LD2L-15-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "## LD2L 15 by the data\n",
    "\n",
    "For some time now, I have been thinking about how to pull interesting insights from LD2L and present them to the community. Below is some code I put together to do just that.\n",
    "\n",
    "If you are interested in my bunk data extraction method, I will gladly DM you the repo on discord."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import statements for data analysis\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt # for plotting\n",
    "import seaborn as sns # for plotting\n",
    "from scipy.stats import mannwhitneyu, rankdata\n",
    "import squarify # for treemaps\n",
    "\n",
    "# machine learning imports\n",
    "from sklearn.preprocessing import MinMaxScaler # for scaling data\n",
    "\n",
    "\n",
    "#cleaning imports from custom module\n",
    "import cleaning as clean\n",
    "\n",
    "#magic word for producing visualizations in notebook\n",
    "%matplotlib inline\n",
    "\n",
    "#ignore warnings\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# remove pandas truncation\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "     match_id        date  account_id   personaname       teamID  rank_tier  \\\n0  6982865709  2023-01-22   147665746  Cheeseburger  Los Muertas         15   \n1  6982865709  2023-01-22   163983635       Turtles  Los Muertas         15   \n2  6982865709  2023-01-22   123736773  Space Cowboy  Los Muertas         15   \n3  6982865709  2023-01-22    85398356         GRaff  Los Muertas         15   \n4  6982865709  2023-01-22   433544241      DaviruzZ  Los Muertas         23   \n\n   kills  assists  deaths  kills_per_min  kda  denies  gold  gold_per_min  \\\n0      2        7       6       0.064865    1      11   466           408   \n1      2       11       4       0.064865    2       6   482           408   \n2      1        4       9       0.032432    0       1  1322           207   \n3      4        8       5       0.129730    2       3  1029           260   \n4      8        6       0       0.259459   14       5  2090           520   \n\n   gold_spent  hero_damage  damage_taken  hero_healing             hero_id  \\\n0       11640        16940         18072             0  Outworld Destroyer   \n1       12850        10692         14406          2268         Beastmaster   \n2        5905        12385         13466             0       Skywrath Mage   \n3        6945         8454         14722          6634    Treant Protector   \n4       14555        23986         19680             0      Phantom Lancer   \n\n   item_0  item_1  item_2  item_3  item_4  item_5  item_neutral  last_hits  \\\n0       1      63     116      23     534       0           289        149   \n1      11      34     635     131      29       0           358        142   \n2     206      77      77      77      29      38           357         19   \n3     244      39     180       1      36       0           356         27   \n4     174      36     131      63     147      24           947        196   \n\n   level  net_worth  tower_damage  xp_per_min  radiant_win  duration  patch  \\\n0     16      11966          1884         460         True      1850     51   \n1     17      12532          6645         543         True      1850     51   \n2     12       6137           257         301         True      1850     51   \n3     15       5379             0         408         True      1850     51   \n4     19      16190          2753         642         True      1850     51   \n\n   isRadiant  win  lose  total_gold  total_xp  obs_placed  sen_placed  \\\n0       True    1     0       12580     14183           2           0   \n1       True    1     0       12580     16742           0           0   \n2       True    1     0        6382      9280           0           1   \n3       True    1     0        8016     12580          13          20   \n4       True    1     0       16033     19795           0           0   \n\n   rune_pickups  camps_stacked      stuns  creeps_stacked  firstblood_claimed  \\\n0             5              0  69.722900               0                   0   \n1             1              0  16.250732               0                   0   \n2             3              2   2.006836               5                   0   \n3             4              0  37.857666               0                   0   \n4             2              1   0.000000               5                   0   \n\n   pings  teamfight_participation  roshans_killed medal  \n0    0.0                 0.529412               1    C5  \n1    0.0                 0.764706               0    C5  \n2    2.0                 0.294118               0    C5  \n3    6.0                 0.705882               0    C5  \n4   17.0                 0.823529               0    L3  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>match_id</th>\n      <th>date</th>\n      <th>account_id</th>\n      <th>personaname</th>\n      <th>teamID</th>\n      <th>rank_tier</th>\n      <th>kills</th>\n      <th>assists</th>\n      <th>deaths</th>\n      <th>kills_per_min</th>\n      <th>kda</th>\n      <th>denies</th>\n      <th>gold</th>\n      <th>gold_per_min</th>\n      <th>gold_spent</th>\n      <th>hero_damage</th>\n      <th>damage_taken</th>\n      <th>hero_healing</th>\n      <th>hero_id</th>\n      <th>item_0</th>\n      <th>item_1</th>\n      <th>item_2</th>\n      <th>item_3</th>\n      <th>item_4</th>\n      <th>item_5</th>\n      <th>item_neutral</th>\n      <th>last_hits</th>\n      <th>level</th>\n      <th>net_worth</th>\n      <th>tower_damage</th>\n      <th>xp_per_min</th>\n      <th>radiant_win</th>\n      <th>duration</th>\n      <th>patch</th>\n      <th>isRadiant</th>\n      <th>win</th>\n      <th>lose</th>\n      <th>total_gold</th>\n      <th>total_xp</th>\n      <th>obs_placed</th>\n      <th>sen_placed</th>\n      <th>rune_pickups</th>\n      <th>camps_stacked</th>\n      <th>stuns</th>\n      <th>creeps_stacked</th>\n      <th>firstblood_claimed</th>\n      <th>pings</th>\n      <th>teamfight_participation</th>\n      <th>roshans_killed</th>\n      <th>medal</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>6982865709</td>\n      <td>2023-01-22</td>\n      <td>147665746</td>\n      <td>Cheeseburger</td>\n      <td>Los Muertas</td>\n      <td>15</td>\n      <td>2</td>\n      <td>7</td>\n      <td>6</td>\n      <td>0.064865</td>\n      <td>1</td>\n      <td>11</td>\n      <td>466</td>\n      <td>408</td>\n      <td>11640</td>\n      <td>16940</td>\n      <td>18072</td>\n      <td>0</td>\n      <td>Outworld Destroyer</td>\n      <td>1</td>\n      <td>63</td>\n      <td>116</td>\n      <td>23</td>\n      <td>534</td>\n      <td>0</td>\n      <td>289</td>\n      <td>149</td>\n      <td>16</td>\n      <td>11966</td>\n      <td>1884</td>\n      <td>460</td>\n      <td>True</td>\n      <td>1850</td>\n      <td>51</td>\n      <td>True</td>\n      <td>1</td>\n      <td>0</td>\n      <td>12580</td>\n      <td>14183</td>\n      <td>2</td>\n      <td>0</td>\n      <td>5</td>\n      <td>0</td>\n      <td>69.722900</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.529412</td>\n      <td>1</td>\n      <td>C5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6982865709</td>\n      <td>2023-01-22</td>\n      <td>163983635</td>\n      <td>Turtles</td>\n      <td>Los Muertas</td>\n      <td>15</td>\n      <td>2</td>\n      <td>11</td>\n      <td>4</td>\n      <td>0.064865</td>\n      <td>2</td>\n      <td>6</td>\n      <td>482</td>\n      <td>408</td>\n      <td>12850</td>\n      <td>10692</td>\n      <td>14406</td>\n      <td>2268</td>\n      <td>Beastmaster</td>\n      <td>11</td>\n      <td>34</td>\n      <td>635</td>\n      <td>131</td>\n      <td>29</td>\n      <td>0</td>\n      <td>358</td>\n      <td>142</td>\n      <td>17</td>\n      <td>12532</td>\n      <td>6645</td>\n      <td>543</td>\n      <td>True</td>\n      <td>1850</td>\n      <td>51</td>\n      <td>True</td>\n      <td>1</td>\n      <td>0</td>\n      <td>12580</td>\n      <td>16742</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16.250732</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.764706</td>\n      <td>0</td>\n      <td>C5</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>6982865709</td>\n      <td>2023-01-22</td>\n      <td>123736773</td>\n      <td>Space Cowboy</td>\n      <td>Los Muertas</td>\n      <td>15</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0.032432</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1322</td>\n      <td>207</td>\n      <td>5905</td>\n      <td>12385</td>\n      <td>13466</td>\n      <td>0</td>\n      <td>Skywrath Mage</td>\n      <td>206</td>\n      <td>77</td>\n      <td>77</td>\n      <td>77</td>\n      <td>29</td>\n      <td>38</td>\n      <td>357</td>\n      <td>19</td>\n      <td>12</td>\n      <td>6137</td>\n      <td>257</td>\n      <td>301</td>\n      <td>True</td>\n      <td>1850</td>\n      <td>51</td>\n      <td>True</td>\n      <td>1</td>\n      <td>0</td>\n      <td>6382</td>\n      <td>9280</td>\n      <td>0</td>\n      <td>1</td>\n      <td>3</td>\n      <td>2</td>\n      <td>2.006836</td>\n      <td>5</td>\n      <td>0</td>\n      <td>2.0</td>\n      <td>0.294118</td>\n      <td>0</td>\n      <td>C5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>6982865709</td>\n      <td>2023-01-22</td>\n      <td>85398356</td>\n      <td>GRaff</td>\n      <td>Los Muertas</td>\n      <td>15</td>\n      <td>4</td>\n      <td>8</td>\n      <td>5</td>\n      <td>0.129730</td>\n      <td>2</td>\n      <td>3</td>\n      <td>1029</td>\n      <td>260</td>\n      <td>6945</td>\n      <td>8454</td>\n      <td>14722</td>\n      <td>6634</td>\n      <td>Treant Protector</td>\n      <td>244</td>\n      <td>39</td>\n      <td>180</td>\n      <td>1</td>\n      <td>36</td>\n      <td>0</td>\n      <td>356</td>\n      <td>27</td>\n      <td>15</td>\n      <td>5379</td>\n      <td>0</td>\n      <td>408</td>\n      <td>True</td>\n      <td>1850</td>\n      <td>51</td>\n      <td>True</td>\n      <td>1</td>\n      <td>0</td>\n      <td>8016</td>\n      <td>12580</td>\n      <td>13</td>\n      <td>20</td>\n      <td>4</td>\n      <td>0</td>\n      <td>37.857666</td>\n      <td>0</td>\n      <td>0</td>\n      <td>6.0</td>\n      <td>0.705882</td>\n      <td>0</td>\n      <td>C5</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>6982865709</td>\n      <td>2023-01-22</td>\n      <td>433544241</td>\n      <td>DaviruzZ</td>\n      <td>Los Muertas</td>\n      <td>23</td>\n      <td>8</td>\n      <td>6</td>\n      <td>0</td>\n      <td>0.259459</td>\n      <td>14</td>\n      <td>5</td>\n      <td>2090</td>\n      <td>520</td>\n      <td>14555</td>\n      <td>23986</td>\n      <td>19680</td>\n      <td>0</td>\n      <td>Phantom Lancer</td>\n      <td>174</td>\n      <td>36</td>\n      <td>131</td>\n      <td>63</td>\n      <td>147</td>\n      <td>24</td>\n      <td>947</td>\n      <td>196</td>\n      <td>19</td>\n      <td>16190</td>\n      <td>2753</td>\n      <td>642</td>\n      <td>True</td>\n      <td>1850</td>\n      <td>51</td>\n      <td>True</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16033</td>\n      <td>19795</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1</td>\n      <td>0.000000</td>\n      <td>5</td>\n      <td>0</td>\n      <td>17.0</td>\n      <td>0.823529</td>\n      <td>0</td>\n      <td>L3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this cell preprocesses the raw data for easier analysis\n",
    "# some preprocesssing is done during file creation but these are the final steps\n",
    "# and are season specific.\n",
    "\n",
    "df = pd.read_csv('match_data_37/match_data_37.csv')\n",
    "clean.clean_date(df)\n",
    "clean.clean_medals(df)\n",
    "clean.clean_teams(df)\n",
    "#clean.clean_duration(df)\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Player distribution\n",
    "\n",
    "Something I really enjoy about LD2L is that a pretty even spread. The league overall centers at a Median or Archon 2 and an Average of Archon 1 at the end of the season. 65% of players are between Crusader 1 and Legend 3. 23 players were lower ranked than crusader 1 and 8 players were ranked higher than l3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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mZOrUqbn11lszf/4NOeSQ1yXplElz587Nzjs/Mp/+9En52te+nGRClixZ8vfbevCDO7e19dbbZNGiReOeXUkEwFDbaaedW0cAgIFgzGSY7LiWs37Gw4QJE1Z5+tZbb5MPfehjGR0dzZw5X8mOOz44J57433nWs2bk8Y//l3zta2fl7LO/OvZavQndpSQCYKidf/63kyR77LFX4yQA0N+MmTC+RkZG88IXvjivec2rsnTp0my77b3zxCc+JXvt9aQcf/wx+exnP5Wtt94m8+fPb5ZxwrJly5odfHUWL166bP78Ba1jADDgZszYJ0kye/acxknod9OnT2263Ozaa2/e4Le7+R//lCS5cbv7b/Dbviu+dk1nuvwztp7cOAkwljGTQXf11VfkXvd6QOsYfWVl98n06VMvSrLryi4/sRehAAAAAOhvSiIAAAAAlEQAAAAAKIkAAAAAiE83A2DIHXPM8a0jAMBAMGYCSiIAhtoOO+zYOgIADARjJmC5GQBD7dxzz865557dOgYA9D1jJoyPM844/U6nLVy4MM9//rMapFk9JREAQ+2EEz6SE074SOsYAND3jJkwPj796ZNbR1hrlpsBAAAAbAB/+tMVefe7j8jo6GhGRkayyy675qabbswxx7w3//mfr8uRRx6Wm2++Ofe5z31bR10pJREAAAAwdGbM2OdOp+2773Py8pe/MgsWLMiLXvT8O50/c+aLM3PmizNv3rwccMBL73De7Nlz1njMH//4RynlIXnta9+Uiy/+WbbYYoucccYXcsghb8sZZ5yeBz5w+7z61QflV7/6ZX7605+s/zc3Tiw3AwAAANgAnvnMZ2fzzafl4INfmzPO+EJGRv4xN+fyy/+Qhz70YUmShz3s4Rkd7b95O/2XCAAAAOAuWt3Mn0033XS152+11VZrNXNoRd/73vl5xCMelZe//FU577xzcuqpn86yZcuSJPe//3b55S8vye6775nf/e63WbJkyTrf/nhTEgEw1GbN+kTrCAAwEIyZcNc95CEPzZFHHp6RkZFMnDgxr33tm3LVVX/JkUcenkMPfWfe854jcuCBB+QBD9gukyZNah33TpREAAy1ft0UEAD6jTET7rr73Oe++fjHP3WH0z7ykY///evDDz+q15HWiT2JABhqs2efkdmzz2gdAwD6njETMJMIgKF2yiknJUlmzHhe4yQA0N+MmYCZRAAAAAAoiQAAAIDhsPyTxFi/+0JJBAAAAAy80dHJueWWmxRF6RREt9xyU0ZHJ6/T9exJBAAAAAy8LbaYnhtuuDZ/+9v81lH6wujo5GyxxfR1u844ZQGAvnDSSZ9tHQEABoIxk0E3MjKae95z29YxBpqSCIChttVWW7WOAAADwZgJ2JMIgKF22mmn5rTTTm0dAwD6njETUBIBMNT8wgsAa8eYCSiJAAAAAFASAQAAAKAkAgAAACBKIgAAAACSjLYOAADj6fOf/2LrCAAwEIyZgJIIgKG26aabto4AAAPBmAlYbgbAUDv55E/m5JM/2ToGAPQ9YyagJAJgqJ111pk566wzW8cAgL5nzASURAAAAAAoiQAAAABQEgEAAAAQJREAAAAASUZbBwCA8TR79pzWEQBgIBgzATOJAAAAAFASATDcZs36cGbN+nDrGADQ94yZwLiVRKWUx5ZSvtP9eodSyvdKKReUUk4opSinAOiJ8847J+edd07rGADQ94yZwLiUNaWUtyQ5McmU7kkfTHJYrXX3JBOSPHs8jgsAAADA+hmvGT2XJXnumH8/Osn53a/PTvLkcTouAAAAAOthXD7drNZ6RilluzEnTai1Lut+fXOSzdd0GyMjEzJt2qbjEQ+AjcjoaOf9EGMK/W48nqMjoyPjdtt3xej1S5P0Xy7Y2BkzgXEpiVbi9jFfT00yf01XWLp0WebPXzBugQDYOIyOTk4SYwprNH361KbHH4/n6OZLOmXMjX32/F/SzeXnEvqLMRM2Dqv7nadXJdHPSil71lq/k+TpSb7do+MCsJE77bQvtY4AAAPBmAn0qiQ6OMknSymTk/wmyRd7dFwAAAAA1sK4lUS11j8meVz3698l2WO8jgUAq3Lsse9Lkhx88FsbJwGA/mbMBMbr080AoC9ccMH5ueCC89d8QQDYyBkzASURAAAAAEoiAAAAAJREAAAAAKR3n24GAE1sscWWrSMAwEAwZgJKIgCG2qc+9bnWEQBgIBgzAcvNAAAAAFASATDcjj76XTn66He1jgEAfc+YCVhuBsBQ+8lPLmwdAQAGgjETMJMIAAAAACURAAAAAEoiAAAAAGJPIgCG3Lbb3rt1BAAYCMZMQEkEwFA74YQTW0cAgIFgzAQsNwMAAABASQTAcDvssLfmsMPe2joGAPQ9YyZguRkAQ+2Xv7ykdQQAGAjGTMBMIgAAAACURAAAAAAoiQAAAACIPYkAGHLbb79D6wgAMBCMmYCSCIChduyxH24dAQAGgjETsNwMAAAAACURAMPt4INfl4MPfl3rGADQ94yZgOVmAAy1yy67tHUEABgIxkzATCIAAAAAlEQAAAAAKIkAAAAAiD2JABhyD3/4Tq0jAMBAMGYCSiIAhtrRR7+vdQQAGAjGTMByMwAAAACURAAMtwMPfEUOPPAVrWMAQN8zZgKWmwEw1K666i+tIwDAQDBmAmYSAQAAAKAkAgAAAEBJBAAAAEDsSQTAkNt1191aRwCAgWDMBJREAAy1ww57V+sIADAQjJmA5WYAAAAAKIkAGG777/+S7L//S1rHAIC+Z8wELDcDYKjdcMP1rSMAwEAwZgJmEgEAAACgJAIAAABASQQAAABA7EkEwJDbffc9WkcAgIFgzASURAAMtYMPfmvrCAAwEIyZgOVmAAAAACiJABhuM2c+NzNnPrd1DADoe8ZMwHIzAIbabbfd1joCAAwEYyZgJhEAAAAASiIAAAAAlEQAAAAAxJ5EAAy5pzzlaa0jAMBAMGYCSiIAhtpBB72udQQAGAjGTMByMwAAAACURAAMtxkz9smMGfu