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Dump & analyze waboorrt game logs via API
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#!/usr/bin/env bash | |
# Dump waboorrt game logs | |
rid=0 | |
lid= | |
mkdir -p data | |
if [[ ! -f data/ids.lst ]]; then | |
echo -n > data/ids.lst | |
echo -n > data/elo.jsonl | |
echo -n "Downloading ids" | |
while [[ "$rid" != "$lid" ]]; do | |
rid=$lid | |
gj=$(curl -sX 'GET' "https://waboorrt.flipdot.org/api/games?n=25&from_id=$lid" -H 'accept: application/json') | |
echo "$gj" >> data/elo.jsonl | |
while read -r id; do | |
echo "$id" >> data/ids.lst | |
lid="$id" | |
done <<< $(jq -r '.[].id' <<< "$gj") | |
echo -n . | |
done | |
echo | |
fi | |
l=$(cat data/ids.lst | wc -l) | |
echo "Collecting history for ids..." | |
parallel -j100 "[[ -f '{}' ]] || (curl -sX 'GET' 'https://waboorrt.flipdot.org/api/games/{}' -H 'accept: application/json' -o 'data/{}.json'; echo -en '\033[100D{#}/$l')" < data/ids.lst |
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "5cd3046f-5ba2-4564-bf5f-bf2f0efc1b9f", | |
"metadata": { | |
"tags": [] | |
}, | |
"source": [ | |
"# EDA on waboorrt data\n", | |
"\n", | |
"Data previously scraped from running waboorrt instance using [`dump-waboorrt.sh`](https://gist.github.com/flxai/206829040a1f472f77b64cfa9106e91e)." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1a4ba316-26a6-4d51-ae75-2ccbb22ce4a7", | |
"metadata": {}, | |
"source": [ | |
"## Imports" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "1d6e1f6b-1217-47d0-8b2b-707e7abe24ec", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import datetime\n", | |
"import json\n", | |
"import glob\n", | |
"import uuid\n", | |
"\n", | |
"import pandas as pd\n", | |
"import pylab as plt\n", | |
"import seaborn as sns\n", | |
"\n", | |
"from tqdm.auto import tqdm\n", | |
"from attrdict import AttrDict\n", | |
"from pathlib import Path\n", | |
"from pprint import pprint" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "a6efb7cf-a521-4b7e-8d04-b00999787167", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# https://stackoverflow.com/a/3795750\n", | |
"def datetime_from_uuid(uuid_str):\n", | |
" ut = uuid.UUID(uuid_str).time\n", | |
" dt = datetime.datetime.fromtimestamp((ut - 0x01b21dd213814000) * 100 / 1e9)\n", | |
" return dt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "bbdd1ce1-ce17-4e53-b0f1-9339fc7d3aa0", | |
"metadata": { | |
"tags": [] | |
}, | |
"source": [ | |
"## Load ELO data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "44c2ad58-75bc-40e5-910b-28cf3d35c9cd", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"elo_file = 'data/elo.jsonl'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "a0bd4af9-f5da-405b-95df-3a515b88ad12", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"columns = ['timestamp', 'game_id', 'player', 'bot', 'elo']\n", | |
"data = []\n", | |
"with open(elo_file, 'r') as fp:\n", | |
" # Read jsonl line by line\n", | |
" for json_str in fp.readlines():\n", | |
" if not json_str.strip():\n", | |
" continue\n", | |
" elos_json = json.loads(json_str)\n", | |
" for elo_json in elos_json:\n", | |
" elo_json = AttrDict(elo_json)\n", | |
" # ts = elo_json.timestamp\n", | |
" ts = datetime_from_uuid(elo_json.id)\n", | |
" gid = elo_json.id\n", | |
" for playerbot, elo in elo_json.elo_rank.items():\n", | |
" player, bot = playerbot.split('/')\n", | |
" data.append([ts, gid, player, bot, elo])\n", | |
"dfe = pd.DataFrame(columns=columns, data=data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "fa87711b-3884-41ba-8915-5690f4244214", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"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>timestamp</th>\n", | |
