{"id":50846,"date":"2023-03-24T00:00:00","date_gmt":"2023-03-24T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/create-an-interactive-dashboard-using-python-and-the-griddb-cloud-no-frontend-code-needed\/"},"modified":"2025-11-14T07:56:01","modified_gmt":"2025-11-14T15:56:01","slug":"create-an-interactive-dashboard-using-python-and-the-griddb-cloud-no-frontend-code-needed","status":"publish","type":"post","link":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/create-an-interactive-dashboard-using-python-and-the-griddb-cloud-no-frontend-code-needed\/","title":{"rendered":"Python\u3068GridDB\u30af\u30e9\u30a6\u30c9\u3092\u4f7f\u3063\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b\uff08\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30b3\u30fc\u30c9\u4e0d\u8981\uff09"},"content":{"rendered":"

\u4ee5\u524d\u3001GridDB\u3068streamlit<\/a>\u3068\u306e\u9023\u643a\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u81ea\u793e\u3067\u4fdd\u6709\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u304c\u3059\u3067\u306b\u7a3c\u50cd\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u4ee5\u524d\u7d39\u4ecb\u3057\u305f\u65b9\u6cd5\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3082\u30461\u3064\u306eGridDB\u3068streamilit\u3092\u9023\u643a\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

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\n

\u6e96\u5099<\/h2>\n

\u3053\u306e\u30d6\u30ed\u30b0\u306e\u624b\u9806\u306b\u5f93\u3046\u306b\u306f\u3001GitHub\u30da\u30fc\u30b8\u304b\u3089\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53d6\u5f97\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\n
$ git clone https:\/\/github.com\/griddbnet\/Blogs.git --branch streamlit_cloud<\/code><\/pre>\n<\/div>\n
\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u624b\u9806<\/h3>\n
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    \n
  1. GitHub Repo\u3092\u30af\u30ed\u30fc\u30f3\u3059\u308b<\/li>\n
  2. URL\u3068Header\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8a8d\u8a3c\u60c5\u5831\u3067\u66f4\u65b0\u3059\u308b<\/li>\n
  3. \u4f9d\u5b58\u95a2\u4fc2A\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b $ python3 -m pip install streamlit pandas<\/li>\n
  4. ingest.py\u3092\u5b9f\u884c\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080 ($ python3 ingest.py)<\/li>\n
  5. Streamlit\u30a2\u30d7\u30ea\u3092\u5b9f\u884c\u3059\u308b ($streamlit run app.py)<\/li>\n<\/ol>\n
    \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h2>\n
    \u4ee5\u524d\u306e\u8a66\u307f\u3067\u306f\u3001\u3088\u308a\u300c\u5b66\u8853\u7684\u300d\u306a\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u30d6\u30ed\u30b0\u306f\u4e3b\u306b\u30af\u30e9\u30a6\u30c9\u306e\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u305f\u3081\u3001\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u3067\u697d\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d6\u30ed\u30b0\u306e\u30c7\u30fc\u30bf\u306fKaggle<\/a>\u306e\u3082\u306e\u3067\u3001NBA\u306e\u6b74\u53f2\u306b\u304a\u3051\u308b\u30d7\u30ec\u30fc\u30aa\u30d5\u306e\u6b74\u4ee3\u5f97\u70b9\u8005\u4e0a\u4f4d25\u4eba\u306e\u30ea\u30b9\u30c8\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n
    \u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f25\u884c\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u591a\u304f\u306e\u30ab\u30e9\u30e0\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u3053\u3053\u3067\u306f csv<\/code> \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001Streamlit \u306e\u4fbf\u5229\u306a API<\/a> \u3092\u4f7f\u3063\u3066\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u3057\u3001\u6700\u5f8c\u306b Streamlit \u306e\u51fa\u529b\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
