983 lines
470 KiB
Text
983 lines
470 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-08-27T19:28:15.291093Z",
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"start_time": "2025-08-27T19:28:14.857695Z"
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}
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},
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"source": [
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"from datetime import datetime\n",
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"\n",
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"import pandas\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from foo import *\n",
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"\n",
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"import seaborn as sns"
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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-08-27T19:28:15.406918Z",
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"start_time": "2025-08-27T19:28:15.309828Z"
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}
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},
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"cell_type": "code",
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"source": [
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"vinzenz_score_log = load_score_log('PolyGenStats-vinzenz-scorelog.csv')\n",
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"extend_score_log(vinzenz_score_log)\n",
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"vinzenz_summary = generate_station_stats(vinzenz_score_log)\n",
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"\n",
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"fiebertrauma_score_log = load_score_log('PolyGenStats-Fiebertrauma-scorelog.csv')\n",
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"extend_score_log(fiebertrauma_score_log)\n",
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"fiebertrauma_summary = generate_station_stats(fiebertrauma_score_log)\n",
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"\n",
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"vinzenz_score_log"
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],
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"id": "bf523274efb801dd",
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"outputs": [
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{
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"data": {
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"text/plain": [
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" when score sourcename name mapx \\\n",
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"0 2025-08-08 20:14:00 100 First Visit Info Desk 216 \n",
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"1 2025-08-08 20:19:00 282 Capture Info Desk 216 \n",
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"2 2025-08-08 20:20:00 58 Capture Info Desk 216 \n",
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"3 2025-08-08 20:22:00 100 First Visit Main Bar 190 \n",
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"4 2025-08-08 20:23:00 100 First Visit Badge Tent 328 \n",
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".. ... ... ... ... ... \n",
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"896 2025-08-12 13:34:00 91 Capture 0E 0 \n",
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"897 2025-08-12 13:39:00 50 Visit Pixelbar 379 \n",
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||
"898 2025-08-12 13:42:00 164 Output Boost Site Sign 207 \n",
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||
"899 2025-08-12 13:50:00 694 Capture Pixelbar 379 \n",
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"900 2025-08-12 14:00:00 284 Output Boost Maker Days Eindhoven 115 \n",
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"\n",
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" mapy accumulated_score seconds when_start \n",
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"0 505 100.0 1 2025-08-08 20:13:59 \n",
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"1 505 382.0 282 2025-08-08 20:14:18 \n",
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||
"2 505 440.0 58 2025-08-08 20:19:02 \n",
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||
"3 570 540.0 1 2025-08-08 20:21:59 \n",
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"4 607 640.0 1 2025-08-08 20:22:59 \n",
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".. ... ... ... ... \n",
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"896 0 588456.0 91 2025-08-12 13:32:29 \n",
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"897 602 588506.0 1 2025-08-12 13:38:59 \n",
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||
"898 874 588670.0 1640 2025-08-12 13:14:40 \n",
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||
"899 602 589364.0 694 2025-08-12 13:38:26 \n",
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"900 749 589648.0 2840 2025-08-12 13:12:40 \n",
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"\n",
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"[901 rows x 9 columns]"
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],
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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||
" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
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||
" <th></th>\n",
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||
" <th>when</th>\n",
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||
" <th>score</th>\n",
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" <th>sourcename</th>\n",
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" <th>name</th>\n",
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" <th>mapx</th>\n",
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||
" <th>mapy</th>\n",
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" <th>accumulated_score</th>\n",
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" <th>seconds</th>\n",
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" <th>when_start</th>\n",
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" </tr>\n",
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||
" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>2025-08-08 20:14:00</td>\n",
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" <td>100</td>\n",
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||
" <td>First Visit</td>\n",
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||
" <td>Info Desk</td>\n",
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||
" <td>216</td>\n",
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||
" <td>505</td>\n",
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||
" <td>100.0</td>\n",
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||
" <td>1</td>\n",
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||
" <td>2025-08-08 20:13:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
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||
" <td>2025-08-08 20:19:00</td>\n",
|
||
" <td>282</td>\n",
|
||
" <td>Capture</td>\n",
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||
" <td>Info Desk</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
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||
" <td>382.0</td>\n",
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||
" <td>282</td>\n",
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||
" <td>2025-08-08 20:14:18</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>2025-08-08 20:20:00</td>\n",
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||
" <td>58</td>\n",
|
||
" <td>Capture</td>\n",
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||
" <td>Info Desk</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
|
||
" <td>440.0</td>\n",
|
||
" <td>58</td>\n",
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||
" <td>2025-08-08 20:19:02</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>3</th>\n",
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" <td>2025-08-08 20:22:00</td>\n",
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||
" <td>100</td>\n",
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||
" <td>First Visit</td>\n",
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||
" <td>Main Bar</td>\n",
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||
" <td>190</td>\n",
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||
" <td>570</td>\n",
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||
" <td>540.0</td>\n",
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||
" <td>1</td>\n",
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||
" <td>2025-08-08 20:21:59</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>4</th>\n",
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" <td>2025-08-08 20:23:00</td>\n",
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||
" <td>100</td>\n",
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||
" <td>First Visit</td>\n",
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||
" <td>Badge Tent</td>\n",
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||
" <td>328</td>\n",
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||
" <td>607</td>\n",
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||
" <td>640.0</td>\n",
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||
" <td>1</td>\n",
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||
" <td>2025-08-08 20:22:59</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",
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||
" <th>896</th>\n",
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||
" <td>2025-08-12 13:34:00</td>\n",
|
||
" <td>91</td>\n",
|
||
" <td>Capture</td>\n",
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||
" <td>0E</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>588456.0</td>\n",
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||
" <td>91</td>\n",
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||
" <td>2025-08-12 13:32:29</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>897</th>\n",
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||
" <td>2025-08-12 13:39:00</td>\n",
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||
" <td>50</td>\n",
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||
" <td>Visit</td>\n",
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||
" <td>Pixelbar</td>\n",
|
||
" <td>379</td>\n",
|
||
" <td>602</td>\n",
|
||
" <td>588506.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2025-08-12 13:38:59</td>\n",
|
