diff --git a/.gitignore b/.gitignore
index 7e144ff..a20315b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,11 @@
+# Airflow stuff
+logs/
+airflow.db
+airflow.cfg
+unittests.cfg
+webserver_config.py
+
+
# ---> JupyterNotebooks
# gitignore template for Jupyter Notebooks
# website: http://jupyter.org/
diff --git a/AoE-Mining.md b/AoE-Mining.md
index 75b88a0..da3e2c3 100644
--- a/AoE-Mining.md
+++ b/AoE-Mining.md
@@ -48,8 +48,6 @@ https://aoe2cm.net/draft/FMHZx
-
-
Airflow:
Steps:
- input aoecm link
@@ -57,38 +55,6 @@ Steps:
- 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).
diff --git a/README.md b/README.md
deleted file mode 100644
index bdd3fb5..0000000
--- a/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-# aoe2-data
-
diff --git a/airflow/Airflow.postman_collection.json b/airflow/Airflow.postman_collection.json
new file mode 100644
index 0000000..a09a3f3
--- /dev/null
+++ b/airflow/Airflow.postman_collection.json
@@ -0,0 +1,46 @@
+{
+ "info": {
+ "_postman_id": "4bef20ab-fcaf-4d6b-b73c-ee856fd6e147",
+ "name": "Airflow",
+ "schema": "https://schema.getpostman.com/json/collection/v2.1.0/collection.json",
+ "_exporter_id": "7683507"
+ },
+ "item": [
+ {
+ "name": "get all DAGs",
+ "request": {
+ "auth": {
+ "type": "basic",
+ "basic": [
+ {
+ "key": "password",
+ "value": "airflow",
+ "type": "string"
+ },
+ {
+ "key": "username",
+ "value": "airflow",
+ "type": "string"
+ }
+ ]
+ },
+ "method": "GET",
+ "header": [],
+ "url": {
+ "raw": "http://localhost:8080/api/v1/dags",
+ "protocol": "http",
+ "host": [
+ "localhost"
+ ],
+ "port": "8080",
+ "path": [
+ "api",
+ "v1",
+ "dags"
+ ]
+ }
+ },
+ "response": []
+ }
+ ]
+}
\ No newline at end of file
diff --git a/airflow/Readme.md b/airflow/Readme.md
new file mode 100644
index 0000000..34cf526
--- /dev/null
+++ b/airflow/Readme.md
@@ -0,0 +1,24 @@
+# Apache Airflow Investigation
+
+login:
+airflow:airflow
+
+Questions:
+ - Predefined Modules like "nifi processors"?
+
+xcom= cross communication between DAG components
+
+ti= task instance
+
+test task on CLI:
+airflow tasks test aoe_draft_dag
+
+
+webserver runing in Gunicorn
+Redis needed for xCom
+
+OpenFaas Provider
+https://airflow.apache.org/docs/apache-airflow-providers-openfaas/stable/index.html
+
+https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/index.html
+
diff --git a/airflow/dags/aoe_draft_dag.py b/airflow/dags/aoe_draft_dag.py
new file mode 100644
index 0000000..8ed2953
--- /dev/null
+++ b/airflow/dags/aoe_draft_dag.py
@@ -0,0 +1,44 @@
+from airflow import DAG
+from airflow.operators.python import PythonOperator
+from airflow.operators.bash import BashOperator
+
+from datetime import datetime
+
+import drafts
+
+
+def extract_draft_data():
+ marcel_vs_canuck = 'lipeX'
+ return drafts.download_draft_json(marcel_vs_canuck)
+
+def transform_draft(ti):
+ draft_json=ti.xcom_pull(task_ids=['extract_draft1'])
+ if not draft_json:
+ raise ValueError("No value stored in XComs")
+ draft_picks=drafts.get_picked_maps(draft_json)
+ return drafts.neutral_map_as_string(draft_picks)
+
+
+# catchup: avoid running non-triggered dag-runs since start_date
+with DAG("aoe_dag", start_date=datetime(2023, 1, 1), schedule_interval="@daily", catchup=False) as dag:
+
+ #E
+ extract_data = PythonOperator(
+ task_id="extract_draft1",
+ python_callable=extract_draft_data,
+ do_xcom_push=True
+ )
+
+ #T
+ transform_data = PythonOperator(
+ task_id="transform_draft1",
+ python_callable=transform_draft
+ )
+
+ #L
+ print_output = BashOperator(
+ task_id="print1",
+ bash_command="echo 'bla'"
+ )
+
+extract_data >> transform_data >> print_output
\ No newline at end of file
diff --git a/airflow/dags/drafts.py b/airflow/dags/drafts.py
new file mode 100644
index 0000000..a6cec3c
--- /dev/null
+++ b/airflow/dags/drafts.py
@@ -0,0 +1,27 @@
+import requests
+import json
+import pandas as pd
+
+def download_draft_json(draft_id):
+ url = "https://aoe2cm.net/api/draft/{}".format(draft_id)
+
+ payload={}
+ headers = {}
+
+ response = requests.request("GET", url, headers=headers, data=payload)
+
+ # print(response.text)
+ draft_json_string = response.text
+ draft_dict = json.loads(draft_json_string)
+ return draft_dict
+
+def get_picked_maps(draft_json):
+ draft_events = draft_json['events']
+ draft_events_df = pd.DataFrame.from_dict(draft_events)
+ draft_picks = draft_events_df[draft_events_df['actionType'] == 'pick']
+ return draft_picks
+
+# the last pick is the neutral map
+def neutral_map_as_string(draft_picks):
+ # print(draft_picks.tail(1)['chosenOptionId'])
+ return str(draft_picks.tail(1)['chosenOptionId'][8])
\ No newline at end of file
diff --git a/airflow/docker-compose.yaml b/airflow/docker-compose.yaml
new file mode 100644
index 0000000..6f6e7ed
--- /dev/null
+++ b/airflow/docker-compose.yaml
@@ -0,0 +1,298 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+# Basic Airflow cluster configuration for CeleryExecutor with Redis and PostgreSQL.
