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2023-03-29 18:13:06 +02:00
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AoE-Mining.md Normal file
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# AoE2 Mining
NAC 4 civ stats
https://docs.google.com/spreadsheets/d/16dc1TQ2qOIfN9bmqhxKeYP_CErMccD6m2xhC-j0Mhh8/edit#gid=785059360
Model the group stage of NAC4
https://gist.github.com/aseyboldt/3fe105acbb15f74cfd659b4f44641ebd
Datensatz mit Drafts und Ergebnissen pro Map
Is there such a thing as a "home map"?
account for skill difference: against better players, it does not matter as much who choose the map
Datensatz selber Erstellen für Plünderparty
Toornament API kostenpflichtig
https://www.toornament.com/de/pricing
Get Liquipedia Tournament data
https://liquipedia.net/ageofempires/Nili%27s_Apartment_Cup/4
Liquipedia APIs are parsing HTML, which is specific for each Game
Python wrapper for liquipedia API
https://github.com/c00kie17/liquipediapy
only dota, cs, smash
https://github.com/Ampa1R/liquipedia-api
https://liquipedia.net/ageofempires/api.php
contains link to Captains mode
use captains mode api to get draft
Take home maps from AoE2 CM?
https://aoe2cm.net/api
Draft Hera Lierrey final
https://aoe2cm.net/draft/FMHZx
Airflow:
Steps:
- input aoecm link
- download json data
- run python script to process data
## Jupyter notebook in docker:
There are different images to choose from: https://jupyter-docker-stacks.readthedocs.io/en/latest/using/selecting.html
docker run -it -p 8888:8888 jupyter/scipy-notebook:2023-03-27
Works only on WSL because of mounted host volume
run detached:
docker run --name jupyter -d \
-p 8888:8888 \
--user root \
-e NB_USER="marcelo" \
-e CHOWN_HOME=yes \
-w "/home/marcelo" \
-v ./jupyter-data:/home/marcelo \
jupyter/scipy-notebook:2023-03-27
configuration:
https://jupyter-docker-stacks.readthedocs.io/en/latest/using/common.html
How to install new packages:
https://jupyter-docker-stacks.readthedocs.io/en/latest/using/common.html#conda-environments
run inside container:
pip install liquipediapy
docker cp jupyter:/home/marcelo/AoE-data.ipynb .
Actually, the API-usage on the official site is straight forward.
A request to POST https://api.ageofempires.com/api/v2/AgeII/GetMPFull with content of {profileId: "199325", matchType: "3"} and a Header Content-Type: application/json for example will return JSON-encoded stats for Hera and RM. matchType corresponds to the leaderboard and is one of those: (Unranked=0, 1v1 Deathmatch=1, Team Deathmatch=2, 1v1 Random Map=3, Team Random Map=4).
https://github.com/SiegeEngineers/aoc-reference-data
Data format:
# NAC3 Group Stage
NAC3_Group_Stage,1000,1,TheViper,Hera,3-1,2020-01-04
https://github.com/SiegeEngineers/aoc-reference-data/blob/master/data/events/series.csv
Even if toornament API could be used: it only contains the set result, not the individual games
Score not enough to know who won which maps?
2:0 -> HOST won both
2:1 -> Host lost Neutral OR opponents home map
Data of who won which map can be retrieved via AoE Api

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AoE.postman_collection.json Normal file
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{
"info": {
"_postman_id": "9c561d84-43c5-4557-924f-d97fbbcf6ee6",
"name": "AoE",
"schema": "https://schema.getpostman.com/json/collection/v2.1.0/collection.json",
"_exporter_id": "7683507"
},
"item": [
{
"name": "Liquipedia API",
"item": [
{
"name": "Liquipedia",
"request": {
"method": "GET",
"header": [],
"url": {
"raw": "https://aoe2cm.net/api/draft/SjcLu",
"protocol": "https",
"host": [
"aoe2cm",
"net"
],
"path": [
"api",
"draft",
"SjcLu"
]
}
},
"response": []
}
]
},
{
"name": "Captains Mode API",
"item": [
{
"name": "Get finished Draft",
"request": {
"method": "GET",
"header": [],
"url": {
"raw": "https://aoe2cm.net/api/draft/SjcLu",
"protocol": "https",
"host": [
"aoe2cm",
"net"
],
"path": [
"api",
"draft",
"SjcLu"
]
}
},
"response": []
},
{
"name": "API connections",
"request": {
"method": "GET",
"header": [],
"url": {
"raw": "https://aoe2cm.net/api/connections",
"protocol": "https",
"host": [
"aoe2cm",
"net"
],
"path": [
"api",
"connections"
]
}
},
"response": []
},
{
"name": "Recent Drafts",
"request": {
"method": "GET",
"header": [],
"url": {
"raw": "https://aoe2cm.net/api/recentdrafts",
"protocol": "https",
"host": [
"aoe2cm",
"net"
],
"path": [
"api",
"recentdrafts"
]
}
},
"response": []
}
]
}
]
}

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# Start from a core stack version
FROM jupyter/datascience-notebook:2023-02-28
# Install from the requirements.txt file
COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
RUN pip install --no-cache-dir --requirement /tmp/requirements.txt && \
fix-permissions "${CONDA_DIR}" && \
fix-permissions "/home/${NB_USER}"

