
"\n",
"last_occurrence = continuers.drop_duplicates(['PERSON.NUMBER','Roles','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER','Roles'], keep='last')\n",
"\n",
"data = (first_occurrence.append(last_occurrence)).drop_duplicates()\n",
"data = data[data.Roles != 'Injured']\n",
"data.sort_values(by='Roles', ascending=False, inplace=True)\n",
"\n",
"# find rows with multiple roles in same year\n",
"multipleroles_oneyear = data[['COMBINED.NAME','Year','Roles']]\\\n",
" .groupby(['COMBINED.NAME','Year'])\\\n",
" .filter(lambda x: len(x) > 1)\n",
" #[['COMBINED.NAME','Year']]\\\n",
" #.drop_duplicates()\n",
"\n",
"# make sure y-axis follows order of roles\n",
"original_order = list(data.sort_values(['Year'])['COMBINED.NAME'].unique())\n",
"data['COMBINED.NAME'] = pd.Categorical(data['COMBINED.NAME'], categories=original_order, ordered=True)\n",
"\n",
"data2 = data[~data.index.isin(multipleroles_oneyear.index)].copy()\n",
"multipleroles_oneyear = multipleroles_oneyear.reset_index().drop('index', axis=1)\n",
"\n",
"color_dict = {'Crew':'tab:red', 'Administration':'tab:purple', 'Subsidiary':'tab:pink',\n",
"'Performer':'tab:blue','KeyCreative':'tab:green', 'Musician':'tab:orange', 'Unknown':'tab:gray'}\n",
"\n",
"fig, ax = plt.subplots(figsize=(16,10))\n",
"sns.scatterplot(data=data2, x='Year', y='COMBINED.NAME', \n",
"hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Mel Fyfe\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Mel Fyfe') &\\\n",
" (multipleroles_oneyear['Year'] == 1999) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Subsidiary')],legend=False,\n",
" x='Year', y=8+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Mel Fyfe') &\\\n",
" (multipleroles_oneyear['Year'] == 1999) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=8-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Derek Ives\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Derek Ives') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=2+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Derek Ives') &\\\n",
" (multipleroles_oneyear['Year'] == 1990) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=2-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Nicci Wilks\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Administration')],legend=False,\n",
" x='Year', y=3+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Nicci Wilks') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=3-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Carl Polke\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Performer')],legend=False,\n",
" x='Year', y=5+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1993) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y=5-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'KeyCreative')],legend=False,\n",
" x='Year', y=5+.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Carl Polke') &\\\n",
" (multipleroles_oneyear['Year'] == 1998) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Crew')],legend=False,\n",
" x='Year', y=5-.15, hue='Roles', ax=ax, s=500, alpha=0.7, palette=color_dict)\n",
"\n",
"# Stuart Christie\n",
"sns.scatterplot(data=multipleroles_oneyear[(multipleroles_oneyear['COMBINED.NAME'] == 'Stuart Christie') &\\\n",
" (multipleroles_oneyear['Year'] == 2006) &\\\n",
" (multipleroles_oneyear['Roles'] == 'Musician')],legend=False,\n",
" x='Year', y='COMBINED.NAME', hue='Roles', ax=ax, s=500, alpha=0.475, palette=color_dict)\n",
"\n",
"# make x-axis labels different colors\n",
"for label in ax.get_yticklabels():\n",
" gender_label = data[data['COMBINED.NAME'] == label.get_text()]['Gender'].values[0]\n",
" if gender_label == 'M': label.set_color('#1f77b4')\n",
" elif gender_label == 'F': label.set_color('#ff7f0e')\n",
" else: label.set_color('#d62728')\n",
"\n",
"# add a horizontal line between the start and end of each person's career\n",
"for p in data['COMBINED.NAME'].unique():\n",
" for q in data[data['COMBINED.NAME']==p].sort_values('Year')['Roles'].unique():\n",
" start = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].min()\n",
" end = data[(data['COMBINED.NAME']==p) & (data['Roles']==q)]['Year'].max()\n",
"\n",
" if start != end:\n",
" plt.plot([start+.4, end-.4], [p, p], color=color_dict[q], alpha=0.15, linewidth=5, zorder=0)\n",
"\n",
"# add short vertical line aat the midpoint of each person's career\n",
"for p in data.sort_values('Year')['COMBINED.NAME'].unique():\n",
" # if p == 'Tim Coldwell': continue\n",
" non_yrs = set(range(unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min(), 2010))\\\n",
" .difference(set(unique_participants[(unique_participants['COMBINED.NAME'] == p) &\\\n",
" (unique_participants['Year'] >= unique_participants[unique_participants['COMBINED.NAME'] == p]['Year'].min()) &\\\n",
" (unique_participants['Year'] < 2010)]['Year'].unique()))\n",
" if len(non_yrs) > 0:\n",
" for q in non_yrs:\n",
" plt.plot([q], [p], color='black', alpha=0.5, marker='|', markersize=15)\n",
"\n",
"plt.legend(loc='lower left', fontsize=14, ncol=3, facecolor='white')\n",
"for i in range(6): plt.gca().get_legend().legendHandles[i]._sizes = [200]\n",
"\n",
"# make y-axis labels larger\n",
"plt.yticks(fontsize=14); plt.xticks(fontsize=16)\n",
"plt.ylabel(''); plt.xlabel('')\n",
"\n",
"# add y-axis grid\n",
"plt.grid(axis='y', alpha=0.3)\n",
"\n",
"# add a title\n",
"plt.title('Participants who since they started have participated through to 2009', fontsize=16)\n",
"\n",
"# add annotation top right of plot to denote the vertical lines\n",
"plt.annotate('| = annual break', xy=(2006.5, -.75), fontsize=12, alpha=0.5)\n",
"\n",
"# increase y-axis limits to make room for the title\n",
"plt.ylim(15.5, -1.25)\n",
"\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "cf898604",
"metadata": {},
"source": [
"### Career length by career start date\n",
"We now assess the average career length of participants by their career start date. We can see that the average career length decreases as the career start date (represented by demi-decade) increases. Plots are given for two different measures of centrality - mean and median. \n",
"\n",
"We also provide plots after omitting participants with one-year careers with Circus Oz - this is done to highlight the influence of these one-year participants on the overall trends."
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "da4a0b11",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"unique_participants = df_noinjuries[['PERSON.NUMBER','COMBINED.NAME','Gender','ROLE.CATEGORY.CONCATINATE','Year','Year_decade']]\\\n",
" .drop_duplicates()\\\n",
" .copy()\n",
"\n",
"unique_participants = unique_participants[unique_participants['Year'] < 2011]\n",
"\n",
"tt = unique_participants.assign(Roles=unique_participants['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"first_occurrence = tt[tt.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='first')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='first')\n",
"\n",
"last_occurrence = tt[tt.Roles != 'Injured'].drop_duplicates(['PERSON.NUMBER','Year'], keep='last')\\\n",
" .drop_duplicates(['PERSON.NUMBER'], keep='last')\n",
"\n",
"data = pd.merge(last_occurrence, first_occurrence[['PERSON.NUMBER','Year']], on=['PERSON.NUMBER'], how='inner')\n",
"data['Year_diff'] = (data['Year_x'] - data['Year_y'])+1\n",
"\n",
"# # replace Gender value `0` to \"Unknown\"\n",
"# data.Gender.replace(0, 'Unconfirmed', inplace=True)\n",
"# data.Gender.replace('U', 'Unconfirmed', inplace=True)\n",
"\n",
"tt_withyrdiff = pd.merge(tt, data[['PERSON.NUMBER','Year_diff']], on='PERSON.NUMBER')\n",
"tt_withyrdiff_roles = tt_withyrdiff.drop_duplicates(subset=['PERSON.NUMBER','Roles'])\n",
"\n",
"tt_withyrdiff_roles['Year_diff2'] = tt_withyrdiff_roles['Year_diff'] #+1\n",
"\n",
"# mean - 7.8 w/out Tim Coldwell\n",
"tt_withyrdiff_roles[['COMBINED.NAME','Year_decade','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade'])['Year_diff2'].mean()\\\n",
" .plot(kind='bar', figsize=(10,5), color='#1f77b4', alpha=0.5, edgecolor='black', linewidth=1.5)\n",
"\n",
"# put bar labels on top\n",
"for p in plt.gca().patches:\n",
" plt.gca().annotate(str(p.get_height().round(1)), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', xytext=(0, 10), textcoords='offset points', fontsize=14)\n",
"\n",
"plt.xlabel('')\n",
"plt.xticks(rotation=0)\n",
"plt.ylim(0, 15)\n",
"plt.title('Mean number of years between first and last participation', fontsize=14)\n",
"plt.show()\n",
"\n",
"# median\n",
"tt_withyrdiff_roles[['COMBINED.NAME','Year_decade','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade'])['Year_diff2'].median()\\\n",
" .plot(kind='bar', figsize=(10,5), color='#1f77b4', alpha=0.5, edgecolor='black', linewidth=1.5)\n",
" \n",
"# put bar labels on top\n",
"for p in plt.gca().patches:\n",
" plt.gca().annotate(str(p.get_height().round(1)), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', xytext=(0, 10), textcoords='offset points', fontsize=14)\n",
"\n",
"plt.xlabel('')\n",
"plt.xticks(rotation=0)\n",
"plt.ylim(0, 15)\n",
"plt.title('Median number of years between first and last participation', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "cc96c49a",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# mean\n",
"tt_withyrdiff_roles[~tt_withyrdiff_roles['Year_diff2'].isin([1])][['COMBINED.NAME','Year_decade','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade'])['Year_diff2'].mean()\\\n",
" .plot(kind='bar', figsize=(10,5), color='#1f77b4', alpha=0.5, edgecolor='black', linewidth=1.5)\n",
"\n",
"# put bar labels on top\n",
"for p in plt.gca().patches:\n",
" plt.gca().annotate(str(p.get_height().round(1)), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', xytext=(0, 10), textcoords='offset points', fontsize=14)\n",
"\n",
"plt.xlabel('')\n",
"plt.xticks(rotation=0)\n",
"plt.ylim(0, 15)\n",
"plt.title('Mean number of years between first and last participation (after omitting short-term)', fontsize=14)\n",
"plt.show()\n",
"\n",
"# median\n",
"tt_withyrdiff_roles[~tt_withyrdiff_roles['Year_diff2'].isin([1])][['COMBINED.NAME','Year_decade','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade'])['Year_diff2'].median()\\\n",
" .plot(kind='bar', figsize=(10,5), color='#1f77b4', alpha=0.5, edgecolor='black', linewidth=1.5)\n",
" \n",
"# put bar labels on top\n",
"for p in plt.gca().patches:\n",
" plt.gca().annotate(str(p.get_height().round(1)), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', xytext=(0, 10), textcoords='offset points', fontsize=14)\n",
"\n",
"plt.xlabel('')\n",
"plt.xticks(rotation=0)\n",
"plt.ylim(0, 15)\n",
"plt.title('Median number of years between first and last participation (after omitting short-term)', fontsize=14)\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "d7be1c10",
"metadata": {},
"source": [
"### Career length by career start date and gender\n",
"\n",
"The following are interactive plots. Filtering can be enabled using the legend items."
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "3ab73b67",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "Gender=F Year_decade=%{x} Year_diff2=%{y} ",
"legendgroup": "F",
"marker": {
"color": "#ff7f0e",
"pattern": {
"shape": ""
}
},
"name": "F",
"offsetgroup": "F",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
1975,
1980,
1985,
1990,
1995,
2000,
2005
],
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"y": [
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{
"alignmentgroup": "True",
"hovertemplate": "Gender=M Year_decade=%{x} Year_diff2=%{y} ",
"legendgroup": "M",
"marker": {
"color": "#1f77b4",
"pattern": {
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"yaxis": "y"
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{
"alignmentgroup": "True",
"hovertemplate": "Gender=Unconfirmed Year_decade=%{x} Year_diff2=%{y} ",
"legendgroup": "Unconfirmed",
"marker": {
"color": "#d62728",
"pattern": {
"shape": ""
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},
"name": "Unconfirmed",
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"orientation": "v",
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}
],
"layout": {
"barmode": "group",
"height": 500,
"legend": {
"orientation": "h",
"title": {
"text": "Gender"
},
"tracegroupgap": 0,
"x": 0.7,
"xanchor": "right",
"y": 1.065,
"yanchor": "bottom"
},
"template": {
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"error_x": {
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"error_y": {
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"solidity": 0.2
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},
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"barpolar": [
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"heatmapgl": [
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"x": 0.5,
"y": 0.97
},
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0,
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"source": [
"tt_withyrdiff_roles['Gender'].replace('U', 'Unconfirmed', inplace=True)\n",
"tt_withyrdiff_roles['Gender'].replace(0, 'Unconfirmed', inplace=True)\n",
"\n",
"bygender = tt_withyrdiff_roles[['COMBINED.NAME','Year_decade','Gender','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade','Gender'])['Year_diff2'].mean().reset_index()\n",
"\n",
"# bygender['Gender'].replace('U', 'Unconfirmed', inplace=True)\n",
"# bygender['Gender'].replace(0, 'Unconfirmed', inplace=True)\n",
"\n",
"# bar \n",
"fig = px.bar(\n",
" data_frame = bygender\n",
" ,y = 'Year_diff2'\n",
" ,x = 'Year_decade'\n",
" ,color = 'Gender'\n",
" ,color_discrete_map={'M':'#1f77b4','F':'#ff7f0e','Unconfirmed':'#d62728'}\n",
" # ,facet_col='Gender'\n",
" ,barmode='group'\n",
" ,title='Mean career length by employment start decade and gender'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.7\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0, 16])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# median bar \n",
"fig = px.bar(\n",
" data_frame = bygender\n",
" ,y = 'Year_diff2'\n",
" ,x = 'Year_decade'\n",
" ,color = 'Gender'\n",
" ,color_discrete_map={'M':'#1f77b4','F':'#ff7f0e','Unconfirmed':'#d62728'}\n",
" # ,facet_col='Gender'\n",
" ,barmode='group'\n",
" ,title='Median career length by employment start decade and gender'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.7\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0, 16])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "24863e8c",
"metadata": {
"tags": [
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]
},
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"bygender = tt_withyrdiff_roles[~tt_withyrdiff_roles['Year_diff2'].isin([1])][['COMBINED.NAME','Year_decade','Gender','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME'])\\\n",
" .groupby(['Year_decade','Gender'])['Year_diff2'].mean().reset_index()\n",
"\n",
"# bar \n",
"fig = px.bar(\n",
" data_frame = bygender\n",
" ,y = 'Year_diff2'\n",
" ,x = 'Year_decade'\n",
" ,color = 'Gender'\n",
" ,color_discrete_map={'M':'#1f77b4','F':'#ff7f0e','Unconfirmed':'#d62728'}\n",
" # ,facet_col='Gender'\n",
" ,barmode='group'\n",
" ,title='Mean career length by employment start decade and gender (after omitting short-term)'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.7\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0, 16])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# median bar \n",
"fig = px.bar(\n",
" data_frame = bygender\n",
" ,y = 'Year_diff2'\n",
" ,x = 'Year_decade'\n",
" ,color = 'Gender'\n",
" ,color_discrete_map={'M':'#1f77b4','F':'#ff7f0e','Unconfirmed':'#d62728'}\n",
" # ,facet_col='Gender'\n",
" ,barmode='group'\n",
" ,title='Median career length by employment start decade and gender (after omitting short-term)'\n",
" ,height=500\n",
" ,width=800\n",
")\n",
"\n",
"#move legend to top\n",
"fig.update_layout(legend=dict(\n",
" orientation=\"h\",\n",
" yanchor=\"bottom\",\n",
" y=1.065,\n",
" xanchor=\"right\",\n",
" x=0.7\n",
"))\n",
"\n",
"# Change the bar mode\n",
"fig.update_layout(title_x=0.5, title_y=0.97)\n",
"\n",
"# change y-axis limits\n",
"fig.update_yaxes(range=[0, 16])\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.show()"
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"### Career length by career start date and role\n",
"We now assess the average career length of participants by their career start date and role type. We use heatmaps to visualise this. Heatmaps are provided for all the data, and data for Males and Females, respectively."
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"# change all Year_diff2 to the max value for each person\n",
"tt_withyrdiff_roles['Year_decade2'] = tt_withyrdiff_roles.groupby(['COMBINED.NAME'])['Year_decade'].transform('min')\n",
"\n",
"byrole = tt_withyrdiff_roles[['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Greens')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role, All',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"\n",
"fig.show()\n",
"\n",
"# females\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'F'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Oranges')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role, Females',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# Males\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'M'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Blues')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role, Males',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "8e53f8cd",
"metadata": {
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"tt_withyrdiff_roles['Year_decade2'] = tt_withyrdiff_roles.groupby(['COMBINED.NAME'])['Year_decade'].transform('min')\n",
"\n",
"byrole = tt_withyrdiff_roles[['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Greens')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role, All',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"\n",
"fig.show()\n",
"\n",
"# females\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'F'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Oranges')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role, Females',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# Males\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'M'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Blues')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role, Males',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()"
]
},
{
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"source": [
"# change all Year_diff2 to the max value for each person\n",
"tt_withyrdiff_roles['Year_decade2'] = tt_withyrdiff_roles.groupby(['COMBINED.NAME'])['Year_decade'].transform('min')\n",
"\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles.Year_diff2 != 1][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Greens')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role (after omitting short-term), All',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"\n",
"fig.show()\n",
"\n",
"# females\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'F'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Oranges')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role (after omitting short-term), Females',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# Males\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'M'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].mean().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Blues')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Mean career length by employment start decade and role (after omitting short-term), Males',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "74cd14db",
"metadata": {
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"#9c179e"
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[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"font": {
"size": 16
},
"text": "Median career length by employment start decade and role (after omitting short-term), Males",
"x": 0.5,
"y": 0.97
},
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"tickfont": {
"size": 14
},
"title": {
"text": ""
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"tickfont": {
"size": 14
},
"title": {
"text": ""
}
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# change all Year_diff2 to the max value for each person\n",
"tt_withyrdiff_roles['Year_decade2'] = tt_withyrdiff_roles.groupby(['COMBINED.NAME'])['Year_decade'].transform('min')\n",
"\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles.Year_diff2 != 1][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Greens')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role (after omitting short-term), All',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" title_font_size=16,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"\n",
"fig.show()\n",
"\n",
"# females\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'F'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Oranges')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role (after omitting short-term), Females',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
" ,title_font_size=16\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()\n",
"\n",
"\n",
"# Males\n",
"byrole = tt_withyrdiff_roles[tt_withyrdiff_roles['Gender'] == 'M'][['COMBINED.NAME','Year_decade2','Roles','Year_diff2']]\\\n",
" .drop_duplicates(['COMBINED.NAME','Roles'])\\\n",
" .groupby(['Year_decade2','Roles'])['Year_diff2'].median().reset_index()\n",
"\n",
"byrole = byrole[(byrole['Roles']!='Injured') & (byrole['Roles']!='Unknown')]\n",
"byrole['Year_decade2'] = byrole['Year_decade2'].astype(str)\n",
"\n",
"# heatmap takes average\n",
"fig = px.density_heatmap(\n",
" data_frame = byrole\n",
" ,y = 'Roles'\n",
" ,x = 'Year_decade2',\n",
" z = 'Year_diff2',\n",
" range_color = [0,35],\n",
" color_continuous_scale='Blues')\n",
"\n",
"# make y-axis labels larger\n",
"fig.update_yaxes(tickfont=dict(size=14),title_text='')\n",
"fig.update_xaxes(tickfont=dict(size=14),title_text='')\n",
"\n",
"fig.update_layout(\n",
" title='Median career length by employment start decade and role (after omitting short-term), Males',\n",
" title_x=0.5,\n",
" title_y=0.97,\n",
" coloraxis_colorbar=dict(\n",
" title=\"\",\n",
" tickfont=dict(size=14))\n",
" ,title_font_size=16\n",
")\n",
"\n",
"# add values in each cell\n",
"fig.update_traces(texttemplate='%{z:.2f}')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "2da070bf",
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# fig = px.strip(data, x='Year', y='COMBINED.NAME', #color=\"Roles\", hover_data=['Roles'], \n",
"# stripmode='group')\n",
"# # color_discrete_sequence = ['#e377c2', '#1f77b4', '#ff7f0e', '#2ca02c', '#8c564b', '#9467bd', '#d62728'])\n",
"\n",
"# # add jitter\n",
"# # make hover have no title, just the value\n",
"# fig.update_traces(\n",
"# hovertemplate=\" \".join([\n",
"# \"%{customdata[0]}\",\n",
"# \"%{y},%{x}\"\n",
"# ])\n",
"# )\n",
"# # # add color_map to change data points\n",
"# # color_map = {'M': 'tab:blue', 'F': 'tab:orange', 'U': 'tab:green', 'O': 'tab:red'}\n",
"\n",
"# # move legend to top and horizontal\n",
"# # fig.update_layout(legend=dict(\n",
"# # orientation=\"h\",\n",
"# # yanchor=\"bottom\",\n",
"# # y=0.94,\n",
"# # xanchor=\"right\",\n",
"# # x=0.935,\n",
"# # font=dict(size=12),\n",
"# # # make background a little transparent\n",
"# # bgcolor='rgba(255,255,255,0.5)',\n",
"# # bordercolor='black',\n",
"# # borderwidth=1\n",
"# # ))\n",
"\n",
"\n",
"# # add marker outline\n",
"# fig.update_traces(marker_line_width=1, marker_line_color='black')\n",
"\n",
"# # change marker colour according Gender\n",
"# fig.update_traces(marker=dict(size=20),\n",
"# # jitter=1, \n",
"# opacity=0.6)\n",
"\n",
"# # make figure wider\n",
"# fig.update_layout(height=800)\n",
"\n",
"# # add gridlines for y-axis\n",
"# fig.update_yaxes(showgrid=True, gridwidth=1, tickfont=dict(size=15), title_text='')\n",
"# fig.update_xaxes(showgrid=True, tickfont=dict(size=16), title_text='') #,showticklabels=False)\n",
"\n",
"# # add horizontal line between two data points with transparent colour\n",
"# fig.add_shape(type=\"line\", x0=2002, y0=15, x1=2009, y1=15, line=dict(color=\"rgba(255,255,255,1)\", width=1.5))\n",
"\n",
"\n",
"\n",
"# # make y-limits bigger\n",
"# fig.update_yaxes(range=[-1, 16])\n",
"\n",
"# # add title\n",
"# fig.update_layout(title_text=\"Participants with one-year careers with Circus Oz\", title_font_size=20, title_x=0.5, title_y=0.995)\n",
"# fig.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "5904c5b6",
"metadata": {},
"source": [
"## Person-level data"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "0cf5953a",
"metadata": {},
"source": [
"### Person summary\n",
"\n",
"We calculate summary statistics of participation rate across all persons and also across gender. These are shown in the table below.\n",
"\n",
"| Gender | Count | Mean | Standard Deviation | Min | 25% | 50% (Median) | 75% | Max |\n",
"| :- | :- | :- | :- | :- | :- | :- | :- | :- |\n",
"| All | 796 | 17.5 | 36.8 | 1 | 1 | 2 | 15 | 374 |\n",
"| M | 149 | 36.8 | 56.3 | 1 | 4 | 15 | 43| 374 |\n",
"| F | 152 | 42.3 | 47.8 | 1 | 10 | 27 | 54 | 253 |\n",
"| Unconfirmed | 495 | 4.0 | 6.9 | 1 | 1 | 1 | 3 | 83 |\n",
"\n",
"**Some insights from the above**:\n",
"- 796 unique persons (excluding injured).\n",
"- Mean number of events per person = 17.5.\n",
"- However, median (2) is a better measure of centrality as the data is right skewed.\n",
"- 75% of the data participate in 15 or less events.\n",
" \n",
"- `Male` and `Female` median is a lot larger when we disregard other values in the Gender column.\n",
" - This plays into the idea that people with fewer records have less information about them.\n",
"- Compared to `Male` (149) and `Female` (152), `Unconfirmed` occurs far more frequently (495).\n",
"- `Female` median (27) is larger than male (15).\n",
" \n",
"- 75% of `Male` perform in less than 43 events.\n",
"- 75% of `Female` perform in less than 54 events.\n",
"- 75% of `Unconfirmed` perform in 3 or less events.\n",
"\n",
"We also provide a histogram with a layered boxplot to highlight the skewness seen in participation rates."
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "718d0dd2",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, \n",
" gridspec_kw={\"height_ratios\": (.15, .85)})\n",
"\n",
"sns.boxplot(x=df_noinjuries['PERSON.NUMBER'].value_counts(), ax=ax_box)\n",
"sns.histplot(x=df_noinjuries['PERSON.NUMBER'].value_counts(), \n",
" bins=12, ax=ax_hist)\n",
"\n",
"ax_box.set(yticks=[])\n",
"sns.despine(ax=ax_hist)\n",
"sns.despine(ax=ax_box, left=True)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "310fb034",
"metadata": {},
"source": [
"Below we list 20 people who have been involved in the most Circus Oz events. We have coloured each bar according to the gender record.\n",
"- Tim Coldwell leads with 369 events followed by Michael Ling with 304 events.\n",
"- Both males and females are among the highest\n",
"\n",
"One interesting insight from looking at participation rates is that 98% of all events in the data have links to one person among the top 1% of most active participants (from Tim Coldwell to Chris Lewis). "
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "369ac764",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"\n",
"persons_freq = pd.DataFrame(df_noinjuries\\\n",
" .drop_duplicates(['COMBINED.NAME','EVENT.NUMBER'])['COMBINED.NAME']\\\n",
" .value_counts())\n",
"\n",
"# df_noinjuries[df_noinjuries['COMBINED.NAME'].isin(['Tim Coldwell','Michael Ling','Linda Mickleborough','Laurel Frank',\n",
"# 'Matthew Hughes','Stephen Burton','Chris Lewis'])]['EVENT.NUMBER'].nunique()/436 # 0.979\n",
"\n",
"tab_df = persons_freq\\\n",
" .reset_index()\\\n",
" .rename({'index':'Person',\n",
" 'COMBINED.NAME':'Frequency'}, axis=1)\\\n",
" .head(20)\\\n",
" .sort_values('Frequency')\n",
"\n",
"# labels = (tab_df['Frequency']/persons_freq.shape[0])\\\n",
"# .round(2).astype('str') + '%'\n",
"\n",
"labels = ' ' + tab_df['Frequency'].astype('str')\n",
"\n",
"tab_df.plot.barh(x='Person', y='Frequency',rot=0, ax=ax)\n",
"\n",
"# # make x-axis labels different colors\n",
"colors_for_plot = []\n",
"this_col = ''\n",
"for label in ax.get_yticklabels():\n",
" gender_label = data[data['COMBINED.NAME'] == label.get_text()]['Gender'].values[0]\n",
" if gender_label == 'M': this_col = '#1f77b4'\n",
" elif gender_label == 'F': this_col = '#ff7f0e'\n",
" else: this_col = '#d62728'\n",
" colors_for_plot.append(this_col)\n",
" label.set_color(this_col)\n",
"\n",
"tab_df.plot.barh(x='Person', y='Frequency',rot=0, ax=ax, color=colors_for_plot)\n",
"\n",
"# add bar labels\n",
"[ax.bar_label(container, labels=labels, color='dimgrey')\n",
" for container in ax.containers]\n",
"\n",
"# remove legend and y-axis title\n",
"ax.legend().set_visible(False)\n",
"plt.ylabel(None)\n",
"plt.title('People with the highest participation rates, Top 20\\n')\n",
"\n",
"plt.xlim([0, 405])\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "fb65f7b6",
"metadata": {},
"source": [
"```{epigraph}\n",
"98% of all events in the data have links to the top 1% of most active participants.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "de5f4850",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ss = df_noinjuries[['PERSON.NUMBER','COMBINED.NAME','EVENT.NUMBER','Gender','ROLE.CATEGORY.CONCATINATE','Year','Year_decade']]\\\n",
" .drop_duplicates()\\\n",
" .copy()\n",
"\n",
"ss = ss[ss['Year'] < 2011].assign(Roles=ss['ROLE.CATEGORY.CONCATINATE']\\\n",
" .str.split(' ')).explode('Roles').reset_index(drop=True).copy()\n",
"\n",
"for r in ss[~ss.Roles.isnull()].Roles.unique():\n",
" if r in ['Unknown', 'Injured', 'Missing']: continue\n",
"\n",
" fig, ax = plt.subplots(figsize=(8, 4))\n",
"\n",
" persons_freq = pd.DataFrame(ss[ss.Roles == r]\\\n",
" .drop_duplicates(['COMBINED.NAME','EVENT.NUMBER'])['COMBINED.NAME']\\\n",
" .value_counts())\n",
"\n",
" # df_noinjuries[df_noinjuries['COMBINED.NAME'].isin(['Tim Coldwell','Michael Ling','Linda Mickleborough','Laurel Frank',\n",
" # 'Matthew Hughes','Stephen Burton','Chris Lewis'])]['EVENT.NUMBER'].nunique()/436 # 0.979\n",
"\n",
" tab_df = persons_freq\\\n",
" .reset_index()\\\n",
" .rename({'index':'Person',\n",
" 'COMBINED.NAME':'Frequency'}, axis=1)\\\n",
" .head(10)\\\n",
" .sort_values('Frequency')\n",
"\n",
" # labels = (tab_df['Frequency']/persons_freq.shape[0])\\\n",
" # .round(2).astype('str') + '%'\n",
"\n",
" labels = ' ' + tab_df['Frequency'].astype('str')\n",
"\n",
" tab_df.plot.barh(x='Person', y='Frequency',rot=0, ax=ax)\n",
"\n",
" # # make x-axis labels different colors\n",
" colors_for_plot = []\n",
" this_col = ''\n",
" for label in ax.get_yticklabels():\n",
" gender_label = ss[ss['COMBINED.NAME'] == label.get_text()]['Gender'].values[0]\n",
" if gender_label == 'M': this_col = '#1f77b4'\n",
" elif gender_label == 'F': this_col = '#ff7f0e'\n",
" else: this_col = '#d62728'\n",
" colors_for_plot.append(this_col)\n",
" label.set_color(this_col)\n",
"\n",
" tab_df.plot.barh(x='Person', y='Frequency',rot=0, ax=ax, color=colors_for_plot)\n",
"\n",
" # add bar labels\n",
" [ax.bar_label(container, labels=labels, color='dimgrey')\n",
" for container in ax.containers]\n",
"\n",
" # remove legend and y-axis title\n",
" ax.legend().set_visible(False)\n",
" plt.ylabel(None)\n",
" plt.title(f'{r}s with the highest participation rates, Top 10\\n')\n",
"\n",
" plt.xlim([0, 360])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "41e4db9a",
"metadata": {
"tags": [
"hide-cell",
"remove-cell"
]
},
"outputs": [],
"source": [
"### Output top 100 for Kirsten and Gillian\n",
"# def make_categories_to_string(col = 'Primary.Role_(FMP)'):\n",
"# roles = list(this_person[col].value_counts().reset_index()['index'].values)\n",
"# if 'Injured' in roles: roles.remove('Injured')\n",
"# return(\", \".join(roles))\n",
"\n",
"# df2 = pd.read_excel('data/23 Nov_Circus Oz_MasterList-RoleCategories_1978-2009_WorkingOut.xlsx')\n",
"\n",
"# # remove redundant rows\n",
"# df2 = df2[~df2['PERSON.NUMBER'].isnull()][['PERSON.NUMBER','COMBINED.NAME','Gender','Primary.Role_(FMP)', 'Secondary.role_(FMP)', \n",
"# 'Personnel.Note.1_(FMP)','Personnel.Note.2_(FMP)', 'Role.1.Binders.2003-04_(FMP)', 'Role.2.Binders.2003-04_(FMP)', 'Role.3.Binders.2003-04_(FMP)',\n",
"# 'Contributor.Function.1_(AS)', 'Contributor.Function.2_(AS)','Contributor.Function.3_(AS)', 'Video.Id.description_(CO-clips)',\n",
"# 'Estimated.Role','Estimated.Role.Note']].drop_duplicates()\n",
" \n",
"# # assign event number to each related person\n",
"# for person_no in df2['PERSON.NUMBER'].unique():\n",
"# this_person = df2[df2['PERSON.NUMBER'] == person_no]\n",
"\n",
"# for column in df2.columns:\n",
"# if (column != 'PERSON.NUMBER') & (column != 'COMBINED.NAME') & (column != 'Gender'):\n",
"# this_roles = make_categories_to_string(col = column)\n",
"\n",
"# # assign roles to person in df2\n",
"# df2.loc[df2['PERSON.NUMBER'] == person_no, column] = this_roles\n",
" \n",
"\n",
"# top100 = df_noinjuries.drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100)\n",
"# top100_performers = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'Performer' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 100\n",
"\n",
"# top100_musicians = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'Musician' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 57\n",
"\n",
"# top100_admin = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'Administration' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 100\n",
"\n",
"# top100_keycreative = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'KeyCreative' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 97\n",
"\n",
"# top100_crew = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'Crew' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 100\n",
"\n",
"# top100_subsidiary = df_noinjuries[df_noinjuries['Role.Category.Concatinate'].apply(lambda x: not isinstance(x, float) and 'Subsidiary' in x)]\\\n",
"# .drop_duplicates(subset=['EVENT.NUMBER','PERSON.NUMBER'])['PERSON.NUMBER'].value_counts().head(100) # 100\n",
"\n",
"# top100 = pd.merge(top100.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_performers = pd.merge(top100_performers.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_musicians = pd.merge(top100_musicians.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_admin = pd.merge(top100_admin.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_keycreative = pd.merge(top100_keycreative.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_crew = pd.merge(top100_crew.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"# top100_subsidiary = pd.merge(top100_subsidiary.reset_index().rename(columns={'index':'PERSON.NUMBER', 'PERSON.NUMBER':'Count'}), df2.drop_duplicates(), on='PERSON.NUMBER')\n",
"\n",
"# # Create an ExcelWriter object\n",
"# writer = pd.ExcelWriter('top100.xlsx', engine='openpyxl')\n",
"\n",
"# # Write each dataframe to a separate sheet in the workbook\n",
"# top100.to_excel(writer, sheet_name='top100')\n",
"# top100_performers.to_excel(writer, sheet_name='top100_performers')\n",
"# top100_musicians.to_excel(writer, sheet_name='top100_musicians')\n",
"# top100_admin.to_excel(writer, sheet_name='top100_admin')\n",
"# top100_keycreative.to_excel(writer, sheet_name='top100_keycreative')\n",
"# top100_crew.to_excel(writer, sheet_name='top100_crew')\n",
"# top100_subsidiary.to_excel(writer, sheet_name='top100_subsidiary')\n",
"\n",
"# # Save the workbook\n",
"# writer.save()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "dba38578",
"metadata": {},
"source": [
"## Role-level data\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "f5d385d4",
"metadata": {},
"source": [
"### Roles\n",
"\n",
"We take a deep dive into the recorded roles across the participant data. A person can have many roles within an event (see proportions below).\n",
"\n",
"| Number of roles | Proportion |\n",
"| :- | :- |\n",
"| 1 | 93.1% |\n",
"| 2 | 6.0% |\n",
"| 3 | 0.8% |\n",
"| 4 | 0.1% |\n",
"\n",
"We first review the distribution across role types by treating each role within an event for a given person as one record. `Performer` has the most records making up 31% of the data."