||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>898</th>\n",
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||
" <td>2025-08-12 13:42:00</td>\n",
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||
" <td>164</td>\n",
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||
" <td>Output Boost</td>\n",
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||
" <td>Site Sign</td>\n",
|
||
" <td>207</td>\n",
|
||
" <td>874</td>\n",
|
||
" <td>588670.0</td>\n",
|
||
" <td>1640</td>\n",
|
||
" <td>2025-08-12 13:14:40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>899</th>\n",
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||
" <td>2025-08-12 13:50:00</td>\n",
|
||
" <td>694</td>\n",
|
||
" <td>Capture</td>\n",
|
||
" <td>Pixelbar</td>\n",
|
||
" <td>379</td>\n",
|
||
" <td>602</td>\n",
|
||
" <td>589364.0</td>\n",
|
||
" <td>694</td>\n",
|
||
" <td>2025-08-12 13:38:26</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>900</th>\n",
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||
" <td>2025-08-12 14:00:00</td>\n",
|
||
" <td>284</td>\n",
|
||
" <td>Output Boost</td>\n",
|
||
" <td>Maker Days Eindhoven</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>749</td>\n",
|
||
" <td>589648.0</td>\n",
|
||
" <td>2840</td>\n",
|
||
" <td>2025-08-12 13:12:40</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
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||
"<p>901 rows × 9 columns</p>\n",
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||
"</div>"
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||
]
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||
},
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||
"execution_count": 2,
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||
"metadata": {},
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"output_type": "execute_result"
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}
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],
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||
"execution_count": 2
|
||
},
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||
{
|
||
"metadata": {
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||
"ExecuteTime": {
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"end_time": "2025-08-27T19:28:38.611006Z",
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||
"start_time": "2025-08-27T19:28:15.421580Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"vinzenz_seconds = generate_score_per_second(vinzenz_score_log)\n",
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||
"fiebertrauma_seconds = generate_score_per_second(fiebertrauma_score_log)"
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||
],
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||
"id": "8ae2f950e617a433",
|
||
"outputs": [],
|
||
"execution_count": 3
|
||
},
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||
{
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||
"metadata": {
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||
"ExecuteTime": {
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"end_time": "2025-08-27T19:28:39.379758Z",
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||
"start_time": "2025-08-27T19:28:38.731191Z"
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}
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},
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"cell_type": "code",
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"source": [
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||
"from matplotlib import dates\n",
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"\n",
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"fig, ax = plt.subplots()\n",
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"ax.plot('when', 'accumulated_score', data=vinzenz_seconds, label='vinzenz (seconds)')\n",
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"ax.plot('when', 'accumulated_score', data=fiebertrauma_seconds, label='Fiebertrauma (seconds)')\n",
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"ax.plot('when', 'accumulated_score', data=vinzenz_score_log, label='vinzenz (scorelog)')\n",
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"ax.plot('when', 'accumulated_score', data=fiebertrauma_score_log, label='Fiebertrauma (scorelog)')\n",
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"\n",
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"ax.xaxis.set_major_locator(dates.DayLocator(interval=1)) # every day\n",
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"ax.xaxis.set_major_formatter(dates.DateFormatter('\\n%d-%m-%Y'))\n",
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||
"plt.title('Accumulated Score')\n",
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"plt.legend()\n",
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||
"plt.show()"
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||
],
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||
"id": "526448f50cefdb2d",
|
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"outputs": [
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||
{
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||
"data": {
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||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