    \u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080<\/h2>\n
    \u305d\u308c\u3067\u306f\u3001\u9078\u3093\u3060\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8GridDB\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u53d6\u308a\u8fbc\u3093\u3067\u307f\u307e\u3057\u3087\u3046\u3002\u30b5\u30fc\u30d0\u30fc\u3068\u5bfe\u8a71\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001Web API<\/a>\u3092\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001REST\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/a>\u3092\u4f7f\u7528\u3057\u3066\u5bfe\u8a71\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092PUT<\/code>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001Web\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u901a\u3058\u3066TQL\u3084SQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u30ea\u30c3\u30c8\u30c1\u30e3\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u308b<\/h3>\n
    csv<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u305d\u306e\u5185\u5bb9\u3092Cloud\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30d7\u30c3\u30b7\u30e5\u3059\u308b\u524d\u306b\u3001\u30b3\u30f3\u30c6\u30ca\u306e\u30b9\u30ad\u30fc\u30de\u3092\u30ec\u30a4\u30a2\u30a6\u30c8\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u30b5\u30fc\u30d0\u30fc\u306b\u30d7\u30c3\u30b7\u30e5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30ca\u3068\u30b9\u30ad\u30fc\u30de\u304c\u6574\u3044\u3001\u30b5\u30fc\u30d0\u30fc\u304c\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u30d7\u30c3\u30b7\u30e5\u3059\u308b\u304b\u3092\u7406\u89e3\u3057\u305f\u3089\u3001\u30c7\u30fc\u30bf\u306e\u5404\u884c\u3092\u9001\u4fe1\u3057\u3066\u4fdd\u5b58\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \n
    data_obj ={\n   \"container_name\":\"Playoff_Scorers\",\n   \"container_type\":\"COLLECTION\", \n   \"rowkey\":False,\n   \"columns\":[\n      {\n         \"name\":\"rank\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"player\",\n         \"type\":\"STRING\"\n      },\n      {\n         \"name\":\"position\",\n         \"type\":\"STRING\"\n      },\n      {\n         \"name\":\"teams\",\n         \"type\":\"STRING\"\n      },\n      {\n         \"name\":\"total_points\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"total_games\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"total_points_pre_game\",\n         \"type\":\"FLOAT\"\n      },\n      {\n         \"name\":\"field_goals\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"three_point_goals\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"free_shots\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"born\",\n         \"type\":\"STRING\"\n      },\n      {\n         \"name\":\"active_player\",\n         \"type\":\"INTEGER\"\n      },\n      {\n         \"name\":\"country\",\n         \"type\":\"STRING\"\n      },\n      {\n         \"name\":\"recording_year\",\n         \"type\":\"INTEGER\"\n      }\n   ]\n}<\/code><\/pre>\n<\/div>\n
    \u3053\u3053\u3067\u306f\u3001csv\u30d5\u30a1\u30a4\u30eb\u306e\u30b9\u30ad\u30fc\u30de\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u30891\u5217\u3092\u9664\u3044\u305f\u3059\u3079\u3066\u306e\u5217\u3092\u53d6\u308a\u51fa\u3057\u305f\u3082\u306e\u3067\u3001\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u524a\u9664\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u30ab\u30e9\u30e0\u3092\u524a\u9664\u305b\u305a\u306bCSV\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u3001\u53d6\u308a\u8fbc\u307f\u304c\u3046\u307e\u304f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n
    \u30b9\u30ad\u30fc\u30de\u3092\u30af\u30e9\u30a6\u30c9\u306b\u9001\u4fe1\u3059\u308b\u305f\u3081\u306b\u3001POST\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
    \n
