0826_audit_2K5D7U8QA.zpln

{
  "paragraphs": [
    {
      "title": "WORD CLOUD",
      "text": "%spark.pyspark\n\nfrom pyspark.sql import SparkSession\nfrom pyspark.sql.functions import explode, split, col\nfrom pyspark.sql.functions import count\n\n# Spark 세션 생성 (이미 생성되어 있는 경우 생략 가능)\nspark \u003d SparkSession.builder.appName(\"WordCloudExample\").getOrCreate()\n\n# Parquet 파일 읽기\ndf \u003d spark.read.parquet(\"/home/s00zzang/tmp/parquet/chat_20240826.parquet\")\n\n# \u0027message\u0027 열을 단어로 분리하고, 단어 빈도수를 계산\nwords_df \u003d df.select(explode(split(col(\"message\"), \" \")).alias(\"word\"))\n\n# 단어 빈도수 계산\nword_counts_df \u003d words_df.groupBy(\"word\").count()\n\n# 결과 보기\nword_counts_df.show()\n\n",
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            "data": "+------------------------+-----+\n|                    word|count|\n+------------------------+-----+\n|                  해볼까|    1|\n|                    많아|    1|\n|                  가마히|    1|\n|                  사람이|    1|\n|                ㄱ키보드|    1|\n|                    어라|    3|\n|                  번이면|    1|\n|                  ㄷ라라|    1|\n|                    ㅇㅎ|    2|\n|              부끄럽다는|    1|\n|                      칠|    3|\n|                커뮤니의|    1|\n|              프사ㅗ해라|    1|\n|            바뀌네채팅이|    1|\n|                    치고|    2|\n|소통하는것만으로도행복해|    1|\n|          올리면보일텐데|    1|\n|          안녕하세요저는|    1|\n|                    40초|    2|\n|               @이름변경|   40|\n+------------------------+-----+\nonly showing top 20 rows\n\n"
          }
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      "jobName": "paragraph_1724823248501_2002727476",
      "id": "paragraph_1724823248501_2002727476",
      "dateCreated": "2024-08-28 14:34:08.501",
      "dateStarted": "2024-08-28 15:07:02.624",
      "dateFinished": "2024-08-28 15:07:07.917",
      "status": "FINISHED"
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    {
      "text": "%spark.pyspark\r\n\r\nimport pandas as pd\r\nfrom wordcloud import WordCloud\r\nimport matplotlib.pyplot as plt\r\n\r\n# Pandas DataFrame으로 변환\r\nword_counts_pd \u003d word_counts_df.toPandas()\r\n\r\n# 단어와 빈도수로 워드 클라우드 생성\r\nword_freq \u003d dict(zip(word_counts_pd[\u0027word\u0027], word_counts_pd[\u0027count\u0027]))\r\n\r\n# 워드 클라우드 생성\r\nwordcloud \u003d WordCloud(font_path\u003d\"/home/s00zzang/tmp/parquet/NanumGothic.ttf\",width\u003d800, height\u003d400, background_color\u003d\u0027white\u0027).generate_from_frequencies(word_freq)\r\n\r\n# 워드 클라우드 시각화\r\nplt.figure(figsize\u003d(10, 5))\r\nplt.imshow(wordcloud, interpolation\u003d\u0027bilinear\u0027)\r\nplt.axis(\u0027off\u0027)\r\nplt.show()",
      "user": "anonymous",
      "dateUpdated": "2024-08-28 16:50:31.524",
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      "title": "WORD CLOUD 결과",
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      "title": "시간별 대화량",
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            "data": "+----+-----+\n|hour|count|\n+----+-----+\n|  14|  344|\n|  15|  147|\n|  16|   39|\n+----+-----+\n\n"
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      "text": "%spark.pyspark\n\n\n# 결과를 DataFrame으로 변환\nhourly_counts_df \u003d hourly_counts.toPandas()\n\n# Zeppelin의 시각화 기능을 활용하여 그래프 생성\nhourly_counts_df.plot(kind\u003d\u0027bar\u0027, x\u003d\u0027hour\u0027, y\u003d\u0027count\u0027, title\u003d\u00270826 Hourly Message Counts\u0027)",
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    {
      "title": "시간별 대화량 결과",
      "text": "%md\n\n![image](https://github.com/user-attachments/assets/4ebdb3e2-7e73-47ee-97e0-6788db7fb179)",
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      "title": "일별 대화량",
      "text": "%spark.pyspark\n\nfrom pyspark.sql.functions import date_format\n\n# \u0027date\u0027 열을 추가하여 날짜별 대화량 분석\ndf_with_date \u003d df.withColumn(\"date\", date_format(col(\"time\"), \"yyyy-MM-dd\"))\ndaily_counts \u003d df_with_date.groupBy(\"date\").count().orderBy(\"date\")\n\n# 결과 보기\ndaily_counts.show()\n",
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    },
    {
      "title": "사용자별 대화량",
      "text": "%spark.pyspark\n\nfrom pyspark.sql.functions import col\n\nuser_counts \u003d df.groupBy(\"user\").count().orderBy(\"count\", ascending\u003dFalse)\n\n# 결과 보기\nuser_counts.show()\n",