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "b642687c",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['ROLE.CATEGORY.CONCATINATE'] = df['ROLE.CATEGORY.CONCATINATE'].fillna('Missing')\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in df['ROLE.CATEGORY.CONCATINATE'].values]\n",
"transactions_m = [row.split() for row in \n",
" df[df.Gender=='M']['ROLE.CATEGORY.CONCATINATE'].values]\n",
"transactions_f = [row.split() for row in \n",
" df[df.Gender=='F']['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles = role_count.sort_values('Count', ascending=True)\n",
"\n",
"labels = ' ' + toproles['Count'].astype('str') + ' (' \\\n",
" + (toproles['Count']/toproles['Count'].sum())\\\n",
" .round(2).astype('str') + '%)'\n",
"\n",
"ax = toproles.plot.barh(x='Role', y='Count',rot=0)\n",
"\n",
"# add bar labels\n",
"[ax.bar_label(container, labels=labels) \n",
" for container in ax.containers]\n",
"\n",
"# remove legend and y-axis title\n",
"ax.legend().set_visible(False)\n",
"plt.ylabel(None)\n",
"plt.title('Proportion of role occurrences')\n",
"\n",
"plt.xlim([0, 6250])\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "33c9f8d1",
"metadata": {},
"source": [
"#### How many roles on average?\n",
"\n",
"We explore whether certain roles on average (median) tend to be pairs or not. The visualisaiton below highlights the median number of roles given a role type. This bar chart suggests that most of time people tend to do one role only during an event.\n",
"\n",
"We also tested averaged differences for data filtered on `Males` and `Females`, and found only one difference. Our findings are summarised below.\n",
"- On average, male `Musician` tend to have one extra role, while majority of female musicians are solely `Musician`.\n",
"- 47% of male `Musician` are also listed as being a `Performer`.\n",
"- 14% of male `Musician` are also listed as being a `KeyCreative`."
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "9b4a69cb",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roles_unique = []\n",
"\n",
"for ele in transactions:\n",
" x=np.array(ele)\n",
" roles_unique.extend(x)\n",
" \n",
"roles_averages = dict()\n",
"\n",
"for y in list(np.unique(np.array(roles_unique))):\n",
" number_roles = []\n",
" _ = [number_roles.append(len(x)) for x in transactions if y in x]\n",
" roles_averages[y] = pd.DataFrame(number_roles).median().values[0]\n",
" \n",
"roles_averages_df = pd.DataFrame(roles_averages.items())\n",
"roles_averages_df.columns = ['Role','Avg. no of Roles']\n",
"roles_averages_df = roles_averages_df.set_index('Role')\n",
"roles_averages_df.sort_values('Role', ascending=False).plot(kind = 'barh')\n",
"\n",
"# adjust legend\n",
"plt.legend().set_visible(False)\n",
"plt.show()\n",
"\n",
"# check for differences between Male and Female subsets\n",
"for y in list(np.unique(np.array(roles_unique))):\n",
" number_roles_m = []\n",
" number_roles_f = []\n",
" _ = [number_roles_m.append(len(x)) for x in transactions_m if y in x]\n",
" _ = [number_roles_f.append(len(x)) for x in transactions_f if y in x]\n",
" diff = pd.DataFrame(number_roles_m).median().values[0] - pd.DataFrame(number_roles_f).median().values[0]\n",
" # if abs(diff) >= 1: print(y, pd.DataFrame(number_roles_m).median().values[0],\n",
" # pd.DataFrame(number_roles_f).median().values[0])"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "3090cedb",
"metadata": {},
"source": [
"```{epigraph}\n",
"On average, male musicians tend to have one extra role, while majority of female musicians are solely a musician.\n",
"```"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "5ec5950a",
"metadata": {},
"source": [
"#### Association Rule Mining\n",
"\n",
"Now we assess the occurrences of multiple roles happening together. We adopt association rule mining as it can help us answer questions such as what's the likelihood of a `Perfomer` also being a `Musician`. This becomes more interesting as we drill down across gender and time. \n",
"\n",
"We start by generating association rules for the data in its entirety.\n",
"- 66% of people who are KeyCreatives and Musicians tend to also be Performers\n",
"- 43% of people who are Musicians tend to also be Performers\n",
"- 26% of people who are KeyCreatives and Performers tend to also be Musicians"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "6a5d5889",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" antecedents \n",
" consequents \n",
" antecedent support \n",
" consequent support \n",
" support \n",
" confidence \n",
" \n",
" \n",
" \n",
" \n",
" 4 \n",
" (Musician, KeyCreative) \n",
" (Performer) \n",
" 0.007593 \n",
" 0.332288 \n",
" 0.005016 \n",
" 0.660550 \n",
" \n",
" \n",
" 1 \n",
" (Musician) \n",
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" 0.332288 \n",
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" 0.432166 \n",
" \n",
" \n",
" 3 \n",
" (Performer, KeyCreative) \n",
" (Musician) \n",
" 0.019505 \n",
" 0.063671 \n",
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" 0.257143 \n",
" \n",
" \n",
" 2 \n",
" (Performer, Musician) \n",
" (KeyCreative) \n",
" 0.027517 \n",
" 0.158830 \n",
" 0.005016 \n",
" 0.182278 \n",
" \n",
" \n",
" 0 \n",
" (Performer) \n",
" (Musician) \n",
" 0.332288 \n",
" 0.063671 \n",
" 0.027517 \n",
" 0.082809 \n",
" \n",
" \n",
" 6 \n",
" (Musician) \n",
" (Performer, KeyCreative) \n",
" 0.063671 \n",
" 0.019505 \n",
" 0.005016 \n",
" 0.078775 \n",
" \n",
" \n",
" 7 \n",
" (KeyCreative) \n",
" (Performer, Musician) \n",
" 0.158830 \n",
" 0.027517 \n",
" 0.005016 \n",
" 0.031579 \n",
" \n",
" \n",
" 5 \n",
" (Performer) \n",
" (Musician, KeyCreative) \n",
" 0.332288 \n",
" 0.007593 \n",
" 0.005016 \n",
" 0.015094 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" antecedents consequents antecedent support \\\n",
"4 (Musician, KeyCreative) (Performer) 0.007593 \n",
"1 (Musician) (Performer) 0.063671 \n",
"3 (Performer, KeyCreative) (Musician) 0.019505 \n",
"2 (Performer, Musician) (KeyCreative) 0.027517 \n",
"0 (Performer) (Musician) 0.332288 \n",
"6 (Musician) (Performer, KeyCreative) 0.063671 \n",
"7 (KeyCreative) (Performer, Musician) 0.158830 \n",
"5 (Performer) (Musician, KeyCreative) 0.332288 \n",
"\n",
" consequent support support confidence \n",
"4 0.332288 0.005016 0.660550 \n",
"1 0.332288 0.027517 0.432166 \n",
"3 0.063671 0.005016 0.257143 \n",
"2 0.158830 0.005016 0.182278 \n",
"0 0.063671 0.027517 0.082809 \n",
"6 0.019505 0.005016 0.078775 \n",
"7 0.027517 0.005016 0.031579 \n",
"5 0.007593 0.005016 0.015094 "
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"te = TransactionEncoder()\n",
"te_array = te.fit(transactions).transform(transactions)\n",
"te_df = pd.DataFrame(te_array, columns=te.columns_)\n",
"frequent_itemsets_ap = apriori(te_df, min_support=0.005, use_colnames=True)\n",
"rules_ap = association_rules(frequent_itemsets_ap, \n",
" metric=\"lift\", \n",
" min_threshold=1)\n",
"\n",
"# rules_ap[rules_ap.lift >= 1].sort_values('confidence', ascending = False).head(10)\n",
"rules_ap.sort_values('confidence', ascending = False)\\\n",
".drop(['lift','leverage','conviction'],axis=1) #.head(10)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "91f3b5a7",
"metadata": {},
"source": [
"```{note}\n",
"- **Antecedents**: Antecedents are the items or conditions that are present in a given itemset (i.e., roles) in an association rule. They are also known as the \"left-hand side\" or \"premise\" of the rule.\n",
"- **Consequents**: Consequents are the items or conditions that are predicted to occur in a given itemset based on the presence of the antecedents in the association rule. They are also known as the \"right-hand side\" or \"conclusion\" of the rule.\n",
"- **Antecedent support**: Antecedent support is the percentage of itemsets in the dataset that contain the antecedents of an association rule.\n",
"- **Consequent support**: Consequent support is the percentage of itemsets in the dataset that contain the consequents of an association rule.\n",
"- **Support**: Support is a measure of how frequently an association rule occurs in the dataset. It is calculated as the percentage of itemsets that contain both the antecedents and the consequents of the rule.\n",
"- **Confidence**: Confidence is a measure of how strongly the presence of the antecedents in an itemset predicts the presence of the consequents. It is calculated as the percentage of itemsets that contain the antecedents and the consequents, divided by the percentage of itemsets that contain the antecedents.\n",
"```"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "9e62d09a",
"metadata": {},
"source": [
"Next we generate association rules for `Male` data and `Female` data, and compare the confidence of the rules to highlight any significant differences. Below are rules with a difference larger than 5%.\n",
"\n",
"- `Males` who are `KeyCreatives` tend to also be `Performers` 8\\% more than `Females`\n",
"- `Males` who are `Musicians` tend to also be `Performers` 9\\% more than `Males`."
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "6c834891",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" antecedents \n",
" consequents \n",
" support_M \n",
" support_F \n",
" confidence_M \n",
" confidence_F \n",
" diff \n",
" \n",
" \n",
" \n",
" \n",
" 7 \n",
" (Musician) \n",
" (Performer) \n",
" 0.043 \n",
" 0.022 \n",
" 0.470 \n",
" 0.380 \n",
" 0.090 \n",
" \n",
" \n",
" 5 \n",
" (KeyCreative) \n",
" (Performer) \n",
" 0.033 \n",
" 0.014 \n",
" 0.164 \n",
" 0.085 \n",
" 0.079 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" antecedents consequents support_M support_F confidence_M \\\n",
"7 (Musician) (Performer) 0.043 0.022 0.470 \n",
"5 (KeyCreative) (Performer) 0.033 0.014 0.164 \n",
"\n",
" confidence_F diff \n",
"7 0.380 0.090 \n",
"5 0.085 0.079 "
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"te = TransactionEncoder()\n",
"te_array = te.fit(transactions_m).transform(transactions_m)\n",
"te_df = pd.DataFrame(te_array, columns=te.columns_)\n",
"frequent_itemsets_ap = apriori(te_df, min_support=0.005, use_colnames=True)\n",
"rules_ap_m = association_rules(frequent_itemsets_ap, \n",
" metric=\"confidence\", \n",
" min_threshold=0.005)\n",
"\n",
"te = TransactionEncoder()\n",
"te_array = te.fit(transactions_f).transform(transactions_f)\n",
"te_df = pd.DataFrame(te_array, columns=te.columns_)\n",
"frequent_itemsets_ap = apriori(te_df, min_support=0.005, use_colnames=True)\n",
"rules_ap_f = association_rules(frequent_itemsets_ap, \n",
" metric=\"confidence\", \n",
" min_threshold=0.005)\n",
"\n",
"\n",
"pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
"\n",
"supports = pd.merge(rules_ap_m, rules_ap_f, on=['antecedents','consequents'])\n",
"supports = supports[['antecedents','consequents',\n",
" 'support_x','support_y',\n",
" 'confidence_x','confidence_y']]\n",
"supports.columns = ['antecedents','consequents', 'support_M','support_F',\n",
" 'confidence_M','confidence_F'] \n",
"supports['diff'] = supports['confidence_M'] - supports['confidence_F']\n",
"supports[abs(supports['diff']) > 0.05].sort_values('diff', ascending=False)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "caa60d41",
"metadata": {},
"source": [
"#### Role changes over time\n",
"\n",
"We visualise role types over time excluding Missing, Unknown and Injured categories. Across each five-year period, `Performer` is the role type with the highest frequency, followed by `KeyCreative` and `Crew`. All role types follow a similiar trajectory, with the exception of `Musician`.\n",
"\n",
"The second visualisation uses proportion instead of frequency - this allows for a more balanced view for each respective five-year period. It tells a slightly different story in which the `Performer` role is proportionally decreasing."
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "8871f85a",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# remove injuries and missing data\n",
"df_noinjuries = df[df['ROLE.CATEGORY.CONCATINATE'] != 'Injured']\n",
"\n",
"df_noinjuries[\"Role.Category.Concatinate\"] = df_noinjuries[\"ROLE.CATEGORY.CONCATINATE\"]\\\n",
" .apply(lambda x: re.sub(\"Injured\", \"\", x))\\\n",
" .apply(lambda x: re.sub(\"Unknown\", \"\", x))\\\n",
" .str\\\n",
" .strip()\n",
" \n",
"df_noinjuries = df_noinjuries[~df_noinjuries[\"ROLE.CATEGORY.CONCATINATE\"].isin([\"\", \"Missing\", \"Unknown\"])]\n",
"\n",
"toproles_decade = pd.DataFrame()\n",
"\n",
"### 1975\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 1975]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 1975\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 1980\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 1980]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 1980\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 1985\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 1985]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 1985\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 1990\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 1990]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 1990\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 1995\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 1995]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 1995\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 2000\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 2000]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 2000\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"### 2005\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 2005]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 2005\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"\n",
"### 2010\n",
"data_70s = df_noinjuries[df_noinjuries['Year_decade'] == 2010]\n",
"\n",
"# convert the DataFrame to a list of transactions\n",
"transactions = [row.split() for row in data_70s['ROLE.CATEGORY.CONCATINATE'].values]\n",
"\n",
"roles_dict = dict()\n",
"\n",
"#printing the counts\n",
"for role in transactions:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
" \n",
"role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
"toproles_70s = role_count.sort_values('Count', ascending=True)\n",
"toproles_70s['Decade'] = 2005\n",
"toproles_70s['Proportion'] = toproles_70s['Count']/toproles_70s['Count'].sum()\n",
"toproles_decade = pd.concat([toproles_decade,toproles_70s])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"for x in toproles_decade[toproles_decade.Role != 'Injured']['Role'].unique():\n",
" plt.plot(toproles_decade[toproles_decade['Role']== x]['Decade'],\n",
" toproles_decade[toproles_decade['Role']== x]['Count'], \n",
" label = x, marker='o',color = color_dict2[x])\n",
"\n",
"plt.legend(loc=\"upper left\", ncol=2, facecolor='white', framealpha=1)\n",
"plt.title('Role participation by demi-decade', )\n",
"ax.set_xlabel('')\n",
"\n",
"plt.xticks(range(1975, 2010, 5), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "809fdf12",
"metadata": {
"scrolled": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"for x in toproles_decade[toproles_decade.Role != 'Injured']['Role'].unique():\n",
" plt.plot(toproles_decade[toproles_decade['Role']== x]['Decade'],\n",
" toproles_decade[toproles_decade['Role']== x]['Proportion'], \n",
" label = x, marker='o', color = color_dict2[x])\n",
"\n",
"plt.legend(loc=\"upper right\", ncol=3, facecolor='white', framealpha=1)\n",
"plt.title('Role participation proportion by demi-decade', )\n",
"ax.set_xlabel('')\n",
"plt.xticks(range(1975, 2010, 5), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "a840dc9c",
"metadata": {},
"source": [
"#### Male and female proportion by role over time\n",
"\n",
"We isolate the data for each role and assess the data with respect to `Males` and `Females`. This is repeated using proportions. Main findings are listed below.\n",
"\n",
"- There have been more female `KeyCreatives` participations over time, with the exception of 95-99 and 05-09.\n",
"- Post-1995 more males participated as `Crew` members.\n",
"- There have been more male `Musicians` participations over time, with the exception of 85-89 and 05-09.\n",
"- There have been more male `Performers` participations over time.\n",
"- There have been more females participating in `Administration` over time. Interesting to see no `Administration` records prior to 1980.\n",
"- There have been more females participating as a `Subsidiary`, however data is only recorded between 1990 and 2004.\n"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "8fab8989",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"toproles_decade_gender = pd.DataFrame()\n",
"supports_decade = pd.DataFrame()\n",
"\n",
"for x in list(df_noinjuries['Year_decade'].unique())[:-1]: \n",
" ### 1975\n",
" data_70s = df_noinjuries[df_noinjuries['Year_decade'] == x]\n",
"\n",
" # convert the DataFrame to a list of transactions\n",
" transactions_m = [row.split() for row in \n",
" data_70s[(data_70s.Gender=='M')]['ROLE.CATEGORY.CONCATINATE'].values]\n",
" transactions_f = [row.split() for row in \n",
" data_70s[data_70s.Gender=='F']['ROLE.CATEGORY.CONCATINATE'].values]\n",
" roles_dict = dict()\n",
"\n",
" #printing the counts\n",
" for role in transactions_m:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
"\n",
" role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
" toproles_70s_m = role_count.sort_values('Count', ascending=True)\n",
" toproles_70s_m['Decade'] = x\n",
" # toproles_70s_m['Gender'] = 'Male'\n",
"\n",
" roles_dict = dict()\n",
" \n",
" #printing the counts\n",
" for role in transactions_f:\n",
" for r in role:\n",
" if r in roles_dict: roles_dict[r] += 1\n",
" else: roles_dict[r] = 1\n",
"\n",
" role_count = pd.DataFrame(roles_dict.items(), \n",
" columns=['Role', 'Count'])\n",
" toproles_70s_f = role_count.sort_values('Count', ascending=True)\n",
" toproles_70s_f['Decade'] = x\n",
" # toproles_70s_f['Gender'] = 'Female'\n",
" \n",
" toproles_70s_mf = pd.merge(toproles_70s_m, toproles_70s_f[['Role','Decade','Count']], on=['Role','Decade'])\n",