     header_obj = {\"Authorization\":\"Basic XXX\",\"Content-Type\":\"application\/json; charset=UTF-8\",\"User-Agent\":\"PostmanRuntime\/7.29.0\"}<\/code><\/pre>\n<\/div>\n
    header_obj\u306fHTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3068\u4e00\u7dd2\u306b\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u304c\u306a\u3044\u3068\u30ea\u30af\u30a8\u30b9\u30c8\u5168\u4f53\u304c\u5931\u6557\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u81ea\u5206\u306e\u8a8d\u8a3c\u60c5\u5831\u3068\u3001\u5358\u306a\u308bPython\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u306f\u306a\u3044User-Agent\u3092\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u306fbase64\u3067\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001header_obj\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n
    \n
    import requests\nimport http\nhttp.client.HTTPConnection.debuglevel = 1\nbase_url = 'https:\/\/[host]:[port]\/griddb\/v2\/[clustername]\/dbs\/[database_name]\/'\n#Set up the GridDB WebAPI URL\nurl = base_url + 'containers'\nreq_post = requests.post(url, json = data_obj, headers = header_obj)<\/code><\/pre>\n<\/div>\n
    \u3053\u3053\u3067\u306f\u3001\u30b9\u30ad\u30fc\u30de obj \u3092\u30ea\u30af\u30a8\u30b9\u30c8\u30fb\u30dc\u30c7\u30a3\u3068\u3057\u3066 POST \u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u304c\u3046\u307e\u304f\u3044\u3051\u3070\u3001\u30b3\u30f3\u30c6\u30ca\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u306b\u4f5c\u6210\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n
    Reading CSV And Pushing Data\u3000CSV \u3092\u8aad\u307f\u8fbc\u307f\u30c7\u30fc\u30bf\u3092\u30d7\u30c3\u30b7\u30e5\u3059\u308b<\/h3>\n
    Kaggle\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u306b\u306f\u3001\u4eba\u6c17\u306e\u3042\u308bpandas<\/a> \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001csv\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u305d\u3053\u304b\u3089\u3001\u30c7\u30fc\u30bf\u3092JSON\u30d5\u30a1\u30a4\u30eb\u306b\u5909\u63db\u3057\u3001HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30dc\u30c7\u30a3\u306b\u305d\u306e\u30c7\u30fc\u30bf\u3092\u5165\u308c\u3066\u3001\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30d7\u30c3\u30b7\u30e5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \n
    # read our data and make it into a dataframe\ndf = pd.read_csv('nba_playoffs.csv')\n\n# Drop the column we don't need\ndf = df.drop('hall_of_fame', axis=1)\n\n# Convert df to JSON\nscores_json = df.to_json(orient=\"values\")\n\n# Send our converted json df using PUT command to push all data into cloud\n# Here we borrow the same header_obj from before\nurl = base_url + 'containers\/Playoff_Scorers\/rows'\nreq_ingest = requests.put(url, data=scores_json, headers=header_obj)<\/code><\/pre>\n<\/div>\n
    \u5206\u6790\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3059\u308b<\/h2>\n
    \u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u3057\u3001\u4f55\u3089\u304b\u306e\u5f62\u3067\u4f7f\u7528\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30af\u30a8\u30ea\u3092\u5f62\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u7279\u5b9a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3044\u306e\u3067\u3001TQL\u307e\u305f\u306fSQL\u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u9078\u629e\u306b\u57fa\u3065\u3044\u3066\u6570\u5024\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
    \u305d\u3053\u3067\u3082\u3046\u4e00\u5ea6\u3001header_obj\u3068base_url\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n
    \n
    header_obj = {\"Authorization\":\"Basic XXX\",\"Content-Type\":\"application\/json; charset=UTF-8\",\"User-Agent\":\"PostmanRuntime\/7.29.0\"}\nbase_url = 'https:\/\/[host]:[port]\/griddb\/v2\/[clustername]\/dbs\/[database_name]\/'<\/code><\/pre>\n<\/div>\n