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            "data": "+----------------------------+-----+\n|                        user|count|\n+----------------------------+-----+\n|                          쑤|  102|\n|                      이상우|  101|\n|                    최박상우|   44|\n|                    디지노리|   42|\n|                  쏨땀쿤차락|   32|\n|                          훈|   24|\n|                         tam|   22|\n|하이브리드샘이솟아리오레이비|   16|\n|                      celine|   14|\n|                      김상훈|   14|\n|                        시간|   13|\n|                      최상우|   13|\n|                    도라에몽|   12|\n|                      김상우|    9|\n|                        감자|    8|\n|                        이야|    6|\n|                김령래핑계노|    5|\n|                 김상훈 나가|    4|\n|                     AIRFLOW|    4|\n|                          ㅋ|    4|\n+----------------------------+-----+\nonly showing top 20 rows\n\n"
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      "dateFinished": "2024-08-28 16:18:44.536",
      "status": "FINISHED"
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    {
      "text": "%spark.pyspark\n\n#from pyspark.sql.functions import cols\n\n# 사용자별 대화량 결과를 Pandas DataFrame으로 변환\nuser_counts_df \u003d user_counts.toPandas()\n\n# Zeppelin의 시각화 기능을 활용하여 그래프 생성\nuser_counts_df.plot(kind\u003d\u0027bar\u0027, x\u003d\u0027user\u0027, y\u003d\u0027count\u0027, title\u003d\u00270826 User Conversation Counts\u0027)",
      "user": "anonymous",
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            "type": "TEXT",
            "data": "\u003cAxes: title\u003d{\u0027center\u0027: \u00270826 User Conversation Counts\u0027}, xlabel\u003d\u0027user\u0027\u003e\n"
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    {
      "title": "plot 폰트 설정",
      "text": "%spark.pyspark\r\nimport matplotlib.font_manager as fm  # 폰트 관리\r\n\r\nfe \u003d fm.FontEntry(fname\u003dr\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGoth1c\u0027) #파일 저장되어있는 경로와 이름 설정\r\nfm.fontManager.ttflist.insert(0, fe)  # Matplotlib에 폰트 추가\r\nplt.rcParams.update({\u0027font.size\u0027: 10, \u0027font.family\u0027: \u0027NanumGoth1c\u0027}) #폰트설정\r\n\r\nfor i in fm.fontManager.ttflist:\r\n    print(i)",
      "user": "anonymous",
      "dateUpdated": "2024-08-28 16:56:07.634",
      "progress": 0,
      "config": {
        "editorSetting": {
          "language": "python",
          "editOnDblClick": false,
          "completionKey": "TAB",
          "completionSupport": true
        },
        "colWidth": 12.0,
        "editorMode": "ace/mode/python",
        "fontSize": 9.0,
        "title": true,
        "results": {},
        "enabled": true
      },
      "settings": {
        "params": {},
        "forms": {}
      },
      "results": {
        "code": "SUCCESS",
        "msg": [
          {
            "type": "TEXT",
            "data": "FontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGoth1c\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGoth1c\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGothic\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d\u0027normal\u0027, stretch\u003d\u0027normal\u0027, size\u003d\u0027medium\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif.ttf\u0027, name\u003d\u0027DejaVu Serif\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneral.ttf\u0027, name\u003d\u0027STIXGeneral\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-Italic.ttf\u0027, name\u003d\u0027DejaVu Serif\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-Bold.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-Bold.ttf\u0027, name\u003d\u0027DejaVu Serif\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmtt10.ttf\u0027, name\u003d\u0027cmtt10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXNonUniBolIta.ttf\u0027, name\u003d\u0027STIXNonUnicode\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizFourSymBol.ttf\u0027, name\u003d\u0027STIXSizeFourSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXNonUniBol.ttf\u0027, name\u003d\u0027STIXNonUnicode\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-BoldItalic.ttf\u0027, name\u003d\u0027DejaVu Serif\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneralBol.ttf\u0027, name\u003d\u0027STIXGeneral\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmr10.ttf\u0027, name\u003d\u0027cmr10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Oblique.