" toproles_70s_mf['count_sum'] = toproles_70s_mf['Count_x'] + toproles_70s_mf['Count_y']\n",
" toproles_70s_mf['Proportion_x'] = toproles_70s_mf['Count_x']/toproles_70s_mf['count_sum']\n",
" toproles_70s_mf['Proportion_y'] = toproles_70s_mf['Count_y']/toproles_70s_mf['count_sum']\n",
" toproles_decade_gender = pd.concat([toproles_decade_gender,toproles_70s_mf])\n",
" \n",
" te = TransactionEncoder()\n",
" te_array = te.fit(transactions_m).transform(transactions_m)\n",
" te_df = pd.DataFrame(te_array, columns=te.columns_)\n",
" frequent_itemsets_ap = apriori(te_df, min_support=0.001, use_colnames=True)\n",
" rules_ap_m = association_rules(frequent_itemsets_ap, \n",
" metric=\"confidence\", \n",
" min_threshold=0.001)\n",
"\n",
" te = TransactionEncoder()\n",
" te_array = te.fit(transactions_f).transform(transactions_f)\n",
" te_df = pd.DataFrame(te_array, columns=te.columns_)\n",
" frequent_itemsets_ap = apriori(te_df, min_support=0.001, use_colnames=True)\n",
" rules_ap_f = association_rules(frequent_itemsets_ap, \n",
" metric=\"confidence\", \n",
" min_threshold=0.001)\n",
"\n",
" supports = pd.merge(rules_ap_m, rules_ap_f, on=['antecedents','consequents'])\n",
" supports['Decade'] = x\n",
" supports_decade = supports_decade.append(supports)\n",
"\n",
"toproles_decade_gender.columns = ['Role','Count_m','Decade','Count_f',\n",
" 'count_sum','Proportion_m','Proportion_f']\n",
"\n",
"for x in toproles_decade[toproles_decade.Role != 'Injured']['Role'].unique():\n",
" fig, ax = plt.subplots(figsize=(10, 4))\n",
"\n",
" plt.plot(toproles_decade_gender[toproles_decade_gender['Role']==x]['Decade'],\n",
" toproles_decade_gender[toproles_decade_gender['Role']==x]['Count_f'], \n",
" label = 'Females', marker='o', color='tab:orange')\n",
"\n",
" plt.plot(toproles_decade_gender[toproles_decade_gender['Role']==x]['Decade'],\n",
" toproles_decade_gender[toproles_decade_gender['Role']==x]['Count_m'], \n",
" label = 'Males', marker='o', color='tab:blue')\n",
"\n",
" plt.legend(loc=\"best\", ncol=3, facecolor='white', framealpha=1)\n",
" plt.title(f'{x} count by demi-decade, Males and Females', )\n",
" ax.set_xlabel('')\n",
"\n",
" plt.xticks(range(1975, 2010, 5), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "61d3399a",
"metadata": {
"scrolled": true,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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spPv555/p27cvMTExHDt2jNWrV+vm+T0Zy+PzPNKbXKS/Z44cOUL58uUzlIM6OzvneG5Ijx49WLlyZaaLnZ0dkLPPonS1atXK8Ldtb29PxYoVsbS01G17/O89P1+T7HTo0CFDjG3bttX9HiF3r0tu54wdPXqUZs2aYWpqqttWq1Yttm/fTo0aNbK8j6GhYYZRSzMzM5o1a6Yb3WzatCmLFy/G1NSU4OBgduzYwaxZs4iJiSE5OTlHcQUHBxMdHU2nTp0ybK9QoQJ+fn6ZPuef9hler149EhMT6dSpE5MmTeLo0aM0bdqUwYMHS3MMUSRIIwMhcqhMmTKYm5tnOb8i3YMHD0hOTs4w36Bs2bIZ9rl79y6KolC7du0sjxEVFUW1atVo1qwZ+/fv54MPPuDAgQN88sknRERE6Mqldu3alW1pW/rjpH+5ycq9e/ewsbHJ8CUB1C8zQLZf1p/GzMwsw88GBgbPtX7Ek78zAwMDypQpQ2xsLABubm7Uq1ePtWvX0qVLF9auXUvDhg1xcXHJ8nj37t1DUZRMk3ufLAW5e/cu0dHR2Xbfi46OxtraGiDTF28g27LHrLz88suEhYXpfu7atSs9evQAyBRn+mvyeJwhISHZxpmQkMDdu3cpU6aMLlnPyu7du/nuu++4evUq5ubmeHl5YW5uDqilT/nxe8uN9u3bM3v2bI4cOUKdOnXYunUrY8eOfa7n8qS7d+8C6ObZPSl9nsKkSZOYNWsWmzZtYvPmzRgYGNC4cWPGjh1L+fLls7zvqVOn+Oqrrzh16hRmZmZUrlxZ97f5ZCyP/82kv1bp+9y7dy/LCen29vbcunUry8d+nIODAzVr1sz29px+FsHz/b3n12uSnSf/LtM//9I/N3Lzujz5GfQsz/q8zYqtrS3GxsaZYk4/SaDVapk4cSJ//PEHDx48wNnZmVq1amVIrHISF2T9fMqWLZtpHuDTPsP9/PyYM2cOv/32G/Pnz2fWrFnY29szYMAA3nrrrRzHJIS+SNIjRC40bdqUgwcPkpSUlOV/PKtXr+bbb7/lzz//zHDG7HGWlpaULl2ahQsXZnm7m5sboM7r+fTTTzlz5gyRkZHUr1+fyMhIJkyYwJEjRzh37txT17OxtLTMcp2GY8eOYWFhgbW1NXfu3CE1NTVD4pP+xcLGxka37cnRrecZvcmN9C8pjz/+nTt3Mnyp6NatG6NGjSI4OJi9e/fy/fffZ3u89C//T35RTP9CkM7S0hJ3d3cmTJiQ5XFcXV1z+UyyN3PmzAxna21sbHRnmx+vs88uzvr16/Ppp59meWwTExMsLS25e/cuWq02Q+Jz7tw5UlNTsba25oMPPqB169bMnj2bChUqAGpL9vQafn3/3qpWrYqHhwebN28mJSWFpKQkWrRokWm/69evP/O5PMnKygpQ53m4u7tnuj39S6KlpSWffPIJn3zyCVevXuXff/9lxowZfPXVV8ybNy/T/eLj4+nfvz9eXl78/fffVKpUCQMDA3bu3MmWLVty9fxtbGwICQnJtP3J3//zyuln0fPIz9ckO0/+XtL/bm1tbfP0dcmKpaWlrtnK43bu3JlhtP3JeBVFyTBKcuvWLd3nXHqCMXbsWNq2basbVevevXuO40o/AZdVkhwdHZ3hcz4n/P398ff3JyEhgQMHDrBw4UK+++47fH198fHxydWxhChoUt4mRC7069ePu3fvMmnSpEy33b59m3nz5uHm5vbU8pP69evz4MEDFEWhZs2ausulS5f45ZdfdBONmzZtiqIozJw5E3d3dxwdHalevTqWlpb8/PPPWFpaUqdOnWwfp27duty4cYMLFy7otiUnJ/Phhx+yfPly6tevT1paWqZOTenlHunHtrCwICIiIsM+QUFBT/9FZeNpow6P27dvX4YJ11u2bCE1NZUGDRrotrVt25bSpUszevRozMzMaNOmTbbHMzU1xc/Pj61bt2Y4o/t4JzNQX5vw8HDs7OwyvDb79+9n3rx5GBoa5vSpPpOXl1eGx3B1dcXd3R1nZ2c2b96cYd/0kqDH4wwODsbDwyPDMdatW8eKFSswNDSkbt26pKSksHPnTt39FEXhiy++YObMmZw+fZqkpCTee+893RdSQPeFVFGUQvF7a9++Pdu2bWPDhg28/PLLWZ5syMlzeZKPjw/GxsZERkZmiNnY2Jiff/6Z0NBQwsLCaN68ue71qFixIgMGDKBx48aZ3hPprl69yt27d3nzzTepUqWK7m9+165dAJm60T1Nw4YNCQ0N5dSpU7ptMTExHD9+PMfHeJqcfhY9j/x6TZ7myb/LLVu2oNFoaNiw4Qu/Ls/67Kpbty67d+/OcCLjwoULvPvuuxlev8elpKRkSAATExPZtWsXjRo1AtSSucqVK9O9e3ddwhMZGcnFixczxPu02Dw8PLC3t2f9+vUZtt+4cYPjx49nO8qXlR9//JHu3bujKAqlSpWiZcuWugVbH+8EJ0RhJSM9QuSCr68vQ4YMYfLkyVy5coWuXbtiY2PDpUuX+PXXX3UtXJ9W39y8eXPq1avHoEGDGDRoEJUqVeLkyZNMmzaNpk2b6spZrKys8PPzY9u2bfTs2RNA92V2x44ddOzYMVNp2uMCAwNZtGgR77//PkOGDMHW1pY//viDxMRE3njjDcqXL0+DBg0YM2YMUVFReHt7c+jQIebOnUvXrl11i+i1bNmS7du38+233/LSSy9x9OjRZ7bszY6VlRXHjh3j8OHD1K1bN9vf061bt/jwww954403uHbtGhMnTqRJkya6LwOgltZ06NCBZcuW0aNHj0xlGU8aPnw4b731FoMHD6Znz55cu3aNmTNnZvqdLV68mLfffpuBAwfi7OzMvn37mDt3Ln369MlUipLXNBoNI0aM4OOPP+Z///sfAQEBHD9+nCVLlmTYr2/fvvz111/07duXfv36YWNjw8aNG1m+fDmjRo0C1JFCPz8/Ro0axZAhQ3Bzc2P9+vVcvHiRL7/8EltbW4yMjBg/fjz9+vUjOTmZ1atX899//wGPRvPy8vd2/fp1YmJicrVeSfv27fnll19Yt24dM2bMyHKf6tWr5+i5PM7Gxob+/fszZcoU4uPjadCgAZGRkUyZMgWNRkPVqlWxtLTEycmJb775hvj4eCpUqMDp06fZuXMn7733XpaxeHh4YGFhwaxZszAyMsLIyIgtW7awcuVKQC09zKlXXnmFhQsXMnjwYIYNG4aFhQUzZ87MVeL0NDn9LHoe+fWaPM3JkycZMWIEr7zyChcuXGDq1Kn06NGD8uXLU6ZMmRd6XdI/u/bv34+3t3em2wcNGkTPnj11pV7JyclMmTKF6tWr06xZs2w77n3++ecMHToUOzs75s+fz4MHD3TLFdSqVYsZM2YwZ84cfH19CQkJYfbs2SQnJ2eI18rKirNnz3Lo0CFq1aqV4fgGBgYMHz6cUaNGMWzYMLp06cKdO3eYPn061tbWvP3220993o9r1KgRCxYsYOTIkXTu3JmUlBTmzZtHmTJlaNiwYY6PI4S+yEiPELn0/vvv6xKb77//nnfffZdFixbRrFkz/vrrr2dOgDUwMGDOnDl06NCB2bNn884777B06VL69u2baQSpefPmABlGONL/c8mqzOdxFhYWLF68GD8/P7799luGDBlCUlISixYtokKFCmg0GmbPnk2vXr1YuHAh7777Lps3b2bYsGF8++23uuN069aNAQMGsHHjRgYMGEBQUBBTpkzJza9MZ+DAgZw6dYoBAwY89cxgjx49KFu2LB988AFTpkyhU6dOTJ8+PVOSlD6nKTAw8JmPXbduXebOnUtkZCSDBw9m6dKlfPfddxn2KV26NH/88Qd16tRh/PjxDBgwgK1bt/Lxxx/rkon81rFjRyZNmsTx48d5//332bFjB+PGjcuwj6OjI0uXLsXFxYWxY8cycOBATp48ybfffkvfvn0BNUGeO3cuAQEBTJs2jUGDBhEcHMy8efPw8/PDzc2Nn3/+mcjISN5//31dS+BFixah0Wh0k7/z8vc2Y8YMXQKfU5UrV8bT0xMLCwsaN26c5T45fS5PGjp0KCNHjmTbtm0MGDCA8ePHU6dOHRYvXqw7sz59+nT8/f2ZMmUK/fr1Y8mSJQwePJgPPvggy2NaWloyY8YMFEVhyJAhfPrpp9y8eZPFixdjbm6ebSxZMTEx4ffff6devXp8++23fP755zRq1Oipc/lyIzefRbmVn69Jdt566y1SU1MZPHgwixcvZuDAgbr2+y/6uvTu3RtjY2MGDBigGx16nLe3N4sWLUKr1TJs2DDGjRuHr68vc+fOxcTEJNvjjh07lhkzZjBs2DBMTExYsmSJrqzwvffe47XXXmPhwoUMGDCA+fPn88orrzB48GAuXbqkm/vTr18/bt26xTvvvKNrd/24wMBApk6dSkhICB988AE//PADfn5+rFy5MtN8wadp1qwZEyZM4NKlSwwePJjhw4dTqlQpFi5cmGndLCEKI43yPLOMhRCiEBg7dixHjx7NVLohCq82bdqwdetWfYchihkvLy8GDx7Mhx9+qO9QcmTatGlMnz49Q/mxECJ/SXmbEKLIWbhwIVevXmXZsmVPbWAgCpfly5fryiaFEEKIgiRJjxCiyDly5Ai7d+/mjTfeyHZtHlH41K1bN9N6IUIIIURBeKHythkzZrB//37duiFZuXPnDt98842uBjYgIIBRo0ZlWKxRCCGEEEIIIfLLczcy+O2335g6deoz9/voo4+4ceOGbv+9e/fy1VdfPe/DCiGEEEIIIUSu5Lq8LTIyki+++IKjR4/i4eHx1H2PHTvGoUOH2LhxI5UqVQJg3Lhx9O/fn+HDh+Po6Ph8UQshhBBCCCFEDuV6pOfMmTNYW1uzbt26Z66+e+TIEezt7XUJD6iLoWk0Go4ePZr7aIUQQgghhBAil3I90tOqVStatWqVo30jIyNxdnbOsM3ExIQyZco81+q9Pj4+JCcnY2BggJ2dXa7vL4QQQgghhCgebt++jVarxcTEhBMnTjx133zt3paQkJDlolympqYkJSXl+njJyclotVq0Wi2RkZF5EaIQQgghhBCiCEtOTn7mPvma9JiZmWUZRFJS0nN1bzMwMECr1WJgYJCrVYSFEEIIIYQQxUt0dLQuN3iWfE16nJyc+OeffzJsS05O5u7du8/VxMDOzo7IyEjs7e11LbCFEEIIIYQQJU+zZs2IjIzM0bSX525ZnRP16tUjIiKCkJAQ3baDBw8CULt27fx8aCGEEEIIIYQA8jjpSUtLIzo6msTEREBtPFC7dm2GDRvGyZMnOXDgAGPGjKFLly7SrloIIYQQQghRIPI06QkPD6dp06Zs3LgRAI1Gw/Tp03F1deWtt95i6NChNGvWjLFjx+blwwohhBBCCCFEtl5oTs8PP/yQ4WdXV1cuXLiQYZudnR1Tp059kYcRQgghhNCL1NTUHHWGEkLkPRMTE4yM8qYFQb42MhBCCCGEKIoUReH69evcvn0bRVH0HY4QJZJGo8HOzo4KFSqg0Whe6FiS9AghhBBCPOH27dvcunWLcuXKYWVl9cJfuIQQuaMoCrGxsdy8eRNzc3PKli37QseTpEcIIYQQ4jGKohAWFoatrS3Ozs76DkeIEsvc3JzExETCwsKws7N7oZMP+dqyWgghhBCiqElNTSU1NRUbGxt9hyJEiWdjY6N7T74ISXqEEEIIIR6TkpICgLGxsZ4jEUKkvw/T35fPS5IeIYQQQogsyDweIfQvr96HkvQIIYQQQgghijVJeoQQQggh8pM2DYJ3w6mV6r/atAJ76DfeeAMvL68sL99++22BxfEkLy8vVq9erbfH16c0rcL+K7f563gY+6/cJk1bcC3RW7VqhZeXFwsWLMjy9tGjR+Pl5cW0adNyfLyc7qtv0r1NCCGEECK/nF0Hmz+D2JuPtlmVg4AfwbtzgYTQrl07vvjii0zbS5UqVSCPLx7ZfDqcr9afJfxeom6bs7UZYzp5E1CjYDoFGhsbs3nzZt5+++0M21NTU9m6dWuxLeuUkR4hhBBCiPxwdh0sfzNjwgMQG65uP7uuQMIwMzPD3t4+08XCwqJAHl+oNp8O5/3FQRkSHoCIe4m8vziIzafDCySORo0aceLECcLDMz7egQMHKF26dLFt0y5JjxBCCCFETigKJN/P2SUxFjZ9CmRVuvRw2+bP1P1yekwl78ugFEVh7ty5tG7dGh8fH1555RXWrXuUjB08eBBvb28OHDhA+/btqVmzJj179iQ4OJiZM2fSuHFj6tevz9dff43yMD5FUZg3bx7t2rWjRo0a1KlTh/fee48bN25kG8eOHTsIDAykVq1avPzyy0yePJnk5GTd7Tt37iQwMBAfHx8aNWrEyJEjuXfvXp7/PnJDURQeJKfm6BKXmMKYdWee9tfA2HVniUtMyfExlef8e6hVqxblypVj8+bNGbZv3LiRdu3aZRjpWbVqFV26dKFWrVr4+vryxhtvcObMmWyPHRQURO/evalVqxYtWrTgq6++Ij4+Xnf7yZMnef311/Hz86NevXp8+OGH3Lx5M9vj5SUpbxNCCCGEeBZFgV/bwo2DeXVAdQToh/I5v0v5htBvM+Rh+dGkSZNYv349o0ePplKlShw+fJixY8cSFxdH7969AUhLS+OHH37gu+++w9TUlA8//JBevXrh7+/PokWLOHz4MGPGjKFp06a0bNmS33//ndmzZ/Pjjz/i5eVFaGgoX375JT/88AO//PJLphh27drFkCFDGDVqFE2aNOH69et8/fXXBAcHM2XKFGJiYhg8eDAjR46kRYsWRERE8Omnn/LTTz/pbV6Soih0n7WfoyF38uZ4QERsIjXHbs3xfeq62bBiYKPnKkdr165dhhK35ORk/vnnH3777Tc2bdoEwLZt2xgzZgzffPMN9erV49atW3zzzTd88cUXrF27NtMxz58/T9++fRk4cCDffvstt27d4qeffqJfv34sW7YMRVF477336NGjBz/++COxsbGMHj2azz//nN9++y3XzyG3JOkRQgghhMiRojnXYf369WzZsiXDNj8/P6ZPn85vv/3GTz/9RMuWLQGoUKECYWFhzJ8/X5f0AAwZMgRfX18A2rRpw8KFC/n6668pVaoUlSpVYtq0aVy6dImWLVtSoUIFfvjhB1q1agWAi4sL7dq1Y8OGDVnGN2vWLLp3785rr72mi+Grr77irbfeIjQ0lLi4OJKTkylXrhwuLi64uLgwa9Ys0tIKriFEVormX4OqXbt2zJ8/n/DwcJydndm7dy82NjZ4e3vr9ilTpgzffPMNXbp0AdTX8dVXX2XMmDFZHnP+/Pk0atSIQYMGAeDu7s7PP//MSy+9xKFDh6hatSp37tzBwcEBV1dXNBoNkydP5vbt2/n+fEGSHiGEEEKIZ9No1FGWlAc52z9kH/zR/dn79V4Jbo1zdkzj0s81ytOqVStGjBiRYZuZmRmXL18mKSmJzz77jFGjRuluS01NJTk5mcTER3NPPDw8dNdLlSpF2bJlMzRCMDU1JSkpSfd4J06cYOrUqYSEhHDlyhUuXbqEo6NjlvGdPXuWkydPsmbNGt229NKtK1eu0Lx5czp27MjAgQNxdnamcePGtGjRQpdU6YNGo2HFwEYkpOQs8ToUHEPfBYefud9vb9ejvodtjo5ZytjwuZsO1KhRg/Lly+tGezZu3EjHjh0z7FOvXj1sbW2ZMWMGISEhBAcHc+7cObRabZbHPHv2LCEhIfj5+WW67cqVKzRo0ID+/fvz9ddfM336dBo3bkyzZs1o27btcz2H3JKkRwghhBAiJzQaMDHP2b6VWqld2mLDyXpej0a9vVIrMDDMyygzMTc3x83NLdP2iIgIACZPnkzFihUz3W5iYqK7bmSU8SujgUH208Lnzp3LtGnTCAwMpH79+rzxxhv8+++/2Y70aLVa+vfvT9euXTPdZm9vD8DPP//MBx98wK5du9i3bx/Dhw+ndu3aLFy4MNs48ptGo6G0Sc6+SvtXscfZ2oyIe4nZ/TXgZG2GfxV7DA0KZgwpvcTt9ddf599//2XFihUZbt+wYQOffvopHTt2pFatWnTv3p2LFy8ybty4LI+n1Wrp1KkTAwcOzHSbra2ayI0YMYLXX3+dnTt3sn//fsaOHcvs2bNZu3Zthr+3/CCNDIQQQggh8pqBodqWGshcCPXw54Af8j3heZqKFStiZGTEzZs3cXNz01127tzJ/Pnzn5rYPM3MmTMZPHgwY8eOpWfPnvj6+nLt2rVsJ95XqVKFq1evZoghMjKSn376ifv373P8+HG+++47KlasSN++fZkzZw7fffcdBw8eLLDSqBdlaKBhTCe1dCybvwbGdPIusIQH1KTnxIkTrFy5kvLly1OpUqUMt6eXHf7444/07t2bevXq6ZpRZPVaVqlShUuXLmV4HdPS0vj+++8JDw/n6tWrjBkzBjs7O1577TWmTp3KvHnzuHLlCufPn8/35ytJjxBCCCFEfvDuDD0WgtUTLYCtyqnbC2idnuxYWlrSq1cvJk+ezNq1a7lx4wZr1qxh/PjxlC1b9rmPmz5H5PLly1y9epVJkyaxdevWDN3YHjdgwAC2bt3KtGnTCA4OZv/+/YwaNYrY2Fhda+0///yT8ePHExISwoULF9iwYQPu7u7Y2Ng8d5wFLaCGMzP71MbJ2izDdidrM2b2qV1g6/Skq1atGm5ubkycOJEOHTpkut3Z2ZmgoCDOnDnD9evX+e2331i8eDFAlq9lv379OHfuHKNHj+by5cucOHGCESNGEBwcjLu7O2XKlOHvv/9m9OjRXLlyheDgYFatWoW1tXWWI415TcrbhBBCCCHyi3dnqNpBneMTHwkWjuocHj2O8Dxu1KhR2NraMnXqVKKionBycmLw4MG8++67z33Mn376iXHjxtGtWzfMzc3x8fHhq6++YuzYsYSGhuLq6pph/4CAACZNmsTs2bOZPXs21tbWtGzZkk8++QSAypUrM23aNKZPn86ff/6JgYEBDRs2ZO7cuc89GqUvATWcednbiUPBMUTFJeJgaUZ9D9sCHeF5XLt27Zg5cybt27fPdNuXX37J6NGj6dOnDyYmJlStWpWffvqJYcOGceLECerXr59hf19fX+bNm8eUKVMIDAykVKlSNGzYkM8++wwTExNsbW2ZN28eP//8Mz169CAtLQ1fX18WLFhQIGtGaZTnbfKtB82aNSMyMhJHR0d27dql73CEEEIIUQw9ePCAc+fOUa1aNUqXLq3vcIQo0Z72fsxNblC00mMhhBBCCCGEyCVJeoQQQgghhBDFmiQ9QgghhBBCiGJNkh4hhBBCCCFEsSZJjxBCCCGEEKJYk6RHCCGEECILWq1W3yEIUeLl1ftQkh4hhBBCiMeYmJgAEB8fr+dIhBDp78P09+XzksVJhRBCCCEeY2RkRNmyZQkLCwPAwsKiyC2CKURRp9VqiY+PJywsjLJly2Jk9GJpiyQ9QgghhBBPqFChAoAu8RFC6EfZsmV178cXIUmPEEIIIcQTNBoNbm5uuLi4kJycrO9whCiRTExMXniEJ50kPUIIIYQQ2TAyMsqzL11CCP2RAlUhhBBCCCFEsSZJjxBCCCGEEKJYk6RHCCGEEEIIUaxJ0iOEEEIIIYQo1iTpEUIIIYQQQhRrkvQIIYQQQgghijVJeoQQQgghhBDFmiQ9QgghhBBCiGJNkh4hhBBCCCFEsSZJjxBCCCGEEKJYk6RHCCGEEEIIUaxJ0iOEEEIIIYQo1oz0HYAQhYY2DUL2QXwkWDiCW2MwMNR3VEIIIYQQ4gVJ0iMEwNl1sPkziL35aJtVOQj4Ebw76y8uIYQQQgjxwqS8TYiz62D5mxkTHoDYcHX72XX6iUsIIYQQQuQJSXpEyaZNU0d4ULK48eG2zSPV/YQQQgghRJEkSY8o2UL2ZR7hyUCB2DB1PyGEEEIIUSRJ0iNKtvjIvN1PCCGEEEIUOpL0iJLNwjFv9xNCCCGEEIWOJD2iZHNrDJbOz9hJIyM9QgghhBBFWK6THq1Wy9SpU/H398fHx4d+/foREhKS7f7R0dEMHz6cBg0a0KBBA4YMGUJERMQLBS1EnjEwBGefZ+ykwKp3YPW7kHC3IKISQgghhBB5KNdJz4wZM1i6dCnffPMNy5YtQ6PRMGDAAJKTk7Pcf9iwYYSHh7NgwQIWLFhAREQEgwYNeuHAhcgTV7bDxc3q9VK2GW+zcoHuv0GzT0FjACeXwcwmELy7wMMUQgghhBDPL1eLkyYnJ/Prr7/yySef0Lx5cwAmTZqEv78/27Zto0OHDhn2j42N5fDhw8ycORNvb28A3n33XQYNGsSdO3ewsbHJo6chxHO4fxvWvK9er/sOtB+vdmmLj1Tn8Lg1VkeC6ApVXlZHeu4Ew++doPFgaPUlGJnq9SkIIYQQQohny9VIz/nz57l//z4NGzbUbbOyssLb25vDhw9n2t/U1JTSpUuzdu1a4uPjiY+P56+//sLd3R1ra+sXj16I56UosP4jiI+Asp7Q5hs1wfHwh5rd1X8NDB/tX74+DNwDtd8EFNg3Dea2gsgzensKQgghhBAiZ3KV9KTPxXF2zjjx28HBgfDw8Ez7m5qa8u2333Lo0CHq1q1LvXr1OH78OHPnzsXAQHooCD0KWgjn/wYDYwicCyaln30fUwvoPA16LYHSZSHyNMxpAfumg1ab7yELIYQQQojnk6vMIyEhAQATE5MM201NTUlKSsq0v6IoXLhwAT8/P/744w9+//13XFxc+OCDD4iPj3+BsIV4Abcuw+aR6vVW/4Nyvrm7f9X2MGg/eAZAWjJs/QIWdoZ7oXkeqhBCCCGEeHG5SnrMzMwAMjUtSEpKolSpUpn237BhA3/++Sfjx4+nTp061K9fn1mzZhEWFsaqVateIGwhnlNaCqweACkPwN0fGn/0fMexcIDXlkLHyWBcGq7thhmN4eSKPA1XCCGEEEK8uFwlPellbVFRURm2R0VF4eTklGn/o0eP4uHhgYWFhW6btbU1Hh4eXLt27TnCFeIF/fcD3AwCM2voOgtepMxSo4G6b6tzfVzqQtI9WN0fVvaDhDt5F7MQQgghhHghufrGV7VqVSwsLDh48KBuW2xsLGfPnqVu3bqZ9nd2diYkJCRD6VtCQgKhoaG4ubm9QNhCPIeQfbD7Z/V6pylg7Zo3x7WrBP22QItRoDGE06vU1tZX/8ub4wshhBBCiBeSq6THxMSEPn36MGHCBP7991/Onz/PsGHDcHJy4uWXXyYtLY3o6GgSExMB6NKlCwBDhw7l/Pnzuv1NTEwIDAzM8ycjRLYS78Hq9wAFfF6H6l3z9viGRtBiJLyzFWwrQWwYLHwFNn8OKYl5+1hCCCGEECJXcl3b89FHH9G9e3f+97//8dprr2FoaMj8+fMxMTEhPDycpk2bsnHjRkDt6vbnn3+iKApvvfUWb7/9NsbGxixZsgQrK6s8fzJCZGvDCLh3HWzcod2P+fc4rnVh4G6o20/9+cAvaoe3iFP595hCCCGEEOKpNIqiKPoOIqeaNWtGZGQkjo6O7Nq1S9/hiKLi5Ap1ro3GEPptVtfcKQgXt8BfH8D9aLU1dqv/QeMPM67/I4QQQgghnktucgNZLEcUb3dCYMNw9XrzTwsu4QHwbAuDDoBXB9CmwD9j4PdOcPd6wcUghBBCCCEk6RHFmDYN1gyEpFhwrQ/+Iwo+BvOy0OsPdVFTY3MI2as2OTixFIrOIKsQQgghRJEmSY8ovvZMguv7wMQCAueozQb0QaOB2m/C+3vU5CspFta8Byv6woMY/cQkhBBCCFGCSNIjiqewo/Df9+r19uPB1kO/8QDYVoS3N6lzewyM4OxamNkYrmzXd2RCCCGEEMWaJD2i+EmKh1UDQJuqtqb2eU3fET1iaATNPoF3toFdFYgLh0VdYeOnkJKg7+iEEEIIIYolSXpE8bNlFMRcASsX6DhJLS8rbFxqw3u7oN4A9edDs2F2c7h5XK9hCSGEEEIUR5L0iOLl3HoIWghooOssKGWj74iyZ1IaOkyA3qvAwhFuXYB5L8Hun9UmDEIIIYQQIk9I0iOKj9hwWPeher3JR+DRTL/x5FSVl+D9/VCtk9ra+t9x8FsHuHNN35EJIYQQQhQLkvSI4kGrhbXvQ8IdcPaBlv/Td0S5Y24HPRbBKzPAxBKu74eZTeHYH9LaWgghhBDiBUnSI4qHgzPh6g4wKgWB88DIRN8R5Z5GA3691dbWFRpBchz8NQiW9YH7t/UdnRBCCCFEkSVJjyj6Ik7DP2PV622/AXtPvYbzwmzcoe8GaD0GDIzh/N8wsxFc2qbvyIQoHLRpELwbTq1U/5U5cEIIIZ5BT6s1CpFHUhJgVX9ISwbPAKj7jr4jyhsGhuA/HCq3Vttv37oAf3SHev3h5a/VJghClERn18HmzyD25qNtVuUg4Efw7qy/uIQQQhRqMtIjirZ/xkL0OTC3h87TC2d76hfh7APv7YQGA9WfD8+D2c0gLEi/cQmhD2fXwfI3MyY8oDYxWf6mersQQgiRBUl6RNF16R84OEu93mUmWNjrN578YlwK2v0Ib6wBS2e4fQnmvww7x0Naqr6jE6JgaNPUER6yauzxcNvmkVLqJoQQIkuS9DynNK3C/iu3+et4GPuv3CZNKx22CtT9W2q3NoD670KVl/UbT0Go1Are3wfeXUCbCju+gQXtIOaqviMTIv+F7Ms8wpOBArFh6n5CCCHEE2ROz3PYfDqcr9afJfxeom6bs7UZYzp5E1DDWY+RlRCKAn8NhvtRYF8VXh6n74gKTmlbePU3OLkcNo6A0ENqa+uA76H2m8WvvE+IdHeCc7ZffGT+xiGEEKJIkpGeXNp8Opz3FwdlSHgAIu4l8v7iIDafDtdTZCXI0QVwcRMYmkC3eWr5V0mi0YBPT3h/L7g1hZT7sP4jWNob4qP1HZ0QeevONdg8CjZ+mrP9L2yCe2H5GpIQQoiiR5KeXEjTKny1/uzTKsr5av1ZKXXLT9EXYfPn6vXWY8Cppn7j0acyFeCtdepIl4ExXNigtra+uEXfkQnxYhQFrh+AZW/AVD84MANSE8AgB8UJp1fClFqw8h0IPZr/sQohhCgSJOnJhUPBMZlGeB6nAOH3EjkUHFNwQZUkqcmwur/65adiC2g4SN8R6Z+BITQZAu/uAPtqcD8a/uwB64dC8n19RydE7qSlqGvvzGsNv7aFc+tA0UKl1tBnFXT/FdA8vDzu4bYmQ8HdX53zdnolzGsF89vAmTXS9EMIIUo4mdOTC1Fx2Sc8z7OfyKX/voPwE1DKRu3WZiA5u45TTXj3P9j+NeyfrpYABu+CwDngWlff0QnxdAl3Ieh3ODhbbUYAYGiqlnE2HAQO1R7t22NhNuv0/PBonZ7wE3Bglpr43DioXqxcocG7UPstKFWmoJ6ZEEKIQkKSnlxwsDTL0/1ELgTvhj2T1eudpqpfckRGxmbQ9luo0kbtbBdzRT3L3ewT9WIob3dRyMRcVZOTY4vVuWmgrrlVbwDU7Zd1G3rvzlC1g9qlLT4SLBzBrbE66pnO2Qe6zoSXxsKR+XB4PsSGwrbR8N+P4Ps6NHwf7CoVyNMUQgihf/ItKBfqe9jibG1GxL3ELOf1aAAnazPqe9gWdGjFW8IdWDMQUMDvDVl1/VkqNlebHGwYoZ7p3vkDXN4GgXPlS57QP0VRE5YDM+D8BnQzIh2qQ6NBUKO7msA/jYEhePg/+7EsHaHl59B0OJxaAQdmQtQZODxXXejXs62a/Hg0l86HQghRzEl9UC4YGmgY08kbyFxRDup/3WM6eWNoIP955hlFgb+Hq2dpbSuqJSzi2UrZQPf50G0+mFpD2FGY1RSO/Kr+ToUoaGkpaqv1OS3gt/Zw/m9AUUcm31irJup+fZ6d8DwPYzOo/Yb6GG+uA88A9bEvboaFr8DMJhC0CFKkNFkIIYorSXpyKaCGMzP71MbJOuv/mM2MDbPcLp7TyWVwZjVoDCFwHpha6DuioqVmdxi0T53cnfIA/h4GS3pBfJS+IxMlxYMY2D0RJteC1QMg/DgYmUGdt+GDQ9B7BVRqWTAjLRqNOhL6+jIYfFQtozMurY7+rBsMk6rDju8gTtb6EUKI4kajKEXntG+zZs2IjIzE0dGRXbt26TWWNK3CoeAYouIScbA0Y9PpcBbuD6GshSlbhvpjZ2Gq1/iKhTvX1IU3k+Og5f+g+Sf6jqjo0mrh4Ez45ytIS4LSZaHzNKjaXt+RieLq1mX1b+74n2rCDer8m/oDoE4/MLfTb3zpEu5A0EI4OEcdUQZ1DbAa3dXSN+da+o1PCCFEtnKTG0jSk0cSU9LoPH0PFyPjeamaA3PfrItGasSfX1qqWgJz4yBUaAR9N2ScqCyeT+RZ9Wx75Gn1Z7831JJBGUETeUFR4Npu2D9DLR1Ln6/jVBMafgA1AsGokJ4QSkuF8+vV2EMPPdru7q8mP54B8hkkhBCFTG5yAylvyyNmxoZM7umHiaEB/5yL4s9D1/UdUtG2+2c14TG1gq6z5ctGXnH0hgHbofFHgAaOLYJZTeDGoWfeVYhspSbD8SUw2x9+7wQXNwEKeLaDt9bDe7vB97XCm/CA2t2welfovw36/6uO9BgYqUnc0tdhWh2101xSnL4jFUII8Rwk6clD3uWs+DTAC4Cv/z7L5ah4PUdURN04DDt/VK93+Bls3PQbT3FjZAptvla/jFqXV8sIf20L279RJ5sLkVP3b8Ou8TC5JqwdCBGn1Dky9fqrc2ZeXwoezYpeZzTXumojkCEnoekwMCsDd4LV9YEmesOWL9T3jRBCiCJDkp481q+JB00rlyUxRcvQZcdITtXqO6SiJSkOVvcHJU0901qrh74jKr48/NVuVrV6qqve7xoP81+GW5f0HZko7KIvwvqhMMlbTZbjI8DSGVqPgWFn1JMVZSvrO8oXZ+2irvUz/Cx0mAh2VSApVl0AeKofLOsDIfulI6IQQhQBkvTkMQMDDT/38KFMaWNOh8UycdtFfYdUtGwaqZ5BtS6vfnES+cvMGgLnQPcF6tnsm8dglj8cmitf5ERGigJXdsAfr8Iv9eDoAkhNVBcCDZyrjor4D4fSxXCdMhNzqPfOw25zK6FSK/VEwbn1sCBAbcN9Ypla5ieEEKJQkqQnHzhamfFDYE0AZu+6wv4rt/UcURFxZi0cXwxo1Hk8pcroOaASpEYgDNoPFVtAagJsHAF/dIe4CH1HJvQtNQmOLVbXslnUBS5tBTRQtSP03Qjv7lRHZI1M9B1p/jMwgCovwxtrYNABqP2W2n47/DiseVct89s1Xi37E0IIUahI0pNPAmo407NueRQFhi8/zr0HMlfiqe6Fwfoh6vWmw8C9iX7jKYmsykGfNRDwIxiawuV/YEYjOLtO35EJfbh/C/77UV275q8P1LVsjM2h/nvw4VHo9Yf6Pi1q83XyikM16DwVhp2FVv8DCye1zG/7N2rZ37qPIOqcvqMUQgjxkCQ9+Wh0J2/c7UoTfi+Rz9eeogh1By9YWq06CTrxLpTzgxaj9B1RyWVgAA0Hwnu71DbDCTGw/A1YOwgSY/UdnSgIUedg3YfqhP3/voP70WDlAi+PU+e2tP8J7CrpO8rCw9wOmn0CQ0+pZX7OvmrZX9DvMKMhLOoKl7apn3NCCCH0RpKefGRuasTkXn4YGmjYcDKc1UFh+g6pcNo/HYJ3qV2fAueVjDKZws6hKvTfro66oYHjf6itrUP26zsykR8URR3ZWxSoflEPWqguYluuNnSbD0NOQJMhUnL6NEYmapnfu//B25uhWifQGMCV7Wqp6IwGcHg+JD/Qd6RCCFEiSdKTz3zLl2Fo6yoAjFl3huu35T+8DMJPwL/j1OsB3xePjk/FhZGJ2rnq7Y1gXQHuXlcXjP3nK5mwXVykJMDR39UyxsXd4Mq/6hf1ap2h3xZ1Taea3cHQWN+RFh0aDbg1gp6L4aNj6qKsJpZw6yJsGA4Tq8E/Y9WSXiGEEAVGkp4CMKhlZeq52xCflMrQZcdITZMyB0A947lqAGhTwKuDOilYFD5ujdXW1j6vqx2r9kyEea0h6ry+IxPPKz4KdnynztdZ/xFEnwMTC2g4SP2i3nMRVGhYcufr5BUbdwj4Ti0LDPhR/TnxLuyZBFNqwcp3IPSonoMUQoiSQZKeAmBooGFiD18sTY0Iun6XX3Zc0XdIhcO2L+HWBbBwhM7T5AtWYWZmBV1nQo+FUMoGIk7CnOZwcLbMVShKIs/A2g/UZGfnj/DgtjqK1+bbh1/Mv1e/mIu8ZWalzpX7MAh6/Qnu/qBNhdMrYV4rmN8GzqyBtFR9RyqEEE+VplXYf+U2fx0PY/+V26Rpi858dSN9B1BSlLctzdddajB02XGmbr+Ev2dZalew0XdY+nNxCxyep17vMlOdDCwKP+9XoHwDtZvX5X9g06dwcTO88ova/U0UPlqt+lod+AWu/vdou2t9aDQIqnYCQ/mvoEAYGELVDuol/AQcmKUmPjcOqhcrV2jwrjrqLfOnhBCFzObT4Xy1/izh9xJ125ytzRjTyZuAGs56jCxnZKSnAHXxc6GzTznStApDlx4nPqmEntWLj1K/NINaTlO5tX7jEblj6aQu0Nh+grpGyZXt6pyQM2v0HZl4XPIDOPKrOoH+z1fVhEdjCNW7wjv/QP9t6nVJePTD2UcdPR16Gpp/BqXLQmwobButds7bMAJuS1WAEKJw2Hw6nPcXB2VIeAAi7iXy/uIgNp8O11NkOSdJTwH7uksNXMqU4nrMA75ad0bf4RQ8RVETnvvR4FAdWo/Rd0TieWg0UH8AvLdbbdGbeBdW9IXV70HiPT0HV8LFRcC/X6slbH8PUyfQm1pBo8Ew5Di8+huUr6fvKEU6S0do+TkMOwOdp6ufiyn34fBcmFYH/uypJqyy5IEQQk/StApfrT9LVp9C6du+Wn+20Je6SdJTwKxLGTOxhw8aDaw4GsrGU4U/M85Th+epK7obmkK3uWBspu+IxIuw94R3toH/CLXr18mlMLMJXNur78hKnvCTsGYgTKoBuyeoayyVcYOAH9T5Om2/hTIV9B2lyI6xGdR+Q20a8uY68AwAFLV8dOEr6vsqaBGkJD7zUEIIkVcSktNYfuR6phGexylA+L1EDgXHFFxgz0HqGvSgQUU7BrWoxC87rjBq9Sn8KpTB2bqUvsPKf1HnYev/1OsvfwWO1fUbj8gbRibQ+kuo0gbWvAt3rsFvHaDJR9DyCzAy1XeExZdWC5e2wP5f4NruR9srNFJLR6t2UOeRiKJDo4GKzdXLrctwcJa6TlbUGVg3WG13Xe8dqPuOOkokhBAvSFEUYu4nczkqnivR9x/+G8/lqHjC7ibk+DhRcYX7pIxGUYrOmHmzZs2IjIzE0dGRXbt26TucF5KSpqXbzH2cDL1H40p2LH6nAQYGxbh7WWqS2uY44hRUaq3OCTGQgcZiJykONo+EY4vVnx1rQuAccPTWb1zFTfJ9OP4nHJgJMQ/nfaTP12k0CFzq6Dc+kbcS7qgLxh6co877ATA0gRrdoeH74FxLv/EJIYqENK1C2J0ELkfHcSXqseQmOp67D1KyvZ+5qSH3k9KeefwlAxrSqFLBNqbKTW4gIz16YmxowOSevnSYuod9V24zb89V3m1WSd9h5Z/tX6sJT2k76DJDEp7iytRS7eTm2U5d/yXyFMxpAS+NgQbvy+v+omJvwqE5cGSBOo8KwMwa6vSF+u+Ctas+oxP5pZQNNBmiLnR6fj3snwGhh+DEn+rF3V9NfjwDZGRPCEFiShpXo+9zOTqeK1Hxun+Db90nKTXrZSY0GnApU4pK9hZUdrB47F9zypQ2oemP24m4l5jlvB4N4GRtRn0P23x9Xi9Kkh49qmhvwehO3oxafYrxWy7QuFJZarhY6zusvHf1P9g3Tb3eeZra/UsUb9U6gms9tRzn0lbY8rnaprzLTLB20Xd0Rc/NY+oX3TOr1fVdAGwrqomk7+tgaqHf+ETBMDRSR/Oqd4XQI3BgBpxZq5Y2XtsNNh7QYCD49VZPQAghirVHJWmPJTfR8YTeSci294mJkQEVy5pT6YnEpmJZC0qZZH/SZEwnb95fHIQGMiQ+msduNyzkFUtS3qZniqLw3qKjbD0bSWUHC9YPbvrUP7oi50GMOgE37qZ6NrrTFH1HJAqSoqhtk7f+D1IeqKMSHSZCze76jqzw06bBhU3qF9uQxxpDuDVVS9jkrL4AuBemdnp7fPTP1Apqv6l2WJTFZoUo0rRahbC7CRnm2aT/e+cpJWnWpYyp7GBBZXsLKjmY60ZvXG1KP3dyUhjX6clNbiBJTyEQcz+ZgMm7iIpL4o2GbnzdpYa+Q8obigLL34Rz68CuMry3C0zM9R2V0Idbl2H1ALgZpP5c81V1nR9ZgDGzpHh14vqBmXAnWN1mYAQ1uqnNCcr56jU8UUgl34cTS9W/m9uX1G0aA7WZRcMPoEJDtX5FCFEoJaakEXzr/hPJzX2uRsdnW5IGD0vSHk9u7C2o5GCBnbkJmnx4z6dpFQ4FxxAVl4iDpVrSps8RHkl6iqBdF6N589dDAMx/qy6tqxWDrjzHFqtr8hgYQf9/oJyfviMS+pSWArvGw64JoKSBlYta7laxub4jKxzuhcLB2XD0d0h6uNaRWRmo2089Y29VTq/hiSJCq4Ur/6ojhFe2P9ru7KsmzdW7qh0XhRB6ced+sm6OzePJzY07D7IvSTM0wKOseYakppK9BRXtzSltUrJnqkjSU0SNW3+WX/cGY2duwuahzbC3LMKtfm9fgdnNIDkeWo8G/4/1HZEoLG4cVltbx1xVf240GFp9WXLXbAo9Cgd+UedmKA+749hVViem+7wmo6Pi+UWdU0d+Ti6D1IflKBZOUL8/1OkH5gXbZUmIkkJXkvZYcnMlSm0sEHM/Odv7WZkZqSVpGebbWFDe9vlL0oq7fE16tFot06dPZ8WKFcTGxlKnTh3GjBmDm5tblvunpKQwdepU1q5dS1xcHDVq1OCLL76gWrVquXlYoPgnPYkpaXT5ZS/nI+Jo6WXPr33r5cvQZL5LS4FfAyDsCLg1gbfWy9wDkVFSPGz9Ao7+pv7sUF1tbe1UTEo7n0WbBuf/VpsT3DjwaLtHM7UUqUob6XQn8s7923D0Vzg0D+Ij1G1GZlCrp5pcO+T+/2MhhPq97drthyVpUY+6pV29FU9iytNL0iram2dKbspa5E9JWnGWr0nP9OnT+fPPP/n+++9xdHRk/Pjx3Lhxg7///hsTk8xD5l988QXbt2/n+++/p3z58kyaNInjx4+zadMmLC1z112muCc9AOcjYuk8fS/JqVrGvVKdNxu56zuk3NvxHez8EUyt1dXFy5TXd0SisLqwCdZ9CPej1XVHWn2pjvwU1y/8ibFq2efBWXA3RN1mYKzOcZL1VkR+S02Gs2vVxWzDjz/aXqmVWvpWqXXxfe8J8QLuPkjOUIqWPu/mRswDtNl8izY21KglaU+0gPYoa465ackuSctL+Zb0JCcn07BhQz755BNee+01AGJjY/H39+e7776jQ4cOGfa/ceMGL730ErNnz6ZFixa6/bt06cK3335Lo0aN8u2JFWW/7glm3N9nMTUy4O8Pm1LFsQi1Hr1+ABa0A0UL3eZLly7xbPHRauJzcZP6s7u/OtenOCXLd0LU9XWCFkJSrLqtlC3Uewfq9Zc27qJgKYr6WX3gFzi/Qf28Bijrqba89nkNTErrN0YhCphWq3DzXkKmxOZqdDy34rMvSbNML0l7ONcm/d/yNqUwMpSTCPkt3xYnPX/+PPfv36dhw4a6bVZWVnh7e3P48OFMSc+ePXuwsrKiWbNmGfbfvn07Int9G7vz38Vodl2M5qOlx1n7QWNMjYpAeVhirNqhS9GqZROS8IicsLCH15ZA0O+w+XN1vZGZTaDDBHUEpCgP9d84pJ5VP7fusS+WXg/n6/QC41L6jU+UTBoNuDVSL3euwcGHCfmti7BhOPw7Duq+DfUGyLpaothJSk3j2q0HmVpAX42+T0JKWrb3K2dtpmsg8Hi3NHsLUylJKyJylfRERKi1wM7OGXtxOzg4EB4enmn/a9euUb58ebZu3cqcOXOIjIzE29ubkSNHUqlSpRcIu3gzMNAwoXstAqbs5lx4LD9vvcjn7YtAzfXGT+DudShTAdqP13c0oijRaNR1nNz9Yc17EHpYTaAvbFTX9SlduFd5ziAtVU1yDsxQn0e6ii3V0r1KraSESBQeNu4Q8B20GAnH/4SDM9VEaM8kdVFp7y5q6ZtrHT0HKkTu3HuQkkWXtHiuP6Mkzd3usZI0B3Mq21tS0V5K0oqDXL2CCQkJAJnm7piamnLv3r1M+8fHx3P9+nVmzJjBp59+ipWVFTNnzuT1119n48aN2NlJ55jsOFiZ8UNgTd5ddJQ5u67S3NOeJpXL6jus7J1aCSeXqutCBM5VF6EUIrfsKsHbm2HPRPjvBzizBq4fhC4zoFJLfUf3dIn31LPlB2fDvRvqNkMTqNVD/dLoWF2/8QnxNGZW0HCg2h794ma1yUbIHji9Ur2Ub6COUFbtBIby5U8UDlqtQnhsIlei4jOtb3MrPinb+1maGqmjNRkaCZhT3rY0xlKSVmzl6pPLzExtKZucnKy7DpCUlESpUpnLNIyNjYmLi2PSpEm6kZ1JkybRvHlz1qxZQ//+/V8k9mKvTXUnXqtfgSWHrvPx8hNsHupPmdKFcH2Fuzfg7+Hqdf8R6iJ4QjwvQyNo/ilUbg2r34Xbl2FRF2jwPrw0pvCVhMUEq4nOsUVqi3aA0mXVuTr13gELB/3GJ0RuGBiqC5pW7QDhJ+DALDi1Am4cVC9WrtDgXaj9liwuLJ4prxayTEpNI+T2w5K0qHh1BOdhSdqD5OxL0pytzTIkNellafaWUpJWEuUq6Ukva4uKiqJChQq67VFRUVStWjXT/k5OThgZGWUoZTMzM6N8+fKEhoY+b8wlypcdq3Hw6m2u3rrPqNWnmNG7duF6o2rTYM1AdTFFlzrql1Uh8oJLHXhvF2z9Eo7MV8turu5QRxL13eUsu4ng9tWg0SCo2aPkrjskig9nH+g6E14aq74HD8+H2FDYNhr++xF8X1dHf+ykXF1ktvl0OF+tP0v4vUTdNmdrM8Z08iaghnOW97mXkJKhFO3Kw1Gb6zEPSMumJs3IQIN7WXMqPdECuqK9BRZSkiYek6u/hqpVq2JhYcHBgwd1SU9sbCxnz56lT58+mfavW7cuqampnDp1ipo1awKQmJjIjRs3MjU9EFkrbWLElF5+dJ2xl02nI1hxNJQedQtRV6t9U9USCGNz9cuoobG+IxLFiYk5dJwIngHw1wcQfR7mtoJWX0Djjwp+/ae0FDj7l9qc4GbQo+2VX3rY8rdV0W68IERWLB2h5efQdLg66nNgJkSdgcNz4fA88GyrJj8ezeXvXwBqwvP+4iCeTFMi7iXy/uIgvu1aA1eb0mpi81hJWnRc9iVpFg9L0p5MbipISZrIoVyv0zNp0iSWLl3Kd999h4uLC+PHjyc0NJT169djaGhITEwMlpaWuvK3t99+m8jISMaNG0eZMmWYOnUqR44c4e+//8bWNneTk0tKy+qszPjvMj9tvoC5iSEbPvLHvWwhWKX95jGY9xJoU6HzdKj9hr4jEsXZ/Vuwfoi6qCdAhcbQdRbYZL0wcp5KuANHf1fbTseGqdt0izsOAofMI91CFFuKAsG71GYdFzc/2u5QXU1+ar4qI50lWJpWoemP2zOM8OSGk5XZwwYCGVtAO0hJmshCvi5OmpaWxsSJE1m9ejWJiYnUq1eP0aNH4+rqSmhoKK1bt+b7778nMDAQUJsZTJgwgc2bN5OYmEjt2rX5/PPPqVy5cr4+seImTavw2twDHAqOwbd8GVYMbKTfMxvJ92F2c7h9Cap1hh4L5QyfyH+KAsf/gE2fqfNnTCyh/U/quiL58fd3+4q6kOixPyDlvrrN3EGd7F23H5gX4uYiQhSEW5fV98jxPyDlgbqtdFl1Plvdd9RRIlGi7L9yi9fmHnzmfuWszajhYv1ESZo5lmZSMSJyLl+THn0qyUkPQNjdBAIm7yIuMZWPWldh+Mue+gtm/VA4ugAsneH9fUWrpbAo+mKC1blkNw6oP1frDJ2m5M3foaJAyF61e9WFjZBeoOFYQx3VqdkdjExf/HGEKE4S7jzsXjhHnfcDavfCGt3V0R99z8MT+S7sbgJrj4Xx+75rRD2lTC3dlF6+vOIr60CJF5Nvi5MK/XIpU4pvu9bkoyXHmL79Es2qlKWuux6SjfMb1YQH1PIiSXhEQbP1gLc3qmuJ/Pe9ui7OjUPQ5Rd1fs3zSE1WW2Qf+EXtWpWuSlu1OYHMVxAie6VsoMkQaPgBnF+vnjQIPQQn/lQv7v5q8uMZUPBz8US+iU9KZfPpCFYdDeVA8G1ycxrdwVJKIEXBkqSniOnsU47/zkex+lgYQ5cdZ9MQ/4IdCo6LhHWD1euNBkPFFgX32EI8zsAQmo141Nr61kVY3A3qvwsvfQUmpdX9tGkQsg/iI8HCEdwaZ/zS9SBGTeIPzYW4h4ssG5UC39fUNtn2ehxRFaKoMTSC6l3VS+gRdd7PmbVwbbd6sfGABgPBrzeYWj6637Pep6LQSNMq7Ltyi9VBYWw+HUFCyqOW0Y0q2tHFrxwTt10kKjYpUyMDAA3gZK22rxaiIEl5WxEUl5hCuym7Cb2TQKCfCxN7+hbMA2u18Ed3uPIvONaEAf9KmY8oHJIfwD9j4dBs9eeynhA4R11DavNnEHvz0b5W5SDgR3DwVr+QnVjyaC6ChdOj+ToygilE3rgXpnZ6O7IAEu+q20ytoPab6vst/GT271PvznoJWWR2MTKOVUGhrD0WRmTso/K1imXNCaztQhc/F1xt1JNN6d3bgAyJT/pY+cw+tbNtWy1EbsicnhLgyLUYeszej1aBqa/50dmnXP4/6IFZ6n9MRmbw7k7pWCUKn8v/wNoPID4CNAaP1s95Fqda0OgDqB4IRoVwAWAhioPk+3Biqdry+valhxs1kO14AGqTHEl89OZ2fBLrTtxkdVAYp8Lu6bZblzKms085Amu74Fu+TJZd1Z5nnR4hckuSnhJi4tYLTN1+GUszIzYPbYZLmXxcqT7yLMxpAWlJ0H6CenZOiMLoQYza2vrcumfv69lOTXbcm8p8HSEKilarVgzs/0VdcDhbGnXEZ+gpKXUrQIkpaWw/H8XqoFD+uxBN6sNFQY0MNLSs6kC32i60rOqAqdGzX5M0rcKh4Bii4hJxsFRL2gwN5LNW5B1pZFBCfNi6Crsu3eL4jbsMX3acPwc0zJ8Pk5REWNVfTXiqtIF6/fP+MYTIK6Vt1aQ8J0lPow/Awz//YxJCPGJgAFVeVqsGnpr0KOq6WCH75H2azxRFIej6XVYHhbL+xE1iE1N1t/m4WhNY25VOPuWwNc/dSLihgYZGlezyOlwhnoskPUWYsaEBk3v60n7qbg4GxzB71xUGtcj9+kfP9O84dfXt0mXhlV/kjLgo/OKjcrhfZP7GIYTIXk7ff4fmgLUL2FbM33hKoBsxD1hzLIzVQaFcu/1At93Z2owufi50q+1CZQfLpxxBiKJDkp4izr2sOWM7V+fTlSeZuPUi/pXtqelqnXcPcPlftYUvqAmPhUPeHVuI/GKRwwURc7qfECLv5fT9d26deinfUO2q6N0FSpXJz8iKtbjEFDadimBlUCiHgmN020ubGBJQw4lutV1pWNFOytBEsSNJTzHwah1XdpyPYtPpCIYsPcbfHzWltEkevLT3b8PaQer1uu+AV8CLH1OIguDWWJ0LEBtOtpOkrcqp+wkh9CMn79NSZcDZF4J3qosR3zgAGz+Fqu3B5zWo1Fptky2eKjVNy57LapvpLWciSEpVm7xoNNC4kh2Bfq4E1HDC3FR+l6L4kr/uYkCj0fBd15oEXb/D1Vv3+WbDOb7rWvPFDqoosP4jtQtWWU9o803eBCtEQTAwVNvdLn+TzN2hHp69DPhBJkcLoU85eZ92mqp2b4u9CadWwPElEH1OXUj4zBowt4eaPcCnFzjVlPLrJ5yPiGXV0VDWHr9JdNyjNtOV7M3pVseVLr4ulMvPJkhCFCLSva0Y2Xv5Fr3nHQRgzht1aFPd6fkPdvR3NekxMFbX43H2yaMohShAZ9dlsf6Hi5rwSBtcIQqH3LxPFQUiTqqtr08uhwe3Ht3mUF1Nfmr1AMsX+P+viIuOS+Kv42GsDgrjbHisbrtN6fQ2067UcrXOss20EEWNtKwuwb7dcJa5u4OxNTdh81B/HCzNcn+QW5dhtr+6YOPL46DJkLwPVIiCIiu9C1H4Pc/7NC1FnXd6Yglc2Ahpyep2jQFUaqWWv3m1B5PS+R+/niWmpPHPuUhWB4Wx82I0aQ/bTBsbamhd1ZHA2i608HLAxMhAz5EKkbekZXUJNqKtF3su3+ZceCwjVpzkt771MMjNZMS0FFjdX0143P2h0Yf5F6wQBcHAUNrdClHYPc/71NBYnWvqFQAJd+DMWnUE6MYBdaHiy/+AiSVUf0VNgCo0VttlFxOKonAk5A6rg0L5+2Q4cY+1mfYtX4ZutV3oWKscNrlsMy1EcSVJTzFjamTI1F6+dJy2h10Xo/l9/zXebuKR8wP89z3cPAZmZaDrrGL1H4QQQohiqpQN1H1bvdy+AieXqSNAd6/DscXqpUwFqNVLLYGzq6TviJ/b9dsPWH0slNVBYVyPedRm2qVMKbr6udC1tguV7C30GKEQhZMkPcVQFUdLvuhQjdF/neH7TedpXKksXk456LN/bS/snqhe7zQZrF3zNU4hhBAiz9lVgpafQ/OR6qjPiSXqKNDd67DrJ/XiWl9Nfqp3VRc0LuTuJaSw8VQ4q4NCOXztjm67uYkh7Ws6E1jblQYetrmr7BCihJGkp5h6o6EbO85HseNCNEOWHmPtB00wM35KfXTCXVjzHqCAb2/1PwIhhBCiqDIwUOcGuTWGdj/B+Q1q+duVfyH0kHrZPBI8A8D3daj8kloyV0ikpmnZdSmaVUFhbDsbSfLDNtMGGmhSuSzdarvSprpj3ixRIUQJIO+UYkqj0fBTdx8CJu/ifEQc47dc4MuO3tnfYeMIuHcDbNyh3Y8FFqcQQgiR74xLQc3u6iUuAk6tVEeAIk8/Wvy0dFn1dp9e6tpAeuhupigKZ8NjWR0Uxl/Hw7gVn6y7zdPRgm61XXnF1wUn6+doUiRECSdJTzFmb2nKT91r8c7vR5i/J5jmnvY087TPvOPJ5er6BxpDCJwLpjkohRNCCCGKIksnaDxYvUScetT++n4UHJylXuyrPWp/bVUu30OKik1k7cM20+cj4nTb7cxN6Oxbjm61XalezkraTAvxAiTpKeZaV3PkjYZuLDoQwogVJ9g8tBm2j3dyuRMCGz5Wrzf/FMrX10+gQgghREFzqqleXvoKru5QR3/Ob1AXQP1nDPwzFiq2ULu/VesIJuZ59tAJyWlsPRvB6qAwdl+K5mGXaUwMDXjZW20z3czTHmNDaSgkRF6QpKcE+Lx9NfZducWV6PuMXHWS2W/UUc8WadPUeTxJseqkTv8R+g5VCCGEKHiGRlDlZfWSeO9R++vr+9Rk6OoO2GAB3q+oI0BuTZ+ru6lWq3DoWgyrg0LZeCqC+KRHbabruNkQWNuFjjXLYV268MwtEqK4kKSnBChlYsiUXn50nbGXrWcjWXb4Br3qV4A9E+H6fnUdg8A56oe+EEIIUZKZWUOdt9RLTLBa+nZiCdwJhuN/qBcrV/DpqY4Ala3yzEMG37rPmqBQVh8LI/ROgm67q00pAmu7EujngnvZvBtFEkJkJt9yS4gaLtaMaOPF95vO89X6s9QvFU7F/35Qb2w/HmxzsZaPEEIIURLYekCLz9Ty7xuH4MSfcHoNxIbC7p/Vi0sdNfmp0S1D++t7D1JYf/Imq4NCCbp+V7fdwtSIDjWdCaztQj13aTMtREGRpKcEGeBfkZ0Xo9l35TZDlx9nlYGCcY2u6lC9EEIIIbKm0UCFBuol4Ee4uEktf7u0DcKOqpfNo0ipEsBOu16sjnTkn/O3SE571Ga6mac9gbVdebmaI6VMnrKEhBAiX0jSU4IYGGj4uYcPAeM3czLFlcml+/JJxy/10pZTCCGEKJKMzdS17Kp3hfholFMrOX3oX1ZFObP+RCNuowGiAKhqZ0S3BpV5xdcFBytpMy2EPknSU8I43/yH7zQz+YAhzHjQmmbhWhpU1HdUQgghRNEScS+RtcdjWR3kzcXICrrtZTWxdDHYTaDhbrzvX4eTnqDpBbV6grWrHiMWomSTpKckiQ2HdR/SwfAOO8pGszLcnuHLT7BxiD/WpaRTjBBCCPE0D5JT2XJGbTO95/ItlPQ200YGtPF2pFttV/wr2WAU4gAnkuFcNNy6CP+Og3+/Bg9/8HkdqnUCUwv9PhkhShhJekoKrRbWDoSEO+Dsw9g+PTj0y0Guxzxg9F+nmdLLT98RCiGEEIWOVqtwIPg2q4PC2HQqnPvJabrb6rvbEljbhXY1nTOePKzcWr0kxsK5der8n2u7IXiXetkwHKp1VufUejQDA5njI0R+k6SnpDg4E67+B0alIHAeFualmdzLl1dn7eev4zdp6eVAFz8XfUcphBBCFApXouNZHRTKmqAwbt5L1G13sytNoJ8rXf1cqGBX+ukHMbMCvz7q5U7Io/bXMVfg5FL1YlkOavVQO8A5VM3nZyVEySVJT0kQcUpdVRqg7bdg7wlA7Qo2fNiqMpP/ucSXa09Tx82G8rbP+AAXQgghiqk795NZf/Imq4LCOHHjrm67pZkRHWuVo1ttF+q42agLfOeWjRs0/wSajYDQI2ryc3oVxN2EvZPVSzm/R+2vzcvm1dMSQiBJT/GXkgCrBkBaMni2g7r9Mtw8uGVldl2MJuj6XYYvP87SdxthKGsGCCGEKCGSU7XsuBDF6qBQtp+PIiVNnahjaKChxcM2062rOWBmnEclaBoNlK+nXgK+h4tb1ATo0la4eUy9bPkcqrRRy988A8DING8eW4gSTJKe4m7bGIg+B+YO0HlapvbURoYGTO7pR/upuzl87Q4z/7vM4FbPXl1aCCGEKKoUReFE6D1WB4Wy/sRN7jxI0d1WvZwVgbVd6exTDnvLfE42jEzBu7N6uX9LHfk5sURNfC5sVC9mZdSRH5/XwLWuLDMhxHOSpKc4u7QNDs1Wr3eZARb2We5Wwa40X3WuzscrTjD5n0s0rWKPb/kyBRenEEIIUQBu3k1gzbEwVgeFciX6vm67g6UpXf1c6FrbhapOVvoJzrwsNHhPvUSdV+f7nFimlr8dma9e7Cqroz+1ekKZCs8+phBCR5Ke4io+GtYOUq/Xfw+qvPzU3QNru7D9QhQbToYzdOkxNnzkj7mp/HkIIYQo2u4npbL5dASrgkLZf/W2rs20mbEBbas7EVjblaaVyxau0m6HqvDSWGj1pdrt7cRStQvc7cuw/Rv14u6vJkDVOqsNE4QQTyXfaosjRYF1H8L9KLCvBi9/9cy7aDQavutSk6CQO1y7/YCv/z7LD91qFUCwQgghRN5K0yrsv3Kb1UGhbDodQULKozbTDTxs6VbHlXY1nLA0K+Rr1BkYQqWW6iXpZzi3Xi1/C96ltsC+ths2jIBqHdXyt4otpP21ENmQpKc4OvIrXNwEhibQbS4Yl8rR3axLGzOxhy+vzzvA0sM3aOHlQEANp3wOVgghhMgblyLjWBUUxtpjYUTEPmoz7VHWnEA/F7r4uRTdLqWmFuD7mnq5Fwonl6kjQLcuwqkV6sXC6VH7a0dvfUcsRKEiSU9xE30RtnyhXm89Bpxq5urujSrZ8V6zSszaeYWRq0/iV6EMjlZm+RCoEEII8eJuxyex/sRNVh8L42ToPd1261LGdPJxJrC2K37lyzxfm+nCytoV/D+GpsPhZpCa/JxaCfERsG+qenGqpSY/NV/Ndk6vECWJJD3FSWoyrO4PqQnqEHfDQc91mOEve7LncjSnw2L5ePkJFvarj0FhqnUWIhfStAqHgmOIikvEwdKM+h62hat2XwiRa0mpaWw/F8WqoDD+uxBFqladqGNkoKGFlwPdarvQqpoDpkbFvNRLowGXOuqlzbdq2+sTS9Q22BEn1cvW/6nzen16qUtXGMuJTFEySdJTnOz4FsJPQCkb6DILDAye6zAmRmob647TdrPn8i1+3RtMf/+KeRysEPlv8+lwvlp/lvDHVlN3tjZjTCdvAmo46zEyIcTjcnJyQlEUjt24+7DNdDj3Eh61ma7lak2gnwudfMphZ1FC17QxMlHn9lTrCA9iHra/XgphR+DiZvViag01uoLP61C+vrS/FiWKRlHS+5gUfs2aNSMyMhJHR0d27dql73AKl+Dd8HsnQIGei6Fapxc+5OIDIfxv7WlMDA1Y+0ETvMtJdxhRdGw+Hc77i4N48gMu/b/4mX1qS+IjRCHwrJMTN2IesPZYGKuPhRF861GbaScrM7r4uRBY2wVPR0t9hF40RF981P46NvTRdhsPtfzNpyfYuOstPCFeRG5yA0l6ioOEOzCzCcSGgd8b8Mr0PDmsoigMWHiEf85F4elowbrBTfNuRWoh8lGaVqHpj9szfIl6nAZwsjZjz2etpNRNCD162skJBfB0tOBiZLxueyljQ9rVUNtMN6pkJ+/f3NBqIWSPOvpz9i9IfvR7pUJjtfytehcws9ZbiELkVm5yg+erfxKFh6LA38PUhMe2IgT8kGeH1mg0/NitFmUtTLkYGc8Pm87n2bGFyE+HgmOyTXhA/TIVfi+RQ8ExBReUECKDNK3CV+vPZkp4AN229ISncSU7fn7VhyP/e4mJPX1pWqWQratTFBgYgEczdbHyEReh6xyo2BLQwPV9sP4jmOAJK/upi5unpeo7YiHylMzpKepOLIUza0BjCIHz1JaWecjOwpQJr9ai74LD/LbvGs297Gnp5ZCnjyFEXouKyz7heZ79hBB571knJ9JNe82PTj7lCiCiEsTEXC1r8+kJsTfh5HK1AUL0eXUu0OlVYO7wsP11r1x3ghWiMJKRnqIsJhg2fqJebzkKXOvky8O08HKgb2N3AD5ZcZJb8Un58jhC5JWczs01es5mH0KIF3c+PDZH+2mLThV+0WRVDpoOhUEH4N2d0GAglLZTFzjfPx1mNYWZTWHfdIiL1He0Qjw3+R+/qEpLhdXvQnIcVGik9urPRyPbVcXT0YJb8UmMXHWSIjQVTJQgiqKwOiiUz1edytH+Hy0JYsjSY5wMvZu/gQkhAPU9evDqbd5bdIRxf5/N0X0cLKXFcoHQaKCcL7T7ET6+AK8tBe9X1IXOI0/B1i9gYlVY3F1dEyglQd8RC5ErUt5WVO3+GUIPgakVdJ0NBvnbYMDM2JApvfx4Zfpe/jkXxZ+HrtO7gVu+PqYQuXHnfjL/W3uaDafCAfAoW5rgWw90E6LTpf9c2cGCy1Hx/HX8Jn8dv0l9d1ve8ffgpWqOMldAiDyWnKrl75M3+XVvMKfDHo3wmBgZkJyqzfI+6Q1H6nvYFlCUQsfQGLzaqZeEO2oZ/YmlcOMgXN6mXkyt1MYHPq+pJ1+zGmLXpkHIPoiPBAtHcGuc799XhMiOJD1F0Y3DsPNH9XqHn8GmYJKPas5WfBrgxTcbzvH132dp4GFHZYe8nUMkxPPYdTGaEStOEBWXhKGBhqGtq/B+i0r8cy4yUytcp8da4Z4Kvcf8PVf5+2Q4h67FcOhaDG52pXm7sTuv1i2Pual8RArxIm7HJ/HnwessPBBCdJxaGm1qZEBgbVf6NXHnSnQ87y8OAjKfnAAY08lbTkLoWykbqNtPvdy+oiY/J5fC3esQtFC9lHFT5/749FKbKgGcXQebP1PnDKWzKgcBP4J3Z/08F1GiScvqoiYpTq2vvXMNanSH7vML9OG1WoU3fz3Ensu3qOFixer3m2BiJFWSQj8SU9L4YdN5ftt3DYCK9uZM6uGLT/kyun1ysuhhxL1EFu6/xh8Hr+sWPLQ0M+K1+hV4q7E7LmVKFdRTEqJYuBARx4K9waw5FkbSw5EcB0tT3mrszmv1K2BrbqLbVxYRLoK0Wri+H078CWf+Ukvt05VvCA7V4OhvkN1KaT0WSuIj8oSs01OcrR0Ex/8A6/IwcA+UKlPgIUTGJtJ28i7uPkhhYPNKjGxXtcBjEOJ02D2GLjvO5Si1pe0bDd34vH01Spk8f+nEg+RUVgWF8eueYN0iiIYGGtrVcKK/f0V8H0umhBAZabUKOy9G8+veYHZfuqXbXtPFmneaetC+pnO2J8lycnJCFFLJD+DCRrX725XtoGRdrviIRh3xGXpKSt3EC5Okp7g6swZW9AU00HcDuDfRWyibT0cwcPFRNBr4s39DGlWy01ssomRJ0yrM2nmFSdsukqpVsLc05afutfK0lbpWq7DjQhTzdgez/+pt3fY6bjb0b+pBm+pO8oVMiIfSTxYs2BvM1Wj1ZIGBBtpWd+Kdph7UcbNBk9OWiqJoi4tQy++P/Prsfdv9BDVfhdIyZ0s8v9zkBlKwXlTcC4P1Q9Xr/sP1mvAABNRwomfd8iw7coPhy4+zeUgzrEsb6zUmUfzdiHnA8OXHOXztDgBtqzvyfWCtDKUyecHAQEPrao60rubImZv3mL8nmPUnbnI05A5HQ+7galOKt5t40KOuK5Zm8ncvSqabdxNYuD+EJYceKws1NaJX/fK82cid8ral9RyhKHCWTuDWJGdJz6ZP1UvpslDWE+w91X/LekHZKmpFiywrIPJQrkd6tFot06dPZ8WKFcTGxlKnTh3GjBmDm9uzJ9OvX7+eESNG8O+//+Lq6prrYEvsSI9WCws7w7XdUM4P3tmmdlbRs/tJqXSYuptrtx/QoZYz01/zk7N5Il8oisLKo6F8tf4s8UmpmJsYMrZzdbrXcS2wv7mo2EQWHQhh8YEQ7jxQv+BZmBrRs155+jaWL3ii5Dh2/Q7z9wSz6XQEaVr1K0R6A5DudctjIQ1ASrbg3fB7x2fvZ24P96Ozv92oFJSt/DAJeiwpsq0ExtLGXKjytbxt+vTp/Pnnn3z//fc4Ojoyfvx4bty4wd9//42JSfZnW8PCwnjllVeIi4uTpCe39k6BbaPBuDS8t1v9ECgkjt+4S7eZ+0jTKvz8qg/d6uT+dRXiaWLuJzNq9Um2nFEXxavrZsOknr56SzISktNYcyyM+XuucuWxUp6AGk6807Qiddxs9BKXEPkpNU3L5jMRzN8TzLHrd3XbG1W0o19TD1pVdZCST6HSpsHkGhAbTuZGBpBhTk9KAty+DLcuqpfoC3DrkrpNm5L18TUGare4rEaHpFSuxMm3pCc5OZmGDRvyySef8NprrwEQGxuLv78/3333HR06dMjyflqtlj59+mBsbMyBAwck6cmN8BMwt7X65u80Ber01XdEmUzffokJWy9iYWrExo/8qWAnZ7xF3thxIYpPV54kOi4JIwMNw172ZGDzSoXiy5VWq7DzUjTzdwez5/KjSdu+5cvQ39+DgOpOGBlKaYYo2u49SGHJ4ess3HeNmw+7q5kYGtDZtxxvN3GnejlrPUcoCqWz62D5mw9/yKIZ+bO6t6Wlwt2Qh0nQxceSoouQdC/7+5nbP0yCPDMmRVauUipXTOXbnJ7z589z//59GjZsqNtmZWWFt7c3hw8fzjbpmTVrFikpKQwePJgDBw7k5iFLtuQHsKq/mvBU7Qi139J3RFl6v0Vldl6M5vC1Owxddozl7zWSL3vihSQkp/HdxnMsOhACqAuJTu7pSw2XwvMFy8BAQ0svB1p6OXA+IpZf9wSz9thNjt+4y+A/j+FSphRvNXajZ70KWJfSfzmqELlxJTqe3/ZeY+XRUBJS0gCwMzehT0M3ejesgIOllBeJp/DurCY2Wa7T88Oz21UbGoFdJfVC+0fbFQXiox4mQQ9HhdJHh2JD1XK5+9EQsjfj8YxLg11lsPfKmBTZVQIj0zx72qJwy1XSExERAYCzc8a++Q4ODoSHh2d5n5MnT/Lrr7+ycuVKIiMjnzPMEmrbl+ob28IJOk3NerXjQsDQQMPEHr60n7KboOt3+WXHFYa8VEXfYYki6mToXYYuO67rAtW3sTsj21XFzLjwtjat6mTFT919+KRtVRY/nPcTdjeB7zaeZ8o/l+hRrzxvN/aQUVBRqCmKwt7Lt/l1bzDbz0fptld1sqRfUw86+5Qr1O9DUch4d4aqHSBkH8RHgoUjuDV+sTbVGg1YOqoXD/+MtyXFw+1L6mjQ40nR7SuQ8gAiTqqXDMczABv3R+VxZT0fJkZV1EVZRbGSq6QnISEBINPcHVNTU+7dyzzc+ODBA0aMGMGIESNwd3eXpCc3LmyGw/PU611mgHnhbgld3rY0X3epwdBlx5m6/RL+nmWpXUE+METOpaZpmfnfFab8e4lUrYKDpSkTXvWhmae9vkPLMXtLU4a97Mn7LSrx1/Ew5u0O5lJUPAv2XuP3fdd42duR/v4VqSstfEUhkpiSxl/Hw/h1zzUuRKqLTGo00LqqA/2aeNCokp38vYrnY2CYOTnJL6YWarOncn4Zt6elwJ2QLEaHLkJSLMRcVS8XN2W8n7nDE/OGHl6sXQvtSWjxdLlKeszM1OHs5ORk3XWApKQkSpXKvGL5N998g7u7O7169XrBMEuY+Cj46wP1esNBULm1fuPJoS5+Luy4EMVfx28ydOlxNg7xly4+IkdCbt9n2LLjBD2cIN2hpjPfdKmBTR63oi4oZsaG9KxXgR51y7P70i3m7Qlm18VotpyJZMuZSGq5Plqs0VhKQYWeRMUmqiOTB68Tcz8ZgNImhrxax5W+TTzwKGuu5wiFyAOGxg+7wFUmc6lcZMYGCulJUWwY3I9SLyF7Mh7P2Dz7rnJGRfP/rJIiV99I08vaoqKiqFChgm57VFQUVatWzbT/qlWrMDExwc9PzbrT0tS64I4dO9K5c2fGjRv33IEXW4qiJjwPboFDdWg9Rt8R5cq4V2pw5Nodrsc8YOy6M0x41UffIYlCTFEUlh2+wbi/z/IgOQ1LUyO+eqU6Xf1cisWZZY1GQzNPe5p52nMxMo5f9wSz+lgYJ0PvMWTpcX7YdJ43G7nzev0Kss6VKDCnw+7x61517amUNHWSucxBEyWORqOuK2TpBB7NMt6WFPcwCXqiq1zMFUi5rzaZCj/xxPEMH5bKZdFVrlSZgnpW4ilylfRUrVoVCwsLDh48qEt6YmNjOXv2LH369Mm0/9atWzP8fOLECT755BPmzJlDpUqVXiDsYuzwPLi0FQxNodu8IteL3rqUMZN6+tJrzn5WHg2lpZcDHWo5P/uOosS5FZ/EqNWn2HZWLXut72HLxB4+uNoUz3kvno6W/NCtFiPaevHHgessOnCN8HuJ/Lj5PFP/vcSrdV15W86ui3ySplX451wk8/cEcyg4Rre9jpsN7zT1oI23ozSgESKdqSW41FYvj0tLgTvXMo8ORV+E5Dg1KYq5krlUzsIxm65yLlIqV4BylfSYmJjQp08fJkyYgK2tLS4uLowfPx4nJydefvll0tLSiImJwdLSEjMzs0wLlqY3QihXrhx2doV7jopeRJ2Hrf9Tr788Dhy99RvPc6rvYcv7LSrxy44rfL7mFLXdyuBsnbn8UZRc289H8unKk9yKT8bYUMPHbbwY4F+xULSizm9lLUwZ8lIVBraoyLrjN5m/J5jzEXEs3B/CogMhtK7qSH9/Dxp42BaL0S6hX3GJKaw4Espv+65xPeYBAEYGGtrXdKZfUw98y5fRb4BCFCWGxg8bHlRRmzSkUxSIi3iivfbDpCjuplpGFx+pLjL/OGNz9VjpzRPSS+ZsK0qpXD7I9YSLjz76iNTUVP73v/+RmJhIvXr1mD9/PiYmJoSGhtK6dWu+//57AgMD8yPe4is1SW1PnZoIlVpDg/f0HdELGfqSJ7sv3eJk6D0+Xn6Cxe80wKAEfKEVT/cgOZVvNpzjz4PXAfB0tGBST98SudaHqZEhr9YtT/c6ruy7cpt5u6+y40I0/5yL5J9zkVQvZ0V/fw861CyHiZGcgRe5cyPmAQv2XmP5kRvEJ6UC6kj86w0q8GYjNzkRJURe0mjAylm9VGye8bbE2Ce6yj28xFx9WCp3XL1kOJ4h2Ho8Ko/TtdquAmYl7//LvJKrxUn1rVgvTrr1f7BvGpS2g/f3qTWmRdzV6Hg6TN1DQkoan7evyrvNpKSxJDt2/Q7Dl58g+Jbaivqdph580tZLWuA+5nJUPAv2BrMqKJTEFC0ADpamvNXYnd4NKlCmtJz5E9lTFIXD1+4wf89Vtp2NRPvwf/dK9ub0a+pBoJ8rpUzk/SZEoZCWAjHBWa85lByX/f0snJ5IhNJL5cqVyFK53OQGkvQUBlf/g4WvqNd7LYGq7Z+6e1Gy9NB1Rq4+hbGhhjWDmhSqxSVFwUhN0zJt+2Wm77hMmlbBycqMn3v40KRyWX2HVmjduZ/Mn4eu8/u+a0TFJQFgZmxAt9qu9GvqQSV7Cz1HKAqT5FQtG06ppZKnw2J12/2rlOWdph40q2IvI+1CFBWKAnHhD0vknlhzKC7rNTEBMLF4rETusaTItqJalpdXtGl5u/bSC5Kkpyh5EAMzm6g1n3X6Qqcp+o4oTymKwnuLjrL1bCSVHSxYP7ipnGksQYJv3WfosuOcuHEXgE4+5fjmlRrSqSyHklO1/H3yJvN2B3M2/NGX2VZVHejfVNZPKeli7ifzx4EQFh4IIfphcmxqZEBgbVfebuKOp6OlniMUQuSpxNjHuso9NjoUcxWUtKzvY2AENh6Z5w2VrQJmVrl7/LPrYPNnEHvz0TarchDwo7oYrR5I0lNUKAosfxPOrQO7yvDeLjApfp2bYu4nEzB5F1FxSbzR0I2vu9TQd0ginymKwp+HrvPN3+dISEnD0syIb7rU4BVfF32HViQpisKBqzHM33OVf89Hkf6pXdXJkneaetDZtxymRnIyoaS4EBHHgr3BrDkWRlJqxjLI1+pXwLaIrm8lhHhOqclwJzjrNYeS47O/n6XzYx3l0pMiT3X7kyfUzq5Tv7PyZNrwcL8eC/WS+EjSU1QcW6yuyWNgBP3/ybyKcDGy+1I0b8w/BMD8t+rSupqjniMS+SU6LomRq07y7/koABpVtGNCDx9cysjE6bxwNTqeBXuvsfJoKAkp6pm9shamvNXIjd4N3eQLbzGl1SrsvBjNr3uD2X3plm57TZdHC91KwwshRAaKoo7K3Lr4WCL0sGwuPiL7+5lYZuwqZ1sFNn6sLtaaJY064jP0VIGXuknSUxTcvgKz/NXOHa3HgP9wfUeU777++yzz9wRjZ27C5qHNsLc01XdIIo9tOxvJyFUnuX0/GRNDAz4N8KJfEw+ZT5AP7j5IZsmhG/y+7xoRsYlAemmTC/2aeFBFSpuKhQfJqawKCmPB3mCuRqtNQAw00La6E+809aCOm42UOAohci/x3qNSucdHh2KCsy+Ve5a3/gYP/7yN8xlykxvkumW1yANpKbD6XTXhcWsCTYboO6IC8UlbL/ZevsX5iDg+XXmCX/vWk/+si4n7SamMW3+WZUduAGrZ1eRevlR1ymW9sMixMqVNeL9FJfr7e7DxVDjzdgdzKuweSw7dYMmhGzT3tKe/vwdNK5eV91kRdPNuAgv3h7Dk0HXuJaQAYGlqRM965XmrsTvlbYvnIr5CiAJiZg2uddXL41KT1TlCj88bun4A7oY8+5jxkfkTax6RpEcfdv4EYUfA1Bq6ztZr14uCZGZsyJRefnSavocdF6JZdCCENxu56zss8YKOhtxh+PLjhNx+gEYDA/wr8nEbT5ljUkCMDQ14xdeFzj7lOHztDvN2X2XbuUh2Xoxm58VovBwfzfuR9uCF37Hrd5i/J5hNpyNIe9hz2s2uNG83dqd73fJYmMp/20KIfGRkAg5V1Uu64N3we8dn39eicE9dkE/Pgnb9AOyeoF7vOBHKlNdvPAXMy8mSUe2q8tX6s3y74RyNKtpJGU4RlZKmZeq/l/hlx2W0CpSzNuPnHr40qmSn79BKJI1GQ30PW+p72BJy+75uYcoLkXF8uuokP205T5+GbvRp6EZZCyktLUxS07RsPhPB/D3BHLt+V7e9YUVb3mlakVZVHTCUElEhhL64NVbn7MSGk7mRAejm9Lg1LujIckXm9BSkxHswqyncvQ61ekHgbH1HpBeKovDWgsPsuhhNNWcr1n7QWEYFipgr0fEMW3ack6H3AOjiW46vXqmBdSlpRV2Y3EtIYdnh6/y29xo376nzfkyMDOjiW453mlbEy0lOOOjTvQcpLDl8nYX7Hnt9DA3o5FOOfk3dqV5O1jUTQhQSuu5tkDHxke5t+aLIJz2r34OTS6FMBRi4N/f90YuRqNhEAqbsJuZ+Mu82q8jn7avpOySRA4qisPhACN9uPEdiihbrUsZ806UGnXzK6Ts08RQpaVo2n45g3p5g3ZpJoC5e2a+pB81l8coClVUHPjtzE/o0dKN3wwo4WJrpOUIhhMhCluv0uEDAD0VinR4pbysop1aqCY/GAALnluiEB8DByowfu9ViwMIjzNl1leae9jSpXFbfYYmniIpN5NNVJ/nvQjQATSuXZcKrPjhZyxe0ws744ehBx1rOBF2/w7zdwWw5E8HuS7fYfekWlR0seKepB139XGTeTz5RFIV9V24zf08w288/avta1cmSfk096Owjc66EEIWcd2eo2gFC9qlNCywc1ZK2IjI3XZKegnD3Bvz9sCW1/wio0FC/8RQSL3s78nqDCvx58DofLz/BpiH+2MgaI4XS5tMRjFp9kjsPUjAxMmBkQFX6NnaX0YEiRqPRUMfNljputtyIecBv+66x7PANLkfFM2r1KcZvuUDvBhV4o5GbjDbkkcSUNP46Hsave65xITIOUNf8a13VgX5NPGhUyU666wkhig4DwwJvS51XpLwtv2nT4PdOELIXXOpCv81gKPMe0j1ITqXj1D1cvXWfdjWcmNG7tnwBKETik1L5at0ZVhwNBcDb2YrJvXzxlOYTxUZcYgrLDt9gwd5rhN1NAB7NK3mnqQfe5Ur2qPTziopNZPGBEP44eJ3b95MBKG1iyKt1XOnbxAOPsuZ6jlAIIYo+KW8rTPZOURMeY3MInCMJzxNKmxgxpZcfXWfsZdPpCFYcDaVH3ZLV0a6wOnwthuHLj3MjJgGNBt5rVonhL3vKqu/FjKWZMf39K9K3sTtbz0Yyb/dVgq7fZVVQKKuCQmlcyY7+/h608HSQkb0cOB12j1/3BrP+xE1S0tRzii5lSvFWYzd61q2AdWn5P0AIIfRBkp78dPMY7PhWvd7+J7CrpN94CqmartYMb+PJT5sv8NW6M9R3t8VdzoLqTXKqlsn/XGTWzitoFfUL26SevtT3sNV3aCIfGRka0L6mM+1rqvN+5u8JZvPpCPZduc2+K7epaG9OvyYedKvtSimTolG/XVDStAr/nItk/p5gDgXH6LbXcbOhXxMP2lZ3xMhQThYIIYQ+SdKTX5Lvw6r+oE2Fap3Bt7e+IyrU3mtWiZ0XojkYHMPQZcdZMbARxvIlocBdjopj6LLjnA6LBaBbbVfGdvbG0kzOTpcktSvYUPt1G8LuJvD7vmssOXidq9H3+d/a00zYeoHX61fgrcbuOFqV7Hk/cYkprDgSym/7rnE95gEARgYa2td0pl9TD3zLl9FvgEIIIXRkTk9+WT8Uji4Ay3Lw/l4oLWfJnyXsbgIBk3cRl5jKR62rMPxlT32HVGJotQoL91/j+03nSUrVUqa0Md93rUm7ms76Dk0UAvFJqSw/fIMF+4K5EaPO+zE21NCxljrvp4ZLyVpP5kbMA93ir/FJqQBYlzLm9QYVeLORG87WpfQcoRBClAwyp0ffzm9QEx6ArjMl4ckhlzKl+K5rTT5ccozp2y/RrEpZ6rrL7y6/RcYmMmLFCXZfugVAM097xnevVeLP4otHLEyN6NfUg7cau7PtbCTz91zl8LU7rDkWxppjYTTwsKW/f0VaVy2+834UReHwtTvM33OVbWcj0T48XVjJ3py3m3gQWNuF0ibyX6oQQhRW8gmd1+IiYN2H6vXGH0LFFnoNp6jp5FOOHeejWH0sjKHLjrNpiL+UVuWjjafC+XzNKe4+SMHUyIDP21fjzUZu0kFPZMnQQENADScCajhx4sZd5u8JZsOpcA4Gx3AwOAZ3u9K83cSD7nVcMTctHv+9JKdq2XDqJvP3BOvKPkFd2PWdph40k4VdhRCiSJDytryk1cIf3eHKv+BUE/r/C0am+o6qyIlLTKH91N3ciEkg0M+FiT199R1SsRObmMLYv86w+lgYADVdrJnU05fKDhZ6jkwUNTfvJvD7fnXeT2yiWuplZWbEaw0q0Lexe5Et9Yq5n8wfB0JYeCCE6LgkAEyNDAis7crbTdylbbsQQhQCUt6mL4fmqAmPkRkEzpOE5zlZmhkzqYcvPWbvZ/WxMFpUdaCzTzl9h1VsHLx6m+HLTxB2NwEDDQxqUZmPWleRVtTiuZQrU4pR7arxUasqrAoK5dc9wVy7/YDZO68yf3cw7Ws609/fg1quZfQdao5cjIzj1z3BrDkWRlKqFgAHS1PeauzOa/UrYCsLKAshRJEkSU9eiTwD20ar19t8Aw5V9RtPEVfX3ZbBraow9d9LfLHmFHXcbHApUzTPGBcWSalpTNx2kTm7rqIoUMG2NBN7+Mi8KZEnzE2NeLORO70buLH9fBTzdl/lYHAM607cZN2Jm9Rzt+GdphV52dsRw0JWDqbVKuy8GM2ve4N1c9tAHQF9p6kH7Ws6y0kBIYQo4iTpyQspibBqAKQlQZU2UK+/viMqFj5qVZldF6M5fuMuw5cd588BDQvdl6Wi4mJkHEOWHudcuDonoUddV0Z3qo5FMZl3IQoPQwMNL3s78rK3I6fD7jF/j7pQ5+Frdzh87SgVbEvTt7E7PeqV1/vf34PkVFYFhbFgbzBXo+8DYKCBttWd6NfUg7puNjK/TQghigmZ0/O8tGkQsg/iI+HsOjj3F5QuC4P2g4WDfmMrRkJu36f9lN3cT07j0wAvBrWorO+QihStVmHBvmv8uPk8yalabM1N+D6wJm2rO+k7NFGCRNxLZOH+a/x56Dp3H6QAYGlqRK/65enbxKPAR3Fv3k1g4f4Qlhy6zr2ER/H0rFeetxq7U962dIHGI4QQ4vnInJ78dnYdbP4MYm9m3F77TUl48pibnTljOlfn05Unmbj1Iv6V7anpWrLWBHle4fcSGLHiBHsv3wagpZc9P3avhYOltKIWBcvJ2oxPA6ry4WPzfq7eus/c3cH8uvcaATWc6N/UA78KNvkax7Hrd5i/J5hNpyNIe9hzuoJtad5u4s6rdfU/8iSEECL/yCd8bp1dB8vfBLIYINszCcr5gXfnAg+rOHu1jis7zkex6XQEQ5Ye4++Pmsp6GM+w7sRN/rfmFLGJqZgZG/C/Dt70blBBSnWEXpUyMaRPQzder1+B/y5GMW93MPuu3GbDyXA2nAyndoUyvNO0Im2rO2JkmDdzaFLTtGw+E8H8PcEcu35Xt71hRVv6NfGgdbXCN8dICCFE3pNvjrmhTVNHeLJKeNJtHglVO4CBYYGFVdxpNBq+D6zJset3uXrrPt9sOMd3XWvqO6xC6V5CCqP/Os1fx9VRSB9XtRV1RXtpRS0KDwMDDa2qOtKqqiNnb8Yyf08w606EEXT9LkF/BuFSphRvN1Hn/VhlsU5XmlbhUHAMUXGJOFiaUd/DNlPicu9BCksOX2fhvmvcvJcIgImhAZ18yvF2E3dquMiIsRBClCSS9ORGyL7MJW0ZKBAbpu7n4V9gYZUEZUqb8HMPH3rPO8ifB6/TwtOeNjIvJYN9V24xYvkJbt5LxNBAwwctK/Nhq8oY59EZcyHyg3c5K37u4cNn7bxYvD+ERQdCCLubwDcbzjH5n0v0qFuet5s8mmez+XQ4X60/S/jDRAbA2dqMMZ28CajhzNXoeBbsvcbKo6EkpKQBYGduQu+GbvRpWEHKO4UQooSSpCc34iPzdj+RK00ql+XdZhWZs+sqI1efwrd8GRys5AtMUmoaE7ZcYN6eYBQF3OxKM6mnL7XzeX6EEHnJwdKM4W28GNSyMmuOhTF/TzCXo+L5dW8wv+0Lpm11J2q4WDFhy8VMY+0R9xIZuDiIGi5WnA6L1W2v6mRJvyYedPYth5mxjL4LIURJJklPblg45u1+Itc+buPJnku3OBsey4iVJ/mtbz0MSnA9/rnwWIYtO875iDgAXqtfgf91qIa5TMgWRZSZsSGv1a9Az7rl2XUpmvl71LVzNp2OYNPpiCzvk54EpSc8ras68E5TDxpVspN5bEIIIQBJenLHrTFYlYPYcLKe16NRb3drXNCRlRimRoZM6eVLx2l72HUxmt/3X+PtJh76DqvAabUK8/ZcZcKWiySnabEzN+HHbrV4yVsSblE8GBhoaOHlQAsvB85HxPLDxnP8d/HWM+83sYcPgbVdCyBCIYQQRYkU++eGgSEE/PjwhyfPHj78OeAHaWKQz6o4WvJFh2oAfL/pPBcejnKUFGF3E3h93gG+23ie5DQtL1VzYMuwZpLwiGKrqpMVXXOYyEgnNiGEEFmRpCe3vDtDj4Vg5Zxxu1U5dbu0qy4QbzR0o6WXPcmpWoYsPUbiwwnLxZmiKKw9FkbA5F0cuBpDaRNDvg+sydw361LWwlTf4QmRr3LagEAaFQghhMiKlLc9D+/OalvqkH1q0wILR7WkTUZ4CoxGo+Gn7j4ETN7F+Yg4xm+5wJcdvfUdVr659yCFL9ae4u+T4QD4li/D5J6+uJc113NkQhSM+h62OFubEXEvMbviYpys1fbVQgghxJNkpOd5GRiqbalrdlf/lYSnwNlbmjL+1VoAzN8TzK6L0XqOKH/suXSLtpN38ffJcAwNNAx/2ZOVAxtJwiNKFEMDDWM6qSc2sikuZkwnbylvE0IIkSVJekSR1qqqI280dANgxIoTxNxP1nNEeScxJY2v1p+hz/yDRMQmUrGsOav/397dx0VZ5nsc/w4QoPmUHhXSo7WWIvGogE+htibZg5Zuq+WLWvNkupWu2cvUrLQnLSwfs7Q2X7ZbHemYq21rlpw0W/OQplmpqPiEIjAKgoo6A8N1/uAwZyeQYUYQHT7v18uXznVf9zXX7c+f9/y477nuP/bWhAE319rT6oGryaCIUL2T3E0hzV1vYQtpHqx3krtpUEToRfYEADR03N6Gq96zd3XVloP5yrSe1dRPf9LSh7pf9cvU7jpepIkrftR+61lJUnLPDnr2rq5qHEjKomEbFBGqgeEh+v5QgaxnLqhN0/Jb2rjCAwCoDp+gcNVrFFi+jPV9izfrq915St16VA8kdKjvaXnFUWb07qaDmrt+r0ocRv/WJEhz7o/SbWFt6ntqwBXD38+iXp1a1fc0AABXEe6RgU+45frmmnxHF0nSi3/frYMnztbzjDx3tOCcHnz3f/T6ugyVOIySwtvqy4mJFDwAAACXiKIHPuPRW3+j3p1a6XyJQxNTf1SJo6y+p1Qjxhh9+sMx3bngW31/uEDXBvor5f4oLX2ou1qxFDUAAMAlo+iBz/Dzs+jN4dFq3uga/XSsSPPT9tX3lNw6VWzXEx9v19P/tVNnbaWK63idvvhTXw2P+/er/ntJAAAAVwqKHviU0OaNNHtYpCTp7Y0HlH4wv55ndHHf7DuhO+Zv0tqfcxXgZ9HkO7oodWwvdWjVuL6nBgAA4FMoeuBz7ooM1e+7t5cx0qRPdqrofEl9T8nFhRKHZn62S39Y9r2sZ2zq1Ppa/e3xPnritptYgQoAAKAOUPTAJ80Ycos6tmqs7MLzemHNL/U9Hadfsot098Jvtfy7w5KkUb1v0OfjExXZvnn9TgwAAMCHUfTAJzUJCtC8ETHy97NozY/HtXpHdr3Ox1FmtHhDpu5bvFkHThSrTdMgfTA6QTOH3KJGgf71OjcAAABfR9EDn9Wtw3Wa8NubJUnPr/5FRwvO1cs8svLPacTSLZrz5V6VlhndFRmiLyf2Vb/OretlPgAAAA0NRQ982hO3dVL3jtfpjK1Ukz75UY4yc9ne2xijT7Yd1Z0LNmnbkVNqEhSgN38frcUju+m6awMv2zwAAAAaOooe+LQAfz/NGx6jJkEB2nr4lN7ZmHlZ3reg2K5xH/6gZ1b+pGK7Qwk3tNQXf0rU77q3ZylqAACAy4yiBz6vQ6vGenHILZKk+Wn79ePRwjp9vw0ZViXN26Qvd+XpGn+Lpt4Zpv98rKf+vSVLUQMAANQHj4uesrIyLVy4UImJiYqOjtbo0aN15MiRi/bfv3+/HnvsMfXo0UO9evXShAkTdPz48UuaNOCpYd3a6Z6oUJWWGU1csUPFttJaf4/zdoeeW/2zHlm+VSfP2tS5bROtfqKPxvXrxFLUAAAA9cjjouftt9/WihUr9Morryg1NVUWi0VjxoyR3W6v1PfUqVN65JFHdO211+rDDz/Ue++9p1OnTunRRx+VzWarlQMAasJisejV+yJ1ffNgHc4/p5c/312r4+88Wqi7F36rD/8nS5I0us+N+uzJW3XL9SxFDQAAUN88KnrsdruWLVum8ePHq1+/fgoLC9O8efOUl5en9evXV+qflpam8+fP67XXXtPNN9+siIgIzZkzRwcOHND27dtr7SCAmmje+Bq9OTxGFou0YutRrfsl95LHLHWUaeF/79fv3vlOB08WK6RZsD78jx56YXC4gq9hKWoAAIArgUdFT0ZGhoqLi9WzZ09nW7NmzRQeHq6tW7dW6t+rVy8tXrxYQUFBlbYVFRV5MV3g0vTq1Epj+3aSJE1d9ZPyTl/weqwj+cX6/dItmrt+n0rLjO6JCtW6iYm69eZ/q63pAgAAoBZ4VPTk5pb/ZDw0NNSlvU2bNsrJyanUv3379i4FkiQtXbpUQUFBio+P93SuQK2YNLCzIto1U+G5Ej39yU6VebiMtTFGK77P0p0LvtWOrEI1DQ7QggditOjBWLVozFLUAAAAVxqPip7z589LkgIDXT/YBQUF1eg7On/5y1/08ccfa9KkSWrVqpUnbw3UmsAAP80fEavga/z0z8yTWrb5UI33PXnWpjF/+UFTV/2sc3aHev6mpdZN7Kt7Y9qxFDUAAMAVyqOiJzg4WJIqLVpgs9nUqFGji+5njNH8+fP16quvauzYsRo1apTnMwVq0U1tmuj5e8IlSSnr9mr38dNu9/nvPXkaNH+T0vbkKdDfT9Pv6qqPH+2pdi0u/m8fAAAA9c+joqfitjar1erSbrVaFRISUuU+JSUlmjx5spYsWaJnnnlGkyZN8nKqQO0amdBBt3dtK7ujTBNTy5ex3nIgX2t+zNaWA/ly/N9tb8W2Uk1b9bP+44NtOnnWrrCQplrzZB+N6fsb+bEUNQAAwBUvwJPOYWFhatKkidLT09WhQwdJ0unTp7V7924lJydXuc8zzzyj9evX680339Tdd9996TMGaonFYtHrv4vUHfMLtS/vrOJfTdM5u8O5PbR5sB7q2VGfbDuqw/nnZLFIj956o55O6sLKbAAAAFcRj4qewMBAJScn64033lDLli3Vrl07zZkzRyEhIRo4cKAcDocKCgrUtGlTBQcHa9WqVVq7dq2eeeYZJSQk6MSJE86xKvoA9alVkyA9EN9eb2044FLwSFJO0QWlfLlXknR982C9MTxavTuxMhsAAMDVxuOHk06YMEH333+/nnvuOT344IPy9/fX+++/r8DAQOXk5OjWW2/V2rVrJUmff/65JCklJUW33nqry6+KPkB9cpQZfbo9u9o+ja7x0+cTEil4AAAArlIeXemRJH9/f02ePFmTJ0+utK19+/bau3ev8/WyZcsubXZAHfv+UIFyiqp/Vs/5kjLtzT2jXp1YcRAAAOBq5PGVHsCXWM/U7OGkNe0HAACAKw9FDxq0Nk1r9r2ymvYDAADAlYeiBw1awo0tFdo8WBdbeNqi8lXcEm5seTmnBQAAgFpE0YMGzd/PohmDyx9S+uvCp+L1jMHh8ud5PAAAAFctih40eIMiQvVOcjeFNHe9hS2kebDeSe6mQRGh9TQzAAAA1AaPV28DfNGgiFANDA/R94cKZD1zQW2alt/SxhUeAACAqx9FD/B//P0sLEsNAADgg7i9DQAAAIBPo+gBAAAA4NMoegAAAAD4NIoeAAAAAD6NogcAAACAT6PoAQAAAODTKHoAAAAA+DSKHgAAAAA+jaIHAAAAgE+j6AEAAADg0yh6AAAAAPg0ih4AAAAAPo2iBwAAAIBPo+gBAAAA4NMoegAAAAD4NIoeAAAAAD6NogcAAACAT6PoAQAAAODTKHoAAAAA+DSKHgAAAAA+jaIHAAAAgE+j6AEAAADg0yh6AAAAAPg0ih4AAAAAPo2iBwAAAIBPo+gBAAAA4NMoegAAAAD4NIoeAAAAAD6NogcAAACAT6PoAQAAAODTKHoAAAAA+DSKHgAAAAA+jaIHAAAAgE+j6AEAAADg0yh6AAAAAPg0ih4AAAAAPo2iBwAAAIBPo+gBAAAA4NMoegAAAAD4NIoeAAAAAD6NogcAAACAT6PoAQAAAODTKHoAAAAA+DSPi56ysjItXLhQiYmJio6O1ujRo3XkyJGL9j916pSefvppxcfHKz4+Xs8//7zOnTt3SZMGAAAAgJryuOh5++23tWLFCr3yyitKTU2VxWLRmDFjZLfbq+w/YcIEHT16VMuXL9fChQu1efNmvfjii5c8cQAAAACoCY+KHrvdrmXLlmn8+PHq16+fwsLCNG/ePOXl5Wn9+vWV+u/YsUPff/+9Zs+erVtuuUW9evXSSy+9pDVr1igvL6/WDgIAAAAALsajoicjI0PFxcXq2bOns61Zs2YKDw/X1q1bK/Xftm2bWrdurU6dOjnbEhISZLFY9MMPP1zCtAEAAACgZgI86ZybmytJCg0NdWlv06aNcnJyKvXPy8ur1DcwMFAtWrSosr87+fn5kqQTJ06ob9++Hu8PAAAAwDecOHFC0v/XCNXxqOg5f/68pPLC5V8FBQWpqKioyv6/7lvR32azefLWksoXUaj4ndvjAAAAAFTUCNXxqOgJDg6WVP7dnoo/S5LNZlOjRo2q7F/VAgc2m02NGzf25K0llRdbdrtdfn5+atWqlcf7AwAAAPAN+fn5Kisrq/Iiy695VPRU3KpmtVrVoUMHZ7vValVYWFil/iEhIUpLS3Nps9vtKiwsVNu2bT15a0nSzp07Pd4HAAAAQMPm0UIGYWFhatKkidLT051tp0+f1u7duxUXF1epf3x8vHJzc12e41Oxb7du3bydMwAAAADUmEdXegIDA5WcnKw33nhDLVu2VLt27TRnzhyFhIRo4MCBcjgcKigoUNOmTRUcHKzo6Gh169ZNTz31lGbOnKlz585pxowZuu+++7y60gMAAAAAnrIYY4wnOzgcDs2dO1erVq3ShQsXFB8frxdeeEHt27fXsWPHNGDAAM2ePVvDhg2TVH6v3Ysvvqhvv/1WQUFBGjRokKZNm6agoKA6OSAAAAAA+FceFz0AAAAAcDXx6Ds9AAAAAHC1oegBAAAA4NMoegAAAAD4NIoeAAAAAD6NogcAAACAT6PoAQAAAODTKHoAAAAA+LQGWfSkp6erS5cuVf4aMGCAJGnatGmVtvXt2/eiYx47duyiY4aFhTn77dq1Sw8//LC6deum/v37a9GiRXI4HHV+zA1BSUmJ5s2bp/79+ys2NlYjR47U9u3bndv37Nmj5ORkxcTEqH///nr//fdrNO7y5cs1cOBAxcTEaOjQodqwYcNF+77zzjvq0qXLJR8L/p+7uHqaqxXcxZVcrTvFxcV6+eWX1a9fP3Xv3l2PP/64srKynNu9ydWSkhItXLhQt99+u2JjYzVq1Cjt2rXrov3J1drlLqbe5GlNYkqe1q2ysjItXLhQiYmJio6O1ujRo3XkyBHndm/Pqx999JEGDBigqKgojRgxQj///PNF+5KrtctdTL09p7qL6RWRq6YBstlsxmq1uvz65z//acLDw80nn3xijDFm6NChZu7cuS598vPzLzpmaWlppTF37dplYmNjzdy5c40xxmRlZZno6Gjz+OOPm4yMDJOenm7uuOMOM3369Mty3L5uwYIFpk+fPubbb781hw8fNtOnTzfdunUzubm5pqCgwPTo0cNMnz7dZGZmmpUrV5rIyEizcuXKasdcuXKliYmJMV988YXJysoy8+fPN+Hh4Wb37t2V+u7cudOEh4ebzp0719UhNkjVxdUYz3PVGPdxJVfr1qOPPmoSExPN119/bTIzM81zzz1nevfubQoKCrzO1RdeeMF0797drFmzxhw8eNDMnz/fxMTEmIMHD1bqS67Wvupiaox3eeoupuRp3Vu0aJHp1auX2bhxo9mzZ48ZPXq0GThwoLHZbF7n6qpVq0x0dLT57LPPzP79+83kyZNNQkJClf8eyNXaV11MjfEuV93F9ErJ1QZZ9Pya3W43d999t5k4caIxpryAiYyMNOvXr7+kcUePHm1GjBhhHA6HMcaYWbNmmX79+jn/YRljzLZt20yXLl1Mdnb2Jb0XjBkyZIiZPXu28/WZM2dM586dzbp168ySJUtMYmKiKSkpcW5/8803zR133FHtmH/84x/Nk08+6dIWHx9v3n//fZe24uJik5SUZB5++GH+c65l1cXV21x1F1dyte7s2bPHdO7c2WzcuNHZ5nA4TFJSknnrrbe8ytWioiLTpUsX8+GHH7q0jxo1ykybNs2ljVytfe5i6k2e1iSm5GndstlsJjY21nz88cfOtqKiIhMVFWU+//xzr8+rSUlJZs6cOc7XJSUlpl+/fmbp0qUu/cjV2ucupt6eU93F9ErJ1QZ5e9uvffTRR8rJydG0adMkSYcPH5bNZlOnTp28HjMtLU1btmzRzJkz5edX/td86NAhRUVFKTAw0NkvPDxcxhht3br10g4CatGihTZs2KBjx47J4XAoNTVVgYGB6tq1q7Zt26b4+HgFBAQ4+/fs2VOHDh1Sfn5+tWNu3bpVGRkZMsZo7dq1OnPmjKKiolz6vfrqq+rcubPuvffeOju+hqq6uHqbq+7iSq7WnUOHDkmS4uLinG1+fn4KCwvT1q1bvcrVw4cPyxij+Ph4l/auXbtWihe5WvvcxdSbPK1JTMnTupWRkaHi4mL17NnT2dasWTOFh4d7nav5+fk6fPiwy5gBAQGKi4sjVy8DdzH1JldrEtMrJVcD3HfxbTabTUuWLNEf/vAHtWnTRpK0b98+WSwWffDBB9q0aZP8/PzUr18/TZw4UU2bNq3RuAsWLNDgwYNdvs/TunVr7du3z6Vfdna2JFX7wRs1M336dD311FMaMGCA/P395efnpwULFqhDhw7Kzc1V586dXfpXxPv48eNq1apVlWNOmDBBBw8e1L333it/f3+VlZVpxowZLif39evX65tvvtHf//73ar/vA+9UF9cvvvjCq1x1F1dyte60bt1akpSbm+tyYs3OzpbNZpMkj3O1YntOTo7LvtnZ2Tp58qTzNblaN9zF1Jtzak1iSp7WrdzcXElSaGioS3ubNm2Uk5Pj1Xm1ujEzMjKcr8nVuuEupt7kak1ieqXkaoO/0rNmzRrZbDY99NBDzrb9+/fLz89P7dq105IlSzRlyhR98803evzxx1VWVuZ2zM2bN2v//v167LHHXNqHDh2qn3/+We+++65sNpusVqtefvllBQQEyG631/qxNTQHDhxQs2bNtHjxYqWmpmrYsGGaMmWKMjIydOHCBZefMEhSUFCQJDk/aFUlKytLxhilpKRo5cqVGjdunGbNmqXNmzdLkvLy8vT8889r1qxZuu666+ru4Bqw6uLqba66iyu5Wneio6PVqVMnzZgxQzk5ObLb7Vq+fLn27Nkju93uVa6GhISod+/eSklJUWZmpkpLS7V27Vpt2LBBJSUlksjVuuQupt7kaU1iSp7WrfPnz0tSlflos9m8ylV3Y0rkal1y9/fvTa7WJKZXSq42+Cs9q1evVlJSkktijR8/XqNGjVKzZs0klf/UsXXr1s7VKLZs2aKlS5c6+w8ePFgvvfSSy5hxcXGVLg/GxcVp1qxZev311zVv3jxde+21mjBhgg4cOFDjK0ioWnZ2tiZPnqzly5c7f1ofGRmpzMxMLVq0SMHBwZUSqyIZGzdurCVLllSK6ZQpUzR+/HhNmzbNeXk9PDxc2dnZmjNnjnr37q2pU6fqzjvvrNHKJvCcu7i+9dZbHuequ7j26dOHXK1D11xzjRYvXqypU6eqf//+CggIUP/+/XX//ffrl19+kd1u9zhXX3rpJaWkpOjZZ5/VPffcIz8/P3Xv3l2PPPKIUlNTZYwhV+uQu5h6e06tLqYS59S6FhwcLEmy2+3OP0vl+dioUSOvzqvDhw93jvnr/Ro1akSu1jF3MfUmV93FVLpycrVBFz0FBQXasWOHxo4d69JusVicAa9QcQk3NzdXDzzwgO68807ntiZNmjj/XFpaqo0bN+qpp56q8j2HDRumoUOHymq16rrrrlNpaalmzZqljh071tZhNUg//fSTSkpKFBkZ6dIeHR2tTZs26frrr5fVanXZVvG6bdu2Vcb0wIEDKiwsrDRmTEyM1q9fr+PHj+u7777T9u3btXr1aknl8Zek2NhYjR07VuPGjavtQ21Q3MXVm1x1F9cK5GrdufHGG5WamqqioiJnDP/0pz/phhtu0OnTpz3OVan89on33ntPZ8+eld1uV8uWLZWSkqIbbriBXL0Mqoupt+fU6mJagTytOxW3K1mtVnXo0MHZbrVaFRYWptLSUo9z1WKxOPv96w+GrVarQkJCyNU65i6m3uSqu5hWuBJytUEXPdu3b5fFYlFCQoJL+9NPP63CwkKX9eYr1hu/6aab1KJFC7Vo0aLKMTMzM3X69GmXL3RV+PLLL/XZZ59p8eLFatu2rSTpH//4hxo3bqzY2NhaOqqGqSKR9+7d67LIwL59+9SxY0fFxMRoxYoVcjgc8vf3lyRt2bJFN954o/O+41/HtOJS7t69e10See/everYsaPatm2rr776ymWfr776Sm+88YZWr16t5s2b1/pxNjTu4upNrrqLq0Su1qWzZ89q3Lhxmjp1qiIiIiRJZ86c0Xfffafp06fLarV6nKvGGI0bN04PPPCAbrvtNknlH5TS0tI0ZMgQcrWOuYupN3nqLqYSeVrXwsLC1KRJE6Wnpzs/IJ8+fVq7d+9WcnKyQkNDPc5VqbxATk9PV69evSSVx3Xbtm0aOXIkuVrH3MXU28+/1cVUuoJy9bKtE3cFWrRokUlKSqrU/vXXX5suXbqYt99+2xw5csRs3LjR/Pa3vzWTJk1yO+bf/vY3ExERYcrKyiptO3DggImIiDCLFy82R48eNevWrTOxsbHmvffeq5XjacgcDocZOXKkGTRokNmyZYs5dOiQmTdvnunatavZsWOHOXnypImPjzdTpkwx+/fvN59++qmJjIw0q1atqnbcSZMmmT59+pi0tDSTlZVlPvjgAxMeHm7Wrl1bZf9PP/2UpTVrkbu4epur7uJKrtat5ORk8+CDD5qMjAyzZ88eM3LkSDNkyBBTUlLida5OnTrVDBo0yPz4448mMzPTjB8/3iQmJprCwsIq+5Ortau6mHqbp+5iSp7Wvblz55qEhASTlpbmfKZLUlKSsdlsXudqamqqiYqKMqtWrXI+06VHjx4XfRYMuVq7qoupt7nqLqZXSq426KJnxowZZvjw4VVuW7dunbnvvvtMVFSU6dOnj3nttdfMhQsX3I757rvvmj59+lx0+8aNG83gwYNNVFSUSUpKqvQMAnivsLDQzJw50/Tv39/ExsaaESNGmPT0dOf2nTt3muHDh5uIiAhz2223mb/+9a9uxzx//ryZO3euuf32201MTIwZOnSoWbdu3UX7859z7XMXV29ytSZxJVfrTl5enhk/fryJi4szCQkJZsqUKS4feLzJ1TNnzphnn33W9OjRw8TFxZknnnjCZGVlXbQ/uVq73MXUmzytSUzJ07pVWlpqUlJSTM+ePU1MTIwZM2aMOXr0qHO7N7lqjDF//vOfTd++fU1UVJQZOXJklQ/8rkCu1i53MfX286+7mF4JuWoxxpjLd10JAAAAAC6vBr9kNQAAAADfRtEDAAAAwKdR9AAAAADwaRQ9AAAAAHwaRQ8AAAAAn0bRAwAAAMCnUfQAAAAA8GkUPQAAAAB8GkUPAAAAAJ9G0QMAAADAp1H0AAAAAPBp/wuP+RY24P7H5QAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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++ecZMGAAW7ZsSfL4kxIUFGS37e3tfd9hKYmpUKEChQsXtm37+fnh4+NjG1rx/PPP8/nnn/PTTz/Rs2dP9u7dy/Hjx+1+Zb7bjh07qFevHm5ubrayZ599FmdnZ9v2pk2bMJlM1K1b1+4X8QYNGrB8+XKOHj3Kk08+CUBAQAAuLrffkvPly4enpyfZs2e3leXMmZMjR44kGo/ZbLb75dpkMhEXF8eBAwds5/iWJk2a8NVXX9nFmS9fPsqWLWsXZ/369RkxYgTXrl1j+/btADRs2NBuX2PGjLH9fWufly9f5vTp05w8edI2/PHWazKtn7eUeO655/j000+JjIwke/bsrFy5krJly1K8ePEEdZNzLHc6ceIEoaGhdO3a1S7mKlWq4OnpyYYNG6hXrx7VqlVj/vz5hIWFUb9+ferWrUuPHj3uGfetIYyRkZGcOnWKU6dO2Xrg7o7lzjbj5uZG7ty5bW0mNe8zd6pfv36isZYsWRKw9gAYhkGDBg0SnLeJEyeyY8cOnnnmGQBKlSpFjhw5bHXy5ctH7ty5KVKkiK0sZ86cdsMR0+uc3Ot472x/DRo0wNXVle3bt1OvXr0UnZcyZcok+TiJ2bFjBxUqVCBfvny2svz58/Pnn38CJDmc985r1kwmEw0bNmTcuHHcvHmTJ598knnz5mGxWDh79iynTp3i6NGjnDhxIkGPXVJu3LjBvn376NGjh12b9fLyon79+vz999929e/1Hh4YGIi7uzutW7fmueeeo27dulSuXJmAgIBkxSKSUkp65LGRI0cOXnjhBV544QUADh48yIcffsioUaNo1qwZuXLlStH+7vwwAsiTJw+GYXD9+nWCgoKYMmUKs2bNYvr06UyaNIl8+fLRuXPnRBOsa9eukTNnTpyc7Eec3v0Yd1u+fDlff/01ISEh5MyZEz8/Pzw8PBLUy5s3b4Ky1q1bs3z5crZv346bmxvHjh1jyJAhST7W1atXE43xzmNILGYXFxdy5cqV4FqK5Lj7WJycnFI1TC6x48+TJ4/twnVPT08aN27M8uXL6dmzJ0uXLqVYsWJUrlw5yX1eu3YtwYxVt471lqtXr2IYBhUrVkx0H+Hh4bYv74nNwpYlS5b7H9x/OnTowNatW23bVatWZdSoURiGkSDOu4cCXr16lQsXLiQ6lAXgwoULXL16FbA+b0nZt28fQ4YMYd++fXh4eFC6dGlbsnnrvKX185YSzz77LEOHDmXNmjW0aNGCX375JUGSnpJjudOt52fIkCGJtqNb1/MNHDgQb29vli9fbqsXFBTEoEGDkpyY4syZMwwaNIjNmzfj4uJCyZIlbdMy3x3LvdpMat9nbsmZMyfly5dP8vZbz0FiwwXBOoT2ltS83tPrnCTl7nbi5OREzpw5be8bKTkv92o3ibl69So+Pj4pug9Yfwy7+3ENwyAyMpIsWbIwc+ZMJk+ezJUrV8ibNy9ly5YlS5YsyX5/joyMxDCMRN9T8+bNm2A/93o9+vj4MGfOHKZMmcLChQuZNWsWXl5evPbaa/Tu3TvJzxqR1FLSI5laWFgYrVq1onfv3rz00kt2t/n7+/Puu+/So0