" <th>game_id</th>\n", | |
" <th>player</th>\n", | |
" <th>bot</th>\n", | |
" <th>elo</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2022-01-01 19:18:19.493744</td>\n", | |
" <td>3267be60-6b2f-11ec-8d74-0242ac180005</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>2751</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2022-01-01 19:18:19.493744</td>\n", | |
" <td>3267be60-6b2f-11ec-8d74-0242ac180005</td>\n", | |
" <td>aiko</td>\n", | |
" <td>BotyMcBotFace</td>\n", | |
" <td>3035</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2022-01-01 19:18:13.736703</td>\n", | |
" <td>2ef949f6-6b2f-11ec-8d74-0242ac180005</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>2754</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2022-01-01 19:18:13.736703</td>\n", | |
" <td>2ef949f6-6b2f-11ec-8d74-0242ac180005</td>\n", | |
" <td>starblue</td>\n", | |
" <td>squaredancer</td>\n", | |
" <td>3017</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2022-01-01 19:18:08.276453</td>\n", | |
" <td>2bb81ef2-6b2f-11ec-8d74-0242ac180005</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>2758</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>86211</th>\n", | |
" <td>2021-12-29 15:20:38.161133</td>\n", | |
" <td>7ebfd542-68b2-11ec-bc3d-0242ac180009</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>1219</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>86212</th>\n", | |
" <td>2021-12-29 15:20:22.465951</td>\n", | |
" <td>7564f036-68b2-11ec-bc3d-0242ac180009</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>1190</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>86213</th>\n", | |
" <td>2021-12-29 15:20:22.465951</td>\n", | |
" <td>7564f036-68b2-11ec-bc3d-0242ac180009</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>1210</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>86214</th>\n", | |
" <td>2021-12-29 15:20:22.465951</td>\n", | |
" <td>7564f036-68b2-11ec-bc3d-0242ac180009</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>1190</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>86215</th>\n", | |
" <td>2021-12-29 15:20:22.465951</td>\n", | |
" <td>7564f036-68b2-11ec-bc3d-0242ac180009</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>noop</td>\n", | |
" <td>1210</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>86216 rows × 5 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" timestamp game_id \\\n", | |
"0 2022-01-01 19:18:19.493744 3267be60-6b2f-11ec-8d74-0242ac180005 \n", | |
"1 2022-01-01 19:18:19.493744 3267be60-6b2f-11ec-8d74-0242ac180005 \n", | |
"2 2022-01-01 19:18:13.736703 2ef949f6-6b2f-11ec-8d74-0242ac180005 \n", | |
"3 2022-01-01 19:18:13.736703 2ef949f6-6b2f-11ec-8d74-0242ac180005 \n", | |
"4 2022-01-01 19:18:08.276453 2bb81ef2-6b2f-11ec-8d74-0242ac180005 \n", | |
"... ... ... \n", | |
"86211 2021-12-29 15:20:38.161133 7ebfd542-68b2-11ec-bc3d-0242ac180009 \n", | |
"86212 2021-12-29 15:20:22.465951 7564f036-68b2-11ec-bc3d-0242ac180009 \n", | |
"86213 2021-12-29 15:20:22.465951 7564f036-68b2-11ec-bc3d-0242ac180009 \n", | |
"86214 2021-12-29 15:20:22.465951 7564f036-68b2-11ec-bc3d-0242ac180009 \n", | |
"86215 2021-12-29 15:20:22.465951 7564f036-68b2-11ec-bc3d-0242ac180009 \n", | |
"\n", | |
" player bot elo \n", | |
"0 phlmn noop 2751 \n", | |
"1 aiko BotyMcBotFace 3035 \n", | |
"2 phlmn noop 2754 \n", | |
"3 starblue squaredancer 3017 \n", | |
"4 phlmn noop 2758 \n", | |
"... ... ... ... \n", | |
"86211 phlmn noop 1219 \n", | |
"86212 phlmn chiller 1190 \n", | |
"86213 phlmn noop 1210 \n", | |
"86214 phlmn chiller 1190 \n", | |
"86215 phlmn noop 1210 \n", | |
"\n", | |
"[86216 rows x 5 columns]" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dfe" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2e6a0f9b-c05e-434c-9b8e-5461d4838d15", | |