+#
+# WARNING: This configuration is for local development. Do not use it in a production deployment.
+#
+# This configuration supports basic configuration using environment variables or an .env file
+# The following variables are supported:
+#
+# AIRFLOW_IMAGE_NAME - Docker image name used to run Airflow.
+# Default: apache/airflow:2.5.2
+# AIRFLOW_UID - User ID in Airflow containers
+# Default: 50000
+# AIRFLOW_PROJ_DIR - Base path to which all the files will be volumed.
+# Default: .
+# Those configurations are useful mostly in case of standalone testing/running Airflow in test/try-out mode
+#
+# _AIRFLOW_WWW_USER_USERNAME - Username for the administrator account (if requested).
+# Default: airflow
+# _AIRFLOW_WWW_USER_PASSWORD - Password for the administrator account (if requested).
+# Default: airflow
+# _PIP_ADDITIONAL_REQUIREMENTS - Additional PIP requirements to add when starting all containers.
+# Use this option ONLY for quick checks. Installing requirements at container
+# startup is done EVERY TIME the service is started.
+# A better way is to build a custom image or extend the official image
+# as described in https://airflow.apache.org/docs/docker-stack/build.html.
+# Default: ''
+#
+# Feel free to modify this file to suit your needs.
+---
+version: '3.8'
+x-airflow-common:
+ &airflow-common
+ # In order to add custom dependencies or upgrade provider packages you can use your extended image.
+ # Comment the image line, place your Dockerfile in the directory where you placed the docker-compose.yaml
+ # and uncomment the "build" line below, Then run `docker-compose build` to build the images.
+ image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.5.2}
+ # build: .
+ environment:
+ &airflow-common-env
+ AIRFLOW__CORE__EXECUTOR: CeleryExecutor
+ AIRFLOW__DATABASE__SQL_ALCHEMY_CONN: postgresql+psycopg2://airflow:airflow@postgres/airflow
+ # For backward compatibility, with Airflow <2.3
+ AIRFLOW__CORE__SQL_ALCHEMY_CONN: postgresql+psycopg2://airflow:airflow@postgres/airflow
+ AIRFLOW__CELERY__RESULT_BACKEND: db+postgresql://airflow:airflow@postgres/airflow
+ AIRFLOW__CELERY__BROKER_URL: redis://:@redis:6379/0
+ AIRFLOW__CORE__FERNET_KEY: ''
+ AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: 'true'
+ AIRFLOW__CORE__LOAD_EXAMPLES: 'true'
+ AIRFLOW__API__AUTH_BACKENDS: 'airflow.api.auth.backend.basic_auth,airflow.api.auth.backend.session'
+ # yamllint disable rule:line-length
+ # Use simple http server on scheduler for health checks
+ # See https://airflow.apache.org/docs/apache-airflow/stable/administration-and-deployment/logging-monitoring/check-health.html#scheduler-health-check-server
+ # yamllint enable rule:line-length
+ AIRFLOW__SCHEDULER__ENABLE_HEALTH_CHECK: 'true'
+ # WARNING: Use _PIP_ADDITIONAL_REQUIREMENTS option ONLY for a quick checks
+ # for other purpose (development, test and especially production usage) build/extend Airflow image.