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||
],
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||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 4
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:28:39.528105Z",
|
||
"start_time": "2025-08-27T19:28:39.455541Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"# TODO: add correctly cropped map as background\n",
|
||
"plt.scatter('mapx', 'mapy', data=vinzenz_summary[vinzenz_summary['mapx'] != 0])\n",
|
||
"plt.title('Map positions of reactors')\n",
|
||
"plt.show()"
|
||
],
|
||
"id": "289a43ccda7019c5",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 5
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T20:05:22.876421Z",
|
||
"start_time": "2025-08-27T20:05:22.823002Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"plt.hist2d('mapx', 'mapy', weights='score', data=vinzenz_score_log, bins=60, cmin=1)\n",
|
||
"plt.show()"
|
||
],
|
||
"id": "fc5665ca0516e573",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 56
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:28:39.913434Z",
|
||
"start_time": "2025-08-27T19:28:39.907053Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"vinzenz_locations = get_known_player_locations(vinzenz_score_log)\n",
|
||
"vinzenz_locations"
|
||
],
|
||
"id": "37230b3a63ab6a2",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" name when mapx mapy\n",
|
||
"0 Info Desk 2025-08-08 20:13:59 216 505\n",
|
||
"1 Info Desk 2025-08-08 20:14:18 216 505\n",
|
||
"2 Info Desk 2025-08-08 20:19:02 216 505\n",
|
||
"3 Info Desk 2025-08-08 20:20:57 216 505\n",
|
||
"4 Main Bar 2025-08-08 20:21:59 190 570\n",
|
||
".. ... ... ... ...\n",
|
||
"894 Maker Days Eindhoven 2025-08-12 13:12:40 115 749\n",
|
||
"895 Site Sign 2025-08-12 13:14:40 207 874\n",
|
||
"896 Site Sign 2025-08-12 13:14:59 207 874\n",
|
||
"897 Pixelbar 2025-08-12 13:38:26 379 602\n",
|
||
"898 Pixelbar 2025-08-12 13:38:59 379 602\n",
|
||
"\n",
|
||
"[899 rows x 4 columns]"
|
||
],
|
||
"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>name</th>\n",
|
||
" <th>when</th>\n",
|
||
" <th>mapx</th>\n",
|
||
" <th>mapy</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Info Desk</td>\n",
|
||
" <td>2025-08-08 20:13:59</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Info Desk</td>\n",
|
||
" <td>2025-08-08 20:14:18</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Info Desk</td>\n",
|
||
" <td>2025-08-08 20:19:02</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Info Desk</td>\n",
|
||
" <td>2025-08-08 20:20:57</td>\n",
|
||
" <td>216</td>\n",
|
||
" <td>505</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Main Bar</td>\n",
|
||
" <td>2025-08-08 20:21:59</td>\n",
|
||
" <td>190</td>\n",
|
||
" <td>570</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>894</th>\n",
|
||
" <td>Maker Days Eindhoven</td>\n",
|
||
" <td>2025-08-12 13:12:40</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>749</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>895</th>\n",
|
||
" <td>Site Sign</td>\n",
|
||
" <td>2025-08-12 13:14:40</td>\n",
|
||
" <td>207</td>\n",
|
||
" <td>874</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>896</th>\n",
|
||
" <td>Site Sign</td>\n",
|
||
" <td>2025-08-12 13:14:59</td>\n",
|
||
" <td>207</td>\n",
|
||
" <td>874</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>897</th>\n",
|
||
" <td>Pixelbar</td>\n",
|
||
" <td>2025-08-12 13:38:26</td>\n",
|
||
" <td>379</td>\n",
|
||
" <td>602</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>898</th>\n",
|
||
" <td>Pixelbar</td>\n",
|
||
" <td>2025-08-12 13:38:59</td>\n",
|
||
" <td>379</td>\n",
|
||
" <td>602</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>899 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 7
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:28:40.184343Z",
|
||
"start_time": "2025-08-27T19:28:40.182442Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": "# TODO add sleep times to location data",
|
||
"id": "741931f39b0c5d12",
|
||
"outputs": [],
|
||
"execution_count": 8
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:28:42.918192Z",
|
||
"start_time": "2025-08-27T19:28:40.249645Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"vinzenz_locations_interpolated = interpolate_player_locations(vinzenz_locations)\n",
|
||
"vinzenz_locations_interpolated"
|
||
],
|
||
"id": "a2d10a0aaee79936",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" when mapx mapy\n",
|
||
"0 2025-08-08 20:13:59 216.0 505.0\n",
|
||
"1 2025-08-08 20:14:00 216.0 505.0\n",
|
||
"2 2025-08-08 20:14:01 216.0 505.0\n",
|
||
"3 2025-08-08 20:14:02 216.0 505.0\n",
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||
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||
"... ... ... ...\n",
|
||
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||
"169298 2025-08-12 13:38:55 379.0 602.0\n",
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||
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|
||
"169300 2025-08-12 13:38:57 379.0 602.0\n",
|
||
"169301 2025-08-12 13:38:58 379.0 602.0\n",
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||
"\n",
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||
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||
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|
||