0jgEAfc+YCSiJAAAAAFASAQAAAKAkAgAAACBKIgAAAACSjLYOAADjad99n9M6AgAMBGMmoCQCYKi9/OWvbB0BAAaCMROw3AyAobZgwYIsWLCgdQwA6HvGTMBMIgCG2ote9PwkyezZcxonAYD+ZswEzCQCAAAAQEkEAAAAgJIIAAAAgCiJAAAAAIiNqwEYcjNnvrh1BAAYCMZMQEkEwFDzCy8ArB1jJmC5GQBDbd68eZk3b17rGADQ94yZgJlEAAy1Aw54aZJk9uw5jZMAQH8zZgJmEgEAAACgJAIAAABASQQAAABAlEQAAAAAxMbVAAy5/fY7oHUEABgIxkxASQTAUJsx43mtIwDAQDBmApabATDU5s69MnPnXtk6BgD0PWMmYCYRAEPtoINelSSZPXtO4yQA0N+MmYCZRAAAAAAoiQAAAABQEgEAAAAQJREAAAAAsXE1AEPuwANf2zoCAAwEYyagJAJgqO2999NbRwCAgWDMBHpWEpVSJiX5dJLtkixN8spa6297dXwANk6XXvr7JMkOO+zYOAkA9DdjJtDLmUT7JBmttf5zKeUpSf4ryfN6eHwANkKHHPL6JMns2XMaJwGA/mbMBHq5cfXvkoyWUiYmuUeSxT08NgAAAACr0cuZRH9LZ6nZb5PcM8kzV3fhkZEJmTZt0x7EAmCYjY523g8xptDvxuM5OjI6Mm63fVeMXr80Sf/lgo2dMRPoZUn0xiTn1lrfXkq5X5JvlVJ2qrXetrILL126LPPnL+hhPACG0ZIltyeJMYU1mj59atPjj8dzdPMlnTLmxj57/i/p5vJzCf3FmAkbh9X9ztPLkuiG/GOJ2fVJJiUZ6eHxAQAAAFiFXpZExyU5uZRyQZLJSQ6ttd7Sw+MDsBF64xvf3DoCAAwEYybQs5Ko1vq3JP+nV8cDgCTZY4+9WkcAgIFgzAR6+elmANBzl1zyi1xyyS9axwCAvmfMBHq53AwAeu7ww9+WJJk9e07jJADQ34yZgJlEAAAAACiJAAAAAFASAQAAABAlEQAAAACxcTUAQ+7QQ9/ZOgIADARjJqAkAmCo7bbbY1tHAICBYMwELDcDYKhdeOGPcuGFP2odAwD6njETMJMIgKH27ncfkSSZPXtO4yQA0N+MmYCZRAAAAAAoiQAAAABQEgEAAAAQJREAAAAAsXE1AEPuqKPe2zoCAAwEYyagJAJgqO20086tIwDAQDBmApabATDUzj//2zn//G+3jgEAfc+YCZhJBMBQO+64DyRJ9thjr8ZJAKC/GTMBM4kAAAAAUBIBAAAAoCQCAAAAIEoiAAAAAGLjagCG3DHHHN86AgAMBGMmoCQCYKjtsMOOrSMAwEAwZgKWmwEw1M499+yce+7ZrWMAQN8zZgJmEgEw1E444SNJkr33fnrjJADQ34yZgJlEAAAAACiJAAAAAFASAQAAABAlEQAAAACxcTUAQ27WrE+0jgAAA8GYCSiJABhq97nPfVtHAICBYMwELDcDYKjNnn1GZs8+o3UMAOh7xkzATCIAhtopp5yUJJkx43mNkwBAfzNmAmYSAQAAAKAkAgAAAEBJBAAAAECURAAAAADExtUADLmTTvps6wgAMBCMmYCSCIChttVWW7WOAAADwZgJWG4GwFA77bRTc9ppp7aOAQB9z5gJKIkAGGp+4QWAtWPMBCw3AwBgvUyddrdMmbTuv05Omj8/STJ9+tT1PvZti5fk5vm3rvf1uaOp0zbNlEkjTY592+KluXn+gibHBuCOlEQAAKyXKZNGs+8Xv7LO13vYvR+aJNn34gvW+9hnPf9ZuXm9r82Kpkwaycwv/bHJsU977nYeS4A+YbkZAAAAAEoiAAAAACw3A2DIff7zX2wdAQAGgjETUBIBMNQ23XTT1hEAYCAYMwHLzQAYaief/MmcfPInW8cAgL5nzASURAAMtbPOOjNnnXVm6xgA0PeMmYCSCAAAAAAlEQAAAABKIgAAAACiJAIAAAAgyWjrAAAwnmbPntM6AgAMBGMmYCYRAAAAAEoiAIbbrFkfzqxZH24dAwD6njETUBIBMNTOO++cnHfeOa1jAEDfM2YCSiIAAAAAlEQAAAAAKIkAAAAASDLaOgAAjKcpU6a0jgAAA8GYCSiJABhqp532pdYRAGAgGDMBy80AAAAAUBIBMNyOPfZ9OfbY97WOAQB9z5gJKIkAGGoXXHB+Lrjg/NYxAKDvGTMBJREAAAAASiIAAAAAlEQAAAAAJBltHQAAxtMWW2zZOgIADARjJqAkAmCofepTn2sdAQAGgjETsNwMAAAAACURAMPt6KPflaOPflfrGADQ94yZgOVmAAy1n/zkwtYRAGAgGDMBM4kAAAAAUBIBAAAAoCQCAAAAIPYkAmDIbbvtvVtHAICBYMwElEQADLUTTjixdQQAGAjGTMByMwAAAACURAAMt8MOe2sOO+ytrWMAQN8zZgKWmwEw1H75y0taRwCAgWDMBMwkAgAAAEBJBAAAAICSCAAAAIDYkwiAIbf99ju0jgAAA8GYCfS0JCqlvD3JvkkmJ/lYrfWkXh4fgI3Pscd+uHUEABgIxkygZ8vNSil7JvnnJP+SZI8k9+vVsQEAAABYvV7OJNo7ySVJzkxyjyRv7uGxAdhIHXzw65J4dxQA1sSYCaxVSVRKeUWt9cQx/35drXVdXznumeQBSZ6Z5IFJziqlPKTWumxlFx4ZmZBp0zZdx0MAwB1dccUfksSYQt8bj+foyOjIuN12PxjW72tj5LHsD8ZMYLUlUSnl39LZQ2ivUsoTuyePJHl4knUtieYl+W2tdVGSWkq5Lcn0JNes7MJLly7L/PkL1vEQAHBHS5bcniTGFNZo+vSpTY8/Hs/RzZcsTZLcOE7P/2G8zzZWHksSYyZsLFb3mr+mmUTnJLkqyVZJPt497fYkl61Hju8leX0p5YNJtk2yWTrFEQAAAACNrbYkqrXekOQ7Sb5TStk6yZS1ud4qbuurpZQnJLkwnQ2zD6q1Ll3X2wEAAABgw1vbPYlmJXlGkr8kmZBkWTqfVLZOaq1vWdfrAMBd8fCH79Q6AgAMBGMmsLYzgh6b5EG11tvHMwwAbGhHH/2+1hEAYCAYM4GJa3m5S/OPpWYAAAAADJm1nUl0/yRXlFIu7f57Wa11nZebAUCvHXjgK5IkJ5xwYuMkANDfjJnA2pZE/zauKQBgnFx11V9aRwCAgWDMBNa2JHrZSk47ckMGAQAAAKCdtS2J/tr9/4Qku2Tt9zICAAAAYACsVUlUa/342H+XUs4enzgAAAAAtLBWJVEp5cFj/rltOhtZA0Df23XX3VpHAICBYMwE1na52diZRLclOWQcsgDABnfYYe9qHQEABoIxE1jb5WZ7lVK2SrJ9kj/UWq8b31gAAAAA9NJabUBdSnlBkv9NcmiSH5ZSXjKuqQBgA9l//5dk//0NWwCwJsZMYG2Xm70pyaNrrX8rpUxN8q0knxu/WACwYdxww/WtIwDAQDBmAmv7Ufa311r/liS11pvT2ZcIAAAAgCGxtjOJLiulHJvku0l2T3LZ+EUCAAAAoNfWdibRJ5Jcn+QpSfZP8tFxSwQAAABAz63tTKIPJtmv1vrrUsoHk5yS5AnjlgoANpDdd9+jdQQAGAjGTGBtS6IltdZfJ0mt9Q+llNvHMRMAbDAHH/zW1hEAYCAYM4G1LYmuKKW8O8kPkuyWZO74RQIAAACg19Z2T6L9k1yTZJ8k1yZ5+bglAoANaObM52bmzOe2jgEAfc+YCazVTKJa621JPjS+UQBgw7vttttaRwCAgWDMBNZ2JhEAAAAAQ0xJBAAAAICSCAAAAIC1/3QzABhIT3nK01pHAICBYMwElEQADLWDDnpd6wgAMBCMmYDlZgAAAAAoiQAYbjNm7JMZM/ZpHQMA+p4xE1ASAQAAAKAkAgAAAEBJBAAAAECURAAAAAAkGW0dAADG0777Pqd1BAAYCMZMQEkEwFB7+ctf2ToCAAwEYyZguRkAQ23BggVZsGBB6xgA0PeMmYCZRAAMtRe96PlJktmz5zROAgD9zZgJmEkEAAAAgJIIAAAAACURAAAAAFESAQAAABAbVwMw5GbOfHHrCAAwEIyZgJIIgKHmF14AWDvGTMByMwCG2rx58zJv3rzWMQCg7xkzATOJYEBM23xyJk3epOfHXbxoYebfuKjnx4UN5YADXpokmT17TuMkvTV12pRMmTSpybFvW7w4N8+/rcmxod9NnbZppkwaaXLs2xYvzc3zFzQ5NoNhYx0zgX9QEsGAmDR5k5x90j49P+7TD5iTREkEg2bKpEl5xpnvb3Lsrz3nLbk5SiJYmSmTRvK8M37S5NhnPG/X3NzkyAAMCsvNAAAAAFASAQAAAKAkAgAAACD2JAJgyO233wGtIwDAQDBmAkoiAIbajBnPax0BAAaCMROw3AyAoTZ37pWZO/fK1jEAoO8ZMwEziQAYagcd9KokyezZcxonAYD+ZswEzCQCAAAAQEkEAAAAgJIIAAAAgCiJAAAAAIiNqwEYcgce+NrWEQBgIBgzASURAENt772f3joCAAwEYyZguRkAQ+3SS3+fSy/9fesYAND3jJmAmUQADLVDDnl9kmT27DmNkwBAfzNmAmYSAQAAAKAkAgAAAEBJBAAAAECURAAAAADExtUADLk3vvHNrSMAwEAwZgJKIgCG2h577NU6AgAMBGMmYLkZAEPtkkt+kUsu+UXrGADQ94yZgJlEAAy1ww9/W5Jk9uw5jZMAQH8zZgJmEgEAAACgJAIAAABASQQAAABAlEQAAAAAxMbVAAy5Qw99Z+sIADAQjJmAkgiAobbbbo9tHQEABoIxE7DcDIChduGFP8qFF/6odQwA6HvGTMBMIgCG2rvffUSSZPbsOY2TAEB/M2YCZhIBAAAAoCQCAAAAQEkEAAAAQJREAAAAAMTG1QAMuaOOem/rCAAwEIyZgJIIgKG20047t44AAAPBmAlYbgbAUDv//G/n/PO/3ToGAPQ9YyZgJhEAQ+244z6QJNljj70aJwGA/mbMBMwkAgAAAEBJBAAAAICSCAAAAIA02JOolLJ1kouSPKXW+tteHx8AAACAO+tpSVRKmZTk40lu7eVxAdh4HXPM8a0jAMBAMGYCvZ5JdEyS/07y9h4fF4CN1A477Ng6AgAMBGMm0LM9iUop+yW5ttZ6bq+OCQDnnnt2zj337NYxAKDvGTOBXs4kenmSZaWUJyd5ZJLPlFL2rbVevbILj4xMyLRpm/YwHrAqfhZp7faJS7LJyCbrdd0TT/xYkuQlL/k/63X9hUsXZuLtPd/Cb+Ct7nXj9gnLsslo7+/ThUuWZOKyCT0/7toaj9fakdGRcbvtfjCs39d46tf7rF9zbWw++clZSZIXvvB5jZMArfTsN7Ra6xOWf11K+U6S/1hVQZQkS5cuy/z5C3oRDQbC9OlTmx3bzyKtTZ8+Nc8462nrdd1L5v0iSdb7+l/b95xce/3N63Xdllq+ZiSrf92YPn1qnvGlE3qYpuNrzz0w11676seyn++z9bX5kqVJkhvH6XV8GO+z8dav91m/5qK3liy5PYnHA4bd6l7ze7bcDAAAAID+1WT+fK11zxbHBQAAAGDlzCQCAAAAoM1MIgDolUe8YafWEQBgIMya9YnWEYDGlEQADLW7Tb9b6wgAMBDuc5/7to4ANGa5GQBD7S8XXJW/XHBV6xgA0Pdmzz4js2ef0ToG0JCZRAAMtT+d8+ckyb1337ZxEgDob6ecclKSZMaM5zVOArRiJhEAAAAASiIAAAAAlEQAAAAAREkEAAAAQGxcDcCQ2+Wtj2wdAQAGwkknfbZ1BKAxJREAQ23yPSa3jgAAA2GrrbZqHQFozHIzAIbald+cmyu/Obd1DADoe6eddmpOO+3U1jGAhpREAAy1K781N1d+S0kEAGuiJAKURAAAAAAoiQAAAABQEgEAAAAQJREAAAAASUZbBwCA8fSYdzy6dQQAGAif//wXW0cAGlMSATDURjYZaR0BAAbCpptu2joC0JjlZgAMtSvm/ClXzPlT6xgA0PdOPvmTOfnkT7aOATSkJAJgqF31/atz1fevbh0DAPreWWedmbPOOrN1DKAhJREAAAAASiIAAAAAlEQAAAAAREkEAAAAQJLR1gEAYDw97r92ax0BAAbC7NlzWkcAGjOTCAAAAAAlEQDD7Q9nXp4/nHl56xgA0PdmzfpwZs36cOsYQENKIgCG2jU/uTbX/OTa1jEAoO+dd945Oe+8c1rHABpSEgEAAACgJAIAAABASQQAAABAktHWAQBgPI1MHmkdAQAGwpQpU1pHABpTEgEw1B7zzke3jgAAA+G0077UOgLQmOVmAAAAACiJABhuvz/9svz+9MtaxwCAvnfsse/Lsce+r3UMoCElEQBDbd4v5mXeL+a1jgEAfe+CC87PBRec3zoG0JCSCAAAAAAlEQAAAABKIgAAAACSjLYOAADjadLUSa0jAMBA2GKLLVtHABpTEgEw1B79tke1jgAAA+FTn/pc6whAY5abAQAAAGAmEW1ssfnkjE7epMmxlyxamBtuXNTk2PTW5tMmZfKkKT0/7qLFt+XG+YtXeX6rXMmasw2j337md0mSh/z7gxsnAWB9bD5ts0ye1Oa97UWLb8+N829Z6XnTpm2WSY1yLV58e+avIley/tne/va3J0ne8573jEu2LTbfLKOT29xnSxbdnhtuXPV9BnQoiWhidPIm+fXH9m1y7If+51lJlEQbg8mTpuTEz+zd8+O+4t/PTbLqImbypCn54Od7nytJ3vSi1WcbRvPr/NYRALgLJk+amA+ceXWTY7/5Ofda5XmTJk3MaWdc18M0/zDzefdc7fmTJk3Mef/v2nW+3Tlf/m6S5Ik7r/t1l3vKv01f5XmjkyfmJydfs963fVfs+vKtmxwXBo3lZgAAAAAoiQAAAABQEgEAAAAQexIBMOSmbNVmk3AAGDT33HLb1hGAxpREAAy1R75p59YRAGAgvO2gE1pHABqz3AwAAAAAJREAw+3XJ/4mvz7xN61jAEDfO+Ezh+WEzxzWOgbQkOVmAAy1my6/uXUEABgIl13xy9YRgMbMJAIAAABASQQAAACAkggAAACA2JMIgCG32b03ax0BAAbCfe61fesIQGNKIgCG2k4HPax1BAAYCG985bGtIwCNWW4GAAAAgJIIgOF2yaxf5ZJZv2odAwD63nGfPDjHffLg1jGAhiw3A2Co3fKXW1pHAICBMPfqy1pHABozkwgAAAAAJREAAAAASiIAAAAAYk8iAIbcPR44tXUEABgI2z/g4a0jAI0piQAYag99xT+1jgAAA+HAfz+6dQSgMcvNAAAAAFASATDcfv7BX+TnH/xF6xgA0PfeO+vAvHfWga1jAA1ZbgbAULtt3m2tIwDAQLju+qtaRwAaM5MIAAAAACURAAAAAEoiAAAAAGJPIgCG3LQyrXUEABgI/7Tjrq0jAI0piQAYag/59we3jgAAA+GAmYe1jgA0ZrkZAAAAAEoiAIbbRe/9WS56789axwCAvnfkcfvnyOP2bx0DaMhyMwCG2uKbF7eOAAAD4aa/3dA6AtCYmUQAAAAAKIkAAAAAUBIBAAAAEHsSATDkttp5q9YRAGAgPPJhu7eOADSmJAJgqO34wu1bRwCAgfCS5x7cOgLQmOVmAAAAACiJABhuPz7iovz4iItaxwCAvnfo+2bm0PfNbB0DaMhyMwCG2tJFS1tHAICBsGjRba0jAI