"metadata": {}, | |
"source": [ | |
"## Load game data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "adc9e8e3-ab3c-4295-80a1-bce68bf5dfb6", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"columns = ['game_id', 'tick', 'player', 'bot', 'x', 'y', 'health', 'energy', 'view_range']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "3f35f49e-47d4-4ca9-9503-fda00134c56d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def prepare_timeseries(game_id, game_json):\n", | |
" data = []\n", | |
" for tick, tick_json in enumerate(game_json):\n", | |
" tick_json = AttrDict(tick_json)\n", | |
" for e in tick_json.game_state.entities:\n", | |
" player, bot = e.name.split('/')\n", | |
" line = [game_id, tick, player, bot, e.x, e.y, e.health, e.energy, e.view_range]\n", | |
" data.append(line)\n", | |
" return data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "0963b11a-1ce4-41f7-8c22-3bfa6c9336d8", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "a6766e283ec84a53996f4968dcb46a55", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/plain": [ | |
" 0%| | 0/41383 [00:00<?, ?it/s]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"data = []\n", | |
"for file in tqdm(sorted(glob.glob('data/*.json'))):\n", | |
" game_id = Path(file).stem\n", | |
" with open(file, 'r') as fp:\n", | |
" game_json = json.load(fp)\n", | |
" data += prepare_timeseries(game_id, game_json)\n", | |
"dfg = pd.DataFrame(columns=columns, data=data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "506be106-407c-4bdd-a2f9-f2caa2d5fd1f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"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>game_id</th>\n", | |
" <th>tick</th>\n", | |
" <th>player</th>\n", | |
" <th>bot</th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" <th>health</th>\n", | |
" <th>energy</th>\n", | |
" <th>view_range</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>0</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>5</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>0</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>13</td>\n", | |
" <td>7</td>\n", | |
" <td>100</td>\n", | |
" <td>5</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>1</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>6</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>1</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>13</td>\n", | |
" <td>7</td>\n", | |
" <td>100</td>\n", | |
" <td>6</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>2</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>7</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954429</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>98</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>17</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954430</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>99</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>14</td>\n", | |
" <td>0</td>\n", | |
" <td>68</td>\n", | |
" <td>3</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954431</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>99</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>18</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954432</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>100</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>14</td>\n", | |
" <td>0</td>\n", | |
" <td>68</td>\n", | |
" <td>3</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954433</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>100</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>19</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>4954434 rows × 9 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" game_id tick player bot x \\\n", | |
