{"id":50778,"date":"2022-01-13T00:00:00","date_gmt":"2022-01-13T08:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/visualizing-vaccination-data-with-streamlit\/"},"modified":"2025-11-14T07:55:07","modified_gmt":"2025-11-14T15:55:07","slug":"visualizing-vaccination-data-with-streamlit","status":"publish","type":"post","link":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/visualizing-vaccination-data-with-streamlit\/","title":{"rendered":"Streamlit\u306b\u3088\u308b\u30ef\u30af\u30c1\u30f3\u63a5\u7a2e\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u30c7\u30fc\u30bf\u306f\u6d1e\u5bdf\u306e\u6e90\u3067\u3059\u3002\u3053\u306e\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6570\u5024\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001<em>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/em>\u3067\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u306f\u3001\u30c7\u30fc\u30bf\u3092\u56f3\u3084\u30b0\u30e9\u30d5\u3092\u4f7f\u3063\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u6280\u8853\u8005\u3067\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u3067\u3082\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001GridDB\u3068Streamlit\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u53ef\u8996\u5316\u3059\u308b\u30c7\u30fc\u30bf\u306f\u300112\u306e\u7570\u306a\u308b\u56fd\u306b\u304a\u3051\u308bCovid-19\u306b\u5bfe\u3059\u308b\u5b8c\u5168\u304a\u3088\u3073\u90e8\u5206\u7684\u306a\u30ef\u30af\u30c1\u30f3\u63a5\u7a2e\u3092\u53d7\u3051\u305f\u4eba\u53e3\u306e\u5272\u5408\u3067\u3059\u3002<\/p>\n<h2>\u5fc5\u8981\u6761\u4ef6<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u5185\u5bb9\u306f\u3001Streamlit\u3001GridDB\u3001\u304a\u3088\u3073\u305d\u306ePython\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>GridDB\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u3001<a href=\"https:\/\/docs.griddb.net\/ja\/\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u53c2\u7167\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306b\u3057\u305f\u304c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>Streamlit\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u3001Python\u306epip\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u3092\u4f7f\u7528\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-sh\">pip3 install streamlit --user<\/code><\/pre>\n<\/div>\n<h2>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f<\/h2>\n<p>\u307e\u305a\u3001GridDB\u30b5\u30fc\u30d0\u306b\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002CSV\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u76f4\u63a5\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001GridDB\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a4\u30f3\u30e1\u30e2\u30ea\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u9ad8\u901f\u5316\u3092\u56f3\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">import pandas as pd\nimport griddb_python as griddb<\/code><\/pre>\n<\/div>\n<p>\u6b21\u306b\u3001\u4f7f\u7528\u3059\u308b GridDB \u30b3\u30f3\u30c6\u30ca\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">factory = griddb.StoreFactory.get_instance()\n\n# Initialize the GridDB container\ntry:\n    gridstore = factory.get_store(host=host_name, port=your_port, \n            cluster_name=cluster_name, username=your_username, \n            password=your_password)\n\n    info = griddb.ContainerInfo(\"Vaccination_Data\",\n                    [[\"country\", griddb.Type.STRING],[\"fully-vaccinated\",griddb.Type.FLOAT]], [\"partly-vaccinated\",griddb.Type.FLOAT]],\n                    griddb.ContainerType.COLLECTION, True)\n    cont = gridstore.put_container(info) <\/code><\/pre>\n<\/div>\n<p>\u4e0a\u8a18\u306e\u8a8d\u8a3c\u60c5\u5831\u306f\u3001GridDB \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6642\u306b\u6307\u5b9a\u3057\u305f\u3082\u306e\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ca\u306b\u306f\u3001<code>country<\/code>, <code>fully-vaccinated<\/code>, <code>partly-vaccinated<\/code> \u3068\u3044\u3046 3 \u3064\u306e\u30ab\u30e9\u30e0\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u306f <code>vaccination.csv<\/code> \u3068\u3044\u3046\u540d\u524d\u306e CSV \u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092GridDB\u30b3\u30f3\u30c6\u30ca\u306b\u30ed\u30fc\u30c9\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">data = pd.read_csv(\"vaccination.csv\")\n    #Load data\n    for x in range(len(data)):\n        ret = cont.put(data.iloc[x, :])\n    