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,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Civ stats - Total,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Drafts concluded:,122,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Maps played:,497,
,,,Aztecs,Bengalis,Berbers,Bohemians,Britons,Bulgarians,Burgundians,Burmese,Byzantines,Celts,Chinese,Cumans,Dravidians,Ethiopians,Franks,Goths,Gurjaras,Hindustanis,Huns,Incas,Italians,Japanese,Khmer,Koreans,Lithuanians,Magyars,Malay,Malians,Mayans,Mongols,Persians,Poles,Portuguese,Saracens,Sicilians,Slavs,Spanish,Tatars,Teutons,Turks,Vietnamese,Vikings
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,Aztecs,Bengalis,Berbers,Bohemians,Britons,Bulgarians,Burgundians,Burmese,Byzantines,Celts,Chinese,Cumans,Dravidians,Ethiopians,Franks,Goths,Gurjaras,Hindustanis,Huns,Incas,Italians,Japanese,Khmer,Koreans,Lithuanians,Magyars,Malay,Malians,Mayans,Mongols,Persians,Poles,Portuguese,Saracens,Sicilians,Slavs,Spanish,Tatars,Teutons,Turks,Vietnamese,Vikings
,Times banned,,15,3,3,3,1,1,15,1,17,0,2,30,3,1,3,0,13,23,0,0,2,10,5,0,21,1,3,0,14,9,12,13,17,2,0,0,0,2,0,8,0,1
,Times sniped,,11,0,3,0,4,1,24,0,15,0,6,12,2,0,2,0,3,35,0,0,1,17,13,0,22,0,0,0,10,14,9,12,23,0,0,0,0,0,0,5,0,0
,Times drafted,,66,30,72,24,34,33,69,16,92,1,73,56,64,7,46,8,62,95,20,4,67,93,82,8,94,27,19,32,77,73,59,71,82,12,1,1,9,23,2,50,1,17
,Seen in % of drafts,,66%,27%,61%,22%,29%,28%,69%,14%,89%,1%,61%,70%,55%,7%,40%,7%,61%,97%,16%,3%,57%,84%,71%,7%,94%,23%,18%,26%,75%,67%,58%,69%,81%,11%,1%,1%,7%,20%,2%,48%,1%,15%
,Times played,,38,19,39,12,13,16,30,9,48,0,42,31,45,6,26,7,38,44,14,2,41,55,47,2,55,19,10,22,47,41,33,32,43,6,0,1,3,13,2,30,1,12
,Seen in % of series,,31%,16%,32%,10%,11%,13%,25%,7%,39%,0%,34%,25%,37%,5%,21%,6%,31%,36%,11%,2%,34%,45%,39%,2%,45%,16%,8%,18%,39%,34%,27%,26%,35%,5%,0%,1%,2%,11%,2%,25%,1%,10%
,Won,,25,6,18,4,4,7,16,6,23,0,17,20,23,3,10,5,23,19,9,0,22,30,17,0,24,8,6,10,28,17,18,18,30,3,0,1,1,6,1,13,0,6
,Lost,,13,13,21,8,9,9,14,3,25,0,25,11,22,3,16,2,15,25,5,2,19,25,30,2,31,11,4,12,19,24,15,14,13,3,0,0,2,7,1,17,1,6
,Win%,,66%,32%,46%,33%,31%,44%,53%,67%,48%,-,40%,65%,51%,50%,38%,71%,61%,43%,64%,0%,54%,55%,36%,0%,44%,42%,60%,45%,60%,41%,55%,56%,70%,50%,-,100%,33%,46%,50%,43%,0%,50%
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,African Reed Beds,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,83,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,28,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,30,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,6%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,0,0,9,0,0,1,0,1,0,0,0,0,4,0,4,0,2,1,2,1,3,10,1,1,3,1,1,4,0,9,1,0,0,0,0,0,1,0,0,0,0,0
,Seen on % of maps,,0%,0%,30%,0%,0%,3%,0%,3%,0%,0%,0%,0%,13%,0%,13%,0%,7%,3%,7%,3%,10%,33%,3%,3%,10%,3%,3%,13%,0%,30%,3%,0%,0%,0%,0%,0%,3%,0%,0%,0%,0%,0%
,Won,,0,0,5,0,0,1,0,1,0,0,0,0,1,0,1,0,1,1,1,0,1,8,1,0,1,1,1,1,0,3,0,0,0,0,0,0,1,0,0,0,0,0
,Lost,,0,0,4,0,0,0,0,0,0,0,0,0,3,0,3,0,1,0,1,1,2,2,0,1,2,0,0,3,0,6,1,0,0,0,0,0,0,0,0,0,0,0
,Win%,,-,-,56%,-,-,100%,-,100%,-,-,-,-,25%,-,25%,-,50%,100%,50%,0%,33%,80%,100%,0%,33%,100%,100%,25%,-,33%,0%,-,-,-,-,-,100%,-,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Arabia,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,43,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,70,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,59,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,12%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,14,0,0,0,0,0,3,0,4,0,17,4,0,1,7,0,5,11,2,0,1,2,2,0,5,1,0,0,24,5,0,4,3,0,0,0,0,2,0,0,1,0
,Seen on % of maps,,24%,0%,0%,0%,0%,0%,5%,0%,7%,0%,29%,7%,0%,2%,12%,0%,8%,19%,3%,0%,2%,3%,3%,0%,8%,2%,0%,0%,41%,8%,0%,7%,5%,0%,0%,0%,0%,3%,0%,0%,2%,0%
,Won,,10,0,0,0,0,0,2,0,2,0,5,2,0,1,4,0,2,4,1,0,1,1,0,0,1,1,0,0,15,3,0,2,2,0,0,0,0,0,0,0,0,0
,Lost,,4,0,0,0,0,0,1,0,2,0,12,2,0,0,3,0,3,7,1,0,0,1,2,0,4,0,0,0,9,2,0,2,1,0,0,0,0,2,0,0,1,0
,Win%,,71%,-,-,-,-,-,67%,-,50%,-,29%,50%,-,100%,57%,-,40%,36%,50%,-,100%,50%,0%,-,20%,100%,-,-,63%,60%,-,50%,67%,-,-,-,-,0%,-,-,0%,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Dry Graveyards,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,91,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,17,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,26,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,5%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,3,0,3,0,0,2,2,0,0,0,1,1,0,0,5,0,3,6,7,0,0,2,2,0,6,4,0,0,1,0,0,0,1,1,0,0,0,2,0,0,0,0
,Seen on % of maps,,12%,0%,12%,0%,0%,8%,8%,0%,0%,0%,4%,4%,0%,0%,19%,0%,12%,23%,27%,0%,0%,8%,8%,0%,23%,15%,0%,0%,4%,0%,0%,0%,4%,4%,0%,0%,0%,8%,0%,0%,0%,0%
,Won,,1,0,1,0,0,0,2,0,0,0,0,1,0,0,0,0,2,4,4,0,0,0,0,0,5,2,0,0,1,0,0,0,1,0,0,0,0,2,0,0,0,0
,Lost,,2,0,2,0,0,2,0,0,0,0,1,0,0,0,5,0,1,2,3,0,0,2,2,0,1,2,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0
