{"id":3507,"date":"2023-06-23T16:09:27","date_gmt":"2023-06-23T07:09:27","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=3507"},"modified":"2023-11-02T17:09:41","modified_gmt":"2023-11-02T08:09:41","slug":"streamlit%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e7%b0%a1%e5%8d%98%e3%81%ab%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e3%82%a2%e3%83%97%e3%83%aa%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/streamlit%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e7%b0%a1%e5%8d%98%e3%81%ab%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e3%82%a2%e3%83%97%e3%83%aa%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99\/","title":{"rendered":"Streamlit\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n

python\u306e\u307f\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306e\u3067\u304d\u308b\u300cStreamlit\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b<\/h2>\n

\u30fb<\/strong>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306f\u3001\u60c5\u5831\u306e\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u305f\u3081\u306b\u91cd\u8981\u306a\u624b\u6bb5\u3067\u3059\u3002<\/span><\/p>\r\n

\u30fb<\/strong>Streamlit\u306f\u3001Python\u3067\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/span><\/p>\r\n

\u30fb<\/strong>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u4f8b\u3068\u3057\u3066Streamlit\u3092\u4f7f\u7528\u3057\u3066\u65e5\u6bce\u306e\u7761\u7720\u6642\u9593\u306e\u63a8\u79fb\u30b0\u30e9\u30d5\u304c\u81ea\u52d5\u7684\u306b\u63cf\u753b\u3055\u308c\u308b\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/span><\/p>\n\n

\u524d\u63d0\u6761\u4ef6<\/h2>\n

\u30fb<\/strong>Python\u306e\u57fa\u672c\u7684\u306a\u77e5\u8b58<\/span><\/p>\r\n

\u30fb<\/strong>Streamlit\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/span><\/p>\n\n

\u624b\u98061:Streamlit\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/h2>\n

Streamlit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u305f\u3081\u306b\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u3067pip install streamlit<\/span>\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/span><\/p>\r\n