+ _PIP_ADDITIONAL_REQUIREMENTS: ${_PIP_ADDITIONAL_REQUIREMENTS:-}
+ volumes:
+ - ${AIRFLOW_PROJ_DIR:-.}/dags:/opt/airflow/dags
+ - ${AIRFLOW_PROJ_DIR:-.}/logs:/opt/airflow/logs
+ - ${AIRFLOW_PROJ_DIR:-.}/plugins:/opt/airflow/plugins
+ user: "${AIRFLOW_UID:-50000}:0"
+ depends_on:
+ &airflow-common-depends-on
+ redis:
+ condition: service_healthy
+ postgres:
+ condition: service_healthy
+
+services:
+ postgres:
+ image: postgres:13
+ environment:
+ POSTGRES_USER: airflow
+ POSTGRES_PASSWORD: airflow
+ POSTGRES_DB: airflow
+ volumes:
+ - postgres-db-volume:/var/lib/postgresql/data
+ healthcheck:
+ test: ["CMD", "pg_isready", "-U", "airflow"]
+ interval: 10s
+ retries: 5
+ start_period: 5s
+ restart: always
+
+ redis:
+ image: redis:latest
+ expose:
+ - 6379
+ healthcheck:
+ test: ["CMD", "redis-cli", "ping"]
+ interval: 10s
+ timeout: 30s
+ retries: 50
+ start_period: 30s
+ restart: always
+
+ airflow-webserver:
+ <<: *airflow-common
+ command: webserver
+ ports:
+ - "8080:8080"
+ healthcheck:
+ test: ["CMD", "curl", "--fail", "http://localhost:8080/health"]
+ interval: 30s
+ timeout: 10s
+ retries: 5
+ start_period: 30s
+ restart: always
+ depends_on:
+ <<: *airflow-common-depends-on
+ airflow-init:
+ condition: service_completed_successfully
+
+ airflow-scheduler:
+ <<: *airflow-common
+ command: scheduler
+ healthcheck:
+ test: ["CMD", "curl", "--fail", "http://localhost:8974/health"]
+ interval: 30s
+ timeout: 10s
+ retries: 5
+ start_period: 30s
+ restart: always
+ depends_on:
+ <<: *airflow-common-depends-on
+ airflow-init:
+ condition: service_completed_successfully
+
+ airflow-worker:
+ <<: *airflow-common
+ command: celery worker
+ healthcheck:
+ test:
+ - "CMD-SHELL"
+ - 'celery --app airflow.executors.celery_executor.app inspect ping -d "celery@$${HOSTNAME}"'
+ interval: 30s
+ timeout: 10s
+ retries: 5
+ start_period: 30s
+ environment:
+ <<: *airflow-common-env
+ # Required to handle warm shutdown of the celery workers properly
+ # See https://airflow.apache.org/docs/docker-stack/entrypoint.html#signal-propagation
+ DUMB_INIT_SETSID: "0"
+ restart: always
+ depends_on:
+ <<: *airflow-common-depends-on
+ airflow-init:
+ condition: service_completed_successfully
+
+ airflow-triggerer:
+ <<: *airflow-common
+ command: triggerer
+ healthcheck:
+ test: ["CMD-SHELL", 'airflow jobs check --job-type TriggererJob --hostname "$${HOSTNAME}"']
+ interval: 30s
+ timeout: 10s
+ retries: 5
+ start_period: 30s
+ restart: always
+ depends_on:
+ <<: *airflow-common-depends-on
+ airflow-init:
+ condition: service_completed_successfully
+
+ airflow-init:
+ <<: *airflow-common
+ entrypoint: /bin/bash
+ # yamllint disable rule:line-length
+ command:
+ - -c
+ - |
+ function ver() {
+ printf "%04d%04d%04d%04d" $${1//./ }
+ }
+ airflow_version=$$(AIRFLOW__LOGGING__LOGGING_LEVEL=INFO && gosu airflow airflow version)
+ airflow_version_comparable=$$(ver $${airflow_version})
+ min_airflow_version=2.2.0
+ min_airflow_version_comparable=$$(ver $${min_airflow_version})
+ if (( airflow_version_comparable < min_airflow_version_comparable )); then
+ echo
+ echo -e "\033[1;31mERROR!!!: Too old Airflow version $${airflow_version}!\e[0m"
+ echo "The minimum Airflow version supported: $${min_airflow_version}. Only use this or higher!"
+ echo
+ exit 1
+ fi
+ if [[ -z "${AIRFLOW_UID}" ]]; then
+ echo
+ echo -e "\033[1;33mWARNING!!!: AIRFLOW_UID not set!\e[0m"
+ echo "If you are on Linux, you SHOULD follow the instructions below to set "
+ echo "AIRFLOW_UID environment variable, otherwise files will be owned by root."