,Win%,,33%,-,33%,-,-,0%,100%,-,-,-,0%,100%,-,-,0%,-,67%,67%,57%,-,-,0%,0%,-,83%,50%,-,-,100%,-,-,-,100%,0%,-,-,-,100%,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Enclosed,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,76,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,29,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,37,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,7%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,2,0,7,2,0,1,4,0,0,0,19,4,3,1,0,0,3,6,0,0,1,1,3,0,0,1,0,0,6,4,0,2,4,0,0,0,0,0,0,0,0,0
,Seen on % of maps,,5%,0%,19%,5%,0%,3%,11%,0%,0%,0%,51%,11%,8%,3%,0%,0%,8%,16%,0%,0%,3%,3%,8%,0%,0%,3%,0%,0%,16%,11%,0%,5%,11%,0%,0%,0%,0%,0%,0%,0%,0%,0%
,Won,,1,0,4,0,0,0,1,0,0,0,11,3,1,1,0,0,2,1,0,0,1,0,2,0,0,0,0,0,3,1,0,1,4,0,0,0,0,0,0,0,0,0
,Lost,,1,0,3,2,0,1,3,0,0,0,8,1,2,0,0,0,1,5,0,0,0,1,1,0,0,1,0,0,3,3,0,1,0,0,0,0,0,0,0,0,0,0
,Win%,,50%,-,57%,0%,-,0%,25%,-,-,-,58%,75%,33%,100%,-,-,67%,17%,-,-,100%,0%,67%,-,-,0%,-,-,50%,25%,-,50%,100%,-,-,-,-,-,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Fortified Clearing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,91,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,30,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,23,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,5%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,3,8,0,2,0,0,5,4,0,0,0,2,0,0,0,0,1,0,0,0,0,0,2,0,0,0,0,0,1,0,0,3,3,2,0,0,0,1,0,9,0,0
,Seen on % of maps,,13%,35%,0%,9%,0%,0%,22%,17%,0%,0%,0%,9%,0%,0%,0%,0%,4%,0%,0%,0%,0%,0%,9%,0%,0%,0%,0%,0%,4%,0%,0%,13%,13%,9%,0%,0%,0%,4%,0%,39%,0%,0%
,Won,,3,2,0,1,0,0,4,3,0,0,0,2,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,0,0,2,0,0
,Lost,,0,6,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,2,2,1,0,0,0,1,0,7,0,0
,Win%,,100%,25%,-,50%,-,-,80%,75%,-,-,-,100%,-,-,-,-,100%,-,-,-,-,-,50%,-,-,-,-,-,100%,-,-,33%,33%,50%,-,-,-,0%,-,22%,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Frigid Lake,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,63,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,48,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,48,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,10%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,1,0,2,0,0,0,0,0,7,0,0,0,1,1,0,0,3,4,0,0,7,7,27,0,11,0,1,0,3,1,19,0,1,0,0,0,0,0,0,0,0,0
,Seen on % of maps,,2%,0%,4%,0%,0%,0%,0%,0%,15%,0%,0%,0%,2%,2%,0%,0%,6%,8%,0%,0%,15%,15%,56%,0%,23%,0%,2%,0%,6%,2%,40%,0%,2%,0%,0%,0%,0%,0%,0%,0%,0%,0%
,Won,,1,0,1,0,0,0,0,0,3,0,0,0,1,1,0,0,0,1,0,0,6,2,10,0,5,0,1,0,1,0,14,0,1,0,0,0,0,0,0,0,0,0
,Lost,,0,0,1,0,0,0,0,0,4,0,0,0,0,0,0,0,3,3,0,0,1,5,17,0,6,0,0,0,2,1,5,0,0,0,0,0,0,0,0,0,0,0
,Win%,,100%,-,50%,-,-,-,-,-,43%,-,-,-,100%,100%,-,-,0%,25%,-,-,86%,29%,37%,-,45%,-,100%,-,33%,0%,74%,-,100%,-,-,-,-,-,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Golden Lakes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,92,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,28,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,21,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,4%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,1,0,3,0,0,0,0,1,3,0,0,0,1,0,0,0,0,0,2,0,5,5,0,0,5,0,5,5,0,0,2,0,3,0,0,0,0,0,1,0,0,0
,Seen on % of maps,,5%,0%,14%,0%,0%,0%,0%,5%,14%,0%,0%,0%,5%,0%,0%,0%,0%,0%,10%,0%,24%,24%,0%,0%,24%,0%,24%,24%,0%,0%,10%,0%,14%,0%,0%,0%,0%,0%,5%,0%,0%,0%
,Won,,1,0,2,0,0,0,0,1,2,0,0,0,0,0,0,0,0,0,2,0,3,3,0,0,1,0,2,3,0,0,1,0,0,0,0,0,0,0,0,0,0,0
,Lost,,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,2,2,0,0,4,0,3,2,0,0,1,0,3,0,0,0,0,0,1,0,0,0
,Win%,,100%,-,67%,-,-,-,-,100%,67%,-,-,-,0%,-,-,-,-,-,100%,-,60%,60%,-,-,20%,-,40%,60%,-,-,50%,-,0%,-,-,-,-,-,0%,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Golden Swamp,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,78,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,38,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,33,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,7%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,0,2,2,0,4,0,0,0,11,0,0,0,6,0,0,0,1,1,0,0,5,1,0,0,7,0,2,1,1,4,5,0,4,0,0,0,0,0,0,2,0,7
,Seen on % of maps,,0%,6%,6%,0%,12%,0%,0%,0%,33%,0%,0%,0%,18%,0%,0%,0%,3%,3%,0%,0%,15%,3%,0%,0%,21%,0%,6%,3%,3%,12%,15%,0%,12%,0%,0%,0%,0%,0%,0%,6%,0%,21%
,Won,,0,1,2,0,2,0,0,0,5,0,0,0,2,0,0,0,1,0,0,0,1,0,0,0,3,0,2,1,1,2,2,0,3,0,0,0,0,0,0,1,0,4
,Lost,,0,1,0,0,2,0,0,0,6,0,0,0,4,0,0,0,0,1,0,0,4,1,0,0,4,0,0,0,0,2,3,0,1,0,0,0,0,0,0,1,0,3
,Win%,,-,50%,100%,-,50%,-,-,-,45%,-,-,-,33%,-,-,-,100%,0%,-,-,20%,0%,-,-,43%,-,100%,100%,100%,50%,40%,-,75%,-,-,-,-,-,-,50%,-,57%