2ZSQQAAABA72YSlVImJTk5yXZJNklydK31rF4dHwAAAIBV6+VMopckmVdr3T3J05N8tIfHBgAAAGA1erkn0f8k+eKYfy/p4bEB2Ehtvev01hEAYCA89lFPaR0BaKxnJVGt9W9JUkqZmk5ZdFivjg3AxutBz3lg6wgAMBBe8MyDWkcAGuvpp5uVUu6X5MwkH6u1fn51lx0ZmZBp0zbtTTA2Op5b68b9te76+T7r52z9anX32e0Tb88mI5N6mKZj4dLFmXh7/37+RL8+z/o1V7KG59mEZdlkdD1+bZs7kiSZPn3qemVauGRJJi6bsF7X7YXV3WfLJiSTR0d6mKZj0ZKlmbCs54dda/36M9CvuZL+zdavuZL+zdavuQbVSCZk4qQ2v4vcvvj2LE0fv9gOsF5uXL1Nkq8neU2t9ZtruvzSpcsyf/6C8Q9GE+v7y+qGMojPrZb32SDeX0n/3mee/+vurtxnP/y/FyZJHvdfu633bazp8dxn9lvX+7bX15wZ78u119+8yvP7+XnmZ3Pl1pTtmV88fZ1v8z2b3ztJ8vYvXrxemb76/Bfm2msH93k244xv9TBNx+znPXEg77N+zZX0b7Z+zZWsf7ZDjpqRJDnm8Nnrdf3lBvE+Y91Nnz41fz3uZ02Ovc0bH5V5q3mtZfVW97PYy5lEhybZIsnhpZTDu6c9vdZ6aw8zAAAAALASvdyT6PVJXt+r4wEAAACw9vp3MwMAAAAAekZJBAAAAEBvP90MAHpt23+5V+sIADAQnvC4fVtHABpTEgEw1B6wz/1bRwCAgbDvU17eOgLQmOVmAAy1pQuXZunCpa1jAEDfu23hgty20MfEw8bMTCIAhtqPj7woSfK4/9qtcRIA6G+Hvf9FSZJjDp/dNgjQjJlEAAAAACiJAAAAAFASAQAAABAlEQAAAACxcTUAQ+6+T7xP6wgAMBCe+oSZrSMAjSmJABhq932SkggA1sZT91ASwcbOcjMAhtqimxZl0U2LWscAgL53403zcuNN81rHABpSEgEw1H76vp/np+/7eesYAND3jjr+gBx1/AGtYwANKYkAAAAAUBIBAAAAoCQCAAAAIEoiAAAAAJKMtg4AAOPp/k+7X+sIADAQnvnk/VpHABpTEgEw1O69+7atIwDAQNjz8TNaRwAas9wMgKF267W35tZrb20dAwD63jXz5uaaeXNbxwAaUhIBMNQu/tAlufhDl7SOAQB97/0fOyjv/9hBrWMADSmJAAAAAFASAQAAAKAkAgAAACBKIgAAAACSjLYOAADj6YHP3q51BAAYCM/b58DWEYDGlEQADLVtdtu6dQQAGAiPf/TerSMAjVluBsBQ+9uVt+RvV97SOgYA9L0//+XS/Pkvl7aOATSkJAJgqP3yhF/llyf8qnUMAOh7x590SI4/6ZDWMYCGlEQAAAAAKIkAAAAAUBIBAAAAECURAAAAAElGWwcAgPG0wwu2bx0BAAbCi2a8sXUEoDElEQBD7Z6P3Kp1BAAYCLvstEfrCEBjlpsBMNRu+sNNuekPN7WOAQB977I/XpLL/nhJ6xhAQ0oiAIbar0/6bX590m9bxwCAvnfCZw/PCZ89vHUMoCElEQAAAABKIgAAAACURAAAAABESQQAAABAktHWAQBgPJWX7Ng6AgAMhP1feGjrCEBjSqIhtuXmm2Rk8uQmx166aFGuv3Fhk2PTW9M2n5xJkzdpcuzFixZm/o2Lmhx7WN1j2uRsMqn3j+fCxQtz0/zxeSy3+KctxuV2AWDYPOzBu7WO0MwWm2+W0cltFtosWXR7brjxlpWet+Xmm2Zk8kiPE3UsXbQ019+4oMmx74otN79bRia3qTqWLlqS62+8tcmxNxQl0RAbmTw5c2e9rsmx73PQh5MoiTYGkyZvki986mlNjv1/9j8niZJoQ9pk0iZ5+//0/vF8zwvG77G84Tc3JFEWAcCa/Op3FybZOMui0ckTc9lH/trk2Nu/dptVnjcyeSRXH3N5D9P8w70OeWCT495VI5NH89cPn9/k2Nu8bo8mx92Q7EkEwFCrn/t96ud+3zoGAPS9T53+7nzq9He3jgE0pCQCAAAAQEkEAAAAgJIIAAAAgCiJAAAAAIhPNwNgyD30gIe0jgAAA+HAlx7VOgLQmJIIgKF2jwfdo3UEABgI22+3U+sIQGOWmwEw1K77+bxc9/N5rWMAQN/76SXn56eXnN86BtCQmUQADLVL/+eyJMk9H7lV4yQA0N8+P/u4JMkuO+3ROAnQiplEAAAAACiJAAAAAFASAQAAABAlEQAAAACxcTUAQ+7hBz6sdQQAGAivP+CY1hGAxpREAAy1u993s9YRAGAg3O/eO7SOADRmuRkAQ+2vF16Tv154TesYAND3fnDRufnBRee2jgE0ZCYRAEPt8i//MUmyzW5btw0CAH3ujDknJEke/+i9GycBWjGTCAAAAAAlEQAAAABKIgAAAACiJAIAAAAgNq4GYMg94g07tY4AAAPhLf85q3UEoDElEQBD7W7T79Y6AgAMhK23uk/rCEBjlpsBMNT+csFV+csFV7WOAQB97zs/mJ3v/GB26xhAQ2YSATDU/nTOn5Mk995928ZJAKC/ffUbpyRJ9nz8jKY5gHbMJAIAAABASQQAAACAkggAAACAKIkAAAAAiI2rARhyu7z1ka0jAMBAOPz1J7WOADSmJAJgqE2+x+TWEQBgIGx+j61aRwAas9wMgKF25Tfn5spvzm0dAwD63tfPPy1fP/+01jGAhpREAAy1K781N1d+S0kEAGvy9e+elq9/V0kEGzMlEQAAAABKIgAAAACURAAAAABESQQAAABAktHWAQBgPD3mHY9uHQEABsLRb/l86whAY0oiAIbayCYjrSMAwECYssmmrSMAjVluBsBQu2LOn3LFnD+1jgEAfe+s807OWeed3DoG0JCSCIChdtX3r85V37+6dQwA6Hvf/eFZ+e4Pz2odA2ioZ8vNSikTk3wsySOSLEzyilrrpb06PgAAAACr1suZRDOSTKm1Pj7J25Ic28NjAwAAALAavSyJ/jXJOUlSa/1hkl17eGwAAAAAVqOXJdE9ktw45t9LSyk+XQ0AAACgD0xYtmxZTw5USvlgkh/WWr/Q/feVtdb7ruYq1ya5oifhAAAAADYOD0gyfWVn9HImz/eTPCvJF0opj0tyyRouv9LAAAAAAGx4vSyJzkzylFLK/yaZkGT/Hh4bAAAAgNXo2XIzAAAAAPpXLzeuBgAAAKBPKYkAAAAAUBIBAAAA0NuNq3uilLJnkv+otc4cc9p7k/y21npKKWWHJLNrrQ/vp2xJHpbkX9N5TD5Ra/1kn+TaMcmTkyxL8rpa64W9yrWmbN3Hc9Mk/5vkbbXWc/ohV5LnJtkqyeIkt9Zan96rXN0cD0ry/iT3TbIgya1J3lJr/VX3/DckuVet9W39kCvJzUlOTue5PyHJq2qttU+yzUtyapLJSa5Ksl+tdUHrXGMeyyckObXWer9eZVpTtnTup98l+WX3omfWWo/vcbaHdbNtmuTuSeYkeVetdVnjMWClubqnNXn9X4tsR6ftGLC6x7LJ6/+asiX5chqOAWPyvTXJG5I8sNZ625jTj0tSa63/3Q+5SimPTPKRJEuTLEzy77XWv/ZJtocm+UQ6Y9PFSV5ba13aOteY01/UzfT4XmdaVbZSyi5JvpLk992LnFBrPb3HmfbMCr+jdU8fSXJ6khMbvWbcKVcp5UnpvM4uTnJNOs//nv2esZpcuyc5Jp3X/jm11iN7mWl12cac93+T7LSy81rkKqU8N8kHkvy5e9I7a63nN8g1O5375c/d08b+3TQ9nXFzp7GvJa2zJdkiyfL7ck6t9Yg+ybVZkv3S+Tk4stb61V7lWlO27uM5McnXknx5Q4/pG9VMolLKS5OcluSerbOsYEKSHbqD/L8meWspZYvGmZLOD+zjuv/NTNLzP1zWwqx0fnD7yQ5J/rXWumeDgmjTJGclObbW+rha6xOTHJFkVinlbqWUzyU5qJeZ1pQryVFJPlpr3TPJu5O8p4+yvS3Jp2utuyf5dZJX90mulFLul+TgJJN6lWkts+2S5P91n/97NiiIpqXzOv+GWute6bx+7ZTk1S3HgNXk+o80fv1fTba3peEYsLrHsnuRZq//a8jWbAxYwYu7GWcmSSlleinl7CT7NsyUrJAryfHpFB17JvlSkrc2ypXcOdu7kxxaa/2XdMrAVvfdirnSLdcOSOd3yJZWzLZLkg+OGQN6WhCtSill+yTnJ3lM6ywr+FiSGbXWJ6RTrL2icZ7lPpRkZq31cUn2KqU8qnGeOyilPD1Jy9fXldklnTfylj/3e1oQjbEoyadKKXd4bSil7J3k60m2aZKqY2XZJqbzOvLPSR6f5KmllJ37INc9k/xnN9eTkpyw4n3aMNtyRyfZcjwOulGVREluSLJH6xArsUmSl3e/XpZkJJ13FFq7IcnetdZlSR6QpMk7e6tSSjkknTb84tZZxtgmybQkXymlfK+U8sweH/9ZSb5Va/3B8hO67/zvlWRKks8k+a8eZ1pTroPTacGTzkyKnr6zsYZsb0zyuW5Tf7/09mdglblKKVOS/Hc6g1cLq7vPHp1kl1LK+aWU/ymlbNvjbM/uZvt9N9fSJP+ezmy1lmPAqnKdmvav/6vKdmzajgGrfCz74PV/VdnOTNsxIMnf3328LJ3XieVvDNw9nZlOn22RKVllrpm11p93v24xBiRZZbbn1Vq/W0qZnOReafB70MpylVK2SvLedGbwNLOK++zRSZ5RSvluKeWkUsrUVvlWcPckr0zy7dZBVrDnmJlzzZ7/K/HYWuvlpZS7J9k8nZnVfaE7I/jV6bye9ZNHJ3l5KeWCUsqxpZRWK3a+leT63PlN4dvTmRl8fc8T/cPKso0keVqtdWmt9fZ03vzs9c/BynJdl+QRtdbF6bz+z+/+PtRrK308SynPT+cxPXs8Djp0y826nlhK+c6Yfz8oyTuWTxErpTQJ1bWqbDeUUiYl+XQ6yw3+1ie5lpRS/ivJ65K8tseZlltZtiOS7FhrfXUp5V/axFpprk+m84fV8ek0u98vpVxYa72mR5kemOTS5f8opXw5ncF92yRPqrV+vZSyX4+yrEuu60rnB/OYJDP6KVs6fxRcnE7J1svp1qvLdUGSY2qtcxu9nq0u27vTmWL9jVLKi9NZRvL8Hma7d5I/jD1hzOtpyzFgdbnS+PV/TdlajQErzdVdntH69X9V2bZI2zFguVeks6SmllIWllIeW2v9UZLLu+/At7KqXCml/HOS1yR5Qj9lK6U8IMk3ktyYpKdLoVeVK8nb03kT49YGecZaWbYLu6dd1F0O9M4khzRNmaTWenHS/G+AO6m1XpUkpZTnpPNGy+FtE3V0f/9/XDqzxH6d5NrGkZIk3dJqVjql/D81jrOi89JZGnR5OsXpfyT5aKMsBya5sJRy7vITaq3nJX3xM7BitsXdvwMmpLNc72e11t/1Qa7lPwevSefvzg83yLTcitnuns7M1ucnecd4HHBYZxJ9a8xUvz2TfL51oDFWmq37i+U5SX5da+3pcpvV5UqSWuv/TecX4jd3p+v2Q7ajkjy8W9I8Lcn7u1OvW+e6Osl/11qXdP8o+FmSXr4a/zmdP+CTJLXWZ3ez3ZC2pfBqc5VS9kpnYH1prb3dj2hN2Wqti2utD03yqnRmYrXONSHJS5O8s/v837KUcloPc60u2w1Jfpp/vFN7ZpJeT1G/Ip1ZX39XSnlg6ezf1NIqc/XB6/9q77OGY8BKcyX5v2n/+r+qbA9K2zFg+e8T+yR5fSnlnHQK3Nf0MsPKrC5XKeWF6fxR9Yxaa8//GF1dtlrrFbXWHbv5PtgHud6Vzn6RJ6TzB/xDSykf6mWu1WR7TTr70F3UvViLMWDglFLemE6R9rTa431iVqfW+sNa63bpjOs93cdyNZ6azqyO09NZEvfEUkq/ZDu51vqH7myTL6fhc7/WOi+dmYanpM/+3l9Ztu4M+VOTTE2jWfKrus9qrR9N503QJ3T/XumHbO9Icp90Zhntl+RNpZSnbchj9tWTZiN2tyTfTOfF5ajWYcaYWEqZ1f36tnSWQNzeMM9Yh9Za/6X7h+k56awB/nnbSEk6RcwXkr+/2/HwJL/p4fG/nOTJ3Xd/0s2xQzqbC7fcu2l1ufZI5133p9Vaf9Jn2d45ZkC4Ob19/q8q16ZJHjymnLy+9n7TxtXdZx9O8rzuyU9KctGdrz6uvprkacvLjO4MnQ+m87PY0qpy7ZT2r/+rvM8ajwGryvXFPnj9X93zrOUYkCQvSXJSrfWptdanJXlsOns8TO9xjrXN9dJ0yoU9a61/WO0t9D7b2aWUHbuX6fUYsKpcu6RzX+2Zzj5Av661vqHHuVaV7alJLiql7Na9TIsxYKB0Z1vtnuTJtdbrWudJklLKhO6SqeX747V47q9UrfVLtdZHdJ//b0jnDdv3tk3Vuc+S/KKUct/uSc2f+7XWr6Qz+3G/ljlWZoVsE9L5vfLiWuura4MPB1hFrk1KKV/qPraL0/lghWY/Bytke0ut9bHdn4NT0tkHboNuxj+sy80GzZR03n18ZSnlld3T9q+1Xt4wU9L5oZ1YSvl+OutFZ/VBpn53a5Lfl1J+mM4LyaG9HPS7yx2eleS9pbMXzGiSJel8YtgVvcqxLrnS2ah6cpJPd6fA1lprzzaIXkO2PyT571LKO9J5PHv27ka/PpZrypbOH8Qnl1L+M8kt6fEmnLXWm0opL0vyydLZS2pqOp+0c0Ivc6xDrslp/Pq/mmwfT/LRVmNAvz6WyWqzfSzJjq3GgK5XpDPbcHnWBaWUM9LZj+XdPc4y1spyfSmdZZa/SPKl7hhwfq31nX2Q7YwkVyY5pZSyKJ1Pcez1psL9+lgmq7/PPtS9z65OZ1xo4amllLFvPL2o0RKWFY3NtVU6+71dmOTs7vP/9Fpri9e4Fe+vz3YzLUznU0tbbqg9CI9l0tlE+EullFvTWaLXDx/484Z0Cqt+9IZ0sk1L5w3jTco/lkO/vY7Z97JRroXpbDfxg3TeaD+7ttuMfLk3pEeP54Rly/rtg6EAAAAA6DXLzQAAAABQEgEAAACgJAIAAAAgSiIAAAAAoiQCAAAAIEoiAIANqpTykFLKd1Zz/p6llNN6GAkAYK0oiQAAAADIaOsAAAD9pJSyX5JnJblbkm2THJ/k2UkenuSQJJOTvCnJ0iTfq7W+rZSybZJTk0xIcvWY23p+koO6pyfJ83vzXQAArDsziQAA7mxqrXWfJO9LcmCS5yZ5VZIDkhyR5Em11n9Ncp9SylOSHJzk/9Va90oye8ztPDjJM2qteyapSfbu2XcAALCOlEQAAHf2s+7/5yf5Ta11WZIbktw9yfQkc7r7Dj00yYOSPCzJhd3rfH/M7VyT5NOllE8l2TnJpHFPDgCwniw3AwC4s2WrOf3PSZ5Sa13cXZr28yQPSfL4JBcneUySlFI2T2fW0f271z0v/1h2BgDQd5REAABrb3GSDyY5v5QykuSPSb6Q5PAkp5dSZia5vHvZm9KZVfTTJLekMxPp3mPOBwDoKxOWLVvVG2UAAAAAbCzsSQQAAACAkggAAAAAJREAAAAAURIBAAAAECURAAAAAFESAQAAABAlEQAAAABREgEAAACQ5P8DsF8nRQ5YofUAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.ranks(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is to be expected that higher ranked players have a higher win rate but something interesting in the data is that low rank players are outperforming the mid tier. This may be due to a lower player pool and likely High MMR and Low MMR players pairing up. This is something I would like to explore further in the future.\n",