"0 000139b2-694d-11ec-a535-0242ac180006 0 starblue arnold 6 \n", | |
"1 000139b2-694d-11ec-a535-0242ac180006 0 soerface herbert 13 \n", | |
"2 000139b2-694d-11ec-a535-0242ac180006 1 starblue arnold 6 \n", | |
"3 000139b2-694d-11ec-a535-0242ac180006 1 soerface herbert 13 \n", | |
"4 000139b2-694d-11ec-a535-0242ac180006 2 starblue arnold 6 \n", | |
"... ... ... ... ... .. \n", | |
"4954429 fffed052-69a4-11ec-a535-0242ac180006 98 soerface herbert 5 \n", | |
"4954430 fffed052-69a4-11ec-a535-0242ac180006 99 phlmn chiller 14 \n", | |
"4954431 fffed052-69a4-11ec-a535-0242ac180006 99 soerface herbert 5 \n", | |
"4954432 fffed052-69a4-11ec-a535-0242ac180006 100 phlmn chiller 14 \n", | |
"4954433 fffed052-69a4-11ec-a535-0242ac180006 100 soerface herbert 5 \n", | |
"\n", | |
" y health energy view_range \n", | |
"0 2 100 5 1.0 \n", | |
"1 7 100 5 1.0 \n", | |
"2 2 100 6 1.0 \n", | |
"3 7 100 6 1.0 \n", | |
"4 2 100 7 1.0 \n", | |
"... .. ... ... ... \n", | |
"4954429 10 100 17 1.0 \n", | |
"4954430 0 68 3 1.0 \n", | |
"4954431 10 100 18 1.0 \n", | |
"4954432 0 68 3 1.0 \n", | |
"4954433 10 100 19 1.0 \n", | |
"\n", | |
"[4954434 rows x 9 columns]" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dfg" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e22f24e1-ed99-42a0-8098-78b5b43ad452", | |
"metadata": {}, | |
"source": [ | |
"### Compute additional values\n", | |
"#### Cumulative distance traveled" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "3351ecbc-b2fa-4a09-8581-31582a9fc91b", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# https://stackoverflow.com/a/48348006\n", | |
"# https://stackoverflow.com/a/22651188\n", | |
"dfg[['xd', 'yd']] = (\n", | |
" dfg\n", | |
" .sort_values(['bot', 'player', 'game_id', 'tick'])\n", | |
" .groupby(['bot', 'player', 'game_id'])\n", | |
" [['x', 'y']]\n", | |
" .diff().fillna(0).abs()\n", | |
")\n", | |
"dfg['d'] = dfg['xd'] + dfg['yd']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "d4f98a72-5a19-40fa-821f-9ff53305012f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dfg[['xdc', 'ydc', 'dc']] = (\n", | |
" dfg\n", | |
" .groupby(['bot', 'player', 'game_id', 'tick'])\n", | |
" .sum()\n", | |
" .groupby(level=2)\n", | |
" [['xd', 'yd', 'd']]\n", | |
" .cumsum()\n", | |
" .reset_index()\n", | |
" [['xd', 'yd', 'd']]\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "d6697774-c702-44ee-8c1b-6e9df596e6ca", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"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>game_id</th>\n", | |
" <th>tick</th>\n", | |
" <th>player</th>\n", | |
" <th>bot</th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" <th>health</th>\n", | |
" <th>energy</th>\n", | |
" <th>view_range</th>\n", | |
" <th>xd</th>\n", | |
" <th>yd</th>\n", | |
" <th>d</th>\n", | |
" <th>xdc</th>\n", | |
" <th>ydc</th>\n", | |
" <th>dc</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>0</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>5</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>0</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>13</td>\n", | |
" <td>7</td>\n", | |
" <td>100</td>\n", | |
" <td>5</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>1</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>6</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>1</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>13</td>\n", | |
" <td>7</td>\n", | |
" <td>100</td>\n", | |
" <td>6</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>000139b2-694d-11ec-a535-0242ac180006</td>\n", | |
" <td>2</td>\n", | |
" <td>starblue</td>\n", | |
" <td>arnold</td>\n", | |