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Hippo Arena,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,57,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,63,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,49,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,10%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,0,2,0,8,5,0,13,0,1,0,0,9,0,0,0,0,2,4,0,0,3,0,4,0,0,1,0,0,1,0,0,17,7,0,0,0,1,0,1,19,0,0
,Seen on % of maps,,0%,4%,0%,16%,10%,0%,27%,0%,2%,0%,0%,18%,0%,0%,0%,0%,4%,8%,0%,0%,6%,0%,8%,0%,0%,2%,0%,0%,2%,0%,0%,35%,14%,0%,0%,0%,2%,0%,2%,39%,0%,0%
,Won,,0,0,0,3,1,0,6,0,0,0,0,6,0,0,0,0,1,2,0,0,1,0,2,0,0,0,0,0,1,0,0,11,4,0,0,0,0,0,1,10,0,0
,Lost,,0,2,0,5,4,0,7,0,1,0,0,3,0,0,0,0,1,2,0,0,2,0,2,0,0,1,0,0,0,0,0,6,3,0,0,0,1,0,0,9,0,0
,Win%,,-,0%,-,38%,20%,-,46%,-,0%,-,-,67%,-,-,-,-,50%,50%,-,-,33%,-,50%,-,-,0%,-,-,100%,-,-,65%,57%,-,-,-,0%,-,100%,53%,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Hippopotamus,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,89,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,30,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,28,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,6%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,3,0,8,0,1,0,0,0,1,0,0,1,10,1,0,0,0,1,0,0,0,7,0,0,6,0,0,8,2,5,1,1,0,0,0,0,0,0,0,0,0,0
,Seen on % of maps,,11%,0%,29%,0%,4%,0%,0%,0%,4%,0%,0%,4%,36%,4%,0%,0%,0%,4%,0%,0%,0%,25%,0%,0%,21%,0%,0%,29%,7%,18%,4%,4%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%
,Won,,1,0,3,0,0,0,0,0,0,0,0,0,9,0,0,0,0,0,0,0,0,5,0,0,3,0,0,4,2,1,0,0,0,0,0,0,0,0,0,0,0,0
,Lost,,2,0,5,0,1,0,0,0,1,0,0,1,1,1,0,0,0,1,0,0,0,2,0,0,3,0,0,4,0,4,1,1,0,0,0,0,0,0,0,0,0,0
,Win%,,33%,-,38%,-,0%,-,-,-,0%,-,-,0%,90%,0%,-,-,-,0%,-,-,-,71%,-,-,50%,-,-,50%,100%,20%,0%,0%,-,-,-,-,-,-,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Kawasan,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,75,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,35,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,38,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,8%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,4,2,1,0,0,0,0,0,16,0,0,0,7,0,0,0,1,1,0,0,5,10,0,0,5,0,1,4,0,1,4,0,13,0,0,1,0,0,0,0,0,0
,Seen on % of maps,,11%,5%,3%,0%,0%,0%,0%,0%,42%,0%,0%,0%,18%,0%,0%,0%,3%,3%,0%,0%,13%,26%,0%,0%,13%,0%,3%,11%,0%,3%,11%,0%,34%,0%,0%,3%,0%,0%,0%,0%,0%,0%
,Won,,4,0,0,0,0,0,0,0,6,0,0,0,3,0,0,0,1,0,0,0,2,6,0,0,2,0,0,1,0,0,1,0,11,0,0,1,0,0,0,0,0,0
,Lost,,0,2,1,0,0,0,0,0,10,0,0,0,4,0,0,0,0,1,0,0,3,4,0,0,3,0,1,3,0,1,3,0,2,0,0,0,0,0,0,0,0,0
,Win%,,100%,0%,0%,-,-,-,-,-,38%,-,-,-,43%,-,-,-,100%,0%,-,-,40%,60%,-,-,40%,-,0%,25%,-,0%,25%,-,85%,-,-,100%,-,-,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Morass,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,96,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,22,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,19,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,4%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,1,0,0,0,0,9,0,2,0,0,0,2,1,0,0,3,1,1,1,0,1,6,0,0,1,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
,Seen on % of maps,,5%,0%,0%,0%,0%,47%,0%,11%,0%,0%,0%,11%,5%,0%,0%,16%,5%,5%,5%,0%,5%,32%,0%,0%,5%,42%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,0%,5%
,Won,,0,0,0,0,0,4,0,1,0,0,0,2,0,0,0,3,0,1,1,0,1,2,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
,Lost,,1,0,0,0,0,5,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,4,0,0,1,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
,Win%,,0%,-,-,-,-,44%,-,50%,-,-,-,100%,0%,-,-,100%,0%,100%,100%,-,100%,33%,-,-,0%,50%,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,0%
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Northern Isles,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,94,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,24,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,19,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,4%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,0,5,0,0,0,0,1,0,3,0,0,0,8,0,0,0,0,0,0,0,10,1,0,1,1,0,0,0,0,0,1,0,3,0,0,0,0,0,0,0,0,4
,Seen on % of maps,,0%,26%,0%,0%,0%,0%,5%,0%,16%,0%,0%,0%,42%,0%,0%,0%,0%,0%,0%,0%,53%,5%,0%,5%,5%,0%,0%,0%,0%,0%,5%,0%,16%,0%,0%,0%,0%,0%,0%,0%,0%,21%
,Won,,0,3,0,0,0,0,0,0,3,0,0,0,3,0,0,0,0,0,0,0,5,1,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,2
,Lost,,0,2,0,0,0,0,1,0,0,0,0,0,5,0,0,0,0,0,0,0,5,0,0,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,2
,Win%,,-,60%,-,-,-,-,0%,-,100%,-,-,-,38%,-,-,-,-,-,-,-,50%,100%,-,0%,0%,-,-,-,-,-,0%,-,67%,-,-,-,-,-,-,-,-,50%
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Outcrop,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,77,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,26,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,36,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,7%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,5,0,3,0,3,0,2,0,2,0,5,8,0,2,0,0,10,6,0,1,0,1,0,0,2,0,0,0,6,1,0,3,0,3,0,0,1,8,0,0,0,0