    "\n",
    "XPM, GPM and KDA follow the expected trend of higher ranked players having above measure of center scores that descend as ranks move down.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.three_plus(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Low Rank Winrate:  50.08  +/-  23.77\n",
      "Middle Rank Winrate:  48.37  +/-  21.58\n",
      "High Rank Winrate:  55.0  +/-  16.06\n"
     ]
    }
   ],
   "source": [
    "clean.medals_winrate(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.xpmgpmkda(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Toxic players suck regardless of the circumstance. If you need to ping as much as the NPH, the disband should've happened before the game. NPH averaged 82 pings per game and capped at 217 pings in a single game.\n",
    "\n",
    "The low ping accounts are either vocal or not calling out enough info but I will take silence over pinging any day.\n",
    "\n",
    "Scrub is the only exception to the rule. He is a great player and very PMA. He is also a great person and I am glad to have him in my life.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.die_pingers(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Did any team actually L E A R N?\n",
    "\n",
    "Most teams approach the mean during the course of the season with the exception of Sand Gangers and Outlaw Destroyers. Sand Gangers climb though was the most impressive in KDA climbing to a near double cumulative average."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.time_series_plotting(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Least valuable players\n",
    "\n",
    "When it comes to high deaths, that is not necessarily the story for LD2L. For example, my boy Hollywood is averaging 11 deaths per game but has a KDA of 1.75. Then we have players with lower death counts but still extermely low KDAs such as PVC and Rada. Ultimately, Matty Boy (Ye Boi Estupido) seems to be the mathematically worst valued player in the league with the highest deaths, highest average deaths per game and lowest KDA and 10th lowest KDA overall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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vsdSeR69PcrMkF038AwAAAGCVW2rPoyur6g+XtRIAAAAA9jq7DI9aa3cdb17UWvvFJB/PcPHsVNUXlrk2AAAAAFbYYj2PXjZx+3ETt3ckOWbPlwMAAADA3mSX4VFV3T9JWmsPrqp3zE1vrfm1NQAAAIB9wGLD1h6c5D5Jfqm1dp9x8n5Jjk/yxmWuDQAAAIAVttiwtU8luWWSq5LUOG17kjcsZ1EAAAAA7B0WG7b29SSvbq39TVVtn5veWrvtslcGAAAAwIpbrOfRnFNaa7+RZEOSA5N8Icndl60qAAAAAPYK+y1xvuOS3D7J3yY5LMkFy1YRAAAAAHuNpYZH36yqa5IcXFVfzND7CAAAAIBVbqnh0X+01n41ybdba3+S5JBlrAkAAACAvcRSr3n0+AzD1t6U5NFJHrFcBQEAAACw91hqeHSzJI9Lctsk/5jk2mWrCAAAAIC9xlKHrb0qyZeT3DXJhUleuWwVAQAAALDXWGp4dMuqelWSrVX1oSRrlrEmAAAAAPYSSw2P0lq72/j/7ZNsW7aKAAAAANhrLPWaR0/KMHTtsCRnJfn1ZasIAAAAgL3GLsOj1tpXkuwY765J8o0kt07yugxBEgAAAACr2GLD1u6W5AeSvC/Jw6vqrkkekuQDy10YAAAAACtvl+FRVV1TVVcnuXNVnTdO+0SSNo3iAAAAAFhZS73m0ZbW2h8lOS/JTyb56rJVBAAAAMBeY6m/tnZCkguTHDf+/5hlqwgAAACAvcaSeh5V1beTvGiZawEAAABgL7PUnkcAAAAA7IOERwAAAAB0CY8AAAAA6BIeAQAAANAlPAIAAACgS3gEAAAAQJfwCAAAAICuddN8sdba7yX5H0k2JHlxknOSnJlkR5LzkzyxqrZPsyYAAAAA+qbW86i1dnSS+yQ5IslRSe6Q5LQkJ1fV/ZKsSXL8tOoBAAAAYHHTHLb2oCSfSfKWJG9P8o4kh2fofZQk70xy7BTrAQAAAGAR0xy2dqskd0zy4CTfm+RtSfarqh3j45cnOXSxhaxduyabNh24bEVy42iT2aXtZpv2m13abrZpv9mm/WaXtptt2m92abvZtifab5rh0TeTfL6qrk1SrbWrMwxdm3Nwki2LLWTbth3ZsuXKJb3g5s0H34gyuTGW2ia7Q/tNh7abbdpvdi1H2yXab1qse7NN+80ubTfbtN/sctwy2/ZEhjLNYWsfSPLTrbU1rbXbJblZkveM10JKkuOSnDvFegAAAABYxNR6HlXVO1prRyY5L0No9cQkX0lyRmttQ5LPJTlrWvUAAAAAsLhpDltLVT19gclHTbMGAAAAAJZumsPWAAAAAJgxwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABd66b9gq2170ryL0kekOS6JGcm2ZHk/CRPrKrt064JAAAAgIVNtedRa219kpcluWqcdFqSk6vqfknWJDl+mvUAAAAAsGvTHrb2/CQvTfKf4/3Dk5wz3n5nkmOnXA8AAAAAuzC18Ki19ugk36iqd09MXlNVO8bblyc5dFr1AAAAALC4aV7z6FeT7GitHZvkHklek+S7Jh4/OMmWxRaydu2abNp04HLUx02gTWaXtptt2m92abvZpv1mm/abXdputmm/2aXtZtueaL+phUdVdeTc7dba2UmekOTPW2tHV9XZSY5L8r7FlrNt245s2XLlkl5z8+aDb1St7L6ltsnu0H7Toe1mm/abXcvRdon2mxbr3mzTfrNL28027Te7HLfMtj2RoUz919bmeWqSM1prG5J8LslZK1wPAAAAABNWJDyqqqMn7h61EjUAAAAAsLhp/9oaAAAAADNEeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABA17ppvVBrbX2SVyW5U5L9kzw3yWeTnJlkR5LzkzyxqrZPqyYAAAAAdm2aPY8emeSbVXW/JMcl+askpyU5eZy2JsnxU6wHAAAAgEVMMzx6U5JnTdy/LsnhSc4Z778zybFTrAcAAACARUxt2FpVXZEkrbWDk5yV5OQkz6+qHeMslyc5dLHlrF27Jps2HbhsdXLjaJPZpe1mm/abXdputmm/2ab9Zpe2m23ab3Zpu9m2J9pvauFRkrTW7pDkLUleXFWva6392cTDByfZstgytm3bkS1brlzS623efPCNKZMbYaltsju033Rou9mm/WbXcrRdov2mxbo327Tf7NJ2s037zS7HLbNtT2QoUxu21lq7dZJ/TvKMqnrVOPkTrbWjx9vHJTl3WvUAAAAAsLhp9jz6/SQ3T/Ks1trctY+enOT01tqGJJ/LMJwNAAAAgL3ENK959OQMYdF8R02rBgAAAAB2zzR/bQ0AAACAGSM8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0CU8AgAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABdwiMAAAAAuoRHAAAAAHQJjwAAAADoEh4BAAAA0LVupQtore2X5MVJfiTJNUkeW1VfXNmqAAAAAEj2jp5HP59kY1X9ZJJnJvmLlS0HAAAAgDl7Q3h03yTvSpKq+kiSH1vZcgAAAACYszeER4ckuXTi/rbW2ooPpwMAAAAgWbNjx44VLaC1dlqSj1TVG8f7/1FVt9/FU76R5N+nUhwAAADAvuGOSTYv9MDe0MPng0l+LskbW2v3TvKZReZf8A8BAAAAYM/bG8KjtyR5QGvtQ0nWJHnMCtcDAAAAwGjFh60BAAAAsPfaGy6YDQAAAMBeSngEAAAAQJfwCAAAAICuveGC2XuF1tpZST5WVX863j8oyb8keVhVfarznKOTvDHJZzNc7Ht9kl+tqs935r9Nkj+oqt+YN/3aJB+aN/sJVXXBAsvYmOSRVfWK3fjz0lr76STfU1Uvnzf9I0keUVVf3Z3lzbKx3Z5QVY+YmPanST5fVWcuMP+ZSd6Q5DZJ7lZVz5xOpd9pt0dU1aOn9Zqr2UKf99ba3ZK8tKqOXqm6WFhnXT0zw/r4+ST/luTeVfUv42NPSHKbqnp2a+2rSb6WZPvEIp86Ny83zrz93o4kByT526p64QLz3inJG6rq3ktc9oVVdZs9V+3qs6vjjtba/05yWlV9bQnLmTvuWJPkoCTPraq37GL+NyR5VFVdu8hyz86wzi54HLTA/I9L8sgM6+n6JCdV1dlLfO4zk7y3qs5byvyzYnfWsZv4OndK8pUkz6yq501Mf1uSQ27KPrG19uwkF1bVS29imfu8ueP3JG9K8vwkd0myNsnXkzy+qi5dwfJgjxu3TZ9O8vGJye+tqufsoeWvSfLrSX4pyXXj5OdV1TuX8NwfSjK3Lb53kvMy7L/+PMnvZjf2fxPLPDvJgUmunJj8wCRfyPC98+rdWd5yEx7t9IQk/9Jae1tVfTbDBvrlveBownvnvti01h44Pu/BC81YVRcm+Y0FHvrWbuykb5PksUl2KzyqqnftzvwAM+CyJH/dWvvxqrpmgccfuLftdFeJyf3e/kmqtfY3VbVlZcvaZyx43FFVv70by/jOcUdr7dAkX2it/UNVLfgrKpMB7p7SWntEkgck+amq2tpa+94k72+t/WhVXbzY8+dO9q1S01rHvpTkoUmeN77WLTKEExft4dfhRpo7fm+tvSvJy+ZC3tba7yR5WZI9vm6uNq21Rye507zJZ1bVV8eg4tHzHvvqQieTJ5Z3ZpJ7JvlWhu/SFyf5nar6ysQ8b0uypqp+rrOMZ2ciYG2tnZbk+5I8fP7xTGvtk0k+WFVP7P+VS+uM0Fq7a5KnZNj2/p+x/guq6pTW2vuSvLKqXrur15mSzy7jSd3HJTkiybFVdXVr7ZZJ/qm1dklVfWRXT6yqzyQ5OknGk5TfOc5srf3uTajpUfNDp9baTVjc8hEejarq4tbabyZ5RWvt95LcOcmprbV3JtmY5Ookj6uqr+9iMTdP8tUkaa39aIZkctv43BMzDBPcnbOwRyT5iyRbk1yS5IQkJyX5gdbaH4zLu7CqXjrZe6K19tkk5ya5e4YN2y8m+YWMvWZaa6cm+ekMZy1uNb7WpiSvTXJIhs/FyVX13qXUuZq01v4iyX3Hu6+rqhcsMM/jktylqn63tbY2ySeTfCDJe6rqrNbau5O8q6r+srX2iiSvSnKzJM/N8Fn4ZoYzxVsWer3W2mHjc749/rtkuf7eWdVaOyDJa5LcLsPn+MgkP5t561xVfa3zeb9tkr/NcNb9wonlPjTJE8fpyXBQ/YNJfi/JNUnukOSlSY5J8iNJXlBVL2mtfTrJOUl+OMOZ4uOdDZyKf0vy/iSnJnnaCteyrzo4wzr3Q621P8n193lJsrm19g9Jbpvk01V14niw/soMPU12JHnSeKJm/9ba6zKcZf9mhvXvZllg39RaOz/DWblrMpxB3Ff3X5PHHWdnOBF2cZLXJdk/SSU5pqq+fxfLOCTDl4cdvWOB8SD5bkn+JsMXjtdm2O/9WlV9YlcFttYOyXDCa1OGbfAZVfWSJI9P8pSq2pokVfWV1to9quqb45ezW47/fjbJybnhvvLMDL0Q75zkiKr6pdbaq5N8tKpevOu3babMrWPXtdaOSnLKOP3AJI9Kcm2GXin/leT2Sd5ZVSe11n4wyWkZjhU3ZVjP5n+xvDjJN1trh1XV55I8fFzWkUkyvt6p4+t/KUObnZDkV8flnpLkjCQfzdAO52c4wZkkx7fWfiFDGz6rqt6+p96QfckYfByVoVftZO/A0zP0Gsz4Pj8lQzt9YJo95GfEB+aHQa21uW3iuqp6duexXXn6RLB3vwy9BX98vH+HDG2zobX2fVX15d5Cxl4wp2fYlj+0qq6b9/gRST6T5JjW2sFVdfkualq0M0JVfSHJE1prZ1XVE8bvKZtaa5sz7E/3WmOvzOdl2Oa9PMPx+/W+WyW5NMmLkvzY+Pj3Jvm5eSNsfivJ/edCn3Gf8+wkv95auzDJ6zN8Z7hzkvOq6td3o8xTWmu3znDs8otV9eXx2OjIDNvM06rqTbv5d98pCxwztdZOSPLbGdrt3zKEYtfbPlfVe3bntZbCNY8mjDu2zyc5M0MK/fwkp1