cPzp49a/vSZTab7eol1bNw7do1uzf0ixcv4uzsbPv1snbt2tSuXZubN2+yefNmZs+ezfDhw6lQoQKBgYF2+8qVKxdXrlzBbDbb/Xp260M7Mdu3b6dfv360bduWt956C29vbwBGjBjBjh077vPMWL8UFy1alNWrV+Pq6nrfL/nZs2fn6tWrWCwWuw+jQ4cOER8fbzvuCxcu2H1Yx8XFceXKFdvzazKZkv0cp5XEZuW6cOGC3a+QrVq1YunSpezdu5dff/31vmv75MyZ0zZJxi2GYdiSP7A+Z1mzZrX1yN2tWLFiKTmMexoyZAhRUVG27WzZstm+4N4d592vq+zZs1O8eHFGjRqV6L59fHzw8vICrL+y33qtgfXX9MuXL+Pn50enTp3w9fXl559/plSpUjg5OfH333/z66+/2uo78nnLlSsX1atXZ/Xq1QQFBXHo0CEmTpyYoN7169eTdSx3uvX8fPjhh4lOo36rfbi5ufH222/z9ttvc/78ef78808mTJjA+++/zy+//JLgfhaLhS5duuDq6srChQvx9/fHxcWFY8eOsXz58hQff0rfZ1Li1nPw3XffkS1btgS3FypUKNX7Ts9zkpS7nxez2cyVK1fInTt3mp6XxGTPnj3Ra3c2bdqEj48PJpMp0ftduXLFLvG59bmUM2dOVqxYwRdffMH7779P69atbT8+9O7dm3379iU7LpPJlKANg/U9NWfOnMnazy0BAQGMHz+e2NhYduzYwYIFC5g0aRK+vr4899xzKdqXyP0ojZZMLW/evLi4uDBv3jy7GcRuOXHiBO7u7rYvUZ6engkW2du5c2ei+751cTBYv5isXr2awMBAPDw8+PLLL2ndujWGYZAlSxbq169vW+wtJCQkwb5q1KhBfHw8a9assZXFxsayYcOGJI9t165dWCwWevXqZfsSajabbTNh3e9CUJPJRMuWLVmzZo3tl+97qVy5MnFxcXbDFwzDYODAgXbr5axYscLufitXrsRsNlOpUiXA+mX8ypUrducjqef4fpL7S+CuXbvsfoHcu3cv586do3r16rayKlWqULx4cUaOHMmVK1d48cUX77nPGjVqsG7dOm7evGkrW79+vd2wlqpVq3Ljxg0Mw6B8+fK2f0ePHuXbb79N9pCS5ChZsqTdY5QsWRJ3d3eCgoL47bff7H55vnPGvVtxhoSEkCdPHrt9bNq0iWnTpuHs7Gw7f3e+RgFGjx7Np59+yokTJ7h69SpvvPEGTzzxhO3crFu3Drj9enT083ZrFrdFixZRuXJluwTuluQey51KlixJnjx5CA4OtovZ29ubr776ioMHDxIdHU2jRo1ss7UVKlSI119/neeffz7JxT2vXLnCyZMnad26td0QyHvFkpTUvM+kRJUqVWwx3/kcXL16lTFjxjxQcpVe5+Re1q9fT2xsrG177dq1xMfHU6NGjQc+L/d776pcuTK7d+/m0qVLtrLLly/TuXPnBJNx3OnOtm0YBr/99huVKlXCzc2NHTt2kD17drp06WJLeKKiotixY4ddvPeKLWvWrJQrV45Vq1bZ/XgVGRnJX3/9ZXufSI5Zs2bRoEEDYmNjcXNzo0aNGnz66adA4p+TIg9KPT2SqTk7O/PJJ5/Qo0cPWrVqxeuvv06pUqW4efMmGzZsYO7cufTu3dv2i1/9+vX5448/+Oyzz3jmmWfYsWNHkrNFjRkzBrPZTMGCBfnhhx84efIkM2fOBKxfLmbOnEn//v1p1qwZcXFxTJs2jZw5c9p90b6lRo0a1KpVi48++ohLly5RuHBhZs+ezeXLl5McFnFr3PPQoUNp1aoVERERzJkzxzYd8Y0bN+67cGXLli0ZN24chmHc90t+vXr1CAoKYsCAAfTu3ZtixYqxYsUKjhw5wscff0zp0qVp0aIF48ePJzo6mmrVqnHo0CHGjx9PtWrVqF27tu05/v777/nf//7HSy+9xNGjR5kxY4bdL8/J5eXlxcGDB9m6dSsBAQGJDu2D27+Wd+vWjStXrvDVV19RpkwZmjVrZlevVatWfPXVVzz11FMULFjwno/do0cP1qxZw1tvvUWnTp24cuUKo0ePtlsLqm7durZpWLt3706pUqXYu3cv48aNo1atWhmyoGOfPn1o3749PXv2pE2bNpw6dSpB70bLli2ZM2cOb775Jt26daNgwYJs3LiRqVOn0rZtW1xdXfHz86Nx48aMGjWK6OhoypYtyz///MPvv//OmDFjKFGiBJ6enkyaNAkXFxdcXFz49ddfbTM13Upy0vJ5Cw0NJTQ0FH9/f7trhO6lYcOGDB48mO+++46BAwcmWie5x3InZ2dn3nvvPQYNGoSzszP169cnIiKCCRMmEBYWRtmyZfHw8KBs2bKMHz8eV1dXfH19OXnyJEuXLk1ylsA8efJQuHBh5s6di7e3N15eXvzzzz989913ScaSlNS8z6TErTb18ccfc+7cOcqVK8fJkycZPXo0Pj4+iV47lVzpdU7uJTQ0lLfffps33niDkJAQvv76a2rVqkW1atUAHui8eHl5cfHiRf7+++9Eh2p26NCBZcuW8dZbb9GtWzfc3d2ZPHky+fPn58UXX+T69euJ7nfkyJHExsZSokQJFi1axPHjx20xBQQE8MMPP/DFF19Qv359wsPDmT59OhcvXrTr9fLy8mLXrl1s2rQp0SGX77//vq39tm3blri4OKZMmUJsbCw9e/a853HfqXr16owaNYoePXrQtm1bnJ2dmT9/Pm5ubnbXjoqkFfX0SKZXr149Fi5cSJkyZZg0aRJvvfUWffr04dChQ4wePZouXbrY6rZq1YrOnTuzatUqOnfuzM6dO/nmm28S3e9nn33G7Nmz6d69O2FhYUydOtXW21GnTh1GjRrF0aNH6dmzJ3369CFLlizMnj07ye7/8ePH06xZM8aOHcu7776Lt7c3L7/8cpLHVa1aNQYNGsSuXbvo3Lkzn3/+OYUKFWL8+PEAyRriVqBAAfz8/KhZs+Z9v+Q7OzszdepUGjduzLhx4+jevTsnT55k2rRptmFin332GT179mTlypV06dKFuXPn0q5dO6ZOnWr79fCpp56iX79+7Ny5k86dO7Ny5UrGjx+fqqSnY8eOXLx4kbfeeov9+/cnWa9+/fpUqVKFDz74gKFDh1K1alW+++473N3d7erduqi5ZcuW933s4sWLM2fOHNsXq2+//ZZ+/frZfXlwcnJiypQpPP/880yePJm33nqL+fPn06FDB0aPHp3i402NypUrM3XqVMLCwujZsyfz589n+PDhdnWyZs3K3LlzqVSpEiNHjqRz58789ttvvP/++wwYMMBWb+TIkbzxxht8//33dO3alX/++YcxY8bQuHFjsmfPzoQJEzAMg969e/Phhx9y/vx55syZQ7Zs2WwTIaTl87Zo0SLatGlz32sz7uTl5UWtWrUwDCPJRCO5x3K3l156ia+++oqdO3fSrVs3PvnkE3x8fPj+++9tF+gPHTqUli1bMmPGDDp27MiECRNo3bo1n3zySZIxT5gwgQIFCtC/f3/effdddu/ezcSJEylZsmSSsSQlpe8zKfX555/z5ptvMn/+fDp16sSkSZN47rnnUv3Dxi3peU6S8vzzz1O0aFHeffddxo0bR4sWLeym3n6Q89KyZUsKFy5Mjx49Ev1hrWDBgsybNw9vb28GDBhA//79yZcvH9999909h5B98sknLFy4kJ49e3LhwgVmzJhhG7bcokULevTowS+//ELnzp0ZO3YslStXZujQoVy9epVjx44B8Prrr+Pq6krnzp1tPVd3uvWjXmxsLH369OHjjz+mQIECLFy4kCeeeOKex30nPz8/Jk2axPXr1+nTpw89e/bk6tWrzJgxwzY5hkhaMhmpuSpYRDKFsLAwGjRowNdff53kF8DHydSpU5k2bRrr169Pds+BONbrr7/OmDFjkn0xvkhyNGjQgKpVq/LFF184OpRkWbJkCQMGDGDt2rWpmgBB5HGg4W0ij6FDhw6xdu1afv31V3x8fGzTyD6uli5dypEjR5g3bx5dunRRwvOI+Pvvv4mOjlbCIyIi96XhbSKPoZiYGGbOnInZbGbMmDEPNOwkMzh8+DDz5s3jmWeeoXPnzo4OR5KpdOnSTJ8+3dFhiIjII+CBhrdNmDCBTZs28f333ydZ58qVKwwbNsw2LrRx48YMGDAgyQUQRURERERE0lKqe3pmzZrF2LFj71uvV69enD171lZ/w4YN91wAUUREREREJC2l+JqesLAwBg4cyI4dOyhRosQ96+7atYutW7eyatUqSpUqBVhnrunUqRN9+vRJsHKwiIiIiIhIWktxT8+BAwfIkSMHy5cvT7Cq/N22b99Ovnz5bAkPWBedM5lMyZpOV0RERERE5EGluKenQYMGNGjQIFl1w8LCEqz94ebmRs6cOVO12m5gYCCxsbE4OTmlyUJqIiIiIiLyaLp06RIWiwU3Nzf27Nlzz7rpOmX1zZs3E5361d3dnZiYmBTvLzY2FovFgsViISwsLC1CFBERERGRR1hsbOx966Rr0uPh4ZFoEDExMamavc3JyQmLxYKTk5PWZRAREREReYxduHDBlhvcT7omPd7e3qxZs8auLDY2lqtXr6ZqEoM8efIQFhZGvnz5bFNgi4iIiIjI46dOnTqEhYUl67KXdF2ctEqVKoSGhnL69Glb2ZYtWwCoWLFiej60iIiIiIgIkMZJj9ls5sKFC0RHRwPWiQcqVqzIe++9x969e9m8eTODBw/mxRdf1HTVIiIiIiKSIdI06QkJCaFWrVqsWrUKAJPJxPjx4/Hx8aF9+/a8++671KlTh08++SQtH1ZERERERCRJD3RNzxdffGG37ePjw7///mtXlidPHsaOHfsgDyMiIiLiEPHx8cmaGUpE0p6bmxsuLmkzBUG6TmQgIiIi8igyDIMzZ85w6dIlDMNwdDgijyWTyUSePHkoWrQoJpPpgfalpEdERETkLpcuXeLixYsUKlQILy+vB/7CJSIpYxgGERERnD9/nmzZspE3b94H2p+SHhEREZE7GIbBuXPnyJ07NwULFnR0OCKPrWzZshEdHc25c+fIkyfPA/34kK5TVouIiIg8auLj44mPjydXrlyODkXksZcrVy5bm3wQSnpERERE7hAXFweAq6urgyMRkVvt8Fa7TC0lPSIiIiKJ0HU8Io6XVu1QSY+IiIiIiGRqSnpERERE0pPFDCfXw74frf9bzBn20O3atcPX1zfRf5999lmGxXE3X19flixZ4rDHdySzxWDT8Uv8tPscm45fwmzJuCnRGzRogK+vLzNnzkz09kGDBuHr68u4ceOSvb/k1nU0zd4mIiIikl4OLofV/SDi/O0yr0LQ+Evwb5YhITRp0oSBAwcmKM+SJUuGPL7ctnp/CENWHCTkWrStrGAODwY39adxuYyZKdDV1ZXVq1fz5ptv2pXHx8fz22+/ZdphnerpEREREUkPB5fDwjfsEx6AiBBr+cHlGRKGh4cH+fLlS/DP09MzQx5frFbvD+HtOTvtEh6A0GvRvD1nJ6v3h2RIHDVq1GDPnj2EhNg/3ubNm8maNWumnaZdSY+IiIhIchgGxEYl7190BPzyIZDY0KX/ylb3s9ZL7j6NtB8GZRgGU6dO5emnnyYwMJDmzZuzfPntZGzLli34+/uzefNmnnvuOcqXL0+bNm04efIkEydOpGbNmlStWpVPP/0U47/4DMNg2rRpNGnShHLlylGpUiW6du3K2bNnk4zjzz//pGXLlgQEBNCwYUPGjBlDbGys7fa///6bli1bEhgYSI0aNejfvz/Xrl1L8+cjJQzD4EZsfLL+RUbHMXj5gXu9Gvhk+UEio+OSvU8jla+HgIAAChUqxOrVq+3KV61aRZMmTex6ehYvXsyLL75IQEAAFSpUoF27dhw4cCDJfe/cuZPXX3+dgIAA6tWrx5AhQ7h+/brt9r179/Laa68RFBRElSpVeOeddzh//nyS+0tLGt4mIiIicj+GATMawdktabVDaw/QF0WSf5ci1aHjakjD4UejR49mxYoVDBo0iFKlSrFt2zY++eQTIiMjef311wEwm8188cUXDB8+HHd3d9555x1eeeUVateuzffff8+2bdsYPHgwtWrVon79+nz33XdMnjyZL7/8El9fX4KDg/n444/54osv+PbbbxPEsG7dOnr37s2AAQN46qmnOHPmDJ9++iknT57km2++4fLly/Ts2ZP+/ftTr149QkND+fDDDxkxYoTDrksyDIPWkzax4/SVtNkfEBoRTflPfkv2fSoXy8WibjVSNRytSZMmdkPcYmNjWbNmDbNmzeKXX34B4Pfff2fw4MEMGzaMKlWqcPHiRYYNG8bAgQNZtmxZgn0ePnyYDh060K1bNz777DMuXrzIiBEj6NixIwsWLMAwDLp27crLL7/Ml19+SUREBIMGDeJ///sfs2bNSvExpJSSHhEREZFkeTSvdVixYgW//vqrXVlQUBDjx49n1qxZjBgxgvr16wNQtGhRzp07x/Tp021JD0Dv3r2pUKECAM8++yyzZ8/m008/JUuWLJQqVYpx48Zx9OhR6tevT9GiRfniiy9o0KABAIULF6ZJkyasXLky0fgmTZpE69atefXVV20xDBkyhPbt2xMcHExkZCSxsbEUKlSIwoULU7hwYSZNmoTZnHETQiTm0Xw1WDVp0oTp06cTEhJCwYIF2bBhA7ly5cLf399WJ2fOnAwbNowXX3wRsJ7Hl156icGDBye6z+nTp1OjRg26d+8OQPHixfnqq6945pln2Lp1K35+fly5coX8+fPj4+ODyWRizJgxXLp0Kd2PF5T0iIiIiNyfyWTtZYm7kbz6pzfC3Nb3r/f6j1CsZvL26Zo1Vb08DRo0oG/fvnZlHh4eHDt2jJiYGPr168eAAQNst8XHxxMbG0t09O1rT0qUKGH7O0uWLOTNm9duIgR3d3diYmJsj7dnzx7Gjh3L6dOnOX78OEePHqVAgQKJxnfw4EH27t3L0qVLbWW3hm4dP36cunXr8sILL9CtWzcKFixIzZo1qVevni2pcgSTycSibjW4GZe8xGvryct0mLntvvVmvVmFqiVyJ2ufWVydUz3pQLly5ShSpIitt2fVqlW88MILdnWqVKlC7ty5mTBhAqdPn+bkyZMcOnQIi8WS6D4PHjzI6dOnCQoKSnDb8ePHqVatGp06deLTTz9l/Pjx1KxZkzp16tCoUaNUHUNKKekRERERSQ6TCdyyJa9uqQbWWdoiQkj8uh6T9fZSDcDJOS2jTCBbtmwUK1YsQXloaCgAY8aMoWTJkglud3Nzs/3t4mL/ldHJKenLwqdOncq4ceNo2bIlVatWpV27dqxduzbJnh6LxUKnTp1o0aJFgtvy5csHwFdffUWPHj1Yt24dGzdupE+fPlSsWJHZs2cnGUd6M5lMZHVL3lfp2k/ko2AOD0KvRSf1asA7hwe1n8iHs1PG9CHdGuL22muvsXbtWhYtWmR3+8qVK/nwww954YUXCAgIoHXr1hw5coShQ4cmuj+LxULTpk3p1q1bgtty57Ymcn379uW1117j77//ZtOmTXzyySdMnjyZZcuW2b3e0oMmMhARERFJa07O1mmpgYQDof7bbvxFuic891KyZElcXFw4f/48xYoVs/37+++/mT59+j0Tm3uZOHEiPXv25JNPPqFNmzZUqFCBU6dOJXnh/RNPPMGJEyfsYggLC2PEiBFERUWxe/duhg8fTsmSJenQoQNTpkxh+PDhbNmyJcOGRj0oZycTg5tah44l8WpgcFP/DEt4wJr07Nmzhx9//JEiRYpQqlQpu9tvDTv88ssvef3116lSpYptMorEzuUTTzzB0aNH7c6j2Wzm888/JyQkhBMnTjB48GDy5MnDq6++ytixY5k2bRrHjx/n8OHD6X68SnpERERE0oN/M3h5NnjdNQWwVyFreQat05OU7Nmz88orrzBmzBiWLVvG2bNnWbp0KSNHjiRv3ryp3u+ta0SOHTvGiRMnGD16NL/99pvdbGx36ty5M7/99hvjxo3j5MmTbNq0iQEDBhAREWGbWnvevHmMHDmS06dP8++//7Jy5UqKFy9Orly5Uh1nRmtcriAT21bEO4eHXbl3Dg8mtq2YYev03PLkk09SrFgxvv76a55//vkEtxcsWJCdO3dy4MABzpw5w6xZs5gzZw5AoueyY8eOHDp0iEGDBnHs2DH27NlD3759OXnyJMWLFydnzpz8/PPPDBo0iOPHj3Py5EkWL15Mjhw5Eu1pTGsa3iYiIiKSXvybgd/z1mt8roeBZwHrNTwO7OG504ABA8idOzdjx44lPDwcb29vevbsSZcuXVK9zxEjRjB06FBatWpFtmzZCAwMZMiQIXzyyScEBwfj4+NjV79x48aMHj2ayZMnM3nyZHLkyEH9+vX54IMPAChdujTjxo1j/PjxzJs3DycnJ6pXr87UqVNT3RvlKI3LFaShvzdbT14mPDKa/Nk9qFoid4b28NypSZMmTJw4keeeey7BbR9//DGDBg2ibdu2uLm54efnx4gRI3jvvffYs2cPVatWtatfoUIFpk2bxjfffEPLli3JkiUL1atXp1+/fri5uZE7d26mTZvGV199xcsvv4zZbKZChQrMnDkzQ9aMMhmpneTbAerUqUNYWBgFChRg3bp1jg5HREREMqEbN25w6NAhnnzySbJmzerocEQea/dqjynJDR6t9FhERERERCSFlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiEgiLBaLo0MQeeylVTtU0iMiIiJyBzc3NwCuX7/u4EhE5FY7vNUuU0uLk4qIiIjcwcXFhbx583Lu3DkAPD09H7lFMEUedRaLhevXr3Pu3Dny5s2Li8uDpS1KekRERETuUrRoUQBb4iMijpE3b15be3wQSnpERERE7mIymShWrBiFCxcmNjbW0eGIPJbc3NweuIfnFiU9IiIiIklwcXFJsy9dIuI4GqAqIiIiIiKZmpIeERERERHJ1JT0iIiIiIhIpqakR0REREREMjUlPSIiIiIikqkp6RERERERkUxNSY+IiIiIiGRqSnpERERERCRTU9IjIiIiIiKZmpIeERERERHJ1JT0iIiIiIhIpqakR0REREREMjUlPSIiIiIikqkp6RERERERkUxNSY+IiIiIiGRqSnpERERERCRTU9IjIiIiIiKZmpIeERERERHJ1JT0iIiIiIhIpqakR0REREREMrUUJz0Wi4WxY8dSu3ZtAgMD6dixI6dPn06y/oULF+jTpw/VqlWjWrVq9O7dm9DQ0AcKWkREREREJLlSnPRMmDCB+fPnM2zYMBYsWIDJZKJz587ExsYmWv+9994jJCSEmTNnMnPmTEJDQ+nevfsDBy4iIiIiIpIcKUp6YmNjmTFjBu+88w5169bFz8+P0aNHExYWxu+//56gfkREBNu2baNz5874+/vj7+9Ply5dOHDgAFeuXEmzgxAREREREUlKipKew4cPExUVRfXq1W1lXl5e+Pv7s23btgT13d3dyZo1K8uWLeP69etcv36dn376ieLFi5MjR44Hj15EREREROQ+XFJS+da1OAULFrQrz58/PyEhIQnqu7u789lnnzF06FAqV66MyWQiX758zJkzBycnzaEgIiIiIiLpL0WZx82bNwFwc3OzK3d3dycmJiZBfcMw+PfffwkKCmLu3Ll89913FC5cmB49enD9+vUHCFtERERERCR5UtTT4+HhAViv7bn1N0BMTAxZsmRJUH/lypXMmzePP//8E09PTwAmTZpE/fr1Wbx4Me3bt3+Q2EVERERERO4rRT09t4a1hYeH25WHh4fj7e2doP6OHTsoUaKELeEByJEjByVKlODUqVOpCFdERERERCRlUpT0+Pn54enpyZYtW2xlERERHDx4kMqVKyeoX7BgQU6fPm039O3mzZsEBwdTrFixBwhbREREREQkeVKU9Li5udG2bVtGjRrF2rVrOXz4MO+99x7e3t40bNgQs9nMhQsXiI6OBuDFF18E4N133+Xw4cO2+m5ubrRs2TLND0ZERERERORuKZ5CrVevXrRu3ZqPPvqIV199FWdnZ6ZPn46bmxshISHUqlWLVatWAdZZ3ebNm4dhGLRv354333wTV1dXfvjhB7y8vNL8YERERERERO5mMgzDcHQQyVWnTh3CwsIoUKAA69atc3Q4IiIiIiLiICnJDbRYjoiIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUXBwdgIiIPMYsZji9Ea6HgWcBKFYTnJwdHZWIiGQySnpERMQxDi6H1f0g4vztMq9C0PhL8G/muLhERCTT0fA2ERHJeAeXw8I37BMegIgQa/nB5Y6JS0REMiUlPSIikrEsZmsPD0YiN/5Xtrq/tZ6IiEga0PA2ERHJWKc3JuzhsWNAxDlY1AHyPgGuWcEtW8L/bX9nBdds//2fFUymjDoSERF5RCjpERGRjHU9LHn1DqVyiJtr1vsnRokmT0nV9bT+7ZIFnDRAQkTkUaSkR0REMpZngeTVK/cSZMsDsVEQdwNib0BclPX/2Kjbf8f99++WW9s3LqZ97LaEKonEKMnk6b/kKqnkyzXr45NQacY+EXEAJT0iIpKxitUE9xwQcy2JCibrLG4tJyf/y7DFAvE3750Y2ZKnO5Ko2OsJE6q768RF3X4cW0L1wM9CQi5Z7p0YJZk83VX37p6rhymh0ox9IuIgSnpERCRj/TP63gkPQOMvUvbrv5PT7S/85HvQCO0lllDdnUQlllDZ1b1+/4Qq/qb1X7olVHckSPcc0ndnnXslX//9n9yE6taMfXdPYHFrxr6XZyvxEZF0o6RHREQyhmHA2iHWpAegbEs4uzmRX/2/eLi+/KZnQmUYEHfzHonR3UlU1P17pWLvuO1WgnEroeJS2sYPCROquxMkt2zWOnt+IOkZ+0zWGfv8ntdQNxFJF0p6REQk/Vks1mFNW6dYt58dBjXf0fUdJtN/iUFWyJY3bfdtl1Allhgl1SuVnJ6rKNI2ofpvxr7TG6FE7TQ4eBERe0p6REQkfVnMsPwd2D0XMMELX0PljtbbnJz1JTe9OCyhSuS6quAd8O/K++83uTP7iYikkJIeERFJP/GxsKQzHFwGJmd4cSIEtnF0VPKgUppQnVyfvKQnPvrBYxMRScRDMp2LiIhkOnE3YUFba8Lj5Aovf6eE53FVrKb1ei3us3DsindhwzfW3kERkTSkpEdERNJezHWY+xIc/dV6Eftr8+HJpo6OShzFydk6LTWQMPExWf8VrACWOPh9EMxsApeOZ2yMIpKpKekREZG0dfMqfN8CTq0Ht+zQdjGUfsbRUYmj+TezTkvtVdC+3KuQtbzLX9D8W+tr5uwWmFQLtk61ToIhIvKAdE2PiDw0zBaDrScvEx4ZTf7sHlQtkRtnp/sMh5GHS9RF+P5FCN0HHjmh3RIoXMnRUcnDwr+ZdVrqpGbsC2oLJerATz3g5DpY1RcOrbAmQzmLODZ2EXmkKekRkYfC6v0hDFlxkJBrty9kLpjDg8FN/WlcruA97ikPjYjzMPtFuPgvZMsH7ZaBdzlHRyUPm/vN2JezKLT7CbZPtw51O/k3TKgBTb6ACq9bJ1EQEUkhDW8TEYdbvT+Et+fstEt4AEKvRfP2nJ2s3h/ioMgk2a6csl6HcfFf8PKBN1cr4ZHUc3KCqp2h2z9QpBrERlp7f354BSJDHR2diDyClPSIiEOZLQZDVhxMcp12gCErDmK2JFZDHgoXjsCMJtbEJ1cJ6PgL5C3t6KgkM8hTCt78BRoOBWc3OLIaJlSH/YsdHZmIPGKU9IiIQ209eTlBD8+dDCDkWjRbT17OuKAk+UL3WXt4Is9DPj/ouNo6PEkkrTg5w1O9oes6KBgIN6/Ajx1hYXuIuuTo6ETkEaGkR0QcKjwyeYsRJreeZKDg7TDrebhx0fpltMMqyO7t6Kgks8r/JHRaC/UGgJOLdf2nCdXg8CpHRyYijwAlPSLiUPmze6RpPckgJ9fD7OYQfc16zUX7FZAtj6OjkszO2RXq9YdOayDfkxB1Aea/Ckvftk6VLiKSBCU9IuJQVUvkpmAOj3uu057P052qJXJnWExyH0d/h7mtIfY6lKgL7ZaCRw5HRyWPk0JB1nV9nuoNmGDPPJhYE47/4ejIROQhpaRHRBzK2cnE4Kb+QMJ12m+Jio1n37lrGReUJO3gT/DDqxAfDWWawGsLwS2bo6OSx5Grh3WCg46/Qu6SEHHOuijuz30g5rqjoxORh4ySHhFxuMblCjKxbUW8c9gPYSvg5U6JvFm5EWvm9amb2XxCFy071O4fYFEHsMRBuVbQ5nvrF08RRypazTq1ddWu1u3t02HSU9YFUEVE/qPFSUXkodC4XEEa+nuz9eRlwiOjyZ/dg6olchMdZ6bz7O1sPH6J9jO2MrldJer55nd0uI+fbdNg5fvWv4PaQdNvrLNqiTwM3LLBcyPA73nrej5XTsHM56BGD2jwsZJzEVFPj4g8PJydTNQolYfmFQpTo1QenJ1MZHN3YUaHKjztl5+YeAudZ2/XYqUZbcM3txOeat2g6VglPPJwKlkX3t5oTcwxYNN4mFwHzu1wdGQi4mBKekTkoefh6sykdpV4PqAgcWaDHvN2sWRnsKPDyvwMA/74DH4fZN2u3RcafwFO+uiQh5iHFzQfb73ezLMAXPwXpjW0vpbjYx0dnYg4iD65ROSR4OrsxNhXgnipkg9mi0GfhXuYs/m0o8PKvAwDfh0I60ZYt58eDE9/DKZ7zbMn8hAp0wi6b4ZyrcEwW1/L0xpA2AFHRyYiDqCkR0QeGc5OJr5sFUCHmsUB+GjZfqasO+7YoDIjixlW9IbN31q3m4yE2n0cG5NIamTNDa2nw0uzIEtuCN0Hk+vC+q/AHO/o6EQkAynpEZFHitN/U1x3r1cKgOGrDjP69yMYhuHgyDIJcxws7Qo7vwOTEzSfANW6ODoqkQdTtgX02AK+z1lnH1w7FGY0gotHHR2ZiGQQJT0i8sgxmUx82NiPDxr5AvDN2qN8tvKQEp8HFR8DC9vDvkXg5AKtZ0DQ646OSiRteOaHV+bBi5PAPQec2w6TasPmiWCxODo6EUlnSnpE5JHVo35pPvlvYdNp/5zkf0v3Y7Yo8UmV2CiY1wb+XQnO7tYvh2VbODoqkbRlMkGFV6H7RihZH+Jvwur+MLuZdZprEcm0lPSIyCOtw1MlGNEqACcT/LD1DO8v3E28Wb/apkj0NZjTCk78Ca7Z4PVF1ovARTKrHD7Qbim8MNr6mj+1HiY+BTtmWSfxEJFMR0mPiDzyXq5ShG9eCcLFycSy3efpPncnMfFmR4f1aLhxGb5rBmc2WYf8vLHMutaJSGZnMkHljvD2BihaE2KvWyfwmNsaIs47OjoRSWNKekQkU2gaWIhJbSvh5uLEbwfD6PTddm7GKvG5p8gwmPU8hOyGrHmgwwooUtXRUYlkrNwloMPP8Oxn1qGdx9bAhOqwd6F6fUQykRQnPRaLhbFjx1K7dm0CAwPp2LEjp08nvVZGXFwcX331FbVr16ZChQq0bduWQ4cOPVDQIiKJeca/ADM7VCGLqzPrj16k/YytREbHOTqsh9PVszCzMYQfhOwF4c1foGCgo6MScQwnZ6jZE7qth0IVrUM+l3SGhe3g+gVHRyciaSDFSc+ECROYP38+w4YNY8GCBZhMJjp37kxsbOKrHH/yySf8+OOPfPrppyxevJicOXPSuXNnIiMjHzh4EZG7PVU6L3M6VSW7hwtbT12m7bQtXL2hVdjtXDoOM5vA5ROQs6g14cnn6+ioRBwvny+89Ts0+AicXOHQCmuvz8Hljo5MRB5QipKe2NhYZsyYwTvvvEPdunXx8/Nj9OjRhIWF8fvvvyeof/bsWX788Uc+//xz6tWrR6lSpRg+fDhubm7s378/zQ5CROROlYrl5ofO1cmV1ZU9wddoM3kz4ZHRjg7r4RB20JrwXDsLeZ6AN1dbh/eIiJWzC9T5ADr/AfnLwo2L1h6fJV3g5hVHRyciqZSipOfw4cNERUVRvXp1W5mXlxf+/v5s27YtQf1//vkHLy8v6tSpY1f/jz/+oEaNGg8QtojIvZUrnIOFXWuQP7s7/4ZF0mbyZs5dvenosBzr3E6Y9RxcD4MC5aw9PDkKOzoqkYdTwQDo8ifUft+6UO/eBTChBhxd4+jIRCQVUpT0hIaGAlCwYEG78vz58xMSEpKg/qlTpyhSpAi//fYbLVu25KmnnqJz584cP378AUIWEUmeJwpkZ1G3GhTOmYWTF6N4edImTl2McnRYjnF6k3WWtptXoHBlaL8CPPM5OiqRh5uLOzw9yDrkLU9piAyBua2ss7zFaJi+yKMkRUnPzZvWX0nd3Nzsyt3d3YmJiUlQ//r165w5c4YJEybQp08fJk6ciIuLC6+99hqXLl16gLBFRJKnWJ5sLOpWg5J5s3Hu6k1emryJI2GP2ZeV43/A9y0gNhKK17ZOS501t6OjEnl0+FSGruuhenfr9o5ZMLEmnFzv0LBEJPlSlPR4eHgAJJi0ICYmhixZsiSo7+rqSmRkJKNHj6ZWrVoEBAQwevRoAJYuXZramEVEUqRQziws6FoDP+/sXIiMoc3kTewLvubosDLG4ZUwr4115fnSDa0Lj7pnd3RUIo8et6zQ+HNo/7N1ApCrZ+C7F+CX/hB7w9HRich9pCjpuTWsLTw83K48PDwcb2/vBPW9vb1xcXGhVKlStjIPDw+KFClCcHBwauIVEUmVfNndmd+lOoFFcnLlRhyvTd3M9lOXHR1W+tr3IyxoB+ZYeLIZvDIPXBP+QCUiKVCiNry9ESp1sG5vmQiTa8PZhNc2izy2LGZrT+i+H63/Wxy/bl6Kkh4/Pz88PT3ZsmWLrSwiIoKDBw9SuXLlBPUrV65MfHw8+/bts5VFR0dz9uxZihUr9gBhi4ikXM6sbsztVI2qJXITGRNPu+lb+efoRUeHlT52zILFncAwQ+Cr0HomuLjd924ikgzu2aHpN/D6Yus6V5eOwYxnYc0QiE843P9xZ7YYbDp+iZ92n2PT8UuYLVr0NVM7uBzGlLP2hC5+y/r/mHIOn/o9RUmPm5sbbdu2ZdSoUaxdu5bDhw/z3nvv4e3tTcOGDTGbzVy4cIHoaOvUsJUrV6ZmzZr069eP7du3c+zYMT788EOcnZ1p3rx5uhyQiMi9eLq78N2bValbJh8348x0nLWN3w+GOTqstLVpgvVCawyo/BY0n2CdhldE0tYTz0D3TRDQBgwL/PM1TKkPIXsdHdlDY/X+EGp9+QevTt1M7/m7eXXqZmp9+Qer9yecAEsygYPLYeEbEHHevjwixFruwMQnxYuT9urVi9atW/PRRx/x6quv4uzszPTp03FzcyMkJIRatWqxatUqW/1x48ZRtWpVevbsSevWrbl+/TqzZ88md25dRCsijpHFzZkpb1SiUdkCxJotdJuzg+V7zt//jg87w4C/R8KvA6zbNXvB81+BU4rf6kUkubLkgpZToM0cyJoXwg/A1PrWtmiOd3R0DrV6fwhvz9lJyDX7ddJCr0Xz9pydSnwyG4sZVvcDEuvJ+69sdX+HDXUzGYbxyPQx1qlTh7CwMAoUKMC6descHY6IPOLizRY++HEvS3edw2SCL1qWp02Voo4OK3UMA9YMhg3fWLfrfwR1+oLJ5Ni4RB4nURfh53fh0ArrdqGK0GIS5PN1aFiOYLYY1PryjwQJzy0mwDuHB//0a4Czk96nMoWT661D2e6n/c/Wa+PSQEpyA/38JyKPLRdnJ756KZDXqxXFMKDf4n3M+Oeko8NKOYsFVvW9nfA0Gg51P1DCI5LRsuWFl7+HllPBIwec3wmTasPG8Q/FhdwZaevJy0kmPGD93T/kWjRbT2byCWUeJ9fOJq/edccMKVfSIyKPNScnE8NeLEeXOiUBGPrzQcb/cZRHphPcHA8/dYdt0wCT9eLqGj0cHZXI48tkgoCXoftm6zTx5hj4bSDMegEun3B0dBkmPDLphOdOG45dxKKJDR5dhgFnNsPyXrCyb/Lu41kgfWNKgq5sFZHHnslkYkATP7K5uTB6zRFG/XaE6zFm+jX2xfQw95bEx1pnxjm0HEzO0GIyBLzk6KhEBMCrkHVdrJ2z4df/wZmNMLEWPPspVO6Y6XtivTxck1Vv/J/HWLb7HC2DCtOyog/F82ZL58gkTVw5DXsXwJ4f7JN5k7N11tBEmaztoljNDAnxbkp6RESwJj69n3mCrG7OfLbqEJP+Ps6N2Hg+aVoWp4dxvHncTesaPMd+B2c365TUTyZjLLWIZByTCSq1h5L14KcecGo9rOxjvean+XjI4ePoCNPFlhOX+Pinffetl9XNGScg+MpNxv5xjLF/HKNysVy0quTD8wEFk504SQaJiYSDP8Ge+dbX8i2u2cC/OVR4FW5cgUXt/7vhzh68/z5HG38BTs4ZFbEdJT0iInfoXKckWd2d+WjZfmZvOs2NWDNftCyPi/NDNBo4JhJ+eNX6oeOSBV6ZC6WfdnRUIpKUXMXgjeWwdYp1wpETf8KEGtDkS+s6Wpmk1yc6zszIX/9lxoaTGAbkzurG5RuxmEj06y9fvxxIPd/8/HYwjMU7gll/9ALbT19h++krfLL8AA39C9Cqkg+1S+d9uN6DHycWM5xcZ+3RObQC4m78d4MJStSBCq/Bk03B7Y4eOtNs6yxud05b7VXImvD4N8vQ8O+k2dtERBKxdFcwfRftxWwxeL58QUa3qYCby0PwoXvzCsxpDee2g1t2eH2hw4YKiEgqXDwKy96G4G3Wbd/noekY8Mzv0LAe1O6zV+mzcDcnLkQB8EqVIgx8/kk2HLvIkBUH7SY1KJjDg8FN/WlcrqDdPsIiolm26xyLdwZzJOy6rTxfdndaBBWmVUUffL2zZ8wBPe4uHIE982DvQog4d7s8T2lroh7QBnIWSfr+FjOc3midtMCzgPVzKh16eFKSGyjpERFJwur9ofT6YRexZgsN/PIz4fWKeLg6plsegOsX4PsWELbPujZI2yVQuKLj4hGR1DHHw8ax8OdwsMRBltzwwtdQtoWjI0ux2HgLY9ceZcJfx7AYkD+7O1+2CqC+3+0kzmwx2HryMuGR0eTP7kHVErnvOU21YRgcOB/BjzuCWb7nPJejYm23lSvsRcsgH5pXKEQeT/d0PbbHzo3LsH+xtVfn3I7b5R45oVwra69O4UoPVc+kkh4RkTTy95ELdP1+O9FxFmqUzMPU9pXxdHfAyOBr52B2c7h0FLLlhzd+ggL+GR+HiKSdsAOwtCuE/nf9S7lW8NwoyPpoLOB+8HwE7y/aw6GQCACaVyjEkGZlyZnVLc0eIzbewl//hrN4ZzB/HA4nzmz92uriZKKeb35aVypMfb/8uLs48AepR5k5Do7+bk10jqwG838JpskZnmho7dXxbQIuD2eCqaRHRCQNbTlxibe+2871mHiCiuZkVoeq5MiagRfYXj4Js5vB1TPg5QPtl0OeUhn3+CKSfuJjYd1IWP+VddYrzwLQbByUaeToyJIUb7Ywed0Jxqw5QpzZIHc2N4a9WI7nyhe8/50fwJWoWFbsPc/iHcHsCb5mK8+Z1ZVmgYVoWdGHQJ8cD/esmw8Dw4DQvbD7B9i3CG5cvH2bd3lrolP+pUdiyKWSHhGRNLbn7FXemLGVazfj8C/oxfdvVc2YoRUX/rX28ESGQO6S1h6enEXT/3FFJGOd2wFL34aL/1q3g9pCo8/Bw8uxcd3lWPh13l+0hz1nrwLwrH8BPmtRnnzZM7Yn4GhYJIt3nmPprmDCImJs5aXze9KyYmFaBBWmYI4sGRrTQy8y1Jrk7P4Bwg/cLs+W37q2VOCr4F3OcfGlgpIeEZF0cCgkgnbTt3Dxeiyl8mVjbqfqeOfwSL8HDNkL378INy5BvifhjWWQ3Tv9Hk9EHCsuGv4cBhvHAwbkKGKd2rpkPUdHhsViMHPjKUasPkxMvIXsHi4MaVaWFkGFHdqzYrYYbDh2kSU7g1l9IJToOAtgveykVum8tKrow7NlC5DV7TGdsDguGv5daU10jq8Fw/r84OwGvs9Zr9Mp9TQ4P5rPj5IeEZF0cuLCddpO28L5a9EUyZ2FeZ2qUyR31rR/oLNbYW5riL4GBStAu6WPzDh/EXlApzfBsm5w5ZR1u2oXeOYT+2mBM9DZyzfou2gPW05eBqBOmXx82ar8Q9eTEhkdxy/7QvlxZzBb/4sVIJubM8+VL0irSj5ULZ774Vx7LS0ZhvUzZM882L8UYm4PBcSnqnU9nbItrBPiPOKU9IiIpKPgKzd4fdoWTl+6gbeXB3M6VaN0fs+0e4ATf1vX4YmLgqI14LUF4JEj7fYvIg+/mOvWNX22TbNu5y4JL06CotUyLATDMPhh61mGrTzIjVgzWd2c+eh5f16tWuShv27m7OUbLNlpnf76zOUbtnKfXFloWdGHlkGFKZ7XMUlkurl6xrpw6J4f4PKJ2+U5ilinmA58FfKWdlx86UBJj4hIOguPiOb1aVs4Gn6dPNncmP1WVcoWSoPE5MivsKAdmGOgZH3rwqMO+nVXRB4Cx/+An3r+t1aKCZ7qBfX+B67pOLQWCLl2k36L97HuyAUAqpbIzajWgRTNkw492+nIMAy2n77C4h3BrNwbQmRMvO22ysVy0aqSD88HFMTLIwMnp0lLMZFwcLk10Tm1/na5azbwb27t1SlWC5wegnXm0oGSHhGRDHA5KpY3Zmxh/7kIvDxcmNWxKhWLPsBwgQNLYXEnsMRbx1q3npnuX2xE5BFw8yr8+j/YPde6ne9JaDERCgWl+UMZhsHSXecYvPwAkdHxuLs48WFjP96sWfyRHxYWHWfmt4NhLN4RzPqjF7D89w3Y3cWJZ8t606piYWqVzouL80OeIFjMcHKdtVfn0HKIu9WTZYIStSHwNXiyKbin4QiEh5SSHhGRDBIRHcebM7ex4/QVsro5M719FWqUypPyHe2aC8t7Wi8yLdcaWkwC50f0l0cRSR+HV8GK3hAVDk4uULsv1OmbZu8VF6/HMHDpPn49EAZAYJGcfPVSYNoO331IhEVEs2yXdfjbkbDrtvL82d15MagwrSr64Oud3YERJuLiUdg9D/Yu+K/n7z+5S1l7dAJegZxFHBefAyjpERHJQDdi4+k8ezsbjl3C3cWJSW0r2a1Gfl9bp8Kqvta/K74BL4wBJy20JyKJiLoEK/vAwWXW7YKB1mt9HnCx4l/2hTBw2X4uR8Xi6mzi3WfK0LVOyYe/1+MBGYbB/nMRLN4ZzE+7z3HlRpzttnKFvWhV0YdmgYUyZomCxNy4DAeWWGdfO7f9drlHDutitoGvgU9l63R1jyElPSIiGSw6zkzPeTtZcygcV2cT37wSlLyF+tZ/DWuHWP+u3h0aDX9sP7xEJAX2L4aV78PNK9bph+sPhJrvpPgHk6s3Yhm8/AA/7T4PgJ93dr5+uQL+hR6u9YEyQmy8hb/+DWfxzmD+OBxOnNn6FdnFyUQ93/y0rlSYBn4FcHNJ50TQHAfH1lh7dY6sBnOstdzkDKWfsfbqlGmi4c8o6RERcYg4s4U+C/ewYs95nEwwonUgrSv5JF7ZMOCPYbB+lHW7zodQ/39KeEQk+SJDrcPdjqy2bhepBi9OhDylknX3Pw+H02/xXsIjY3AyQfd6pen19BPp/6X+EXA5KpYVe86zeGcwe4NvT/mcM6srzQIL0aqiDwE+OdJ2FruQvdYJCfYtgqgLt8sLlLcmOuVfAs8UjCJ4DCjpERFxELPF4H9L9rFg+1kAPm1elnY1ittXMgxYPQC2TLRuPzMEar2boXGKSCZhGNYJDn7pD7GR4JIFGg6FKp2SnLErMjqOz1YeYv426/tUyXzZ+OqlQIIeZCKWTOxoWCSLd55j6a5gwiJibOWl83vSqqIPLYIKp36h6sgw2LfQOilB2P7b5dnyQfmXrcmOd/kHPILMS0mPiIgDWSwGQ38+yKyNpwDo38SPbnX/++XVYrb+Mrvre+v2c6OgamfHBCoimcfVs/BTd+usXgAl6kDzbyFnUbtqG49f5INFezl39SYmE3R8qgQfNPLFw1XXEd6P2WKw4dhFFu8M5tcDoUTHWQBrB32t0nlpVdGHRmW9yeJ2n+cyLhr+XWXt1Tm2FgyztdzZzTpzZ4XXoFQDTWaTDCnJDVwyKCYRkceGk5OJwU398XR3Yfyfx/jil8PciInnvQYlMC3rZh2Lb3KyfiGp8JqjwxWRzCBnEWj3E2yfDr8PsiY/E2pC488hqC034yx8ufqw7ceYIrmzMLJ1INVLpmK2yceUs5OJOmXyUadMPiKj4/hlXyg/7gxm68nLrD96kfVHL+Lp7sJz5b1pVdGHKsVz357m2zDg7FZronNgCUTfHjKHTxXrwqHlWkIW9balF/X0iIikowl/HWPE6n8BeCvvQT6KHIbJ2RVaTYOyLzo2OBHJnC4dh2Vvw9ktAOwo1Ja+V1tw8rJ1aNZr1Yryv+eexNNdv32nhTOXbrBkVzBLdp7jzOUbtvIiubPQ4snstHLeQLFjs+Hy8dt38vKBwDbWZCfvEw6IOnPQ8DYRkYfI7PVHGLTyKACvuPzNZ22fxtmvkYOjEpFMzWIm5p9vGfP7ISbHPYcFJ7yzGHz5SlXq+upi+PRgGAbbTl1h8baTrNwbwvX425McVDEdppXbFp4rlx+vSi9B8dpJXnMlyafhbSIiD4voa7xx5B2yuLjRL74L8+PrcmNXfr56woJrJl//QkQcZ3/Idd7fUYF/46zXE7Z0Wsdgy2xy7HkWfL6GbBrWlqYsFkyn1lF19w9UPbqcT5zj+c1UicXmOvxjKc82w49tMX4M3uPEs/FetIq7SO0n8uHspBk7M4qSHhGR9BJ1Cea0gJA9vOSZg6zVctL790iW7znPzTgz414N0sXDIpKm4swWJvx5nHF/HCXeYpDX043PmvvT6NJ+WBdrXdT09AZo+g34Pe/ocB99F49ar9PZswAigm3FWfKUonmFp2ke0IYwp/ws3XWOxTuCORp+nRV7zrNiz3nyZ3enRVBhWlb0wdc7uwMP4vGg4W0iIukhMhRmN4cLhyFrXmi3FAoG8MfhMLrN2UlsvIXaT+RlcrtKZHXT708i8uCOhkXSZ+Ee9p2zXiTfpJw3w14sRx5Pd2uF87thaTe4cMi6HfgqNP4CsuR0SLyPrJtXrBPS7JkPwdtul3vkgLItrRPU+FRJsO6aYRjsPxfB4p3B/LT7HFduxNluK1fYi1YVfWgWWOj2+ZL70jU9IiKOdPUMfNcMrpyE7IXgjZ8gXxnbzRuPXaTT7O3ciDVTpXgupneogpeHpiYVkdQxWwym/3OCUb8dITbeQo4srgxtXpZmgYUSLp4ZHwN/DoeNY8GwgFdhaDYOSj/tmOAfFeY46/TSe+bBv7+AOdZabnKG0s9A4CvW6aZdk7deT2y8hT//DWfxjmD+/DecOLP167iLk4n6fvlpVdGHBn75tVDsfSjpERFxlIvHYHYziDgHOYtB++WQq3iCajtOX6HDzK1ERsdTvnAOZnesSq5sbhkfr4g80k5djKLvoj1sP30FgPq++fiiVQAFvO7z5fvMFljWDS6fsG5X7ggNPwV3z3SO+BETstfao7NvIURduF1eoJy1p6z8S5C9wAM9xOWoWFbsOc/incHsDb49lXXOrK40CyxEq4o+BPjkSJjAipIeERGHCDsAs1+EqHDIW8baw+NVKMnq+89d440ZW7kcFUuZAp7Measa+e/3RUVEBOsiyHO3nGb4qsPcjDOTzc2ZQU39eblykeR/OY6NgjVDYOtk63au4tB8AhR/Kt3ifiRcD4e9C63X6oTtv12eNS8EvGxNdgoGpMtDHwmLZPHOYJbtOkdYRIytvHR+T1pV9KFFUGG8c+hz4hYlPSIiGe3cDvi+JURfBe/y0HYpeOa7792OhUfy+rQthEXEUDxPVuZ0qoZPrqzpH6+IPLLOXb1Jvx/38s+xiwDUKJmHEa0DKJI7le8dJ/6Gn3rAtbOACWr0gAYfgWuWtAv6YRcXDUd+gd0/wLE1YJit5c5u4NsEAl+zDgF0zpihyGaLwT/HLrJ4RzC/HgglJt4CgJMJniqdl1YVfWhU1pssbo/3ZDhKekREMtKpDTCvDcRGWi9efX1RilbVPnPpBq9N20zwlZsUyuHB3M7VKZE3WzoGLCKPIsMw+HFHMENXHCQyJh4PVyf6N/bjjRrFcXrQqY+jI+DX/8Gu763bectAi0lQuNKDB/6wMgzrRAS758GBJRB9e2gZhStDhVetExNkze24GIHI6DhW7Qth8Y5zbD112Vbu6e7Cc+W9aVXRhyrFcz/4a+ARpKRHRCSjHFsD89tC/E3rYnOv/gDuKZ96NOTaTV6ftoUTF6LI6+nO3E7VNIWpiNiER0bzvyX7WHMoHICgojn56qVASuZL42twjvwKy3vB9VDrRfq1+0CdD8ElE11zePUs7J1vvVbn0rHb5V4+ENjGOnwt7xOOi+8ezly6weKdwSzZFczZyzdt5UVyZ6FlkA8tKxamWJ7H50czJT0iIhnh0ApY9CZY4uCJZ+Hl2Q80HOTi9RjaTd/KoZAIcmZ1ZXbHqgT45Ey7eEXkkfTz3vN8tGw/V2/E4ebsxHsNy9ClTsn0W9jyxmVY9QHs/9G6XaC8tdfHu1z6PF5GiLkOh5Zbr9M5uR747+uva1Z4spm1V6d4HXB6NGZLs1gMtp++wuIdwazcF8L1mHjbbVWK56JVRR+eCyiY6WcGVdIjIpLe9iyAZW9bx337vwgtp6bJL6HXbsTRfuZWdp+9iqe7CzM6VKFqCccOrRARx7gSFcvHP+3n570hAJQt5MVXLwfi5+2VMQEcWAo/94Gbl8HJFeoPgJq9wfkRWVvMYoFT662JzsHlEBd1+7bita09Ov7NUtU7/zC5GWvmt4Oh/LgjmA3HLmL575u9u4sTjcp606qSD7VK502/JNmBlPSIiKSn7TPh5/cAw3pxa7Nxafol4HpMPJ2+28bmE5fxcHViSrvK1Clz/0kRRCTzWHMwjP5L9nHxegzOTiZ61C9Nz/qlM37dluvhsOJd+HeldbtwZWuvz0M6/AuwLh2w5wfYu+C/yRn+k7uk9T07sA3kLOq4+NJR6LVolu0+x+IdwRwNv24rz5/dnRZBhWlVyYcyBR7tJO9OSnpERNLLxvHw20Dr31U6Q5MR6TIcIjrOTLc5O/jr3wu4OTsx7rUgGpX1TvPHEZGHS0R0HENXHOTHHcEAPJHfk69eDnTsUFfDsCYQqz6EmGvg4gHPfAJVuz48w8FuXoH9S6zJTvC22+XuOaBcC2uyU6QqPCZr3RiGwb5z11i8I5jle85z5Uac7bbyhXPQqmJhmlUoTO5HfH04JT0iImnNMODvL+Gvz63bT71r/dBPxw/Q2HgLvefv4pf9oTg7mfj65UCaVyicbo8nIo71z9GLfPjjHs5fi8Zkgs61S9KnYRk8XB+SaYmvnYPlPeH4H9btYrXgxW8TXYA5Q5jj4fha6+xr//4C5v/WtTE5W6eXDnwVfJ8D18d7XZvYeAt/HA5n8c5g/jwcTvx/499cnU3U981Py4o+NPDLn/G9iGlASY+ISFoyDPjtI9g03rrd4COo3TdDfjGMN1v4cPFeluw8h8kEw1uU59WqmXNYhsjj6kZsPJ+vOsz3m08DUCxPVka9FEiV4g/h9XyGATtmwq8fWa+RcfOEZ4dBpQ4Z14sSus+6ns6+hRB14XZ5/rLWCQnKvwzZC2RMLI+Yy1GxLN99jsU7z7Hv3O0punNldaVZYCFaVfKhfOEcyV/g1sGU9IiIpBWLBVa9D9tnWLcbfQ41umdwCAaDlu9nzuYzAHz0/JN0ql0yQ2MQkfSx7dRl+i7aw+lLNwB4o0Yx+jfxI6vbQz5ZwOWTsKw7nNlo3S79jPX6Rq9C6fN418Nh70LrNNNh+26XZ80LAS9be3W8yz82w9fSwpGwSBbvCGbprnOER8bYyp/I70nLij60CCqMd46Hu5dMSY+ISFowx1tXKd87HzBBs7FQ8Q2HhGIYBl+sPszkv08A0KdhGd5pUPqR+TVOROxFx5n5+vcjTF1/AsOAQjk8GNE6kFpP5HV0aMlnscCWibBmiHVomUcOaDLSmoSkxXtTXDQc+cXaq3NsjXW2TABnNyjTGCq8Zk22nDP3tMzpLd5sYcPxSyzeEcyvB0KJibcA4GSCp0rnpXUlH5719yaL20MyzPIOKckNHvKfEUREHCQ+Bha/ZV2Lx+QMLadA+dYOC8dkMtG/sR+ebi589fsRvv79CFEx8fRv4qfER+QRszf4Ku8v3GObXeulSj583NT/0VtTxckJavSwJh5Lu8H5nbC0i3U9nBfGgGcqZp00DAjeDnvmwf7FEH17CBaFK0PgK1CuFWR9CIf+PaJcnJ2oWyYfdcvkIyI6jlV7Q1i8M5htp66w/uhF1h+9iKe7C8+V96ZVRR+qlsj9SH7uqKdHRORusTdgYTvrL4vObvDSLPB73tFR2Uxbf4JhKw8B0LZ6UYY2K4dTJlx/QSSziY23MP7PY3z75zHMFoO8nu580bI8z/hngutPzPGwYTT89aV1weaseayJj38zsJjh9Ea4HgaeBaBYTXC6q9fg6llrr/qe+XDp2O1yr8IQ0MY6fC1fmQw9pMfd6UtRLNl5jiW7gjl7+aatvEjuLLQM8qFVRR+K5sma6H3NFoOtJy8THhlN/uweVC2RO13WCdLwNhGR1IqOgB9egdMbrCt1vzIXSjVwdFQJ/LD1DP9bug/DgJYVCzOiVQAuzo/ezDsij4vDoRG8v3APB85HAPBCQEE+bV6OXI/4lMEJhOy1Ltwctt+6XbQmXDkJkSG363gVgsZfWt9bD62w9uqcXA/895XUNSs82dSa6JSokzBBkgxlsRhsO3WZxTuDWbUvlOsx8bbbqhbPTatKhWlSvqCtp3L1/hCGrDhIyLVoW72COTwY3NSfxuUKpmlsSnpERFLjxmWY08o6RMPdC15bCMVqODqqJP20+xx9Fu7BbDFoUs6bb14JeiSnHBXJzMwWgynrTjD69yPEmi3kzOrKp83L0TQwnS74fxjEx1in+F//NbZEJjHO7renmQYoXtua6Pg3A/fMs4BmZnIz1syvB0JZvDOYf45d5FYW4e7iRKOy3hTLk5XxfxxLcNZv9fFMbFsxTRMfXdMjIpJS18Nh9osQfgCy5IZ2S6BQkKOjuqfmFQqTxdWZnvOsa/nc/H47k9pWenjW9BB5zJ24cJ33F+1h15mrADztl5/PW5Unf/aHe0asB+biDvUHws7Z9lNK380cA7lKWCckCGgDuYplXIySKlncnHkxqDAvBhUm9Fo0S3edY/HOYI6FX2f5nvNJ3s/AmvgMWXGQhv7e6TLU7X70k6CIyLVgmNnEmvB4FoA3Vz30Cc8tz5b1ZnqHyni4OvHXvxdoP2Or3dADEcl4FovBrA0neW7senaduUp2dxdGtg5gWvvKmT/hueX0xnsnPLc0Gwt1P1TC8wjyzuHB2/VK8ft7dfipx1M0us+1aQYQci2arScvZ0yAd1HSIyKPt8snYEYT64WzOYrAm79A/icdHVWK1H4iH7M7VsPT3YUtJy/TdtoWrt2Ic3RYIo+ls5dv8Pq0LXyy4iDRcRZqlc7L6vfq8FLlIo/kjFepdj0smfXC0zcOSXcmk4nAIjl5LiB5w9bCI6PvXykdKOkRkcdX+GFrwnPtDOQuZU148pRydFSpUrVEbuZ1rkbOrK7sPnuVV6Zu5uL1mPvfUUTShGEYzN96hsZj1rHpxCWyuDrzafOyzO5YlcI5szg6vIznmcwZ6ZJbTx56ye3FdFRvp5IeEXk8nd9tHdJ2PRTy+1sTnpxFHB3VAwnwycmCLjXI6+nOoZAIXp68iZBrN+9/RxF5IGER0XSctY3+S/YRFWumcrFc/NK7Nu1qFH98p5MvVtM6SxtJHb/JOh11sZoZGZWko6olclMwh8e9zjgFc1inr3aEFCc9FouFsWPHUrt2bQIDA+nYsSOnT59O1n1XrFiBr68vwcHBKQ5URCTNnNkC3zWFm5et1+50WAnZM8evjb7e2VnUrQaFcnhw4kIUL03axJlLNxwdlkimZBgGP+0+x7Oj1/Hnvxdwc3Hif8/5saBrDYrnzebo8BzLydk6LTWQMPH5b7vxF5qOOhNxdjIxuKk/kOQZZ3BTf4dMYgCpSHomTJjA/PnzGTZsGAsWLMBkMtG5c2diY2Pveb9z584xZMiQVAcqIpImTvwF378IMRHW9SPeWJ7pVvYukTcbi96uSfE8WQm+cpOXJm/kWHiko8MSyVQuXY+h+9yd9J6/m2s34yhfOAcr36lFlzqlHPal7qHj3wxeng1ed13r4VXIWu7fzDFxSbppXK4gE9tWxDuH/RA27xweaT5ddUqlaJ2e2NhYqlevzgcffMCrr74KQEREBLVr12b48OE8/3ziK5ZbLBbatm2Lq6srmzdvZu3atfj4+KQ4WK3TIyIP5N9fYGF76zSppRpAm7nglvhq0plBeEQ0badv4UjYdXJnc2N2x6qUK5zD0WGJPPJ+PRDK/5bs41JULC5OJno9/QRv1yuFqxYITpzFbJ3N7XqY9RqeYjXVw5PJmS0GW09eJjwymvzZrUPa0uPHgJTkBilqnYcPHyYqKorq1avbyry8vPD392fbtm1J3m/SpEnExcXRtWvXlDyciEja2b8YFrS1Jjx+L8Cr8zN1wgOQ38uDBV1qUL5wDi5HxfLq1M3sOH3F0WGJPLKu3Yyjz4LddP1+B5eiYvEtkJ1lPZ6i19NPKOG5FydnKFEbyre2/q+EJ9NzdjJRo1QemlcoTI1SeR6K3s8UtdDQ0FAACha075rKnz8/ISEhid5n7969zJgxg5EjR+LsrBe5iDjAzu/hx7fAEg/lX4KXZlkXz3sM5MrmxtzO1ahSPBeR0fG0m76FjccuOjoskUfO30cu0Gj0OpbsOoeTCd6uV4rl7zyl3lORR0SKkp6bN62zALm5udmVu7u7ExOTcGrUGzdu0LdvX/r27Uvx4sVTH6WISGptngTLewIGVGwPLSaDs6ujo8pQXh6ufNexKrWfyMuNWDMdZm3jj8PJXEND5DF3PSae/y3dR/sZWwmNiLZeM9etJv0a++Huoh9zRR4VKUp6PDysFyXdPWlBTEwMWbIknIN+2LBhFC9enFdeeeUBQhQRSaV1o2B1P+vfNXpC028e22EVWd1cmNa+Mg39CxAbb6HL7B2s3Jt4D72IWG0+cYkm36xj3pYzAHSoWZxVvWpTqVguB0cmIinlkpLKt4a1hYeHU7RoUVt5eHg4fn5+CeovXrwYNzc3goKCADCbzQC88MILNGvWjKFDh6Y6cBGRJBkGrB0K/3xt3a7bH+r1h8dpNfREuLs4M+H1ivRdtIefdp/nnR92EhUbwMuVH+31iUTSWnScmZG//suMDScxDCicMwsjXwqgZqm8jg5NRFIpRUmPn58fnp6ebNmyxZb0REREcPDgQdq2bZug/m+//Wa3vWfPHj744AOmTJlCqVKP5qrnIvKQs1hgdX/YOtm63fBTeKqXY2N6iLg6O/H1yxXI4urM/G1n+fDHvdyMNdO+ZnFHhybyUNh99ip9Fu7mxIUoAF6pUoSBzz9Jdo/Ha1isSGaToqTHzc2Ntm3bMmrUKHLnzk3hwoUZOXIk3t7eNGzYELPZzOXLl8mePTseHh4UK1bM7v63JkIoVKgQefLkSbujEBEB67Soy9+B3XOt289/BVU6OTamh5Czk4nPW5Ynq5sLMzacZPDyA0TFxtO9XmlHhybiMLHxFsauPcqEv45hMSB/dne+bBVAfb/8jg5NRNJAipIegF69ehEfH89HH31EdHQ0VapUYfr06bi5uREcHMzTTz/N559/TsuWLdMjXhGRxMXHwtIucGApmJyg+QSo8Kqjo3pomUwmPn7hSTzdnRn7xzFGrP6XGzFm3n+2DKbHfBigPH4Ono+gz8LdHA61LuLbvEIhhjQrS86sbve5p4g8KlK0OKmjaXFSEUlUXDQsag9HVoOTK7SeDv7NHR3VI2PS38f54pfDgPVC7UEv+OP0EKypIJLe4s0WJv19nG/WHiXObJA7mxufvViOJuUdt2q8iCRfSnKDFPf0iIg8VGKuw/xX4eQ6cPGANnPgiYaOjuqR0q1uKbK5OfPxTweYtfEUN2Lj+bxlwEOxmJxIejkWfp33F+5mT/A1AJ71L8DwluXJ6/l4rOEl8rhR0iMij66bV2HuSxC8Fdw84bUFULyWo6N6JLWrUZwsbi58+OMeFm4P5kasmdFtKmiVecl0LBaDGRtOMvLXf4mJt5Ddw4UhzcrSIqiwhnaKZGJKekTk0RR1Eb5/EUL3gUcOaLsEfCo7OqpHWutKPmR1c6b3/F38vDeE6Dgz41+riIfr47m2kWQ+Zy7doO+Pe9h68jIAdcrk48tW5SmYI+FagyKSuegnPBF59ESch5nPWROerHmhw0olPGnkufIFmdKuMu4uTqw5FM5b323jRmy8o8MSeSCGYTB3y2kaf7OOrScvk9XNmeEtyvPdm1WU8Ig8JpT0iMij5cppmNkELv4L2QtBx9XgXd7RUWUq9f3yM+vNqmRzc2bDsUu0m76VazfjHB2WSKqEXLvJGzO2MnDpfm7EmqlaIjere9fhtWpFNZxN5DGipEdEHh0Xj8KMxnDlFOQqDh1/gbxPODqqTKlGqTzM6VQNLw8Xdpy+wmtTN3M5KtbRYYkkm2EYLNkZzLOj17H+6EXcXZz4+AV/5neuTtE8WR0dnohkMCU9IvJoCN1v7eGJPA95feHN1dbER9JNUNFczO9SgzzZ3DhwPoI2kzcRFhHt6LBE7utCZAxdv99Bn4V7iIyOJ7BITlb2qs1btUpoOnaRx5SSHhF5+AVvh1nPQdQF8A6AN1eBl9bRyAj+hbxY0LUG3l4eHA2/zsuTNxF85YajwxJJ0qp9ITQas47fDobh6mzig0a+LO5Wg9L5PR0dmog4kJIeEXl4WMxwcj3s+9H6/63t2c0h+hr4VIX2KyBbXkdH+lgpnd+TRd1qUCR3Fk5fusFLkzZx4sJ1R4clYufqjVh6z99F97k7uRwVi593dn7qUYse9UvjoqnXRR57mrJaRB4OB5fD6n7WmdluyZoHoiPAEgcl6sArP4C7fq11hCK5s7Koa01en7aZ4xeieHnyZuZ0qoqft5ejQxPhz8Ph9Fu8l/DIGJxM0L1eaXo9/QRuLkp2RMRK7wYi4ngHl8PCN+wTHoAbl6wJT8EK8NoiJTwO5p3DgwVda+Bf0IuL12NoM3kzu89edXRY8hiLjI6j/+K9vDlrG+GRMZTMl43Fb9ekbyNfJTwiYkfvCCLiWBaztYcHI+k6URfA2TXDQpKk5fV054cu1QkqmpNrN+N4fepmtpy45Oiw5DG08dhFGo9Zz/xtZzGZ4K1aJVjVqzZBRXM5OjQReQgp6RERxzq9MWEPz90izlnryUMhRxZX5rxVjRol8xAVa6b9zK38feSCo8OSx8TNWDOfLD/Aa9O2cO7qTYrkzsIPnavz8Qv+eLg6Ozo8EXlIKekREce6Hpa29SRDZHN3YeabVWjgl5/oOAudvtvG6v2hjg5LMrkdp6/w3Nj1zNp4CoDXqhXll951qF4yj2MDE5GHnpIeEXEszwJpW08yjIerM5PaVuL58gWJMxv0mLeTpbuCHR2WZEIx8Wa++OUwL03ayMmLUXh7efBdx6oMb1EeT3fNySQi96d3ChFxrGI1wasQRISQ+HU9JuvtxWpmdGSSDG4uTnzzSgWyuDnz445g+izcw41YM69XK+bo0CST2H/uGu8v3MO/YZEAtKxYmMFNy5Iji67zE5HkU9IjIo7l5AyNv7TO3oYJ+8Tnv5XTG39hrScPJRdnJ0a0CiCbmzPfbTrNwKX7uRFjpnOdko4OTR5hcWYLE/48zrg/jhJvMcjr6cZnLcrTqKy3o0MTkUeQhreJiOP5N4OXZ4NXQftyr0LWcv9mjolLks3JycQnzcrydr1SAHy26hBj1hzBMO4xK59IEo6GRdJywkZGrzlCvMWgSTlvfn23jhIeEUk19fSIyMPBvxn4PW+dpe16mPUanmI11cPzCDGZTPRr7Ienuwsjf/2XMWuOEhUTz/+eexKTyeTo8OQRYLYYTP/nBKN+O0JsvIUcWVwZ2rwszQIL6TUkIg9ESY+IPDycnKFEbUdHIQ+oR/3SZHF1ZujPB5m6/iQ3Ys182rwcTk760irWxGbrycuER0aTP7sHVUvkxtnJxKmLUfRdtIftp68AUN83H1+0CqCAl4eDIxaRzEBJj4iIpLmOtUqQzd2Z/kv2MXfLGW7GmhnROgAXZ42qfpyt3h/CkBUHCbkWbSvz9vKgnm8+ftp9nptxZrK5OTOoqT8vVy6i3h0RSTNKekREJF20qVKULG4u9FmwmyW7znEj1sw3r1bA3UVDFh9Hq/eH8PacnQnmaAyNiGb+trMA1CiZhxGtAyiSO2vGBygimZp+chMRkXTTLLAQE9tWws3ZidUHQuk8ewc3Y82ODksymNliMGTFwUQnpb/Fy8OF2R2rKuERkXShnh4REUlXDf0LMKNDFTrP3s66IxdoP3Mr09tXJruH1ll5GBmGwc04MzdizdyMtf5/Izb+9t9xZm7GxhMVY/6vXvxddc3cjLOW3YgxcyMunms34oiIjr/n40ZEx7P99BVqlMqTQUcqIo8TJT0iIpLuaj2Rl+/fqsqbM7ex9eRl2k7bwncdq5LdwzXRi9rl3u6VmETdlaTcnZhExVqTFluCEmtNTO6s76iZxsMjo+9fSUQkFZT0iIhIhqhcPDfzOlfnjRlb2BN8jefHrifObBAeGWOrUzCHB4Ob+tO4XMF77OnRYLEYRMeb7Xo8kuo9uRlnJirmjtvjEk9MbsTcrp8RPFydyOrmQhZXZ7K6Wf9lcXO2lrk5k+2Ov7O63r7tdj3r9rHwSPot3nffx8ufXTO1iUj6UNIjIiIZprxPDhZ0rUHriRs5dzXhr/qh16J5e85OJratmCGJj8VyV49JIonJ7cTj7iTk9jCvO5OUOxOZjJBYYpJY4nFnYpLN/b/bXe+47e6kxtU5zXrdKhTJyZg1Rwm9Fp3odT0mwDuHtadPRCQ9KOkREZEMVSqf538zuCW8xsPA+gV4yIqDNPT3xtnJlGhiEhVzK7mIt912d2KS4FoTBycm2e5ILrK4uZDV1TlBYpL1zttv/X1XYmK3H1fnR2L9I2cnE4Ob+vP2nJ2YwC7xuRX94Kb+GtooIulGSY+IiGSorScvc+F6TJK3G0DItWgqDP2NOLOF6DhLhsSV5a4k5FZiks399t/2PSIuSfesuD56iUl6a1yuIBPbVky4Tk8mGtIoIg8vJT0iIpKhknuxemQis33ZhnC52ycWdyYpth4Rd5e7EpmEiUlWd+vfHi5KTDJC43IFaejvrckrRCTDKekREZEMldyL1Ue0CqBGqTy2JEWJSebg7GTStNQikuGU9IiISIaqWiI3BXN43Pei9laVfNQDICIiacLJ0QGIiMjj5dZF7XD7IvZbdFG7iIikByU9IiKS4W5d1O6dw36om3cOjwybrlpERB4fGt4mIiIOoYvaRUQkoyjpERERh9FF7SIikhE0vE1ERERERDI1JT0iIiIiIpKpKekREREREZFMTUmPiIiIiIhkakp6REREREQkU1PSIyIiIiIimZqSHhERERERydSU9IiIiIiISKampEdERERERDI1JT0iIiIiIpKpKekREREREZFMTUmPiIiIiIhkakp6REREREQkU0tx0mOxWBg7diy1a9cmMDCQjh07cvr06STrHz16lC5dulCtWjVq1KhBr169OH/+/AMFLSIiIiIiklwpTnomTJjA/PnzGTZsGAsWLMBkMtG5c2diY2MT1L1y5Qpvvvkm2bJlY86cOUydOpUrV67QqVMnYmJi0uQARERERERE7iVFSU9sbCwzZszgnXfeoW7duvj5+TF69GjCwsL4/fffE9Rfs2YNN2/e5IsvvuCJJ56gXLlyjBw5kuPHj7Nz5840OwgREREREZGkpCjpOXz4MFFRUVSvXt1W5uXlhb+/P9u2bUtQv0aNGnz77be4u7snuO3atWupCFdERERERCRlXFJSOTQ0FICCBQvalefPn5+QkJAE9X18fPDx8bErmzx5Mu7u7lSpUiWlsYqIiIiIiKRYinp6bt68CYCbm5tdubu7e7Ku0Zk9ezbz5s2jT58+5MmTJyUPLSIiIiIikiop6unx8PAArNf23PobICYmhixZsiR5P8Mw+Oabb5g4cSJdu3alQ4cOqYtWREREREQkhVLU03NrWFt4eLhdeXh4ON7e3oneJy4ujg8++IBJkybx4Ycf0qdPn1SGKiIiIiIiknIpSnr8/Pzw9PRky5YttrKIiAgOHjxI5cqVE73Phx9+yOrVq/nqq6946623HixaERERERGRFErR8DY3Nzfatm3LqFGjyJ07N4ULF2bkyJF4e3vTsGFDzGYzly9fJnv27Hh4eLBkyRJWrVrFhx9+SNWqVblw4YJtX7fqiIiIiIiIpKcUL07aq1cvWrduzUcffcSrr76Ks7Mz06dPx83NjZCQEGrVqsWqVasA+PnnnwEYMWIEtWrVsvt3q46IiIiIiEh6MhmGYTg6iOSqU6cOYWFhFChQgHXr1jk6HBERERERcZCU5AYp7ukRERERERF5lCjpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTE1Jj4iIiIiIZGpKekREREREJFNT0iMiIiIiIpmakh4REREREcnUlPSIiIiIiEimpqRHREREREQyNSU9IiIiIiKSqSnpERERERGRTC3FSY/FYmHs2LHUrl2bwMBAOnbsyOnTp5Osf+XKFd5//32qVKlClSpV+Pjjj7lx48YDBS0iIiIiIpJcKU56JkyYwPz58xk2bBgLFizAZDLRuXNnYmNjE63fq1cvzp49y6xZsxg7diwbNmxgyJAhDxy4iIiIiIhIcqQo6YmNjWXGjBm888471K1bFz8/P0aPHk1YWBi///57gvq7du1i69atfP7555QtW5YaNWowdOhQfvrpJ8LCwtLsIERERERERJKSoqTn8OHDREVFUb16dVuZl5cX/v7+bNu2LUH97du3ky9fPkqVKmUrq1q1KiaTiR07djxA2CIiIiIiIsnjkpLKoaGhABQsWNCuPH/+/ISEhCSoHxYWlqCum5sbOXPmTLT+/Vy6dAmACxcuUKdOnRTfX0REREREMocLFy4At3OEe0lR0nPz5k3Amrjcyd3dnWvXriVa/+66t+rHxMSk5KEB6yQKt/7X8DgREREREbmVI9xLipIeDw8PwHptz62/AWJiYsiSJUui9ROb4CAmJoasWbOm5KEBa7IVGxuLk5MTefLkSfH9RUREREQkc7h06RIWiyXRTpa7pSjpuTVULTw8nKJFi9rKw8PD8fPzS1Df29ubNWvW2JXFxsZy9epVChQokJKHBmDPnj0pvo+IiIiIiDzeUjSRgZ+fH56enmzZssVWFhERwcGDB6lcuXKC+lWqVCE0NNRuHZ9b961YsWJqYxYREREREUm2FPX0uLm50bZtW0aNGkXu3LkpXLgwI0eOxNvbm4YNG2I2m7l8+TLZs2fHw8ODwMBAKlasyHvvvccnn3zCjRs3GDx4MC+++GKqenpERERERERSymQYhpGSO5jNZr7++muWLFlCdHQ0VapUYdCgQfj4+BAcHMzTTz/N559/TsuWLQHrWLshQ4awfv163N3dady4MQMGDMDd3T1dDkhEREREROROKU56REREREREHiUpuqZHRERERETkUaOkR0REREREMjUlPSIiIiIikqkp6RERERERkUxNSY+IiIiIiGRqSnpERERERCRTU9IjIiIiIiKZWoYlPVu2bMHX1zfRf08//TQAAwYMSHBbnTp1ktxncHBwkvv08/Oz1Ttw4ABvvPEGFStWpF69eowbNw6z2ZzuxywQFxfH6NGjqVevHkFBQbz22mvs3LnTdvuhQ4do27YtFSpUoF69ekyfPj1Z+501axYNGzakQoUKtGjRgj///DPJuhMnTsTX1/eBj0WS537nPKXt/Jb7nXO1c8eJiori008/pW7dulSqVInu3btz5swZ2+2paedxcXGMHTuWZ555hqCgIDp06MCBAweSrK92nrHud85T086Tc87Vzh3HYrEwduxYateuTWBgIB07duT06dO221P7eT537lyefvppAgICaNOmDfv27Uuyrtp5xrrfOU/t5/n9znm6tXMjg8TExBjh4eF2//755x/D39/fWLhwoWEYhtGiRQvj66+/tqtz6dKlJPcZHx+fYJ8HDhwwgoKCjK+//towDMM4c+aMERgYaHTv3t04fPiwsWXLFqNRo0bGwIEDM+S4H3fffPON8dRTTxnr1683Tp06ZQwcONCoWLGiERoaaly+fNmoVq2aMXDgQOPYsWPGjz/+aJQvX9748ccf77nPH3/80ahQoYLxyy+/GGfOnDHGjBlj+Pv7GwcPHkxQd8+ePYa/v79RpkyZ9DpEucu9zrlhpLydG8b9z7nauWN16tTJqF27tvHHH38Yx44dMz766COjZs2axuXLl1PdzgcNGmRUqlTJ+Omnn4wTJ04YY8aMMSpUqGCcOHEiQV2184x3r3NuGKlr5/c752rnjjVu3DijRo0axl9//WUcOnTI6Nixo9GwYUMjJiYm1e18yZIlRmBgoLF8+XLj6NGjxgcffGBUrVo10deK2nnGu9c5N4zUtfP7nfP0bOcZlvTcLTY21nj++eeNd9991zAMawJTvnx54/fff3+g/Xbs2NFo06aNYTabDcMwjOHDhxt169a1nSDDMIzt27cbvr6+xrlz5x7oseT+mjVrZnz++ee27cjISKNMmTLG6tWrjUmTJhm1a9c24uLibLd/9dVXRqNGje65z7ffftvo2bOnXVmVKlWM6dOn25VFRUUZzz77rPHGG2/oTTID3eucp7ad3++cq507zqFDh4wyZcoYf/31l63MbDYbzz77rDF+/PhUtfNr164Zvr6+xpw5c+zKO3ToYAwYMMCuTO08493vnKemnSfnnKudO05MTIwRFBRkzJs3z1Z27do1IyAgwPj5559T/Xn+7LPPGiNHjrRtx8XFGXXr1jUmT55sV0/tPOPd75yn9vP8fuc8Pdu5w67pmTt3LiEhIQwYMACAU6dOERMTQ6lSpVK9zzVr1rBp0yY++eQTnJysh3by5EkCAgJwc3Oz1fP398cwDLZt2/ZgByH3lTNnTv7880+Cg4Mxm80sWLAANzc3nnzySbZv306VKlVwcXGx1a9evTonT57k0qVL99zntm3bOHz4MIZhsGrVKiIjIwkICLCr99lnn1GmTBmaN2+ebscnCd3rnKe2nd/vnKudO87JkycBqFy5sq3MyckJPz8/tm3blqp2furUKQzDoEqVKnblTz75ZILzqXae8e53zlPTzpNzztXOHefw4cNERUVRvXp1W5mXlxf+/v6pbueXLl3i1KlTdvt0cXGhcuXKaucPgfud89S08+Sc8/Rs5y73r5L2YmJimDRpEu3btyd//vwAHDlyBJPJxHfffce6detwcnKibt26vPvuu2TPnj1Z+/3mm29o2rSp3fU8+fLl48iRI3b1zp07B3DPL9aSNgYOHMh7773H008/jbOzM05OTnzzzTcULVqU0NBQypQpY1f/1uvh/Pnz5MmTJ9F99urVixMnTtC8eXOcnZ2xWCwMHjzY7gP4999/5++//2bFihX3vN5H0t69zvkvv/ySqnZ+v3Oudu44+fLlAyA0NNTuw+/cuXPExMQApLid37o9JCTE7r7nzp3j4sWLtm21c8e43zlPzed5cs652rnjhIaGAlCwYEG78vz58xMSEpKqz/N77fPw4cO2bbVzx7jfOU9NO0/OOU/Pdu6Qnp6ffvqJmJgY2rVrZys7evQoTk5OFC5cmEmTJtGvXz/+/vtvunfvjsViue8+N2zYwNGjR+nSpYtdeYsWLdi3bx9TpkwhJiaG8PBwPv30U1xcXIiNjU3zYxN7x48fx8vLi2+//ZYFCxbQsmVL+vXrx+HDh4mOjrbL5AHc3d0BbF+WEnPmzBkMw2DEiBH8+OOPdOvWjeHDh7NhwwYAwsLC+Pjjjxk+fDi5cuVKv4OTRN3rnKe2nd/vnKudO05gYCClSpVi8ODBhISEEBsby6xZszh06BCxsbGpaufe3t7UrFmTESNGcOzYMeLj41m1ahV//vkncXFxgNq5I93vnKemnSfnnKudO87NmzcBEm3LMTExqWrn99snqJ070v3OT2raeXLOeXq2c4f09Cxbtoxnn33W7gX8zjvv0KFDB7y8vADrL4P58uWzzeqwadMmJk+ebKvftGlThg4darfPypUrJ+hmq1y5MsOHD+fLL79k9OjRZMuWjV69enH8+PFk9yBJ6pw7d44PPviAWbNm2X6RL1++PMeOHWPcuHF4eHgkeAHfetFnzZqVSZMmJTjn/fr145133mHAgAG2bm5/f3/OnTvHyJEjqVmzJv3796dJkybJmkFE0tb9zvn48eNT3M7vd86feuoptXMHcnV15dtvv6V///7Uq1cPFxcX6tWrR+vWrdm/fz+xsbEpbudDhw5lxIgR/O9//+OFF17AycmJSpUq8eabb7JgwQIMw1A7d6D7nfPUfp7f65yDPs8dycPDA4DY2Fjb32Bty1myZEnV5/nLL79s2+fd98uSJYvauYPd75ynpp3f75xD+rbzDE96Ll++zK5du+jatatduclksj1xt9zqKg0NDeWVV16hSZMmtts8PT1tf8fHx/PXX3/x3nvvJfqYLVu2pEWLFoSHh5MrVy7i4+MZPnw4xYoVS6vDkkTs3buXuLg4ypcvb1ceGBjIunXrKFSoEOHh4Xa33douUKBAouf8+PHjXL16NcE+K1SowO+//8758+fZuHEjO3fuZNmyZYD19QEQFBRE165d6datW1ofqvznfuc8Ne38fuf8FrVzxylRogQLFizg2rVrtnPcu3dvihcvTkRERIrbOViHOEydOpXr168TGxtL7ty5GTFiBMWLF1c7fwjc65yn9vP8Xuf8FrVzx7g1HCk8PJyiRYvaysPDw/Hz8yM+Pj7F7dxkMtnq3fmDdXh4ON7e3mrnDna/c56adn6/c35LerXzDE96du7ciclkomrVqnbl77//PlevXrWb1/3WvN2lS5cmZ86c5MyZM9F9Hjt2jIiICLsLo2759ddfWb58Od9++y0FChQAYOXKlWTNmpWgoKA0OipJzK0G8++//9pNMnDkyBGKFStGhQoVmD9/PmazGWdnZwA2bdpEiRIlbON/7z7nt7pM//33X7sG8++//1KsWDEKFCjAb7/9Znef3377jVGjRrFs2TJy5MiR5scpt93vnKemnd/vnIPauSNdv36dbt260b9/f8qVKwdAZGQkGzduZODAgYSHh6e4nRuGQbdu3XjllVeoX78+YP2ys2bNGpo1a6Z27mD3O+epaef3O+egdu5Ifn5+eHp6smXLFtsX4IiICA4ePEjbtm0pWLBgits5WJPnLVu2UKNGDcB6zrdv385rr72mdu5g9zvnqf3efq9zDunczh9o7rdUGDdunPHss88mKP/jjz8MX19fY8KECcbp06eNv/76y2jQoIHRp0+f++5z6dKlRrly5QyLxZLgtuPHjxvlypUzvv32W+Ps2bPG6tWrjaCgIGPq1KlpcjySNLPZbLz22mtG48aNjU2bNhknT540Ro8ebTz55JPGrl27jIsXLxpVqlQx+vXrZxw9etRYvHixUb58eWPJkiX33G+fPn2Mp556ylizZo1x5swZ47vvvjP8/f2NVatWJVp/8eLFmuIyg9zvnKe2nd/vnKudO1bbtm2NV1991Th8+LBx6NAh47XXXjOaNWtmxMXFpbqd9/9/e3foqjochnGc+//ImDCmMBQFGRZBywS7SZY9WDxRDPsDxGaymBcMVpt2kybbwKCC8Nx0hcvVs8MOzsv4furvx8rLM/aw8H58qF6va7PZaLfbyfd9lUolRVH08D45T9dXM0+a87iZk/P3CoJAtm1ruVzed7a4rqvr9Zo45/P5XIZhaLFY3He2FAqFp7teyHm6vpp50pzHzfyVOU+99AyHQ3me9/AsDEM1m00ZhiHHcTQajXS5XGKfOZlM5DjO0/PVaqVGoyHDMOS67j97APA6URTp8/NTlUpF+Xxe7XZb6/X6fr7dbuV5nnK5nKrVqmazWewzz+ezgiBQrVaTaZpqtVoKw/DpfV6S6YqbeZKcf2fm5Px9jsejfN+XZVmybVv9fv+vj5YkOT+dThoMBioUCrIsS71eT/v9/ul9cp6uuJknyfl3Zk7O3+d2u2k8HqtYLMo0TXW7XR0Oh/t5kpxL0nQ6VblclmEY6nQ6DxeN/0HO0xU386Tf7XEzf1XOf0nSz/4VAQAAAMD/623LSQEAAAAgDZQeAAAAAJlG6QEAAACQaZQeAAAAAJlG6QEAAACQaZQeAAAAAJlG6QEAAACQaZQeAAAAAJlG6QEAAACQaZQeAAAAAJlG6QEAAACQab8BHggs2NneqxUAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for x in toproles_decade[toproles_decade.Role != 'Injured']['Role'].unique():\n",