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizFourSymReg.ttf\u0027, name\u003d\u0027STIXSizeFourSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizFiveSymReg.ttf\u0027, name\u003d\u0027STIXSizeFiveSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerifDisplay.ttf\u0027, name\u003d\u0027DejaVu Serif Display\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansDisplay.ttf\u0027, name\u003d\u0027DejaVu Sans Display\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizOneSymReg.ttf\u0027, name\u003d\u0027STIXSizeOneSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-BoldOblique.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneralItalic.ttf\u0027, name\u003d\u0027STIXGeneral\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmsy10.ttf\u0027, name\u003d\u0027cmsy10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmex10.ttf\u0027, name\u003d\u0027cmex10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-BoldOblique.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmmi10.ttf\u0027, name\u003d\u0027cmmi10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Bold.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizTwoSymBol.ttf\u0027, name\u003d\u0027STIXSizeTwoSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmss10.ttf\u0027, name\u003d\u0027cmss10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/cmb10.ttf\u0027, name\u003d\u0027cmb10\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-Oblique.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizThreeSymReg.ttf\u0027, name\u003d\u0027STIXSizeThreeSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXNonUniIta.ttf\u0027, name\u003d\u0027STIXNonUnicode\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizThreeSymBol.ttf\u0027, name\u003d\u0027STIXSizeThreeSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizOneSymBol.ttf\u0027, name\u003d\u0027STIXSizeOneSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXNonUni.ttf\u0027, name\u003d\u0027STIXNonUnicode\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneralBolIta.ttf\u0027, name\u003d\u0027STIXGeneral\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.pyenv/versions/3.11.9/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/STIXSizTwoSymReg.ttf\u0027, name\u003d\u0027STIXSizeTwoSym\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Roboto Mono Bold for Powerline.ttf\u0027, name\u003d\u0027Roboto Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/ubuntu/Ubuntu-M.ttf\u0027, name\u003d\u0027Ubuntu\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d500, stretch\u003d\u0027normal\u0027, 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name\u003d\u0027Arimo for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Anonymice Powerline Italic.ttf\u0027, name\u003d\u0027Anonymous Pro for Powerline\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Hack-Italic.ttf\u0027, name\u003d\u0027Hack\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/ProFont Bold For Powerline.ttf\u0027, name\u003d\u0027ProFont for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/FuraMono-Medium Powerline.otf\u0027, name\u003d\u0027Fira Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d500, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/FuraMono-Bold Powerline.otf\u0027, name\u003d\u0027Fira Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/ubuntu/UbuntuMono-BI.ttf\u0027, name\u003d\u0027Ubuntu Mono\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Tinos Bold for Powerline.ttf\u0027, name\u003d\u0027Tinos for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Monofur for Powerline.ttf\u0027, name\u003d\u0027monofur for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSansCondensed-Oblique.