fV/cfbC53lOqa1dnZr7cMZvvCfNU4/I8lvVtVRSV6cYQfec4txGXP//nac/vNJ3pxhp/GqDBuWUzOksbvqundghi7O9x3/nsfPPTAeTByZYQP3qAwHJclwYPZ/qurIDEHTK1trq/nzcczke56h6+JBGTYy985wkPpLY/fE+V6f5OfH4Oink7xvnHbcGGpsSnLsuEO4Z5IPZ9jIPWT8PJyT5OTW2oM7r/dHGYY3HpsbnkFg8LgkX6mqI5I8O8mts8A6t4vP+1OTvH5ct/9hYrl3TfKz4863kjxonH77JP8rw5fUk5P8cpLjsnPdOmRc3lFJLhgfYzqeleQB48HbfP88sZ7v8R3oPmxu+/neDCHsbyX5yyy8zzskyWOS/GSSn2qtfVd27luPTPLkDAdFybAN/v1x33Vokh9Nf990UJI/qqpf3MU8q1XvuGPOSUn+YWyLN2XhE4Vzxx3vzzA8YG4Zi72XJyZ5UoYQ6WWLBUej789w4uyBGXpmP2Wcfrsk1/tSVVXfnLj73qq6T4YzxN19c1W9KMmBY5i0YZUERzdYx6rqigwnBR9ZVcckeVuGNkqGXhWPzrCvO6a1ds9x3qeOxxKnZVgPF/L67Oy9cnzGfeJ4DHNGdh67XJCdPTQuqar7jl9Mbp8hHLpXhvXy58d5Lqiqn8rw5WZ3vnxxQ7fLMMTwO6pqW1VdOvYW+8MMPfjum+S7W2sPWIki91VVdW6SrROh068leWuGk5zfGXHSWvv31tq72zDEOBlOVL4kYxA8PzganZhh+/yWJL8ysayTW2sfa619srX2+AWetzs+nWHb/7abuJw96QfmfTf+7nH6xqq6X4YTGDf4bpXkfyS55bg9+rUMJ33nu1VVfWPetC8nueN4+67jc++V5GfacNmZpfrHcfv8ziQPba0dl+R7x+8r909y0niSZr7XTPytvzbvsRscM429pf4ww8mh+ybZkp3fSSa3z3ucnkc39JokB1bVBePBye+31p6RYQVfaKz/ZNfiluTD4wf8dlX1yXGe92fh4GlOLyn+4wwHge/JsNP+aIYziQtZM3F7a1W9f7z9oQxfZD883r97hms7bU9yWWvtM+P0wzIcoGT82y9Lsjmrt+vyd9ot+c41jw5Icm4N3fa3tuH6OD8w/4lVdXlr7ZwMwcJjkjwnw9m2F2TYMPx9hjPm98vwvt8qyWUT3Ubfn6FtL+q83t0zjKFNkg9maBuu77Ak70qSGq718Y0svM71Pu93z/DlJxne47kD2/9O8urW2hUZzrLPrTfn1zCsYkuSL1XVta21SzL0Spwz9yXq6/Oms4yq6prW2mMy9LQ4Y97Dhq0tj+ttP5OktfaKzj7vy1V1yTjPf2c4SD5snCdV9cnxLG0y7Au/Ot6+cGLehfZNyRDwZhfzrPr917zjjjmHJXn1ePvczjImh60dkuRDY5C0q/c7Y4/Z12YIgE5YYr0XJvnt1tpDMgw1XT9O//cMB/bf6aXZhmF4n557uYm/Z7F9859m2F4fvsSa9nY3WMdGFyQ5fdxHfXeG/VeSfKqqvpUkrbWPJmkZ9kXPaq1dleHEyWWd1/qHJOe21v46Q1vNXXdjc4Yeg28cPmY5IMk/Z+iBVBPP/1pVfXG8/aHxtZPhuqHJznWZG+9rSe4xOaG1tj5DePjFDG31T2M7HZxh+BPTdVGSW7XWvpzhhPS9M1xP519ba8+qqqsybO/uOdHT5fczrEvXZehRcj3jtvm+GXrz/WuGQOqv2jC65bgkP5Hhe+GfjGHvLcYT4nMuqKrednrbxP9vzXBS4M0Ztit7gxsMW2ut3SU7tz2971YXZzx2r6pvtNYWuv7QZa21W8xtM0d3ybCeJckX53p4tdb+K7t3TD+53btNkh9KcvhEu6zPEFJtmfe8Gwxbm7DQMdP3JfnXiZ5o789wnaSP5vrb5z1uNZ+Z2xM+n+QZ44f38bnh2b35Jg9U/7O19sPj7aMydK/fXSdkGJN7/wwbjcdluCjXXLtdnWHHngw9XOasb639yHj7iPG5cyrJvVpr+7XWbpadB2CfyxB2ZDwIvXmGLoD7kqsydosfd8r3ydANcCFnZNiYf1dVfXoMJz6W5OkZDq4+kOTPMmyIL05ySBuGSiU7Pw+f67ze5zOcpU/GLrDcwPkZ36PW2p0z7EQWWud6n/cbvMdtuO7HH2Y4A/vYDJ+HuVB2weuAzLOUeVgGVfXxDOHRM1a6ln1Yb5+30Hoxub+5R3YOHV1s3vn7pu1LmGe1Wygg+872McMXmMVcnuFAdkMWeS9ba9+XYRt5eoazoUvxtCQfrqpHZugJNbddfVWGcGPduOy7ZuiFNteuk+3b3Te31jYk+d8ZjtNeMt5frV6R5DE1/IjGf2bne3lYa+3AsUf0T2S42PbpGYYt/EqGYS9rFlhexh5NleGY5XUTD12c5D8yDMM+OkPP9/eNj03+EMF3T5yZnzzmtE/cc76Z5OLW2vET056coZfXVzIEhQ8Y2+mFGb5AMl13zLC+PChDgPe6DEPZ9ssQJiXJxfN6V7517Bl4eYbOAvOdMD7/HUn+KsltW2s/lSGgPW/sfXZlVT15DNe/VVVHT/zrBvxV9fDx/8dX1cVV9SNVdU5Vva73nL3E3Lan991q8vvBzTP0IprvhRlC+P3H+b4rwxDcuQv835Rt1/znfj7J+8Z185gMn4nuMMaOhY6ZvpKhd9bNxnkmj7u2z1/AnqTn0a49LcOByMYMZ1yevMA8x4xp4rYMG4unVNVVrbUTM6TDazIkyvO7oE2anxQnwzVW/l929oK4NkN49N8ZxtA+L8OH/I2ttSOzM+mc84zW2vdkSFFPznDdo7nE8k3jsv9zXF4ypLWvasM1Xw7IcH2nhbpPrmZXJPlKG4YCbEjyxqr6eFvggmVV9dGxe+qLJia/OcOQx08leXeG7qXn1HAdiROTvLm1tj3DNYweXcN1to5e4PV+I8nfteHCa9/IEBJyfa9McuZ4pvzfs/MaK9db52oYa7zQ5/1ZGd7jR2RnV/DLMpzF/Xh2XmvqBl3FmboHttY+NnG/F8T/cZL5F6b853Gdm/OC2sUvSnGT7M4+72lJzmitPS3DWbhdzbvgvmnednlf23/1jjvmHv/TJH/TWntYhu3e1gWWMXfcsSPDWdXzMgQDn0z//V6foVfSkzL0aPq/rbXjq+qt85Z9Vmttbr91dpK3ZziWOiHDl+DrWmv7V9UbxgP/D7ThQq9rMwzJ+u/J9q2qd3T2lXOzPC/JO6rq5a21241//1OyOv1Nko+OPV8vyrCPSnZe9+jWSc6q4XoYr03y1tbaRRm+1N5qF8v92wxDQH4xwxn4VNX21tqTk/xjG4YuXpZh+Pf3zHvuNRnW/Tsk+UiG9r5n2NN+OcmLxu3mhgw9wE4ch66dluScMTz8aoYvqExJG4YJXllV/9Fae0GSx1bVP46PHZEhrJgMxuecP/7/uCQfb619oK7/a5OPzXC9nn8dl3VChutyPifD9Xn2y7Dd/Kd0fqxptep9t8qwjzmutfah7OxJuXXec184rivvb61tzbAf/KOq+lAbri+0J709ydGttXMzDOt9S+36ulULucEx0/gd8pQk7xv//i8meWamcAH9NTt2ODGw2rTxwpaGayyfcYP9wSQPqqpeV3CWSWvtPkkOqqp/Hruxvquq7rzSdQGstNbazyT5RlX9v9basRmuI3XMStfF8hi/7Cz5x1iW4fUvrKrduSYITFVr7SkZrr836W1jCH3PDNfJmXRZVXWvVduu/2tr2zL0HHpihpDi40nuNHkCow0/ZPTYJG+eW1faDX9t7cgMvZUOr6qL2jA07ZVVdc+J5WzM0Cng8CSPHOveL8lLqurMtvCvrf1eVX04+4g2/IDUPcaTE7fM0BPyjrXwL/JyIwiPViHh0fJqw88JvyXDxUJfstL17IvGLvKvz3D2bX2GC4y/a2WrAlh5becvdl6X4az0k6rqY7t+FrNKeAQwGIdxvS5DL8y1Sf6qql6962exO4RHAAAAkGS89MdrFnjonKo6Zdr1wN5CeAQAAABAl19bAwAAAKBLeAQAAABAl/AIAAAAgC7hEQAAAABd61a6AACA5dZae3SS45MckuRWSZ6T5OIkpybZluRLSR6f5IQkv5rhBNspSX45yZ2TbEzy/Kr6u9baA5I8N8nVSb45zn+PJM9Icm2S703yd1V1amvtB5OcNi5vU5InVdWHWmv/luSDSVqSi5L8ryQ3S/KKcb5bJTmjql7SWjs7yaeS/GCSK5Kcm+RB43wPHKe9NMldxtc5uarO3lPvHQCAnkcAwL7ioCQPyBC4nJbkr5M8pKqOSnJBkkeP811SVfdNcl6S+yd5SJLjkqxtra1J8vKJ552T5OTxeXfMEAL9ZJKnj9PunuSpVXXs+JqPGad/X5JnVdVPJtmc5MeTfH+SN1TVA5M8OMlTJmo/r6p+Ksn+Sa6sqgck+WySo5I8NsnFVXVkhoDsRTfxfQIAuB7hEQCwrzinqrZX1UVJvp3kDkneOPbseWCS7xnnqySpqsuT/GaGsOjvMgQ3t0pyWVVdMM77/gwBUZJ8pqquq6pvJ7lqnHZBkme11l6d5KFJ1o/TL66qr4+3v56hZ9OFSX6+tfbaDIHU3LxJ8vHx/y0ZQqMkuWR83g8l+Znx7/j7JOtaa7fc7XcHAKBDeAQA7CsOT5LW2q0zhC5fTHJ8VR2dYfja+8b5to/z3TbJ4VX1P5P8bJI/yxDeHDI+lgw9f74w3t6xwGuenuSUqvqVJJ9JsmYX8z4tyYer6pFJ3jQxb2/+OZ9P8vrx7zhufO4lu5gfAGC3uOYRALCvuE1r7T1JDk3yGxlCon9sre2X5LIkj8rO3kfJ0BPoNq21T2S4rtDzq2pra+3EJG9urW3PENI8OsP1iBby2iRvba1dlOQ/MvRc6nl7kpe01k7IcC2l61pr+y/h73pZkjNaa+dkuKbTi6tq+xKeBwCwJGt27NjViSwAgNk3XjD7blX1zJWuBQBg1hi2BgAAAECXnkcAAAAAdOl5BAAAAECX8AgAAACALuERAAAAAF3CIwAAAAC6hEcAAAAAdAmPAAAAAOj6/3pyDv1upLuNAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_deaths = df.groupby('personaname')[['deaths']].sum().reset_index()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.barplot(x='personaname', y='deaths', data=df_deaths.sort_values('deaths', ascending=False).head(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_kda = df[df['account_id'].isin(df['account_id'].value_counts()[df['account_id'].value_counts() >= 3].index)]\n",
    "\n",
    "\n",
    "df_kda = df_kda.groupby('personaname')['kda'].mean().reset_index()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.barplot(x='personaname', y='kda', data=df_kda.sort_values('kda', ascending=False).tail(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KID DYNAMITE KILLED ROSHAN 13 TIMES IN 14 GAMES WTF?!?\n",
    "\n",
    "Learn to use scan league when?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.roshan_haters(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### STUNNING\n",
    "\n",
    "I am not sure if this is a good thing or a bad thing but the most common stun in the league is the 0 seconds. The median is 31 and the average is 36. This means a few players really carry the stun timers. Particularly the players listed here.\n",
    "\n",
    "Somehow, though, Iceman- has the single highest instance of stun time with  263 seconds. I am not sure if this is a bug or if he is just that good but I am going to assume it is a bug, chains should not land that much even in 70 minutes. https://www.opendota.com/matches/7035844208/performances. This whole games stun counter doesnt make sense tbh and I am ashamed of Roxy's performance. Deported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    personaname       hero_id      stuns    match_id\n",
      "477     Iceman-  Ember Spirit  263.70844  7035844208\n"
     ]
    }
   ],
   "source": [
    "clean.numbah_one_stunna(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hero distribution\n",
    "\n",
    "Yall really just copied drafts from the Lima Major huh? Really interesting to see high winrate heroes make it through banning. A few of you have lower diversity ranks than standins or King Pirate. Kitty, Jbay and PeePeeEm played the most different heroes but only PeePeeEm had the winrate to boast at 71% Jbay had a solid 50% winrate on recorded matches and Kitty had a 44% winrate across 11 heroes.\n",
    "\n",