,Seen on % of maps,,14%,0%,8%,0%,8%,0%,6%,0%,6%,0%,14%,22%,0%,6%,0%,0%,28%,17%,0%,3%,0%,3%,0%,0%,6%,0%,0%,0%,17%,3%,0%,8%,0%,8%,0%,0%,3%,22%,0%,0%,0%,0%
,Won,,2,0,0,0,1,0,1,0,2,0,1,4,0,0,0,0,8,4,0,0,0,1,0,0,1,0,0,0,3,0,0,2,0,2,0,0,0,4,0,0,0,0
,Lost,,3,0,3,0,2,0,1,0,0,0,4,4,0,2,0,0,2,2,0,1,0,0,0,0,1,0,0,0,3,1,0,1,0,1,0,0,1,4,0,0,0,0
,Win%,,40%,-,0%,-,33%,-,50%,-,100%,-,20%,50%,-,0%,-,-,80%,67%,-,0%,-,100%,-,-,50%,-,-,-,50%,0%,-,67%,-,67%,-,-,0%,50%,-,-,-,-
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Rocky Forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times banned:,83,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times picked:,32,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Total times played:,31,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,% of all played maps:,6%,
,,, ,,,, ,,,,,, ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Times played,,1,0,1,0,0,3,0,1,0,0,0,0,4,0,10,4,6,2,0,0,0,2,6,0,3,3,0,0,2,11,0,2,1,0,0,0,0,0,0,0,0,0
,Seen on % of maps,,3%,0%,3%,0%,0%,10%,0%,3%,0%,0%,0%,0%,13%,0%,32%,13%,19%,6%,0%,0%,0%,6%,19%,0%,10%,10%,0%,0%,6%,35%,0%,6%,3%,0%,0%,0%,0%,0%,0%,0%,0%,0%
,Won,,1,0,0,0,0,2,0,0,0,0,0,0,3,0,5,2,4,1,0,0,0,1,1,0,2,0,0,0,0,7,0,1,1,0,0,0,0,0,0,0,0,0
,Lost,,0,0,1,0,0,1,0,1,0,0,0,0,1,0,5,2,2,1,0,0,0,1,5,0,1,3,0,0,2,4,0,1,0,0,0,0,0,0,0,0,0,0
,Win%,,100%,-,0%,-,-,67%,-,0%,-,-,-,-,75%,-,50%,50%,67%,50%,-,-,-,50%,17%,-,67%,0%,-,-,0%,64%,-,50%,100%,-,-,-,-,-,-,-,-,-
1
2 Civ stats - Total Drafts concluded: 122
3 Maps played: 497
4 Aztecs Bengalis Berbers Bohemians Britons Bulgarians Burgundians Burmese Byzantines Celts Chinese Cumans Dravidians Ethiopians Franks Goths Gurjaras Hindustanis Huns Incas Italians Japanese Khmer Koreans Lithuanians Magyars Malay Malians Mayans Mongols Persians Poles Portuguese Saracens Sicilians Slavs Spanish Tatars Teutons Turks Vietnamese Vikings
5
6 Aztecs Bengalis Berbers Bohemians Britons Bulgarians Burgundians Burmese Byzantines Celts Chinese Cumans Dravidians Ethiopians Franks Goths Gurjaras Hindustanis Huns Incas Italians Japanese Khmer Koreans Lithuanians Magyars Malay Malians Mayans Mongols Persians Poles Portuguese Saracens Sicilians Slavs Spanish Tatars Teutons Turks Vietnamese Vikings
7 Times banned 15 3 3 3 1 1 15 1 17 0 2 30 3 1 3 0 13 23 0 0 2 10 5 0 21 1 3 0 14 9 12 13 17 2 0 0 0 2 0 8 0 1
8 Times sniped 11 0 3 0 4 1 24 0 15 0 6 12 2 0 2 0 3 35 0 0 1 17 13 0 22 0 0 0 10 14 9 12 23 0 0 0 0 0 0 5 0 0
9 Times drafted 66 30 72 24 34 33 69 16 92 1 73 56 64 7 46 8 62 95 20 4 67 93 82 8 94 27 19 32 77 73 59 71 82 12 1 1 9 23 2 50 1 17
10 Seen in % of drafts 66% 27% 61% 22% 29% 28% 69% 14% 89% 1% 61% 70% 55% 7% 40% 7% 61% 97% 16% 3% 57% 84% 71% 7% 94% 23% 18% 26% 75% 67% 58% 69% 81% 11% 1% 1% 7% 20% 2% 48% 1% 15%
11 Times played 38 19 39 12 13 16 30 9 48 0 42 31 45 6 26 7 38 44 14 2 41 55 47 2 55 19 10 22 47 41 33 32 43 6 0 1 3 13 2 30 1 12
12 Seen in % of series 31% 16% 32% 10% 11% 13% 25% 7% 39% 0% 34% 25% 37% 5% 21% 6% 31% 36% 11% 2% 34% 45% 39% 2% 45% 16% 8% 18% 39% 34% 27% 26% 35% 5% 0% 1% 2% 11% 2% 25% 1% 10%
13 Won 25 6 18 4 4 7 16 6 23 0 17 20 23 3 10 5 23 19 9 0 22 30 17 0 24 8 6 10 28 17 18 18 30 3 0 1 1 6 1 13 0 6
14 Lost 13 13 21 8 9 9 14 3 25 0 25 11 22 3 16 2 15 25 5 2 19 25 30 2 31 11 4 12 19 24 15 14 13 3 0 0 2 7 1 17 1 6
15 Win% 66% 32% 46% 33% 31% 44% 53% 67% 48% - 40% 65% 51% 50% 38% 71% 61% 43% 64% 0% 54% 55% 36% 0% 44% 42% 60% 45% 60% 41% 55% 56% 70% 50% - 100% 33% 46% 50% 43% 0% 50%
16
17 African Reed Beds Total times banned: 83
18 Total times picked: 28
19 Total times played: 30
20 % of all played maps: 6%
21
22
23 Times played 0 0 9 0 0 1 0 1 0 0 0 0 4 0 4 0 2 1 2 1 3 10 1 1 3 1 1 4 0 9 1 0 0 0 0 0 1 0 0 0 0 0
24 Seen on % of maps 0% 0% 30% 0% 0% 3% 0% 3% 0% 0% 0% 0% 13% 0% 13% 0% 7% 3% 7% 3% 10% 33% 3% 3% 10% 3% 3% 13% 0% 30% 3% 0% 0% 0% 0% 0% 3% 0% 0% 0% 0% 0%
25 Won 0 0 5 0 0 1 0 1 0 0 0 0 1 0 1 0 1 1 1 0 1 8 1 0 1 1 1 1 0 3 0 0 0 0 0 0 1 0 0 0 0 0
26 Lost 0 0 4 0 0 0 0 0 0 0 0 0 3 0 3 0 1 0 1 1 2 2 0 1 2 0 0 3 0 6 1 0 0 0 0 0 0 0 0 0 0 0
27 Win% - - 56% - - 100% - 100% - - - - 25% - 25% - 50% 100% 50% 0% 33% 80% 100% 0% 33% 100% 100% 25% - 33% 0% - - - - - 100% - - - - -
28
29 Arabia Total times banned: 43
30 Total times picked: 70
31 Total times played: 59
32 % of all played maps: 12%
33
34
35 Times played 14 0 0 0 0 0 3 0 4 0 17 4 0 1 7 0 5 11 2 0 1 2 2 0 5 1 0 0 24 5 0 4 3 0 0 0 0 2 0 0 1 0
36 Seen on % of maps 24% 0% 0% 0% 0% 0% 5% 0% 7% 0% 29% 7% 0% 2% 12% 0% 8% 19% 3% 0% 2% 3% 3% 0% 8% 2% 0% 0% 41% 8% 0% 7% 5% 0% 0% 0% 0% 3% 0% 0% 2% 0%
37 Won 10 0 0 0 0 0 2 0 2 0 5 2 0 1 4 0 2 4 1 0 1 1 0 0 1 1 0 0 15 3 0 2 2 0 0 0 0 0 0 0 0 0
38 Lost 4 0 0 0 0 0 1 0 2 0 12 2 0 0 3 0 3 7 1 0 0 1 2 0 4 0 0 0 9 2 0 2 1 0 0 0 0 2 0 0 1 0
39 Win% 71% - - - - - 67% - 50% - 29% 50% - 100% 57% - 40% 36% 50% - 100% 50% 0% - 20% 100% - - 63% 60% - 50% 67% - - - - 0% - - 0% -
