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abrichr committed Feb 29, 2024
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44 changes: 22 additions & 22 deletions experiments/pm4py/00. pm4py simple.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 과정 및 참고\n",
"- 각종 라이브러리 import\n",
"- csv 파일 읽기\n",
"- xes 포맷 변경\n",
"- xes 필터링 (필요시)\n",
"- 각종 알고리즘 도식화\n",
"- 참고 url : https://pm4py.fit.fraunhofer.de/\n",
"- 참고 url : https://process-mining.tistory.com/140"
"## Process and Notes\n",
"- Import various libraries\n",
"- Read CSV files\n",
"- Change to XES format\n",
"- Filtering XES (if necessary)\n",
"- Visualize various algorithms\n",
"- Reference URL: https://pm4py.fit.fraunhofer.de/\n",
"- Reference URL: https://process-mining.tistory.com/140\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 0. 각종 라이브러리 import"
"## 0. Import various libraries\n"
]
},
{
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. csv 파일 읽어오기\n",
" - CSV 파일 다운로드 경로 : https://pm.fit.fraunhofer.de/static/assets/data/getting_started/running-example.csv"
"## 1. Reading CSV files\n",
" - CSV file download path: https://pm.fit.fraunhofer.de/static/assets/data/getting_started/running-example.csv"
]
},
{
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. xes 포맷 변경"
"## 2. Change to XES format"
]
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"## 2.1. EDA\n",
"def _21_plot_xes(event_log_xes):\n",
" # activity 목록 도출\n",
" # Derive list of activities\n",
" activities = attributes_filter.get_attribute_values(event_log_xes, attribute_key=\"concept:name\")\n",
" # resource 목록 도출\n",
" # Derive list of resources\n",
" resources = attributes_filter.get_attribute_values(event_log_xes, attribute_key=\"resource\")\n",
"\n",
" fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(25,10))\n",
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. 필터링 예시"
"## 3. Filtering examples"
]
},
{
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. 각종 알고리즘 도식화\n",
"- 사전에 Graphviz 설치되어 있어야 함 : https://graphviz.org/download/\n",
" - 가급적 낮은 버전 \n",
" - 32 또는 64 비트 확인 \n",
" - 설치시 PATH 자동설정 옵션 선택 \n",
" - python (vs 코드 또는 jupyter 재실행-pc 재부팅 불필요)"
"## 4. Visualization of Various Algorithms\n",
"- Graphviz must be installed beforehand: https://graphviz.org/download/\n",
" - Preferably a lower version\n",
" - Check whether 32 or 64 bit\n",
" - Select the option to set PATH automatically during installation\n",
" - Restart Python (VS Code or Jupyter - no need to reboot PC)\n"
]
},
{
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