" <td>6</td>\n", | |
" <td>2</td>\n", | |
" <td>100</td>\n", | |
" <td>7</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954429</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>98</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>17</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>29.0</td>\n", | |
" <td>23.0</td>\n", | |
" <td>52.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954430</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>99</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>14</td>\n", | |
" <td>0</td>\n", | |
" <td>68</td>\n", | |
" <td>3</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>30.0</td>\n", | |
" <td>23.0</td>\n", | |
" <td>53.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954431</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>99</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>18</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>30.0</td>\n", | |
" <td>24.0</td>\n", | |
" <td>54.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954432</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>100</td>\n", | |
" <td>phlmn</td>\n", | |
" <td>chiller</td>\n", | |
" <td>14</td>\n", | |
" <td>0</td>\n", | |
" <td>68</td>\n", | |
" <td>3</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>30.0</td>\n", | |
" <td>25.0</td>\n", | |
" <td>55.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4954433</th>\n", | |
" <td>fffed052-69a4-11ec-a535-0242ac180006</td>\n", | |
" <td>100</td>\n", | |
" <td>soerface</td>\n", | |
" <td>herbert</td>\n", | |
" <td>5</td>\n", | |
" <td>10</td>\n", | |
" <td>100</td>\n", | |
" <td>19</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>30.0</td>\n", | |
" <td>25.0</td>\n", | |
" <td>55.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>4954434 rows × 15 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" game_id tick player bot x \\\n", | |
"0 000139b2-694d-11ec-a535-0242ac180006 0 starblue arnold 6 \n", | |
"1 000139b2-694d-11ec-a535-0242ac180006 0 soerface herbert 13 \n", | |
"2 000139b2-694d-11ec-a535-0242ac180006 1 starblue arnold 6 \n", | |
"3 000139b2-694d-11ec-a535-0242ac180006 1 soerface herbert 13 \n", | |
"4 000139b2-694d-11ec-a535-0242ac180006 2 starblue arnold 6 \n", | |
"... ... ... ... ... .. \n", | |
"4954429 fffed052-69a4-11ec-a535-0242ac180006 98 soerface herbert 5 \n", | |
"4954430 fffed052-69a4-11ec-a535-0242ac180006 99 phlmn chiller 14 \n", | |
"4954431 fffed052-69a4-11ec-a535-0242ac180006 99 soerface herbert 5 \n", | |
"4954432 fffed052-69a4-11ec-a535-0242ac180006 100 phlmn chiller 14 \n", | |
"4954433 fffed052-69a4-11ec-a535-0242ac180006 100 soerface herbert 5 \n", | |
"\n", | |
" y health energy view_range xd yd d xdc ydc dc \n", | |
"0 2 100 5 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", | |
"1 7 100 5 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", | |
"2 2 100 6 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", | |
"3 7 100 6 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", | |
"4 2 100 7 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", | |
"... .. ... ... ... ... ... ... ... ... ... \n", | |
"4954429 10 100 17 1.0 0.0 0.0 0.0 29.0 23.0 52.0 \n", | |
"4954430 0 68 3 1.0 0.0 1.0 1.0 30.0 23.0 53.0 \n", | |
"4954431 10 100 18 1.0 0.0 0.0 0.0 30.0 24.0 54.0 \n", | |
"4954432 0 68 3 1.0 0.0 0.0 0.0 30.0 25.0 55.0 \n", | |
"4954433 10 100 19 1.0 0.0 0.0 0.0 30.0 25.0 55.0 \n", | |
"\n", | |
"[4954434 rows x 15 columns]" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dfg" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b9a5a900-65a1-4ad1-85b3-1d7fb3f74e70", | |
"metadata": {}, | |
"source": [ | |