40
41 Dry Graveyards Total times banned: 91
42 Total times picked: 17
43 Total times played: 26
44 % of all played maps: 5%
45
46
47 Times played 3 0 3 0 0 2 2 0 0 0 1 1 0 0 5 0 3 6 7 0 0 2 2 0 6 4 0 0 1 0 0 0 1 1 0 0 0 2 0 0 0 0
48 Seen on % of maps 12% 0% 12% 0% 0% 8% 8% 0% 0% 0% 4% 4% 0% 0% 19% 0% 12% 23% 27% 0% 0% 8% 8% 0% 23% 15% 0% 0% 4% 0% 0% 0% 4% 4% 0% 0% 0% 8% 0% 0% 0% 0%
49 Won 1 0 1 0 0 0 2 0 0 0 0 1 0 0 0 0 2 4 4 0 0 0 0 0 5 2 0 0 1 0 0 0 1 0 0 0 0 2 0 0 0 0
50 Lost 2 0 2 0 0 2 0 0 0 0 1 0 0 0 5 0 1 2 3 0 0 2 2 0 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
51 Win% 33% - 33% - - 0% 100% - - - 0% 100% - - 0% - 67% 67% 57% - - 0% 0% - 83% 50% - - 100% - - - 100% 0% - - - 100% - - - -
52
53 Enclosed Total times banned: 76
54 Total times picked: 29
55 Total times played: 37
56 % of all played maps: 7%
57
58
59 Times played 2 0 7 2 0 1 4 0 0 0 19 4 3 1 0 0 3 6 0 0 1 1 3 0 0 1 0 0 6 4 0 2 4 0 0 0 0 0 0 0 0 0
60 Seen on % of maps 5% 0% 19% 5% 0% 3% 11% 0% 0% 0% 51% 11% 8% 3% 0% 0% 8% 16% 0% 0% 3% 3% 8% 0% 0% 3% 0% 0% 16% 11% 0% 5% 11% 0% 0% 0% 0% 0% 0% 0% 0% 0%
61 Won 1 0 4 0 0 0 1 0 0 0 11 3 1 1 0 0 2 1 0 0 1 0 2 0 0 0 0 0 3 1 0 1 4 0 0 0 0 0 0 0 0 0
62 Lost 1 0 3 2 0 1 3 0 0 0 8 1 2 0 0 0 1 5 0 0 0 1 1 0 0 1 0 0 3 3 0 1 0 0 0 0 0 0 0 0 0 0
63 Win% 50% - 57% 0% - 0% 25% - - - 58% 75% 33% 100% - - 67% 17% - - 100% 0% 67% - - 0% - - 50% 25% - 50% 100% - - - - - - - - -
64
65 Fortified Clearing Total times banned: 91
66 Total times picked: 30
67 Total times played: 23
68 % of all played maps: 5%
69
70
71 Times played 3 8 0 2 0 0 5 4 0 0 0 2 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 1 0 0 3 3 2 0 0 0 1 0 9 0 0
72 Seen on % of maps 13% 35% 0% 9% 0% 0% 22% 17% 0% 0% 0% 9% 0% 0% 0% 0% 4% 0% 0% 0% 0% 0% 9% 0% 0% 0% 0% 0% 4% 0% 0% 13% 13% 9% 0% 0% 0% 4% 0% 39% 0% 0%
73 Won 3 2 0 1 0 0 4 3 0 0 0 2 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 1 1 0 0 0 0 0 2 0 0
74 Lost 0 6 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 2 1 0 0 0 1 0 7 0 0
75 Win% 100% 25% - 50% - - 80% 75% - - - 100% - - - - 100% - - - - - 50% - - - - - 100% - - 33% 33% 50% - - - 0% - 22% - -
76
77 Frigid Lake Total times banned: 63
78 Total times picked: 48
79 Total times played: 48
80 % of all played maps: 10%
81
82
83 Times played 1 0 2 0 0 0 0 0 7 0 0 0 1 1 0 0 3 4 0 0 7 7 27 0 11 0 1 0 3 1 19 0 1 0 0 0 0 0 0 0 0 0
84 Seen on % of maps 2% 0% 4% 0% 0% 0% 0% 0% 15% 0% 0% 0% 2% 2% 0% 0% 6% 8% 0% 0% 15% 15% 56% 0% 23% 0% 2% 0% 6% 2% 40% 0% 2% 0% 0% 0% 0% 0% 0% 0% 0% 0%
85 Won 1 0 1 0 0 0 0 0 3 0 0 0 1 1 0 0 0 1 0 0 6 2 10 0 5 0 1 0 1 0 14 0 1 0 0 0 0 0 0 0 0 0
86 Lost 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 3 3 0 0 1 5 17 0 6 0 0 0 2 1 5 0 0 0 0 0 0 0 0 0 0 0
87 Win% 100% - 50% - - - - - 43% - - - 100% 100% - - 0% 25% - - 86% 29% 37% - 45% - 100% - 33% 0% 74% - 100% - - - - - - - - -
88
89 Golden Lakes Total times banned: 92
90 Total times picked: 28
91 Total times played: 21
92 % of all played maps: 4%
93
94
95 Times played 1 0 3 0 0 0 0 1 3 0 0 0 1 0 0 0 0 0 2 0 5 5 0 0 5 0 5 5 0 0 2 0 3 0 0 0 0 0 1 0 0 0
96 Seen on % of maps 5% 0% 14% 0% 0% 0% 0% 5% 14% 0% 0% 0% 5% 0% 0% 0% 0% 0% 10% 0% 24% 24% 0% 0% 24% 0% 24% 24% 0% 0% 10% 0% 14% 0% 0% 0% 0% 0% 5% 0% 0% 0%
97 Won 1 0 2 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 2 0 3 3 0 0 1 0 2 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0
98 Lost 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 2 2 0 0 4 0 3 2 0 0 1 0 3 0 0 0 0 0 1 0 0 0
99 Win% 100% - 67% - - - - 100% 67% - - - 0% - - - - - 100% - 60% 60% - - 20% - 40% 60% - - 50% - 0% - - - - - 0% - - -
100
101 Golden Swamp Total times banned: 78
102 Total times picked: 38
103 Total times played: 33
104 % of all played maps: 7%
105
106
107 Times played 0 2 2 0 4 0 0 0 11 0 0 0 6 0 0 0 1 1 0 0 5 1 0 0 7 0 2 1 1 4 5 0 4 0 0 0 0 0 0 2 0 7
108 Seen on % of maps 0% 6% 6% 0% 12% 0% 0% 0% 33% 0% 0% 0% 18% 0% 0% 0% 3% 3% 0% 0% 15% 3% 0% 0% 21% 0% 6% 3% 3% 12% 15% 0% 12% 0% 0% 0% 0% 0% 0% 6% 0% 21%
109 Won 0 1 2 0 2 0 0 0 5 0 0 0 2 0 0 0 1 0 0 0 1 0 0 0 3 0 2 1 1 2 2 0 3 0 0 0 0 0 0 1 0 4
110 Lost 0 1 0 0 2 0 0 0 6 0 0 0 4 0 0 0 0 1 0 0 4 1 0 0 4 0 0 0 0 2 3 0 1 0 0 0 0 0 0 1 0 3
111 Win% - 50% 100% - 50% - - - 45% - - - 33% - - - 100% 0% - - 20% 0% - - 43% - 100% 100% 100% 50% 40% - 75% - - - - - - 50% - 57%
112
113 Hippo Arena Total times banned: 57
114 Total times picked: 63
115 Total times played: 49
116 % of all played maps: 10%
117
118
119 Times played 0 2 0 8 5 0 13 0 1 0 0 9 0 0 0 0 2 4 0 0 3 0 4 0 0 1 0 0 1 0 0 17 7 0 0 0 1 0 1 19 0 0
120 Seen on % of maps 0% 4% 0% 16% 10% 0% 27% 0% 2% 0% 0% 18% 0% 0% 0% 0% 4% 8% 0% 0% 6% 0% 8% 0% 0% 2% 0% 0% 2% 0% 0% 35% 14% 0% 0% 0% 2% 0% 2% 39% 0% 0%
121 Won 0 0 0 3 1 0 6 0 0 0 0 6 0 0 0 0 1 2 0 0 1 0 2 0 0 0 0 0 1 0 0 11 4 0 0 0 0 0 1 10 0 0