+ echo "For other operating systems you can get rid of the warning with manually created .env file:"
+ echo " See: https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#setting-the-right-airflow-user"
+ echo
+ fi
+ one_meg=1048576
+ mem_available=$$(($$(getconf _PHYS_PAGES) * $$(getconf PAGE_SIZE) / one_meg))
+ cpus_available=$$(grep -cE 'cpu[0-9]+' /proc/stat)
+ disk_available=$$(df / | tail -1 | awk '{print $$4}')
+ warning_resources="false"
+ if (( mem_available < 4000 )) ; then
+ echo
+ echo -e "\033[1;33mWARNING!!!: Not enough memory available for Docker.\e[0m"
+ echo "At least 4GB of memory required. You have $$(numfmt --to iec $$((mem_available * one_meg)))"
+ echo
+ warning_resources="true"
+ fi
+ if (( cpus_available < 2 )); then
+ echo
+ echo -e "\033[1;33mWARNING!!!: Not enough CPUS available for Docker.\e[0m"
+ echo "At least 2 CPUs recommended. You have $${cpus_available}"
+ echo
+ warning_resources="true"
+ fi
+ if (( disk_available < one_meg * 10 )); then
+ echo
+ echo -e "\033[1;33mWARNING!!!: Not enough Disk space available for Docker.\e[0m"
+ echo "At least 10 GBs recommended. You have $$(numfmt --to iec $$((disk_available * 1024 )))"
+ echo
+ warning_resources="true"
+ fi
+ if [[ $${warning_resources} == "true" ]]; then
+ echo
+ echo -e "\033[1;33mWARNING!!!: You have not enough resources to run Airflow (see above)!\e[0m"
+ echo "Please follow the instructions to increase amount of resources available:"
+ echo " https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#before-you-begin"
+ echo
+ fi
+ mkdir -p /sources/logs /sources/dags /sources/plugins
+ chown -R "${AIRFLOW_UID}:0" /sources/{logs,dags,plugins}
+ exec /entrypoint airflow version
+ # yamllint enable rule:line-length
+ environment:
+ <<: *airflow-common-env
+ _AIRFLOW_DB_UPGRADE: 'true'
+ _AIRFLOW_WWW_USER_CREATE: 'true'
+ _AIRFLOW_WWW_USER_USERNAME: ${_AIRFLOW_WWW_USER_USERNAME:-airflow}
+ _AIRFLOW_WWW_USER_PASSWORD: ${_AIRFLOW_WWW_USER_PASSWORD:-airflow}
+ _PIP_ADDITIONAL_REQUIREMENTS: ''
+ user: "0:0"
+ volumes:
+ - ${AIRFLOW_PROJ_DIR:-.}:/sources
+
+ airflow-cli:
+ <<: *airflow-common
+ profiles:
+ - debug
+ environment:
+ <<: *airflow-common-env
+ CONNECTION_CHECK_MAX_COUNT: "0"
+ # Workaround for entrypoint issue. See: https://github.com/apache/airflow/issues/16252
+ command:
+ - bash
+ - -c
+ - airflow
+
+ # You can enable flower by adding "--profile flower" option e.g. docker-compose --profile flower up
+ # or by explicitly targeted on the command line e.g. docker-compose up flower.
+ # See: https://docs.docker.com/compose/profiles/
+ flower:
+ <<: *airflow-common
+ command: celery flower
+ profiles:
+ - flower
+ ports:
+ - "5555:5555"
+ healthcheck:
+ test: ["CMD", "curl", "--fail", "http://localhost:5555/"]
+ interval: 30s
+ timeout: 10s
+ retries: 5
+ start_period: 30s
+ restart: always
+ depends_on:
+ <<: *airflow-common-depends-on
+ airflow-init:
+ condition: service_completed_successfully
+
+volumes:
+ postgres-db-volume:
diff --git a/jupyter-data/AoE-data.ipynb b/jupyter-data/AoE-data.ipynb
deleted file mode 100644
index ac96de8..0000000
--- a/jupyter-data/AoE-data.ipynb
+++ /dev/null
@@ -1,332 +0,0 @@
-{
- "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": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " player | \n",
- " executingPlayer | \n",
- " actionType | \n",
- " chosenOptionId | \n",
- " isRandomlyChosen | \n",
- " offset | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 2 | \n",
- " HOST | \n",
- " HOST | \n",
- " pick | \n",
- " Koala | \n",
- " False | \n",
- " 13973 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " GUEST | \n",
- " GUEST | \n",
- " pick | \n",
- " Nordinseln | \n",
- " False | \n",
- " 26925 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " HOST | \n",
- " HOST | \n",
- " pick | \n",
- " Vier Seen | \n",
- " False | \n",
- " 54947 | \n",
- "
\n",
- " \n",
- "
\n",
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " player | \n",
- " executingPlayer | \n",
- " actionType | \n",
- " chosenOptionId | \n",
- " isRandomlyChosen | \n",
- " offset | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 8 | \n",
- " HOST | \n",
- " HOST | \n",
- " pick | \n",
- " Vier Seen | \n",
- " False | \n",
- " 54947 | \n",
- "
\n",
- " \n",
- "
\n",
- "