"## Plot data" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "89f88c5b-a537-4a9b-ab43-bc9142284eeb", | |
"metadata": {}, | |
"source": [ | |
"### Settings\n", | |
"\n", | |
"Please choose respective values according to their documentation:\n", | |
"* `palette`: https://seaborn.pydata.org/tutorial/color_palettes.html\n", | |
"* `style`: https://seaborn.pydata.org/tutorial/aesthetics.html\n", | |
"* `alpha` $\\in(0, 1)$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "7e26e504-af19-4d90-8cca-344ce83a7fb8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"palette = 'Paired'\n", | |
"style = 'whitegrid'\n", | |
"alpha = .6" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "9fea1149-af50-4c61-94d6-d81dafb9829c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# # Manual override for dark themes\n", | |
"# palette = 'Set2'\n", | |
"# style = None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "24b7843a-d2de-425e-ab7c-7053e1236a00", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class DefaultStyle:\n", | |
" def __enter__(self):\n", | |
" pass\n", | |
" def __exit__(self, _, __, ___):\n", | |
" pass\n", | |
" \n", | |
"style_context = DefaultStyle()\n", | |
"if style:\n", | |
" style_context = sns.axes_style(style)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5a35e56b-21cd-423a-bd60-388629e7d445", | |
"metadata": {}, | |
"source": [ | |
"### ELO over time" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "6e291bff-e703-4420-b498-961fbab3811f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" sns.lineplot(x='timestamp', y='elo', hue='bot', data=dfe, palette=palette, alpha=alpha)\n", | |
" plt.title(\"Absolute ELO over time sorted by bot\")\n", | |
" plt.legend(bbox_to_anchor=(1.15, 1.1))\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "bb26e8b9-3dc4-4745-b993-3919bf2d9434", | |
"metadata": {}, | |
"source": [ | |
"### Matches' duration" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "e87900a4-6b44-4d62-982d-b42f86b3bc71", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" matches_ticks = dfg.groupby(['game_id'])['tick'].max()\n", | |
" bin_count = len(matches_ticks.unique())\n", | |
" sns.histplot(matches_ticks, element='step', fill=False, bins=bin_count)\n", | |
" plt.title(\"Histogram of game matches' duration in game ticks\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "15a5f568-dc61-4f3d-ac19-ebd3633bb589", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" matches_ticks = dfg.groupby(['game_id', 'bot'])['tick'].max()\n", | |
" bin_count = len(matches_ticks.unique())\n", | |
" matches_ticks = matches_ticks.reset_index()\n", | |
" sns.histplot(matches_ticks, x='tick', y='bot', hue='bot', element='step', fill=False,\n", | |
" bins=bin_count, palette=palette, legend=False)\n", | |
" plt.title(\"Histogram of game matches' duration in game ticks by bot\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "31a413dd-ced7-4f68-9618-0307c3c4dbaa", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" matches_ticks = dfg.groupby(['game_id', 'bot'])['tick'].max()\n", | |
" bin_count = len(matches_ticks.unique())\n", | |
" matches_ticks = matches_ticks.reset_index()\n", | |
" sns.histplot(matches_ticks, x='tick', hue='bot', element='step', fill=False,\n", | |
" bins=bin_count, palette=palette, legend=True)\n", | |