print(\"Data loaded successfully\")\n\nexcept griddb.GSException as ex:\n    for x in range(e.get_error_stack_size()):\n        print(\"[\", x, \"]\")\n        print(ex.get_error_code(x))\n        print(ex.get_location(x))\n        print(ex.get_message(x))<\/code><\/pre>\n<\/div>\n<h2>\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b<\/h2>\n<p>\u305d\u308c\u3067\u306f\u3001GridDB\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u305d\u306e\u305f\u3081\u306eSQL\u30af\u30a8\u30ea\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">sql_statement = ('SELECT * FROM Vaccination_Data')\noutput = pd.read_sql_query(sql_statement, cont)<\/code><\/pre>\n<\/div>\n<p>Pandas \u306e <code>read_sql_query<\/code> \u95a2\u6570\u306f\u3001\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092 dataframe \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b<\/h2>\n<p>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u53ef\u8996\u5316\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u3001Streamlit \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">import streamlit as st<\/code><\/pre>\n<\/div>\n<p>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u306f\u3001\u30bf\u30a4\u30c8\u30eb\u3068\u8aac\u660e\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u3001 <code>st.title<\/code> \u3068 <code>st.write<\/code> \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">st.title('Country vs Percentage Vaccinated')\n\nst.write('Percentage of Population Vaccinated Against Covid-19')<\/code><\/pre>\n<\/div>\n<p>\u6b21\u306b\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u30bb\u30ec\u30af\u30c8\u30dc\u30c3\u30af\u30b9\u3092\u8ffd\u52a0\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30bb\u30ec\u30af\u30c8\u30dc\u30c3\u30af\u30b9\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u56fd\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306e\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30dc\u30bf\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001<code>st.selectbox()<\/code> \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">select = st.selectbox(\"Country\", [\"All\", \"Australia\", \"Belarus\", \"Brazil\", \"Cameroon\", \"Canada\", \"Egypt\", \"India\", \"Kenya\", \"Ukraine\", \"UK\", \"US\", \"Venezuela\" ])<\/code><\/pre>\n<\/div>\n<p>\u307e\u305f\u3001\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u3092\u4f5c\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5b8c\u5168\u63a5\u7a2e\u3068\u90e8\u5206\u63a5\u7a2e\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">radio = st.radio(\"Type\", [\"Fully-Vaccinated\", \"Partly-Vaccinated\" ])<\/code><\/pre>\n<\/div>\n<p>\u30bb\u30ec\u30af\u30c8\u30dc\u30c3\u30af\u30b9\u3068\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u306b\u6a5f\u80fd\u3092\u8ffd\u52a0\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">if select != \"ALL\":\n    sql_statement = sql_statement + \" AND Country = '\"+select+\"'\"\n\nif radio != \"ALL\":\n    sql_statement = sql_statement + \" AND Type = '\"+select+\"'\"<\/code><\/pre>\n<\/div>\n<p>\u5404\u56fd\u306eCovid-19\u30ef\u30af\u30c1\u30f3\u63a5\u7a2e\u4eba\u53e3\u6bd4\u7387\u3092\u793a\u3059\u68d2\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b <code>st.bar_chart()<\/code> \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-python\">st.bar_chart(data=output)<\/code><\/pre>\n<\/div>\n<h2>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b<\/h2>\n<p>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u898b\u308b\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-sh\">streamlit run myapp.py<\/code><\/pre>\n<\/div>\n<p>\u751f\u6210\u3055\u308c\u305fURL\u3092Web\u30d6\u30e9\u30a6\u30b6\u3067\u958b\u304f\u3068\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u30bb\u30ec\u30af\u30c8\u30dc\u30c3\u30af\u30b9\u3084\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u3092\u64cd\u4f5c\u3057\u3066\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4e0a\u3067\u3055\u307e\u3056\u307e\u306a\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/griddb.net\/wp-content\/uploads\/2021\/12\/image-6.png\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/griddb.net\/wp-content\/uploads\/2021\/12\/image-6.png\" alt=\"\" width=\"725\" height=\"583\" class=\"aligncenter size-full wp-image-27984\" srcset=\"\/wp-content\/uploads\/2021\/12\/image-6.png 725w, \/wp-content\/uploads\/2021\/12\/image-6-300x241.png 300w, 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