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|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:28:46.139134Z",
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|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"fiebertrauma_locations = get_known_player_locations(fiebertrauma_score_log)\n",
|
||
"fiebertrauma_locations_interpolated = interpolate_player_locations(fiebertrauma_locations)\n",
|
||
"fiebertrauma_locations_interpolated"
|
||
],
|
||
"id": "4f620d2d45248440",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" when mapx mapy\n",
|
||
"0 2025-08-08 20:57:59 216.0 505.0\n",
|
||
"1 2025-08-08 20:58:00 216.0 505.0\n",
|
||
"2 2025-08-08 20:58:01 216.0 505.0\n",
|
||
"3 2025-08-08 20:58:02 216.0 505.0\n",
|
||
"4 2025-08-08 20:58:03 216.0 505.0\n",
|
||
"... ... ... ...\n",
|
||
"169590 2025-08-12 13:53:32 190.0 570.0\n",
|
||
"169591 2025-08-12 13:53:33 190.0 570.0\n",
|
||
"169592 2025-08-12 13:53:34 190.0 570.0\n",
|
||
"169593 2025-08-12 13:53:35 190.0 570.0\n",
|
||
"169594 2025-08-12 13:53:36 190.0 570.0\n",
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"\n",
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"[169595 rows x 3 columns]"
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],
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||
" <tr style=\"text-align: right;\">\n",
|
||
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|
||
" <th>when</th>\n",
|
||
" <th>mapx</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
" <th>1</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2025-08-08 20:58:01</td>\n",
|
||
" <td>216.0</td>\n",
|
||
" <td>505.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2025-08-08 20:58:02</td>\n",
|
||
" <td>216.0</td>\n",
|
||
" <td>505.0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2025-08-08 20:58:03</td>\n",
|
||
" <td>216.0</td>\n",
|
||
" <td>505.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169590</th>\n",
|
||
" <td>2025-08-12 13:53:32</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>570.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169591</th>\n",
|
||
" <td>2025-08-12 13:53:33</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>570.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169592</th>\n",
|
||
" <td>2025-08-12 13:53:34</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>570.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169593</th>\n",
|
||
" <td>2025-08-12 13:53:35</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>570.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169594</th>\n",
|
||
" <td>2025-08-12 13:53:36</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>570.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>169595 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 10
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:47:30.949342Z",
|
||
"start_time": "2025-08-27T19:47:30.809858Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"from matplotlib.colors import LogNorm\n",
|
||
"\n",
|
||
"plt.hist2d('mapx', 'mapy', data=vinzenz_locations_interpolated, bins=36, norm=LogNorm())\n",
|
||
"plt.title('Interpolated player locations - vinzenz')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"plt.hist2d('mapx', 'mapy', data=fiebertrauma_locations_interpolated, bins=36, norm=LogNorm())\n",
|
||
"plt.title('Interpolated player locations - Fiebertrauma')\n",
|
||
"plt.show()\n"
|
||
],
|
||
"id": "eb2de5456d7f3e34",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 44
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T19:40:10.690854Z",
|
||
"start_time": "2025-08-27T19:40:10.577015Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": "plt.imshow(vinzenz_locations_interpolated[['mapx', 'mapy']], norm=LogNorm())",
|
||
"id": "ead9f5dc2b5c26c5",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.image.AxesImage at 0x7fad0c10d5e0>"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": "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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 37
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T20:03:52.962873Z",
|
||
"start_time": "2025-08-27T20:03:05.639629Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"sns.kdeplot(\n",
|
||
" data=vinzenz_locations_interpolated, x=\"mapx\", y=\"mapy\",\n",
|
||
" fill=False, levels=100#, thresh=0,\n",
|
||
")"
|
||
],
|
||
"id": "ab1546c57cad06e9",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: xlabel='mapx', ylabel='mapy'>"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 54
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-08-27T20:01:35.634939Z",
|
||
"start_time": "2025-08-27T20:00:01.016171Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"loc_vin = vinzenz_locations_interpolated.copy()\n",
|
||
"loc_vin['player'] = 'vinzenz'\n",
|
||
"\n",
|
||
"loc_fib = fiebertrauma_locations_interpolated.copy()\n",
|
||
"loc_fib['player'] = 'Fiebertrauma'\n",
|
||
"\n",
|
||
"loc = pandas.concat([loc_vin, loc_fib])\n",
|
||
"sns.kdeplot(\n",
|
||
" data=loc, x=\"mapx\", y=\"mapy\", hue='player',\n",
|
||
" fill=False, levels=100, thresh=0,\n",
|
||
")"
|
||
],
|
||
"id": "e59006a5e17ce49a",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: xlabel='mapx', ylabel='mapy'>"
|
||
]
|
||
},
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 52
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|