" plt.title(\"Histogram of game matches' duration in game ticks by bot\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "e455d7f7-7986-437d-bd50-d814d53cb49f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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dHY2ffvrJMIyUvcdJjWUAAMyA6YMAAICpde/eXYsXL070vzp16jyyr729vezt7fXtt98qODhYV65ckfTgoZNbtmyRr69vkn1PnTqlCxcuqGXLlnrxxRetlvn7+ytPnjzaunWrJGnXrl2Kjo7W22+/bfULZw8PD7300kuJbv/hfWfLlk379u1TUFCQbGxsLO23b9+2/NI4IiLCqk/VqlVVvHhxy+vy5ctbtp07d25Le3z9//vf/9LkeFNi27ZtkqQePXpYtb/55pvKmzevVdvMmTO1c+dOFSxY0NIWFRVlOR//naZEevAwWz8/P8vr+ClrSpcurUqVKlnaHz7+M2fO6Pz586pfv76io6N1/fp1y3+NGze2qvtxmjVrZvlzvnz5VKxYMeXMmdOqrhdeeEE2NjZW53/t2rVau3at1Z0kkZGRls/Pw+/1fxmGoR07dqhSpUoJPkd9+vTRpk2bLHP6Sw/m9Xd3d7e8zpYtm1xdXRUdHW2Z6iP+LpSGDRtanQ9Jqlu3rkJDQxUaGipJKl68uA4fPqyFCxdapsVydXXVd999p9dffz1Z502Sdu/erbi4OHXq1MnqF+3e3t5ycXFJ9naS8t/3QJKcnZ119OhRvffee1btV69eVYECBR55zhOTmjFTvnx5Va5c2fLa1tZWLi4uio6OVnh4eIr2H++1116zeu3q6irpwXEl5ezZswoLC1OrVq1UpEgRS3v+/PmtpqiSUnfeGjdubPXL8/jvpiZNmlit9+KLLyouLs5Sa0o+h6mV0vETExOj3r17a+/evRo1alSC812iRAlFRERo1KhROnXqlAzDUM6cObVx40aNHDkyWTW9+eabVndNlS9fXr6+vjp27Jjl3LRu3Vr379+3+kytX79eNjY2atmy5WP3YWtrq/fff9+q7Z133pGkRO8OiZfc76o8efKoSZMmOnbsmC5cuGBVY6lSpSy//k/Ne/zwWAYAwAyYPggAAJhahQoVVLt27USXbdy48ZF97ezsNHbsWA0ZMkTDhw/X8OHD5ejoaJnmIf5CVWLiL2okNie6nZ2dSpcubZnnPywsTNKDi9IPK1++vH744YcE7UWLFk10u4cPH9bWrVsVFhamixcv6t9//7Usj3/uQLz/XsyTZLkI93B7/AXXh/v/V0qONyXCwsJUuHBhFShQIME2S5UqpVu3blnVee3aNc2fP1+//fabLl68qIsXLyo2NlbSg4t5/1WoUCGrC4+2traytbVN8rzE94+fb33p0qVaunRponX//fffjz02GxubRPdVuHBhq2DHxsZGtra2VvVnz55df/75p2bMmKHQ0FBdvHhRf//9t2WdR71XN27c0J07d6wuXMYrVKiQChUqZNVWuHDhBOvFB03xD4wOCwtTXFzcI4OyS5cuqXz58ho7dqw+/PBDffbZZ/rss89UunRp1a1bVy1atLAKHx4n/jOX2HFUrFhRp06dSva2EvPweyM9+Nxt3LhRBw4c0J9//qkLFy4oPDxcNjY2CT5fj5OaMZPYexF/sfVR73lSbG1tE7zf8duLHzeJedR3VmIPh07peUtqDD58/A9/N6Xkc5haKR0/P/30k6XOw4cPq23btlbLe/XqpV9//VWrV6/W6tWrVbBgQb300ktq0qSJXn75ZavvgqQk9hkqXbq0pAfPSihSpIgaN26sTz75RBs3btTrr7+u2NhYbdq0STVq1LCaVi0pxYoVS/A97ODgoEKFClldxH9YSr6rWrVqpXXr1mnDhg3q1auXQkNDderUKX3wwQeWdVLzHic2lgEAyOoIBQAAAJ5AkyZNVLduXe3du1c//PCDDh48qIULF2rJkiWaNm1agodPxnvcBcLY2FjLxbf4C6s5cuRIsF5SzxRIbK7vwYMHa+3atXJ0dJSnp6caNWokFxcX/fDDD5o9e3aC9ZOadz05F6EelpLjTYno6OhEz4uU8NysX79egwYNUtGiRVWzZk3VqFFDlSpVkmEYll+0/ldqjz/+WLt06ZJgfu54D9/FkJj4ECKl+5ekWbNmafr06ZZf0Pr4+Khy5cr666+/NHz48Ef2jb/YmzNnzsfuR1KSc4X/V1xcnPLnz69p06YluU783RfVqlXTrl27tH//fu3bt08HDhzQihUrtGLFCg0ZMkRdu3ZNVl3x5ymxB7s+6oL2fz3qodAPH/edO3fUpUsXnTlzRtWrV1eVKlXUvn17eXp6avTo0Tp06FCy9hkvNWPmcc+pSKnUjHXp/85bcr6zUnPeUjs2U/I5TK2Ujp8cOXJo6tSp+vrrr7Vx40Y1bdrU6nujWLFiWrdunY4fP649e/bo4MGD+vbbb/XNN9+oYcOGmjlz5mP3kdjnIv7zFf85jv8l/vr163X58mWdO3dOV65cUf/+/ZN1HEl9f8fFxT3yOyIl31XVq1fXiy++qE2bNqlXr17asGFDgjsZUvMeJ+c7DACArIZQAAAAIJXu3r2rs2fPqmTJkmrWrJllqpfDhw/rrbfe0vz585MMBeKnA/n9998TLLt//74uXrxo+SVn/C9O//jjD8tDiuPF/yr9cY4cOaK1a9eqZcuWmjBhgtXFs02bNiVrG08iJcebEmXKlNHevXt1584dq+kx4uLi9Oeff1ouvt+/f1+jRo1SuXLltGbNGquL8lu2bEnxfh/lhRdekPTgQtzDd6FERkZq165did7JkVb++ecfzZgxQ7Vq1dKCBQusLsz++uuvj+1fqFAh5cmTx/Jr7/8KDQ3VzJkz1a5dO3l7eye7phdeeEFhYWFydXVN8ODon3/+WXfu3FGuXLkUFRWlM2fOqECBAvLz87NM63H27Fl17dpV8+bNS3YoEP95On/+vCpWrGi17K+//rJ6HX9R8OGHiz9qipyHLVu2TKdPn9bYsWMTTHOUku3ES68xkxHi60rs++nhtrQ+b4+S3M/hk0jp+KlWrZpefvllubm56dChQxo+fLiqVq1q+dX9b7/9pnv37snT01Oenp6SHjxcN/7h7qGhoY+9s+Gvv/5KMF7Pnz9vmQ4tXuvWrbVu3Tpt375dv/32m/LkyaNGjRol67j/+ecf3b9/3yoMuX79usLDw1WrVq0k+6Tkuyo+AJgxY4Z+++03fffdd6pevbrlO1fKmPcYAICsgGcKAAAApNL58+fVsWNHzZkzx6rdxcVFdnZ2Caae+e80CC4uLnrhhRe0fv36BFMrzJ8/XxEREZZAoWHDhsqWLZtWrFhh9Qvn0NBQ7du3L1m1xs8nXqFCBatA4NKlS5Y5pJP76+nUSMnxpkSTJk0UFxenlStXWrWvX7/eag71e/fuKSIiQiVLlrQKBO7fv2/p+6hfhaeEq6urSpYsqa+++kqXLl2yWrZgwQL17dtXu3fvTpN9JSY8PFyGYahs2bJWF9lu3rypr776SpL1e/3wFCvZsmVTvXr19Msvv+j48eNW2161apW2bNmifPnypaimxo0byzAMTZ8+3ar92rVr6tWrlz766CPZ2Njo1q1b6tChg8aOHWu1XoUKFZQvX74U/aK3YcOGypEjhxYsWGC520aSjh49qhMnTlitW6xYMUlKMKXQhg0bkr2/+OcnODo6WrXv2bPHMof5fz9jD38nPCy9xkxGcHFxUenSpbVx40bLeZEezA//5ZdfWq2b0vP2JJL7OXyUx71vqR0/xYsX14ABA3TlyhWrz3/fvn313nvv6c6dO5a2QoUKWcLipO6a+K/g4GCrMXDq1Cnt27dPL730ktWF8+rVq6tUqVLavn27du/erSZNmihPnjyP3b704K6tZcuWWbXNnTtXkvWzUf4rpd9V0oMphGxsbLRgwQKFhYWpdevWVsvT4j0GAMAMuFMAAAAgldzc3OTr66svvvhCt2/fVvXq1XX//n1t2LBBkZGRevvtty3rFilSRIZhaMaMGapWrZq8vb01evRovfPOO2rTpo06duyoYsWKWeb8d3FxUffu3SU9+MVwQECA5syZoy5duqhp06a6fv26VqxYYbm48biLHFWqVJGDg4Nmz56tu3fvqmTJkjp//rzWrl1rmV7l9u3b6XSmHlwoS+7xpsRrr72mtWvXavLkyTp37pyqVq2qkJAQrVu3zuoiU4ECBVS1alV9//33GjJkiDw9PXXt2jV9/fXXlucq/Pei25Me6yeffKKePXuqdevW6tChg55//nkdPXpUGzduVOXKldWpU6c02Vdiypcvr1KlSumrr75Szpw5VaFCBf39999au3atbt68Kcn6vY6fT3v+/PmqU6eOGjRooH79+ungwYPq1q2bOnbsqNKlS+vIkSPatGmT2rVrZ3nYbHK1atVKW7Zs0fLlyxUWFqZ69eopIiJCq1ev1vXr1/Xpp58qd+7cyp07t9q1a6cvvvhCAQEBlnnBv/vuO124cEEff/xxsvf5/PPPKzAwUJMmTVLHjh312muv6dq1a1q2bJkKFSpkefioJMu86cHBwcqePbucnJz0888/a9euXcmeb7x+/fpatmyZ+vXrp06dOilPnjz6+eeftWnTJuXKlUv37t3T7du3LQ+6Lly4sEJCQvTFF1+oWrVqCe5mSK8xkxFsbGw0bNgwS+0dOnRQ9uzZrYKy+O+slJ63J5Hcz+GjFClSRCdPntSSJUvk5eUlDw+PBOukdvy0bdtWmzZt0oYNG9S0aVP5+fnpvffeU58+fdSxY0e1atVK9vb2On78uNavX68GDRok626Rf/75R507d1bLli11+fJlLV++XPnz59fQoUMTrNuyZUvLBfXkPGD4v2bMmKE//vhDrq6uOnTokLZu3ar69etbHrD+sJR+V0lSyZIlVbNmTW3YsCHROxnS4j0GAMAMuFMAAADgCUyZMkXvvfeeTp06pQkTJmj69OnKly+fgoKCrH7F6+/vL0dHR82bN0/z58+XJNWuXVvBwcGqUaOGVq9erQkTJui3335TYGCgvvjiC6spDj788EMNGzZMN27c0KeffqoNGzbovffes8w9/bj5+AsVKqQFCxbIw8NDK1eu1Pjx4/X999+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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" matches_ticks = dfg.groupby(['game_id', 'player'])['tick'].max()\n", | |
" bin_count = len(matches_ticks.unique())\n", | |
" matches_ticks = matches_ticks.reset_index()\n", | |
" sns.histplot(matches_ticks, x='tick', y='player', hue='player', element='step', fill=False,\n", | |
" bins=bin_count, palette=palette, legend=False)\n", | |
" plt.title(\"Histogram of game matches' duration in game ticks by player\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "74ce64e0-f0f7-4724-b54c-8780bcc43585", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" matches_ticks = dfg.groupby(['game_id', 'player'])['tick'].max()\n", | |
" bin_count = len(matches_ticks.unique())\n", | |
" matches_ticks = matches_ticks.reset_index()\n", | |
" sns.histplot(matches_ticks, x='tick', hue='player', element='step', fill=False,\n", | |
" bins=bin_count, palette=palette)\n", | |
" plt.title(\"Histogram of game matches' duration in game ticks by player\")\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "dd21df07-405f-4361-908e-24ccd488e0fb", | |
"metadata": {}, | |
"source": [ | |
"### Health over game ticks" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "b9509445-208c-4214-99d9-a50fa495a0e9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" sns.lineplot(x='tick', y='health', hue='bot', data=dfg, err_style='band', palette=palette, alpha=alpha)\n", | |
" # plt.yscale('log')\n", | |
" plt.xlim(16, 100)\n", | |
" plt.ylim(60, 105)\n", | |
" plt.title(\"Absolute health over game ticks sorted by bot\")\n", | |
" plt.legend(bbox_to_anchor=(1.15, 1.1))\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "157af05b-5754-44d7-8f70-8540924a9464", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1800x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with style_context:\n", | |
" sns.lineplot(x='tick', y='health', hue='player', data=dfg, err_style='band', palette=palette, alpha=alpha)\n", | |
" # plt.yscale('log')\n", | |
" plt.xlim(16, 105)\n", | |
" plt.ylim(60, 105)\n", | |
" plt.title(\"Absolute health over game ticks sorted by player\")\n", | |
" plt.legend(bbox_to_anchor=(1.15, 1.1))\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "786235c6-2c21-4c0b-88c4-1bb28c9b8be3", | |
"metadata": {}, | |
"source": [ | |
"### Energy over game ticks" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"id": "13e49f90-ff4a-4980-8f95-23a724d13b7d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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