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027condensed\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSerifCondensed-Italic.ttf\u0027, name\u003d\u0027DejaVu Serif\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027condensed\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/DejaVu Sans Mono Bold Oblique for Powerline.ttf\u0027, name\u003d\u0027DejaVu Sans Mono for Powerline\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Cousine Bold Italic for Powerline.ttf\u0027, name\u003d\u0027Cousine for Powerline\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Roboto Mono Light for Powerline.ttf\u0027, name\u003d\u0027Roboto Mono Light for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d300, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSansCondensed-Bold.ttf\u0027, name\u003d\u0027DejaVu Sans\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027condensed\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Meslo LG L Italic for Powerline.ttf\u0027, name\u003d\u0027Meslo LG L for Powerline\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Roboto Mono Bold Italic for Powerline.ttf\u0027, name\u003d\u0027Roboto Mono for Powerline\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Literation Mono Powerline Bold.ttf\u0027, name\u003d\u0027Liberation Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Roboto Mono Medium for Powerline.ttf\u0027, name\u003d\u0027Roboto Mono Medium for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d500, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSansMono-BoldOblique.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027oblique\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/usr/share/fonts/truetype/dejavu/DejaVuSansMono.ttf\u0027, name\u003d\u0027DejaVu Sans Mono\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Space Mono Bold for Powerline.ttf\u0027, name\u003d\u0027Space Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d700, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/Source Code Pro Powerline ExtraLightItalic.otf\u0027, name\u003d\u0027Source Code Pro for Powerline\u0027, style\u003d\u0027italic\u0027, variant\u003d\u0027normal\u0027, weight\u003d200, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\nFontEntry(fname\u003d\u0027/home/s00zzang/.local/share/fonts/DejaVu Sans Mono for Powerline.ttf\u0027, name\u003d\u0027DejaVu Sans Mono for Powerline\u0027, style\u003d\u0027normal\u0027, variant\u003d\u0027normal\u0027, weight\u003d400, stretch\u003d\u0027normal\u0027, size\u003d\u0027scalable\u0027)\n"
          }
        ]
      },
      "apps": [],
      "runtimeInfos": {},
      "progressUpdateIntervalMs": 500,
      "jobName": "paragraph_1724830846764_1220281785",
      "id": "paragraph_1724830846764_1220281785",
      "dateCreated": "2024-08-28 16:40:46.764",
      "dateStarted": "2024-08-28 16:49:44.981",
      "dateFinished": "2024-08-28 16:49:45.075",
      "status": "FINISHED"
    },
    {
      "title": "plot 폰트 설정",
      "text": "%spark.pyspark\r\nimport matplotlib.font_manager as fm  # 폰트 관리\r\n\r\nfe \u003d fm.FontEntry(fname\u003dr\u0027/home/s00zzang/tmp/parquet/NanumGothic.ttf\u0027, name\u003d\u0027NanumGoth1c\u0027) #파일 저장되어있는 경로와 이름 설정\r\nfm.fontManager.ttflist.insert(0, fe)  # Matplotlib에 폰트 추가\r\nplt.rcParams.update({\u0027font.size\u0027: 10, \u0027font.family\u0027: \u0027NanumGoth1c\u0027}) #폰트설정\r\n\r\nfor i in fm.fontManager.ttflist:\r\n    print(i)",
      "user": "anonymous",
      "dateUpdated": "2024-08-28 16:54:32.456",
      "progress": 0,
      "config": {
        "editorSetting": {
          "language": "python",
          "editOnDblClick": false,
          "completionKey": "TAB",
          "completionSupport": true
        },
        "colWidth": 12.0,
        "editorMode": "ace/mode/python",
        "fontSize": 9.0,
        "editorHide": false,
        "title": true,
        "results": {},
        "enabled": true
      },
      "settings": {
        "params": {},
        "forms": {}
      },
      "apps": [],
      "runtimeInfos": {},
      "progressUpdateIntervalMs": 500,
      "jobName": "paragraph_1724831672452_1248993048",
      "id": "paragraph_1724831672452_1248993048",
      "dateCreated": "2024-08-28 16:54:32.452",
      "status": "READY"
    }
  ],
  "name": "0826_audit",
  "id": "2K5D7U8QA",
  "defaultInterpreterGroup": "spark",
  "version": "0.11.1",
  "noteParams": {},
  "noteForms": {},
  "angularObjects": {},
  "config": {
    "isZeppelinNotebookCronEnable": false
  },
  "info": {}
}