122 Lost 0 2 0 5 4 0 7 0 1 0 0 3 0 0 0 0 1 2 0 0 2 0 2 0 0 1 0 0 0 0 0 6 3 0 0 0 1 0 0 9 0 0
123 Win% - 0% - 38% 20% - 46% - 0% - - 67% - - - - 50% 50% - - 33% - 50% - - 0% - - 100% - - 65% 57% - - - 0% - 100% 53% - -
124
125 Hippopotamus Total times banned: 89
126 Total times picked: 30
127 Total times played: 28
128 % of all played maps: 6%
129
130
131 Times played 3 0 8 0 1 0 0 0 1 0 0 1 10 1 0 0 0 1 0 0 0 7 0 0 6 0 0 8 2 5 1 1 0 0 0 0 0 0 0 0 0 0
132 Seen on % of maps 11% 0% 29% 0% 4% 0% 0% 0% 4% 0% 0% 4% 36% 4% 0% 0% 0% 4% 0% 0% 0% 25% 0% 0% 21% 0% 0% 29% 7% 18% 4% 4% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0%
133 Won 1 0 3 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 5 0 0 3 0 0 4 2 1 0 0 0 0 0 0 0 0 0 0 0 0
134 Lost 2 0 5 0 1 0 0 0 1 0 0 1 1 1 0 0 0 1 0 0 0 2 0 0 3 0 0 4 0 4 1 1 0 0 0 0 0 0 0 0 0 0
135 Win% 33% - 38% - 0% - - - 0% - - 0% 90% 0% - - - 0% - - - 71% - - 50% - - 50% 100% 20% 0% 0% - - - - - - - - - -
136
137 Kawasan Total times banned: 75
138 Total times picked: 35
139 Total times played: 38
140 % of all played maps: 8%
141
142
143 Times played 4 2 1 0 0 0 0 0 16 0 0 0 7 0 0 0 1 1 0 0 5 10 0 0 5 0 1 4 0 1 4 0 13 0 0 1 0 0 0 0 0 0
144 Seen on % of maps 11% 5% 3% 0% 0% 0% 0% 0% 42% 0% 0% 0% 18% 0% 0% 0% 3% 3% 0% 0% 13% 26% 0% 0% 13% 0% 3% 11% 0% 3% 11% 0% 34% 0% 0% 3% 0% 0% 0% 0% 0% 0%
145 Won 4 0 0 0 0 0 0 0 6 0 0 0 3 0 0 0 1 0 0 0 2 6 0 0 2 0 0 1 0 0 1 0 11 0 0 1 0 0 0 0 0 0
146 Lost 0 2 1 0 0 0 0 0 10 0 0 0 4 0 0 0 0 1 0 0 3 4 0 0 3 0 1 3 0 1 3 0 2 0 0 0 0 0 0 0 0 0
147 Win% 100% 0% 0% - - - - - 38% - - - 43% - - - 100% 0% - - 40% 60% - - 40% - 0% 25% - 0% 25% - 85% - - 100% - - - - - -
148
149 Morass Total times banned: 96
150 Total times picked: 22
151 Total times played: 19
152 % of all played maps: 4%
153
154
155 Times played 1 0 0 0 0 9 0 2 0 0 0 2 1 0 0 3 1 1 1 0 1 6 0 0 1 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
156 Seen on % of maps 5% 0% 0% 0% 0% 47% 0% 11% 0% 0% 0% 11% 5% 0% 0% 16% 5% 5% 5% 0% 5% 32% 0% 0% 5% 42% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 0% 5%
157 Won 0 0 0 0 0 4 0 1 0 0 0 2 0 0 0 3 0 1 1 0 1 2 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
158 Lost 1 0 0 0 0 5 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 4 0 0 1 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
159 Win% 0% - - - - 44% - 50% - - - 100% 0% - - 100% 0% 100% 100% - 100% 33% - - 0% 50% - - - - - - - - - - - - - - - 0%
160
161 Northern Isles Total times banned: 94
162 Total times picked: 24
163 Total times played: 19
164 % of all played maps: 4%
165
166
167 Times played 0 5 0 0 0 0 1 0 3 0 0 0 8 0 0 0 0 0 0 0 10 1 0 1 1 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 4
168 Seen on % of maps 0% 26% 0% 0% 0% 0% 5% 0% 16% 0% 0% 0% 42% 0% 0% 0% 0% 0% 0% 0% 53% 5% 0% 5% 5% 0% 0% 0% 0% 0% 5% 0% 16% 0% 0% 0% 0% 0% 0% 0% 0% 21%
169 Won 0 3 0 0 0 0 0 0 3 0 0 0 3 0 0 0 0 0 0 0 5 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 2
170 Lost 0 2 0 0 0 0 1 0 0 0 0 0 5 0 0 0 0 0 0 0 5 0 0 1 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 2
171 Win% - 60% - - - - 0% - 100% - - - 38% - - - - - - - 50% 100% - 0% 0% - - - - - 0% - 67% - - - - - - - - 50%
172
173 Outcrop Total times banned: 77
174 Total times picked: 26
175 Total times played: 36
176 % of all played maps: 7%
177
178
179 Times played 5 0 3 0 3 0 2 0 2 0 5 8 0 2 0 0 10 6 0 1 0 1 0 0 2 0 0 0 6 1 0 3 0 3 0 0 1 8 0 0 0 0
180 Seen on % of maps 14% 0% 8% 0% 8% 0% 6% 0% 6% 0% 14% 22% 0% 6% 0% 0% 28% 17% 0% 3% 0% 3% 0% 0% 6% 0% 0% 0% 17% 3% 0% 8% 0% 8% 0% 0% 3% 22% 0% 0% 0% 0%
181 Won 2 0 0 0 1 0 1 0 2 0 1 4 0 0 0 0 8 4 0 0 0 1 0 0 1 0 0 0 3 0 0 2 0 2 0 0 0 4 0 0 0 0
182 Lost 3 0 3 0 2 0 1 0 0 0 4 4 0 2 0 0 2 2 0 1 0 0 0 0 1 0 0 0 3 1 0 1 0 1 0 0 1 4 0 0 0 0
183 Win% 40% - 0% - 33% - 50% - 100% - 20% 50% - 0% - - 80% 67% - 0% - 100% - - 50% - - - 50% 0% - 67% - 67% - - 0% 50% - - - -
184
185 Rocky Forest Total times banned: 83
186 Total times picked: 32
187 Total times played: 31
188 % of all played maps: 6%
189
190
191 Times played 1 0 1 0 0 3 0 1 0 0 0 0 4 0 10 4 6 2 0 0 0 2 6 0 3 3 0 0 2 11 0 2 1 0 0 0 0 0 0 0 0 0
192 Seen on % of maps 3% 0% 3% 0% 0% 10% 0% 3% 0% 0% 0% 0% 13% 0% 32% 13% 19% 6% 0% 0% 0% 6% 19% 0% 10% 10% 0% 0% 6% 35% 0% 6% 3% 0% 0% 0% 0% 0% 0% 0% 0% 0%
193 Won 1 0 0 0 0 2 0 0 0 0 0 0 3 0 5 2 4 1 0 0 0 1 1 0 2 0 0 0 0 7 0 1 1 0 0 0 0 0 0 0 0 0
194 Lost 0 0 1 0 0 1 0 1 0 0 0 0 1 0 5 2 2 1 0 0 0 1 5 0 1 3 0 0 2 4 0 1 0 0 0 0 0 0 0 0 0 0
195 Win% 100% - 0% - - 67% - 0% - - - - 75% - 50% 50% 67% 50% - - - 50% 17% - 67% 0% - - 0% 64% - 50% 100% - - - - - - - - -

332
jupyter-data/AoE-data.ipynb Normal file