    "I am also very proud to see Molski play more than jakiro this season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.most_common_heroes(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/png": 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ffXZ+9rOf5fDDD1/a04EFmj59evbdd9/ceOONpS8NB4CicsgYAPC9VFZWZvPNN8/UqVNzwAEHLO3pwALdeuut6dy5cw499FAxCABiDyEAAACAwrGHEAAAAEDBCEIAAAAABSMIAQAAABTMj+LPzj/33HMpLy9f2tMAAAAA+MmoqqpKx44dF/i7H0UQKi8vz3rrrbe0pwEAAADwkzFhwoSF/s4hYwAAAAAFIwgBAAAAFIwgBAAAAFAwghAAAABAwQhCAAAAAAUjCAEAAAAUjCAEAAAAUDCCEAAAAEDBCEIAAAAABSMIAQAAABSMIAQAAABQMIIQAAAAQMEIQgAAAAAFIwgBAAAAFIwgBAAAAFAwghAAAABAwQhCAAAAAAUjCAEAAAAUjCAEAAAAUDCCEAAAAEDBCEIAAAAABVOvtgbee++906RJkyRJmzZtMmTIkNq6KAAAAAAWQ60EoaqqqiTJiBEjamN4AAAAAL6HWjlk7F//+le++OKLHHLIITnggAPy3HPP1cbFAAAAAPAd1MoeQg0bNsyhhx6a7t27580338xhhx2W++67L/XqLfjiqqqqMmHChNqYCgAAAPADaLfGGlm+vHxpT+Mn77Oqqkx+443vPU6tBKHVV189q666asrKyrL66qunWbNmmTZtWlq3br3A5cvLy7PeeuvVxlQAAACAH8hGt/1taU/hJ+/5fX+5yA3lm3a+qZVDxm677bace+65SZL33nsvlZWVWWmllWrjogAAAABYTLWyh9C+++6b0047Lb169UpZWVkGDx680MPFAAAAAPhh1UqladCgQS666KLaGBoAAACA76lWDhkDAAAA4MdLEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgai0Iffjhh9l+++0zceLE2roIAAAAAL6DWglCX375Zc4444w0bNiwNoYHAAAA4HuolSB03nnnpWfPnll55ZVrY3gAAAAAvoclHoRGjRqVFi1aZNttt13SQwMAAACwBNRb0gPefvvtKSsryxNPPJEJEybklFNOybBhw7LSSist9DxVVVWZMGHCkp4KsAS1W71dlm+4/NKexk/aZzM/y+RJk2tl7ParrpoGjRrVytjMNevzzzPxrbeW+Lirr7ZGGi5XvsTHZX4zv6jKpDffWOLjrr7aqmm4nMdebZr5xeeZ9OaSf+wlSfvV26dBwwa1MjZzzZo5KxMnLfnvHF199dV9fUUtmzlzZiZNmlQrY6+xRruUl9vurE1VVZ/ljTeW/Hbneuutt8THZMGWREMpq6mpqVkCc1mgioqKDBgwIO3bt//G5SZMmOCOA8uArS/femlP4Sdt3LHjanX8R7bbvlbHL7rtH32k1sb+4wl31drYzHXMRV1qbexB++9ba2OT9Lvhtlodf8Kgh2p1/KJbr99OtTb2gAEDam1sav/2vXXk/9Tq+EXXo/s/am3sjW77W62NzVzP7/vLRV72m3qLPzsPAAAAUDBL/JCxrxoxYkRtDg8AAADAd2APIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGDq1cagc+bMSf/+/TNp0qTUrVs3Q4YMSbt27WrjogAAAABYTLWyh9DDDz+cJLn55pvTp0+fDBkypDYuBgAAAIDvoFb2ENpll12yww47JEmmTJmSli1b1sbFAAAAAPAd1EoQSpJ69erllFNOyf3335/LLrvsG5etqqrKhAkTFmncdqutkeWXK18SU2QhPvuiKpPffKNWxl5z9Xap33D5Whmbub6c+Vn+PWnyEh93vfXWW+Jj8nWL+ly4uKy/H0ZtrD/r7odj/S27PHcu2zz2ll0ee8s2j71l25JYf7UWhJLkvPPOy4knnpgePXrknnvuSaNGjRa4XHl5+WLdcTY56S9LaooswDMXHFCrD+TJZ29Ya2OTtDvjRU/EyzDrbtlm/S3brL9ll3W3bLP+ll3W3bLN+lu2Ler6+6ZwVCvfIXTHHXfkqquuSpIst9xyKSsrS926dWvjogAAAABYTLWyh9Buu+2W0047Lfvtt19mz56dvn37przcYV4AAAAAPwa1EoQaNWqUP/zhD7UxNAAAAADfU60cMgYAAADAj5cgBAAAAFAwghAAAABAwQhCAAAAAAUjCAEAAAAUjCAEAAAAUDCCEAAAAEDBCEIAAAAABSMIAQAAABSMIAQAAABQMIIQAAAAQMEIQgAAAAAFIwgBAAAAFIwgBAAAAFAwghAAAABAwQhCAAAAAAUjCAEAAAAUjCAEAAAAUDCCEAAAAEDBCEIAAAAABSMIAQAAABSMIAQAAABQMIIQAAAAQMEsUhAaOXLkfD//5S9/qZXJAAAAAFD76n3TL+++++489NBDefLJJzN+/PgkyZw5c/L666/ngAMO+EEmCAAAAMCS9Y1BaNttt81KK62Ujz76KL/+9a+TJHXq1Enbtm1/kMkBAAAAsOR9YxBq2rRpNt9882y++eb58MMPU1VVlWTuXkIAAAAALJu+MQjNc9ZZZ+WRRx7JyiuvnJqampSVleXmm2+u7bkBAAAAUAsWKQg9//zzeeCBB1Knjj9KBgAAALCsW6TCs+qqq5YOFwMAAABg2bZIewhNnTo1O+64Y1ZdddUkccgYAAAAwDJskYLQRRddVNvzAAAAAOAHskhBaPTo0V877ZhjjlnikwEAAACg9i1SEGrZsmWSpKamJq+88kqqq6trdVIAAAAA1J5FCkI9e/ac7+ff/OY3tTIZAAAAAGrfIgWhSZMmlf4/bdq0TJ06tdYmBAAAAEDtWqQgdMYZZ5T+X15enpNPPrnWJgQAAABA7VqkIDRixIjMmDEjb7/9dtq0aZMWLVrU9rwAAAAAqCV1FmWhe++9Nz179syVV16ZX//617nzzjtre14AAAAA1JJF2kPouuuuy6hRo7L88sunsrIyBx54YLp27VrbcwMAAACgFizSHkJlZWVZfvnlkySNGzdOeXl5rU4KAAAAgNqzSHsItWvXLueee2423XTTPPPMM2nXrl1tzwsAAACAWrJIewj16NEjTZs2zeOPP55Ro0Zlv/32q+15AQAAAFBLFikInXvuudl1111zxhln5Lbbbsu5555b2/MCAAAAoJYsUhCqV69e1lxzzSRJ27ZtU6fOIp0NAAAAgB+hRfoOoZ/97Ge5+OKL07Fjx7zwwgtZeeWVa3teAAAAANSSRdrVZ8iQIWnRokUeeeSRtGjRIkOGDKnteQEAAABQSxZpD6Hy8vIcdNBBtTwVAAAAAH4IvgwIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAAqm3pIe8Msvv0zfvn3z7rvvZtasWTnyyCOz8847L+mLAQAAAOA7WuJBaMyYMWnWrFkuuOCCzJgxI926dROEAAAAAH5ElngQ6tSpU375y1+Wfq5bt+6SvggAAAAAvoclHoSWX375JEllZWX69OmT4447bklfBAAAAADfwxIPQkkyderUHH300endu3e6dOnyrctXVVVlwoQJizT2euut932nxyJY1PWxuKy/H0ZtrD/r7ofhsbds89hbtll/yy7Pncs2j71ll8fess1jb9m2JNbfEg9CH3zwQQ455JCcccYZ2XLLLRfpPOXl5e44PzLWx7LN+lt2WXfLNutv2Wb9Lbusu2Wb9bfssu6Wbdbfsm1R1983haMl/mfnr7zyynzyyScZOnRoKioqUlFRkZkzZy7piwEAAADgO1riewj1798//fv3X9LDAgAAALCELPE9hAAAAAD4cROEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgai0IPf/886moqKit4QEAAAD4jurVxqDDhw/PmDFjstxyy9XG8AAAAAB8D7Wyh1C7du1y+eWX18bQAAAAAHxPtbKH0C9/+cu88847i7x8VVVVJkyYsEjLrrfeet91WiyGRV0fi8v6+2HUxvqz7n4YHnvLNo+9ZZv1t+zy3Lls89hbdnnsLds89pZtS2L91UoQWlzl5eXuOD8y1seyzfpbdll3yzbrb9lm/S27rLtlm/W37LLulm3W37JtUdffN4Ujf2UMAAAAoGAEIQAAAICCqbUg1KZNm9x66621NTwAAAAA35E9hAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYAQhAAAAgIIRhAAAAAAKRhACAAAAKBhBCAAAAKBgBCEAAACAghGEAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACgYQQgAAACgYOrVxqDV1dUZMGBAXn311TRo0CADBw7MqquuWhsXBQAAAMBiqpU9hB544IHMmjUrt9xyS0444YSce+65tXExAAAAAHwHtRKEnnnmmWy77bZJko4dO+all16qjYsBAAAA4DuolSBUWVmZxo0bl36uW7duZs+eXRsXBQAAAMBiKqupqalZ0oMOGTIkG220UTp37pwk2W677fLoo48udPnnnnsu5eXlS3oaAAAAAIVVVVWVjh07LvB3tfKl0htvvHEefvjhdO7cOc8991zWXnvtb1x+YZMDAAAAYMmrlT2E5v2Vsddeey01NTUZPHhw2rdvv6QvBgAAAIDvoFaCEAAAAAA/XrXypdIAAAAA/HgJQgAAAAAFIwgBAAAAFEzhgtCTTz6Z448/fr7TLrzwwowaNep7j/3oo4/mlltuWezznXrqqenSpUsqKipK/6ZMmfK958Nc5557bioqKtKpU6fssMMOqaioSJ8+fb71fFOmTMlDDz2UJKmoqMjEiRNre6osgq8+ho855pilPBsW19VXX52DDjoohxxySA499NC89NJLC1zunXfeSY8ePX7g2RXLk08+mS233DIVFRXZf//907Nnz0ycOPE7Pd/ttNNOqaqqmu+0mpqa3HjjjenVq1fpte2RRx4p/f6WW27Jl19+mSS54YYbvv8V4mteffXVPPXUU7V6GaeeemoeffTRb1xm0KBBi7Rdsyhj/bdl7fX5v7dD77vvvuy5556ZMmXKIt9OCzNq1KjSdk5FRUV+/etfZ+zYsUmS448/PrNmzVqkcb66/cOiWdRtzXn318svvzw33XTTAt+XLMxXXxcX9JzLovvq619FRUV69OiRESNGLHDZxd0e2XrrrZfUNPkOnnzyyayzzjql5755unTpklNPPXWB5xk1alQuvPDChY65oHX6U3oPUit/dr6otttuu+983pNOOul7nZ+Fm/fgHzVqVN54442ceOKJi3S+8ePH54033shOO+1Um9Pje/jjH/+4tKfAYvj3v/+dhx56KDfddFPKysoyYcKEnHLKKRkzZszSnlphbbHFFrnkkkuSJI899ljOP//8JTb2LbfckmeffTbXXXddysvLM2PGjBx++OFp2rRpOnbsmKuuuip77713kmTYsGHZf//9l9hlM9ff//73tGzZMpttttlSnUe/fv2W6uX/WN1zzz255pprct1116Vly5ZL5Hbac889S9s5H330Ufbaa6/svvvupcf5orD9s/i+67YmS89XX/9mzZqVTp06pWvXrllhhRWW8sz4vtZYY43cfffd6dy5c5K5H4588cUXS/QyfkrvQQShrzj++ONLTwxbb711xo0bl7feeiunnnpq6tWrl5///Od59913M2LEiIwcOTI33nhjmjZtmvr165fucG+88UZ69uyZE044IausskrefvvtbLjhhjnrrLMyffr0nHjiiZk1a1ZWX331jB8/Pvfff/9C5/OPf/yjdGebOXNmzjvvvKy++uoZOnRoHnjggcyZMye9evVKz549M2LEiNx9990pKytL586dc8ABB9T+DbYMO/XUU9O5c+dst912efTRRzN27Nice+652XHHHbPGGmtktdVWy7hx4zJz5sz8f//f/1c636effpp+/fplxowZSZL+/ftnnXXWyamnnprJkyenqqoqhx56aOn+wPc3adKknHbaaalXr17q1q2bX/3qV6XfzXucHnnkkamsrEySPPvss/nzn/+cpk2bZuDAgUmSZs2aZfDgwWnSpEkuuuiiPPXUU6mpqclBBx2UbbbZJt26dcvf/va31K1bNxdccEE22GCD7L777kvl+v6UtWjRIlOmTMltt92W7bbbLuutt15uu+22BT7X1a9fP9OnT88RRxyR6dOnZ/vtt8/RRx+dd955J/369cvs2bNTVlaW/v37Z911113K1+yn4ZNPPsnPf/7zvP7660mS//znPxkwYECqqqry0Ucf5eijj84uu+yShx9+uLS+fvGLX+Sss84qjXHTTTdl3Lhxufjii3PDDTfkL3/5S8rLy5MkzZs3zzHHHJObbropr7/+eqZNm5bjjz8+G264YT7++OMMGDAg/fr1y5lnnpm33nor1dXVOe6447L55ptnzz33zGqrrZYGDRrk4osv/uFvnMU0c+bMnHbaaZkyZUq+/PLLnH766dlggw3St2/fvP3225kzZ04OPvjgdO7cORUVFWnevHk++eST7LHHHnnssccyc+bMTJ48OYcddlj22WefvPrqq197PnvllVdy4YUXpn79+unRo0cmTZqU8ePHp7q6OnvssUd23333jB49OvXr18/666+fTz/9NJdeemnKy8tLY0yYMGG+MX72s5/lkksuSd26ddO2bducffbZqV+/ful6vfnmm+nfv3++/PLLNGzYsLTNdMstt+RPf/pTKisrM2DAgLRo0SJHHnlkmjVrVnqdHTBgQD766KOcd955qVevXlZYYYVceOGFady48dduv6++qa6qqsruu++ehx56KM8//3wGDRqUmpqatGrVar5PdB966KH8+c9/zhVXXLFMvKG74447csMNN5Rer5K5e48MGDAgY8eOzTvvvJMPP/wwU6ZMyWmnnZZtt902Dz/8cC677LI0btw4TZs2zTrrrJNjjz12oZfx6aefpmHDhikrK8tOO+2Ue++9N2eeeWY++uijfPTRRxk2bFguvPDC/Oc//8mMGTOy3Xbb5dhjj83VV19d2v5p06bNAl9L+WaVlZXp169fPv3008yYMSPdu3dP7969F7jsW2+9lUMPPTQzZsxIr1690r1794W+Lv63M844I5MmTUqSvPTSSznjjDPSrVu32rtiP1GVlZWpU6dOXnvttVx00UWpW7duysvLc8455yRJpk+fnqOOOirTpk3LOuusk4EDBy50e2TWrFk54YQTMmXKlDRr1iyXXXZZvvjii5x00kmprKzMnDlz8rvf/S5bbrnlfK9tAwYMWOAyLL511103b775Zj755JOssMIKGTNmTLp06ZKpU6dmzJgxuf7669OgQYOsttpqOfvss0vnq6qqyu9+97tUVlZm5syZOemkk7L55puXfn/xxRfn008/zRlnnJFtttkm48aNWxpXb4krZBAaP358KioqSj+//fbbCz2E6Pzzz88RRxyR7bffPrfeemvefffdTJ8+PX/6059yxx13pEGDBguML2+++WauueaaLLfcctlll10ybdq0DB8+PDvvvHP222+/jBs3br470QUXXJDhw4cnSbbaaqsceeSRef3113PBBRekVatWufLKK3Pfffdl++23z6OPPpqRI0dm1qxZueiii/L6669n7Nix+etf/5qysrLSm9w11lhjCd9yP31Tp07NqFGj0rx589IG6c4775zrrrsuSXLllVdmiy22SO/evfPmm2/mtNNOy/Dhw/Pkk0/m9ttvT5KfzJPDj8Xjjz+e9ddfP6eeemqefvrpBR4aMGzYsCTJRRddlI033jj/8z//kx49emTw4MFZc801M3LkyPzpT3/KxhtvnHfeeSc333xzqqqq0qNHj2y99dbZZJNN8thjj2WbbbbJo48+mt/97nc/9NUshBYtWmTYsGG54YYbcsUVV6Rhw4Y5/vjj88EHH3ztua5Lly75/PPPc8EFF6RRo0bZb7/9svPOO2fo0KGpqKjILrvskgkTJqRv375L5JDfopr3ejhr1qy8+uqrueqqq0pB6I033sjBBx+czTffPM8++2wuv/zy7LDDDjnnnHMycuTIrLjiivnjH/+Y//znP0mSESNGZMKECfnDH/6QunXrZsaMGWnRosV8l9e2bdtMmTIl3bt3z7Bhw3LJJZekvLw8N9xwQwYMGJC//vWvad68eQYPHpwZM2Zk//33zz333JPPP/88Rx11VH7xi1/84LfRd3HzzTfn5z//eS655JK89tprefzxx/Pyyy+nefPmueCCC1JZWZl99tknW2yxRZK5u7LvuuuuGTVqVCorK3PNNdfkzTffzBFHHJF99tknp59++teez7baaqtUVVVl5MiRSZLtt98+N9xwQ1q1apVRo0alVatW6datW1q2bJkNN9wwO++8c2666aa0atUq119/fYYNG5YddtihNEZNTU06deqUv/71r1lxxRVz6aWXZvTo0fMdKnHeeefl8MMPz3bbbZexY8fmlVdeSZKsv/76OeqoozJq1KiMGjUqv/nNbzJt2rTcfvvtadCgQekwsAceeCC77rprDj300Dz00EP55JNPFhiEFub000/PJZdckvbt2+fGG28svR7cf//9eeqpp3LVVVelUaNGS2Qd1qann3467733Xj7++OPMmTNngcs0aNAgf/rTnzJu3Lhce+212WqrrTJw4MDccsstadmyZU444YQFnu/uu+/O888/n7Kysiy33HIL3Otviy22yEEHHZR33nknHTt2TPfu3VNVVZXtttsuxx13XA4//PDS9s+CXksX9RCnInvrrbeyxx57ZLfddst7772XioqKhQahL7/8MsOGDUt1dXW6du2anXfeeYHvAbp06fK18857M3vzzTdnlVVWKe11ybeb9/pXVlaW+vXrl55nBw0alPXWWy8PPPBAzj333Jx88smprKzMkCFD0qRJk+y666758MMPc/755y9we+Tzzz/P8ccfnzZt2qSioiITJkzIvffem6222ioHHnhg3nvvvfTq1SsPPPDAfK9t55133gKXqVOncN/wskTsuuuuuf/++7PPPvvkhRdeyGGHHZYJEybk8ssvz+jRo9O4ceMMHjw4t9xyS+l1Y/Lkyfnggw9y3XXX5cMPP8ybb75ZGu+8885LWVlZzjzzzKV0jWpPIYPQV3cRTLLAYwZramqSJBMnTiztIbLJJpvkrrvuyuTJk9O+ffsst9xySTLfHiTztGvXrrSRs9JKK6WqqioTJ04sVftNN910vuUXdMhYq1atMmjQoDRq1CjvvfdeNt5440yaNCkdOnRI3bp1s9xyy6V///4ZO3ZspkyZkoMOOihJ8vHHH2fy5MmC0CKat66TuZ9gN2/efKHLvvbaaxk/fnzuvffeJCltzJ5++uk5/fTTU1lZmb322qvW51wk++67b4YPH57f/OY3adKkyUKPzb7mmmvy4YcfZvDgwUnmPnbn7bnw5ZdfZvXVV89rr72Wl19+uRSEZ8+eXXpzOmLEiFRXV2errbZKgwYNfpgrVzBvvfVWGjdunCFDhiRJXnzxxRx++OE5+eSTv/Zcl8z9hGfeJ9EbbrhhJk2alIkTJ5YOf1lvvfVKMYLv5quvh/P2cF111VWTzH3tGjZsWG677baUlZVl9uzZmTFjRlZYYYWsuOKKSeY/hv6JJ55I3bp1U7du3SRJ48aN89FHH6VZs2alZd566620bt16ofN57bXX8swzz+SFF15IktJlJsnqq6++5K54LXvjjTdKr+lrr7121l577Zx11lnZaqutksy9bdq3b5+33347yfzXbd4eb61bty5958uCns/++3wXX3xxLr744nzwwQfZdttt55vPjBkz0rhx47Rq1SpJstlmm+Xiiy/ODjvsUBpj+vTpef/993PcccclmbtXwn8/306aNKm0zTNvT9i7774766+/fpKkZcuWmTlzZpKkTZs2X3suPeKII3LllVfmwAMPTKtWrdKhQ4dvvS2/+hr94Ycfpn379kmS/fbbr3T6E088kcrKytSrt2xs1q600kr585//nJEjR+akk07K8OHDv/amb7311kuSrLLKKpk1a1amT5+exo0bp2XLlknmbkd+8MEHXxv7q4eMLcy8dd6sWbO8+OKLGT9+fBo3brzA7xha2H2Pb9ayZctcf/31+fvf/57GjRtn9uzZC122Y8eOpcdK+/bt88477yzwPcDCjB07Ng8++GCGDh2asrKyJX5dfqr++/1gMvfw1nmPvc022ywXXXRRkrkfZszbk2/FFVfMF198sdDtkaZNm6ZNmzZJ5t4P5i07L+i1atUqjRs3zvTp05P8v8fjwpaZ95hn8XTp0iUDBgxI27ZtS++7q6urs+aaa5beo2+22WZ57LHHstFGGyVJ1lprrey33375/e9/n9mzZ5feL3zwwQd59dVX065du6VzZWqZ5Pj/98EHH2TatGlJknfffTcff/xxkrkbcv/85z+TJM8//3ySubHnjTfeyMyZM1NdXV3acP2qBT0hf3Ws55577lvn1L9//wwePDjnnntuVl555dTU1GSNNdbIK6+8kurq6nz55Zc5+OCDs8Yaa2TNNdfMX/7yl4wYMSL77LNP1l577e90OxRFgwYNSut73iecSebbIKtTp06qq6vnO98aa6yRgw46KCNGjMill16aLl265P3338/LL7+cK664IldffXUuuOCCb3zhZ/E8+OCD2WSTTXL99denU6dOpT3pvmrkyJF55plnSrv2JnNfYM8777yMGDEiJ510UrbffvusscYa2XzzzTNixIhcf/312X333dOmTZtsuummefvtt3Pbbbdl3333/SGvXqG8+uqrpUOQkrnrqEmTJhk8ePDXnuuSuRtHn332WWbPnp0XXngha621Vtq3b5+nn346STJhwgQbSkvQf9+Wf/jDH9K1a9dccMEF2XzzzVNTU5MVV1wxn3zyST766KMkycCBA0uvgUOHDs0KK6yQm266KUmy//77Z+DAgaU3mR9++GH++Mc/pmfPnknmvk7Oe46dt87XWGON7LHHHhkxYkSGDx+eTp06lTbCl6VPSdu3b58XX3wxydy9kE844YT57ruVlZV57bXXSm8avrrNsKDthwU9nyX/7zaZNWtW7rvvvlx88cW5/vrrM3r06Lz77rul27h58+aprKzM+++/n2TuIemrrbbafGM0b948q6yySoYOHZoRI0bkiCOOmG9X+f++XmPGjCl9CeuC5ryg9XXXXXelW7duGTFiRNZaa63ceuutC7z9ysvLS6/RL7/8cun0lVdeufSJ7dVXX1067H7e7vuXXXbZAsf7sVl11VVTXl6e/fffP/Xr1y/t5fpV/32brrjiivnss89KbyLnbZN+F/PGHjVqVOlQ6kMOOSQzZ85MTU3NfNs/C7vv8c2uvfbadOzYMRdeeGE6deo0X9j8b6+88kpmz56dzz//PBMnTky7du0W+B5gQR599NHccMMN+cMf/rDAQ8pYPCuvvHL+9a9/JUmeeuqp0vPkgp7jFrY98m3Lvvfee/nkk09KH5bMe678pmVYfG3bts3nn3+eESNGlD6sLysry8SJE/P5558nmfta+NXI/eqrr+azzz7L1VdfnXPPPbf0vqJly5a55ppr8u9//3ux//DBsmDZ+CjlB9C8efM0adIk3bt3T/v27UsbaSeeeGL69u2ba6+9Nk2aNEm9evXSokWLHHbYYendu3eaNWuWqqqq1KtX71sjwGGHHZaTTz459957b1ZeeeVv/SSra9eu6dGjR1ZYYYW0bNky77//ftZbb71su+226dWrV6qrq9OrV6+su+662XLLLdOrV6/MmjUrHTp0KH0KyIJ17949ffv2zV133VV6sv9va6+9doYNG1b65DOZ++lmv379cuutt6aysjLHHHNMVlpppUybNi177713GjVqlEMOOWSZ+ZRyWbDBBhvkpJNOyuWXX546deqkoqJivgg7bdq0nHnmmdl4441Le8n16NEjAwYMyCmnnFLaHX/QoEFZbbXV8o9//CO9e/fO559/nl122aX0KUGXLl1y3333Za211vrBr2NR7Lbbbpk4cWK6d++eRo0apaamJieffHKeeuqprz3XJXM/ZTv++OMzffr0dO7cOWuuuWZOPvnknH766bn22msze/bsDBo0aClfq2XbvF3m69Spk88++yynnnpqRo8enSTp1KlTBg0alKuuuiqtW7fOjBkzUqdOnZx55pn57W9/mzp16uQXv/hFNtxww9J4/fv3T/fu3Ut/vWXOnDnZb7/9Uq9evZSVleWoo44qfdK96aab5vDDD89f/vKXtG/fPieeeGIGDx6c/v37Z//9909lZWV69+69TIWgeXr27Jm+fftm//33z5w5c9K3b9+ss846Of3009OrV69UVVXlmGOOKe1p9W0W9Hw273GSzP2Qo2nTpunatWuaNm2arbfeOj/72c+ywQYb5Pzzz0/79u0zcODAHHvssSkrK0vTpk0zZMiQ0uGBydw3Jf369cvhhx+empqaLL/88l873Ojkk0/OGWeckWHDhqVhw4a54IIL5gs232bDDTfMqaeemkaNGqV+/frzfXfDV2277ba56aab0qtXr6y//vpZfvnlkyRnnXVW+vbtmzp16mSllVbKQQcdlL/85S9JkqOPPjrdu3fPDjvs8LW9sH/MBg8enL333jubbLLJNy5Xp06dnH766TnssMPSpEmTVFdXl/bm+6623HLL/P73v88zzzyT5ZZbLquuumref//9+bZ/FnTf49vtuOOOGTBgQO666640a9YsdevWXehfeSsvL89hhx2WTz75JMcee2yaNWu2wPcAC9KnT5+svfba+e1vf5tk7l8fO/jgg2vtev3UDRw4MOecc05qampSt27d0l7nC7I42yO//e1v07dv3/ztb3/LzJkzc/bZZ3/tvcKiLMPi6dy5c+68886svvrqefvtt9O8efPsueeeOeCAA1KnTp20a9cuJ554Yu65554kyWqrrZYrrrgid9xxR+rXrz/fV8qUlZVl8ODBOfTQQxf6Ycayqqzmm5I1GTNmTDbaaKOsuuqqGTlyZJ599tmcc845GT58eI488sgkc3dbPu644771r3g88sgjad68eTp06JDHH388V155ZWlDBli6hg8fnubNm9tDCIAfpauuuioHH3xwGjRokBNPPDHbbLON74wB4HuRHb9F69atc/zxx2e55ZZLnTp1Mnjw4NSrVy9ffPFFunXrlvr166dDhw6L9GlUmzZt0rdv39StWzfV1dX+DCv8SJx66qmZMWNGLr/88qU9FQBYoOWXXz49evRIw4YN8/Of/9xfNAXge7OHEAAAAEDBLHsH5gMAAADwvQhCAAAAAAUjCAEAAAAUjCAEAAAAUDCCEAAAAEDB+LPzAMAyadSoUXnwwQdTWVmZGTNm5Oijj07z5s1zySWXpG7dumnbtm3OPvvs3HXXXbn99ttTXV2dPn365M4778zkyZNTVVWVQw89NJ07d864ceNy6aWXpry8PM2aNcvgwYMzYcKEDB8+PPXr188777yTzp0758gjj8xrr72Wc889N9XV1fnkk0/Sv3//bLzxxtltt92y8cYbZ9KkSVlxxRVz+eWX54svvki/fv3y6aefZsaMGenevXt69+6dioqKrLPOOnn99dfTqFGjbLrppnnsscfyySef5Nprr02jRo1y5pln5q233kp1dXWOO+64bL755kv7JgcAfkIEIQBgmfX555/nz3/+c6ZPn57u3bunTp06ufXWW7Piiivm0ksvzejRo1OvXr2ssMIKGTZsWCorK9O3b9/cfvvtSZJx48alpqYmp59+em666aa0atUq119/fYYNG5YddtghU6ZMyZgxYzJr1qxsu+22OfLII/Pvf/87p5xyStZZZ53cddddGTVqVDbeeOO8/fbbuf7669O6dev07NkzL774YurXr5899tgju+22W957771UVFSkd+/eSZIOHTqkf//+OfTQQ9OwYcP8+c9/zimnnJKnnnoq77//fpo3b57BgwdnxowZ2X///XPPPfcszZsaAPiJEYQAgGXWZpttljp16qRly5ZZbrnl8tZbb+W4445LksycOTNbb7112rVrl9VXXz1J0rhx45x++uk5/fTTU1lZmb322iszZsxI48aN06pVq9KYF198cXbYYYesvfbaqVevXurVq5eGDRsmSVZeeeUMHTo0DRs2zGeffZbGjRsnSZo3b57WrVsnSVq3bp2qqqq0bt06119/ff7+97+ncePGmT17dmnu66+/fpJkhRVWyJprrln6f1VVVV577bU888wzeeGFF5Iks2fPzowZM9K8efNavkUBgKIQhACAZdbLL7+cJPnggw9SVVWVdu3aZejQoWnSpEkefPDBNGrUKFOnTk2dOnO/NvH999/Pyy+/nCuuuCJVVVXZfvvts9dee6WysjLvv/9+Vl555fzjH//IaqutliQpKyv72mUOGjQoF154Ydq3b5/LLrss77777kKXvfbaa9OxY8f07t0748ePzyOPPLJI12uNNdbIKquskiOOOCIzZ87MsGHD0rRp0+9yEwEALJAgBAAssz744IMceOCB+fTTT3PmmWemTp06Ofzww1NTU5Pll18+559/fqZOnVpafqWVVsq0adOy9957p1GjRjnkkENSv379DBw4MMcee2zKysrStGnTDBkyJK+//voCL3OvvfbKUUcdlRVXXDGrrLJKZsyYsdD57bjjjhkwYEDuuuuuNGvWLHXr1s2sWbO+9Xr17Nkz/fv3z/7775/Kysr07t27FLUAAJaEspqampqlPQkAgMU1atSovPHGGznxxBOX9lQAAJY5PmoCAAAAKBh7CAEAAAAUjD2EAAAAAApGEAIAAAAoGEEIAAAAoGAEIQAAAICCEYQAAAAACkYQAgAAACiY/x9jbnNfIMubhQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clean.hero_puddle(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final thoughts\n",
    "\n",
    "I hope you enjoyed this analysis. I am going to try and do this every season for regular season and I am building a lot of functions to explore the data further. I am also going to build a decision tree ranking system for the next season using this seasons data and try and make predictions."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}