" fig, ax = plt.subplots(figsize=(10, 4))\n",
"\n",
" plt.plot(toproles_decade_gender[toproles_decade_gender['Role']==x]['Decade'],\n",
" toproles_decade_gender[toproles_decade_gender['Role']==x]['Proportion_f'], \n",
" label = 'Females', marker='o', color='tab:orange')\n",
"\n",
" plt.plot(toproles_decade_gender[toproles_decade_gender['Role']==x]['Decade'],\n",
" toproles_decade_gender[toproles_decade_gender['Role']==x]['Proportion_m'], \n",
" label = 'Males', marker='o', color='tab:blue')\n",
"\n",
" plt.legend(loc=\"best\", ncol=3, facecolor='white', framealpha=1)\n",
" plt.title(f'{x} count by demi-decade, Males and Female participations', )\n",
" ax.set_xlabel('')\n",
"\n",
" plt.ylim([0, 1])\n",
" plt.xticks(range(1975, 2010, 5), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04','05-09'])\n",
" plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "eb5797b7",
"metadata": {},
"source": [
"#### Association Rule Mining (cont.)\n",
"\n",
"We now review association rules across time and gender. For each generated rule, we calculated the difference of the **confidence** of said rule for `Males` with the **confidence** of the same rule for `Females` for each given five-year period. \n",
"\n",
"Positive differences indicate that the rule occurs more often for `Males` while negative differences indicate that the rule occurs more often for `Females`. We then sorted the differences by its absolute value and inspected the most significant rules visually (see coloured time series plot).\n",
"\n",
"The table below highlights association rule differences of more than 15%. We provide some examples of how one might interpret these rule differences highlighted in the column `Male-Female difference`.\n",
" \n",
"- Example (1): `Males` who are `Musicians` (see antecedents) are 42.3% more likely than `Females` to also be a `Performer` (see consequents) in 75-79 period.\n",
"- Example (2): `Females` who are `Musicians` are 35.9% more likely than `Males` to also be a `Performer` in 85-89 period.\n",
"- Example (2): `Females` who are `Musicians` are 28.2% more likely than `Males` to also be a `KeyCreative` in 85-89 period."
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "0540c95b",
"metadata": {
"scrolled": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" antecedents \n",
" consequents \n",
" antecedent support_m \n",
" antecedent support_f \n",
" confidence_m \n",
" confidence_f \n",
" Decade \n",
" Male-Female difference \n",
" \n",
" \n",
" \n",
" \n",
" 1 \n",
" (Musician) \n",
" (Performer) \n",
" 0.143 \n",
" 0.036 \n",
" 0.923 \n",
" 0.500 \n",
" 1975 \n",
" 42.308 \n",
" \n",
" \n",
" 9 \n",
" (Musician) \n",
" (Performer) \n",
" 0.076 \n",
" 0.110 \n",
" 0.308 \n",
" 0.667 \n",
" 1985 \n",
" -35.897 \n",
" \n",
" \n",
" 4 \n",
" (Musician) \n",
" (KeyCreative) \n",
" 0.076 \n",
" 0.110 \n",
" 0.051 \n",
" 0.333 \n",
" 1985 \n",
" -28.205 \n",
" \n",
" \n",
" 9 \n",
" (Musician) \n",
" (Performer) \n",
" 0.073 \n",
" 0.043 \n",
" 0.965 \n",
" 0.779 \n",
" 1995 \n",
" 18.627 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" antecedents consequents antecedent support_m antecedent support_f \\\n",
"1 (Musician) (Performer) 0.143 0.036 \n",
"9 (Musician) (Performer) 0.076 0.110 \n",
"4 (Musician) (KeyCreative) 0.076 0.110 \n",
"9 (Musician) (Performer) 0.073 0.043 \n",
"\n",
" confidence_m confidence_f Decade Male-Female difference \n",
"1 0.923 0.500 1975 42.308 \n",
"9 0.308 0.667 1985 -35.897 \n",
"4 0.051 0.333 1985 -28.205 \n",
"9 0.965 0.779 1995 18.627 "
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
"\n",
"supports = supports_decade[['antecedents','consequents',\n",
" 'antecedent support_x','antecedent support_y',\n",
" # 'support_x','support_y',\n",
" 'confidence_x','confidence_y','Decade']]\n",
"supports['Male-Female difference'] = (supports['confidence_x'] - supports['confidence_y'])*100\n",
"supports['diff_abs'] = abs(supports['Male-Female difference'])\n",
"supports_shrt = supports[(supports['antecedent support_x'] >= 0.05) | (supports['antecedent support_y'] >= 0.05)]\n",
"supports_shrt = supports_shrt[(supports_shrt['confidence_x'] >= 0.25) | (supports_shrt['confidence_y'] >= 0.25)]\n",
"supports_shrt2 = supports_shrt[supports_shrt['diff_abs'] > 15].sort_values('diff_abs', ascending=False)\n",
"supports_shrt2.drop(['diff_abs'],axis=1)\\\n",
" .rename({'antecedent support_x':'antecedent support_m',\n",
" 'antecedent support_y':'antecedent support_f',\n",
" 'confidence_x':'confidence_m',\n",
" 'confidence_y':'confidence_f'}, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "67ec8cf9",
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# yr = 2005; r1 = 'Musician'; r2 = 'Performer'\n",
"\n",
"# # dff = df.assign(Roles=df['ROLE.CATEGORY.CONCATINATE'].str.split(' ')).explode('Roles').reset_index(drop=True)\n",
"\n",
"# # dff[(dff['Gender'] == 'M') & (dff['Year_decade'] == 1975) &\\\n",
"# # (dff['ROLE.CATEGORY.CONCATINATE'].str.contains('Musician'))][['COMBINED.NAME','Year']].shape\n",
"\n",
"# # count number of strings in column\n",
"# # df_noinjuries['role_count'] = df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.split(' ').str.len()\n",
"\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'M') & (df_noinjuries['Year_decade'] == yr)].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'M') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1))][['COMBINED.NAME','Year']].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'M') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'M') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']]['Year'].unique())\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'M') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']]['COMBINED.NAME'].unique())\n",
"\n",
"# print('\\n\\n')\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'F') & (df_noinjuries['Year_decade'] == yr)].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'F') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1))][['COMBINED.NAME','Year']].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'F') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']].shape)\n",
"\n",
"# print(df_noinjuries[(df_noinjuries['Gender'] == 'F') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']]['Year'].unique())\n",
"\n",
"# df_noinjuries[(df_noinjuries['Gender'] == 'F') & (df_noinjuries['Year_decade'] == yr) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r1)) &\\\n",
"# (df_noinjuries['ROLE.CATEGORY.CONCATINATE'].str.contains(r2))][['COMBINED.NAME','Year']]['COMBINED.NAME'].unique()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "936f92f1",
"metadata": {},
"source": [
"It is important to further inspect why these male-female differences exist. Therefore below we provide some extra notes on which individuals are involved in these association rules. We follow this with a line plot.\n",
"\n",
"1st row (1975-79) (56 females in total/91 males in total) \n",
"- 2 Female musician participations in this period\n",
"- 1 Female musician/performer participations in this period\n",
"- Celeste Howden - 1 occurence in 1979\n",
" \n",
"- 13 Male musician participations in this period\n",
"- 12 Male musician/performer participations in this period\n",
"- 'Colin Stevens', 'Mic Conway', 'Jim Conway', 'Steven Cooney','Tony Burkys', 'Graeme Isaac', 'Tony Hargreaves'\n",
"- Total of 12 occurences from above people in 1978-79\n",
" \n",
"- 4% of female participations in 1975 period involved musicians, while 14% of males participations in 1975 period involved musicians\n",
"- 92% of male musicians were also performers and 50% of female musicians were also performers\n",
" \n",
"\n",
"2nd row (1985-89) (515 females in total/544 males in total) \n",
"- 60 Female musician participations in this period\n",
"- 40 Female musician/performer participations in this period\n",
"- Shirley Billing', 'Judy Pascoe', 'Julie McInnes','Tanya Cavanagh'\n",
"- Total of 40 occurences from above people in 1985-89\n",
" \n",
"- 39 Male musician participations in this period\n",
"- 12 Male musician/performer participations in this period\n",
"- 'Geoff Toll' 'Tony Hargreaves' 'Steve Blackburn'\n",
"- Total of 12 occurences from above people in 1985-87\n",
" \n",
"- 11% of female participations in 1985 period involved musicians, while 8% of males participations in 1985 period involved musicians\n",
"- 31% of male musicians were also performers and 67% of female musicians were also performers\n",
" \n",
"\n",
"3rd row (1985-89) (515 females in total/544 males in total) \n",
"- 60 Female musician participations in this period\n",
"- 20 Female musician/key creatives participations in this period\n",
"- Shirley Billing, Julie McInnes - Total of 20 occurence in 1987-89\n",
" \n",
"- 39 Male musician participations in this period\n",
"- 2 Male musician/key creatives participations in this period\n",
"- George Worontschak, Mathew Fargher - Total of 2 occurences in 1987-89\n",
"- Total of 2 occurences from above people in 1987-88\n",
" \n",
"- 5% of male musicians were also key creatives and 33% of female musicians were also key creatives in 85 period\n",
" \n",
"\n",
"4th row (1995-99) (1645 females in total/2135 males in total) \n",
"- 95 Female musician participations in this period\n",
"- 74 Female musician/performer participations in this period\n",
"- 'Kate McKibbin', 'Julie McInnes', 'Hope Csutoros', 'Jenny Thomas', 'Sue Simpson'\n",
"- Total of 74 occurences from above people in 1995-89\n",
" \n",
"- 115 Male musician participations in this period\n",
"- 111 Male musician/performer participations in this period\n",
"- 'Chris Lewis' 'Carl Polke' 'Michael Davis' 'Tim Coldwell' \"John O'Hagan\"\n",
"- Total of 111 occurences from above people in 1995-99\n",
" \n",
"- 4% of female participations in 1995 period involved musicians, while 7% of males participations in 1995 period involved musicians\n",
"- 97% of male musicians were also performers and 78% of female musicians were also performers\n",
" \n",
" \n",
"The following plot highlights these male-female differences. We exclude 05-09 period as there were no female musician-performer participations in this period. There were however 9 Male musician-performer participations which amounts to 17% of musician participations."
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "8d2be434",
"metadata": {
"scrolled": false,
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.ticker as mtick\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 8))\n",
"\n",
"supports = supports[(supports.antecedents == frozenset({'Musician'})) & \n",
" (supports.consequents == frozenset({'Performer'}))]\n",
"\n",
"this_pair = supports[(supports.antecedents == frozenset({'Musician'})) & \n",
" (supports.consequents == frozenset({'Performer'}))]\n",
"plt.plot(this_pair['Decade'], this_pair['Male-Female difference'], marker='o', \n",
" color='tab:green', label='Musician-Performer', markersize=8)\n",
"\n",
"# add data labels\n",
"\n",
"\n",
"# this_pair = supports[(supports.antecedents == frozenset({'Musician'})) & \n",
"# (supports.consequents == frozenset({'KeyCreative'}))]\n",
"# plt.plot(this_pair['Decade'], this_pair['Male-Female difference'], marker='o', \n",
"# color='tab:blue', label='Musician-KeyCreative', markersize=8)\n",
"\n",
"# this_pair = supports[(supports.antecedents == frozenset({'Subsidiary'})) & \n",
"# (supports.consequents == frozenset({'Performer'}))]\n",
"# plt.plot(this_pair['Decade'], this_pair['Male-Female difference'], marker='o', \n",
"# color='tab:red', label='Subsidiary-Performer', markersize=8)\n",
"\n",
"# this_pair = supports[(supports.antecedents == frozenset({'KeyCreative'})) & \n",
"# (supports.consequents == frozenset({'Performer'}))]\n",
"# plt.plot(this_pair['Decade'], this_pair['Male-Female difference'], marker='o', \n",
"# color='tab:purple', label='KeyCreative-Performer', markersize=8)\n",
"\n",
"# this_pair = supports[(supports.antecedents == frozenset({'Crew'})) & \n",
"# (supports.consequents == frozenset({'KeyCreative'}))]\n",
"# plt.plot(this_pair['Decade'], this_pair['Male-Female difference'], marker='o', \n",
"# color='tab:orange', label='Crew-KeyCreative', markersize=8)\n",
"\n",
"for x, y, label in zip(this_pair['Decade'], this_pair['Male-Female difference'], \n",
" round(this_pair['Male-Female difference'],1).astype(str) + '%'):\n",
" if y > 0: ax.annotate(label, (x, y+2.5), ha='center', fontsize=14)\n",
" else: ax.annotate(label, (x, y-5), ha='center', fontsize=14)\n",
"\n",
"plt.title('Male-Female differences for Musician-Performer participations over time',\n",
" fontsize=16)\n",
"\n",
"plt.axhline(y=0, linestyle='--', color='grey', alpha=0.3, lw=2)\n",
"plt.axhline(y=-10, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=-20, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=-30, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=-40, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=10, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=20, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=30, linestyle='-', color='black', alpha=0.05)\n",
"plt.axhline(y=40, linestyle='-', color='black', alpha=0.05)\n",
"\n",
"# adjust legend\n",
"# ax.legend(loc=\"upper right\", ncol=3, fontsize=12)\n",
"\n",
"plt.yticks(range(-50, 55, 5), range(-50, 55, 5), fontsize=14)\n",
"ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n",
"plt.xticks(range(1975, 2005, 5), ['75-79', '80-84','85-89', '90-94',\n",
" '95-99', '00-04'], fontsize=14)\n",
"\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "2328430f",
"metadata": {},
"source": [
"## Network graphs\n",
"\n",
"Lastly, we developed an interactive tool to assist in drilling down into influential people and roles across any given period of time.\n",
"\n",
"**Instructions**\n",
"1. Choose years to establish the start and end period. These values are inclusive. We also provide the option to include roles listed as `Injured`.\n",
"2. Press the `Generate network graph` button, this will load a network graph along with the top 3 association rules for the selected time period. _Note that the network graph will take longer to load if the time period is large i.e., can take up 90 seconds to load for all data._\n",
"3. You can zoom in/out, drag nodes, highlight node neighbours by clicking, hover over nodes for more info and highlight nodes using the filter on the top left. The filter lists all the roles first and then lists each relevant node in order of its participation rate for the given period.\n",
"4. If you want to make any changes to the time period (or include `Injured`), you will need to press the `Generate network graph` button again to generate a new network graph along with corresponding association rules.\n",
"\n",
"**Legend**\n",
"- Blue nodes represent `Male` participants.\n",
"- Orange nodes represent `Female` participants.\n",
"- Red nodes represent `0` participants.\n",
"- Green nodes represent roles i.e., `Musician`, `Performer`, etc.\n",
"- Edges represent an occurence in the given time period - they are uniformally weighted.\n",
"- The size of a participant node corresponds with the number of participated events in the given time period. This frequency can be obtained by hovering over the node.\n",
"\n",
"_It should be noted that association rules are only generated if rules are relatively significant - in cases where there are no rules, the output will flag an error._"
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