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{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"id": "4817ec9b-c8e3-45a4-97dc-acee536e4d77",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import requests\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a05a0d5e-012e-46b8-a52c-7f8a3a412e62",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"nac4_finals_draft_id='FMHZx'"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "16438549-78b6-4865-ba7d-fb90486579e3",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def download_draft_json(draft_id):\n",
" url = \"https://aoe2cm.net/api/draft/{}\".format(draft_id)\n",
"\n",
" payload={}\n",
" headers = {}\n",
"\n",
" response = requests.request(\"GET\", url, headers=headers, data=payload)\n",
"\n",
" # print(response.text)\n",
" draft_json_string = response.text\n",
" draft_dict = json.loads(draft_json_string)\n",
" return draft_dict"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "527953cb-e30f-4599-a5e6-b5f8ce3b678d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# draft_dict['events']"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "4f068845-8292-4b38-bd2b-0d89a2eea434",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"marcel_vs_canuck= 'lipeX'"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "8a375968-3d08-46e2-b7be-45a926de40f1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"marcel_vs_canuck_json = download_draft_json(marcel_vs_canuck)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "69ecf8fd-b437-4632-9f6e-1172a34badf0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# marcel_vs_canuck_json"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "c45783ac-50c0-4cf2-b451-23d11b5f5079",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "a9f08fa9-4f90-4ba1-a639-78ec888ac86c",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"draft_events = marcel_vs_canuck_json['events']"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "527935c9-1f49-4c7f-8b4a-b95475a66068",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"draft_events_df = pd.DataFrame.from_dict(draft_events)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "7e2bb0c3-ab79-4e95-94f7-52a590e8dfe6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"draft_picks = draft_events_df[draft_events_df['actionType'] == 'pick']"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "99dedcda-5664-492b-a076-7fe059948660",
"metadata": {
"tags": []
},
"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>player</th>\n",
" <th>executingPlayer</th>\n",
" <th>actionType</th>\n",
" <th>chosenOptionId</th>\n",
" <th>isRandomlyChosen</th>\n",
" <th>offset</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>HOST</td>\n",
" <td>HOST</td>\n",
" <td>pick</td>\n",
" <td>Koala</td>\n",
" <td>False</td>\n",
" <td>13973</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>GUEST</td>\n",
" <td>GUEST</td>\n",
" <td>pick</td>\n",
" <td>Nordinseln</td>\n",
" <td>False</td>\n",
" <td>26925</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>HOST</td>\n",
" <td>HOST</td>\n",
" <td>pick</td>\n",
" <td>Vier Seen</td>\n",
" <td>False</td>\n",
" <td>54947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" player executingPlayer actionType chosenOptionId isRandomlyChosen offset\n",
"2 HOST HOST pick Koala False 13973\n",
"3 GUEST GUEST pick Nordinseln False 26925\n",
"8 HOST HOST pick Vier Seen False 54947"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"draft_picks"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "17a9c895-c486-4b53-b34d-917e6e94d0fc",
"metadata": {},
"outputs": [],
"source": [
"# the last pick is the neutral map\n",
"def mark_neutral_map(draft_picks):\n",
" draft_picks.\n",
" draft_picks['neutral_map'] = "
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "1a82cae5-dd3d-4799-baa1-be30f550d19b",
"metadata": {
"tags": []
},
"outputs": [
{
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" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>HOST</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" player executingPlayer actionType chosenOptionId isRandomlyChosen offset\n",
"8 HOST HOST pick Vier Seen False 54947"
]
},
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"metadata": {},
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}
],
"source": [
"draft_picks.tail(1)"
]
}
],
"metadata": {
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"language": "python",
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},
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7507
raw_data/players.yaml Normal file
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4
raw_data/pluenderparty.csv Normal file
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Game_id Player0 Player1 Map Result
0 Marcel5751 Canuck NorthernIles 1
1 Marcel5751 Canuck 4lakes 0
2 Marcel5751 Canuck Koala 1
1 Game_id Player0 Player1 Map Result
2 0 Marcel5751 Canuck NorthernIles 1
3 1 Marcel5751 Canuck 4lakes 0
4 2 Marcel5751 Canuck Koala 1