    \u6b21\u306b\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n
    \n
    import streamlit as st\nscoring_threshold = st.slider(\"Total_Points\", 3000, 8000, 3000, 200)\ntotal_points_query_str = (\"select * where total_points > \" + str(scoring_threshold))<\/code><\/pre>\n<\/div>\n
    \u3053\u3053\u3067\u306f\u3001Streamlit API\u3092\u5229\u7528\u3057\u3066\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u304c3000\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u30b9\u30e9\u30a4\u30c0\u30fc\u3092\u4f5c\u6210\u3057\u3001\u4f5c\u6210\u3057\u305fUI\u30a8\u30ec\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u304c\u3088\u308a\u5927\u304d\u306a\u6570\u5024\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n
    \n
    url_total_points = base_url + 'tql'\nrequest_body_total_pts = '[{\"name\":\"Playoff_Scorers\", \"stmt\":\"' + \n    total_points_query_str+'\", \"columns\":[]}]'\n\nres = requests.post(url_total_points, data=request_body_total_pts, headers=header_obj)\ntotal_points_data = res.json()  <\/code><\/pre>\n<\/div>\n
    \u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u540c\u69d8\u306b\u3001\u95a2\u9023\u60c5\u5831\uff08\u3053\u306e\u5834\u5408\u306f\u30e6\u30fc\u30b6\u30fc\u304c\u9078\u629e\u3057\u305f\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3057\u304d\u3044\u5024\u3092\u542b\u3080TQL\u30af\u30a8\u30ea\uff09\u3092\u542b\u3080\u30ea\u30af\u30a8\u30b9\u30c8\u30dc\u30c7\u30a3\u3067POST\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u884c\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u65b0\u3057\u3044\u6570\u5b57\u3092\u9078\u629e\u3059\u308b\u305f\u3073\u306b\u3001\u30a2\u30d7\u30ea\u306f\u30ea\u30ed\u30fc\u30c9\u3057\u3066\u30b3\u30fc\u30c9\u3092\u518d\u5b9f\u884c\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30af\u30a8\u30ea\u304c\u518d\u3073\u5b9f\u884c\u3055\u308c\u3001\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304b\u3089\u65b0\u3057\u3044\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n
    \u30c7\u30fc\u30bf\u3092\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3059\u308b\u524d\u306b\u3001\u30b5\u30fc\u30d0\u30fc\u306e\u5fdc\u7b54\u304b\u3089\u751f\u306ejson\u30c7\u30fc\u30bf\u3092pandas\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
    \n
    dataset_columns = ['rank', 'player', 'position', 'teams', 'total_points', 'total_games', 'total_points_pre_game',\n                   'field_goals', 'three_point_goals', 'free_shots', 'born', 'active_player', 'country', 'recording_year']\n\n\nscorers = pd.DataFrame(total_points_data[0][\"results\"], columns=dataset_columns)<\/code><\/pre>\n<\/div>\n
    \u3055\u3066\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3068\u3057\u3066\u5165\u624b\u3057\u305f\u306e\u3067\u3001\u30c1\u30e3\u30fc\u30c8\u3092\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
    \u30b9\u30e9\u30a4\u30c0\u30fc\u304b\u3089\u5f97\u70b9\u306e\u3057\u304d\u3044\u5024\u3092\u4e0a\u3052\u308b\u305f\u3073\u306b\u3001\u305d\u306e\u70b9\u6570\u3092\u53d6\u3063\u305f\u9078\u624b\u306e\u91cf\u304c\u68d2\u30b0\u30e9\u30d5\u3067\u5909\u5316\u3059\u308b\u3088\u3046\u306b\u7559\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
    \n
    st.header(\"Num of Players: \" + str(scorers.shape[0]))\nst.bar_chart(data=scorers, x='player', y='total_points')<\/code><\/pre>\n<\/div>\n
    \u30c7\u30fc\u30bf\u30fb\u30ab\u30e9\u30e0\u306b\u30c7\u30fc\u30bf\u30fb\u30d5\u30ec\u30fc\u30e0\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u3001X\u8ef8\u3068Y\u8ef8\u306b\u30ab\u30e9\u30e0\u540d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30b9\u30e9\u30a4\u30c0\u30fc\u3067\u65b0\u3057\u3044\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u304c\u3069\u3093\u3069\u3093\u79fb\u52d5\u3057\u3066\u3044\u304f\u306e\u3067\u3001\u307b\u3068\u3093\u3069\u624b\u9593\u3092\u304b\u3051\u305a\u306b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
    \"\"<\/a><\/p>\n
    \u3053\u306e\u30b0\u30e9\u30d5\u304c\u793a\u3057\u3066\u3044\u308b\u306e\u306f\u3001nba\u30d7\u30ec\u30fc\u30aa\u30d5\u306e\u6210\u7e3e\u4e0a\u4f4d25\u4eba\u306b\u3088\u308b\u5f97\u70b9\u6570\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u6570\u5b57\u3092\u30b9\u30e9\u30a4\u30c9\u3055\u305b\u308b\u3068\u3001\u5f97\u70b9\u306e\u57fa\u6e96\u5024\u304c\u9ad8\u304f\u306a\u308c\u3070\u306a\u308b\u307b\u3069\u3001\u305d\u306e\u91d1\u984d\u3092\u9054\u6210\u3057\u305f\u9078\u624b\u306f\u5c11\u306a\u304f\u306a\u308b\u3001\u30ec\u30d6\u30ed\u30f3\u30fb\u30b8\u30a7\u30fc\u30e0\u30ba\u306e\u5727\u5012\u7684\u306a\u5f37\u3055\u3092\u793a\u3059\u3001\u3068\u3066\u3082\u30af\u30fc\u30eb\u306a\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n
    \u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u30c1\u30e3\u30fc\u30c8<\/h2>\n
    github\u306e\u30da\u30fc\u30b8\u3067\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u5168\u6587\u3092\u898b\u308b\u3068\u3001\u3055\u3089\u306b\u3044\u304f\u3064\u304b\u306e\u30b0\u30e9\u30d5\u304c\u3042\u308a\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u307f\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u30021\u3064\u306fNBA\u30d7\u30ec\u30fc\u30aa\u30d5\u306e\u7dcf\u8a66\u5408\u6570\u3067\u3001\u3082\u30461\u3064\u306f\u9078\u624b\u306e\u30ad\u30e3\u30ea\u30a2\u306b\u304a\u3051\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u30b4\u30fc\u30eb\u306e\u3046\u30613\u30dd\u30a4\u30f3\u30c8\u30b4\u30fc\u30eb\u306e\u5272\u5408\u3067\u3059\u3002<\/p>\n
    \"\"<\/a><\/p>\n
    \u3053\u308c\u306f\u3001\u30af\u30a8\u30ea\u30fc\u3068\u8868\u793a\u3092\u884c\u3046\u30ab\u30e9\u30e0\u304c\u8ffd\u52a0\u3055\u308c\u305f\u3060\u3051\u3067\u3001\u57fa\u672c\u7684\u306b\u306f\u524d\u56de\u3068\u540c\u3058\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306f\u30c6\u30a3\u30e0\u30fb\u30c0\u30f3\u30ab\u30f3\u3068\u30ec\u30d6\u30ed\u30f3\u30fb\u30b8\u30a7\u30fc\u30e0\u30ba\u306e\u512a\u4f4d\u6027\u3092\u793a\u3059\u3082\u306e\u3067\u3082\u3042\u308a\u3001\u5f7c\u3089\u306f\u4ed6\u306e\u7af6\u4e89\u76f8\u624b\u3088\u308a\u3082\u975e\u5e38\u306b\u512a\u308c\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n
    \"\"<\/a><\/p>\n
    \u305d\u3057\u3066\u6700\u5f8c\u306e\u30b0\u30e9\u30d5\u306f\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u30b4\u30fc\u30eb\u3068\u30b9\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u306e\u5408\u8a08\u3068\u3001\u30d7\u30ec\u30fc\u30aa\u30d5\u3067\u6c7a\u3081\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u30b4\u30fc\u30eb\u306e\u3046\u3061\u30b9\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u304c\u5360\u3081\u308b\u5272\u5408\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30b9\u30c6\u30d5\u30a1\u30f3\u30fb\u30ab\u30ea\u30fc\u304c\u3053\u306e\u6307\u6a19\u3092\u5727\u5012\u7684\u306b\u30ea\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4eca\u306e\u8a66\u5408\u3068\u6614\u306e\u8a66\u5408\u3068\u3067\u3001\u3069\u308c\u3060\u3051\u591a\u304f\u306e\u30b9\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u304c\u4f5c\u3089\u308c\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u306e\u3082\u8208\u5473\u6df1\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n
    \u4eca\u56de\u306f3\u3064\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u3082\u3063\u3068\u9762\u767d\u304f\u3066\u8208\u5473\u6df1\u3044\u89d2\u5ea6\u3092\u898b\u3064\u3051\u3001\u30b0\u30e9\u30d5\u3084\u4ed6\u306e\u624b\u6bb5\u3067\u8868\u793a\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
    \u307e\u3068\u3081<\/h2>\n
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