\r\n
pip install streamlit<\/code><\/pre>\r\n<\/div>\n\n
\u624b\u98062: \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n
\u6700\u521d\u306b\u3001\u9069\u5f53\u306a\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u3067\uff08\u4f8b\uff1asleep_app.py<\/span>\uff09\u3068\u3044\u3046\u540d\u524d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001Streamlit\u3068\u4ed6\u306e\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n
\r\n
import streamlit as st \r\nimport pandas as pd \r\nimport sqlite3 \r\nfrom datetime import datetime, timedelta<\/span><\/code><\/pre>\r\n<\/div>\n\n
\u624b\u98063\uff1a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/h2>\n
\u30a2\u30d7\u30ea\u3067\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u3001SQLite\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002SQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3057\u3001\u5fc5\u8981\u306a\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u63a5\u7d9a\u3082\u78ba\u7acb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n
\r\n
# SQLite\u306b\u63a5\u7d9a\u3059\u308b<\/span>\r\nconn = sqlite3.connect('sleep_data.db')<\/span>\r\n# \u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b conn.execute('''\r\n CREATE TABLE IF NOT EXISTS sleep_data ( \r\n\u3000\u3000\u3000id INTEGER PRIMARY KEY, \r\n\u3000\u3000\u3000date TEXT NOT NULL, \r\n\u3000\u3000\u3000sleep_time TEXT NOT NULL, \r\n\u3000\u3000\u3000wake_time TEXT NOT NULL\uff15\u3002 \r\n) \r\n''')<\/span><\/code><\/pre>\r\n<\/div>\n\n
\u624b\u98064\uff1aStreamlit\u30a2\u30d7\u30ea\u306e\u4f5c\u6210<\/h2>\n
Streamlit\u3092\u4f7f\u7528\u3057\u3066\u3001\u7761\u7720\u6642\u9593\u306e\u8a18\u9332\u3068\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3092\u884c\u3046\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/span><\/p>\r\n
\r\n
# \u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u3092\u53d7\u3051\u4ed8\u3051\u308b\r\nst.header('\u7761\u7720\u6642\u9593\u306e\u8a18\u9332')\r\ndate = st.date_input('\u65e5\u4ed8\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044')\r\nsleep_time = st.time_input('\u5c31\u5bdd\u6642\u9593\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044')\r\nwake_time = st.time_input('\u8d77\u5e8a\u6642\u9593\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044')\r\n\r\n# \u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092SQLite\u306b\u4fdd\u5b58\u3059\u308b\r\nif st.button('\u4fdd\u5b58'):\r\ndate_str = date.strftime('%Y-%m-%d')\r\nsleep_time_str = sleep_time.strftime('%H:%M:%S')\r\nwake_time_str = wake_time.strftime('%H:%M:%S')\r\nconn.execute(f'''\r\nINSERT INTO sleep_data (date, sleep_time, wake_time)\r\nVALUES ('{date_str}', '{sleep_time_str}', '{wake_time_str}')\r\n''')\r\nconn.commit()\r\n\r\n# \u30c7\u30fc\u30bf\u306e\u30ea\u30bb\u30c3\u30c8\u30dc\u30bf\u30f3\u3092\u8868\u793a\u3059\u308b\r\nif st.button('\u30c7\u30fc\u30bf\u306e\u30ea\u30bb\u30c3\u30c8'):\r\n# \u78ba\u8a8d\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8868\u793a\u3059\u308b\r\nif st.warning('\u672c\u5f53\u306b\u30c7\u30fc\u30bf\u3092\u30ea\u30bb\u30c3\u30c8\u3057\u307e\u3059\u304b\uff1f\u3053\u306e\u64cd\u4f5c\u306f\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002'):\r\n# \u30c6\u30fc\u30d6\u30eb\u3092\u524a\u9664\u3057\u3066\u518d\u4f5c\u6210\u3059\u308b\r\nconn.execute('DROP TABLE IF EXISTS sleep_data')\r\nconn.execute('''\r\nCREATE TABLE sleep_data (\r\nid INTEGER PRIMARY KEY,\r\ndate TEXT NOT NULL,\r\nsleep_time TEXT NOT NULL,\r\nwake_time TEXT NOT NULL\r\n)\r\n''')\r\nconn.commit()\r\nst.success('\u30c7\u30fc\u30bf\u3092\u30ea\u30bb\u30c3\u30c8\u3057\u307e\u3057\u305f\u3002\u30da\u30fc\u30b8\u3092\u30ea\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002')\r\n\r\n# \u4e00\u304b\u6708\u3054\u3068\u306e\u7761\u7720\u6642\u9593\u306e\u7d71\u8a08\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\r\nend_date = datetime.today().date()\r\nstart_date = end_date - timedelta(days=30)\r\ndf = pd.read_sql_query(f'''\r\nSELECT date, sleep_time, wake_time,\r\nCASE WHEN strftime('%s', wake_time) < strftime('%s', sleep_time)\r\nTHEN strftime('%s', wake_time, '+1 day') - strftime('%s', sleep_time)\r\nELSE strftime('%s', wake_time) - strftime('%s', sleep_time)\r\nEND AS sleep_duration\r\nFROM sleep_data\r\nWHERE date BETWEEN '{start_date}' AND '{end_date}'\r\n''', conn)\r\n\r\n\r\n# \u7d71\u8a08\u60c5\u5831\u3092\u8868\u793a\u3059\u308b\r\nif not df.empty:\r\nst.header('\u904e\u53bb1\u304b\u6708\u9593\u306e\u7761\u7720\u6642\u9593\u306e\u7d71\u8a08\u60c5\u5831')\r\n\r\n# sleep_duration\u3092\u6642\u9593\u306b\u5909\u63db\uff08\u5c0f\u6570\uff09\r\ndf['hours'] = df['sleep_duration'] \/ 3600\r\n\r\n# hours\u5217\u3092\u5c0f\u6570\u70b9\u7b2c1\u4f4d\u307e\u3067\u8868\u793a\r\ndf['hours'] = df['hours'].round(1)\r\n\r\nst.write(df[['date', 'sleep_time', 'wake_time', 'hours']])\r\n\r\navg_hours = df['hours'].mean()\r\n\r\nst.write(f'\u5e73\u5747\u7761\u7720\u6642\u9593: {avg_hours:.1f} \u6642\u9593')\r\n\r\ntotal_minutes = df['sleep_duration'].sum() \/\/ 60\r\nst.write(f'\u5408\u8a08\u7761\u7720\u6642\u9593: {total_minutes}\u5206')\r\n\r\nif avg_hours < 6:\r\nst.warning('\u5e73\u5747\u7761\u7720\u6642\u9593\u304c\u77ed\u3044\u3067\u3059\u3002\u6539\u5584\u306e\u305f\u3081\u306b\u306f\u7761\u7720\u6642\u9593\u3092\u5ef6\u3070\u3059\u3088\u3046\u306b\u5fc3\u304c\u3051\u307e\u3057\u3087\u3046\u3002')\r\nelif avg_hours > 8:\r\nst.warning('\u5e73\u5747\u7761\u7720\u6642\u9593\u304c\u9577\u3059\u304e\u307e\u3059\u3002\u6539\u5584\u306e\u305f\u3081\u306b\u306f\u65e9\u5bdd\u65e9\u8d77\u304d\u3092\u5fc3\u304c\u3051\u307e\u3057\u3087\u3046\u3002')\r\nelse:\r\nst.success('\u9069\u5207\u306a\u7761\u7720\u6642\u9593\u3067\u3059\u3002')<\/code><\/pre>\r\n<\/div>\r\n
 <\/p>\n\n
\u624b\u98065\uff1a\u30b0\u30e9\u30d5\u306e\u63cf\u753b<\/h2>\n
Streamlit\u3067\u63d0\u4f9b\u3055\u308c\u308b\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3067\u3042\u308b**st.line_chart<\/code>**\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066<\/span>\u3053\u306e\u3088\u3046\u306b\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u305b\u305a\u306b\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\r\n
\r\n
# \u7761\u7720\u6642\u9593\u306e\u63a8\u79fb\u3092\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3059\u308b\r\ndf['date'] = pd.to_datetime(df['date']) # \u65e5\u4ed8\u3092datetime\u578b\u306b\u5909\u63db\r\ndf = df.set_index('date') # \u65e5\u4ed8\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u8a2d\u5b9a\r\nst.line_chart(df['sleep_duration'] \/ 3600) \r\n<\/code><\/pre>\r\n<\/div>\n\n
\u624b\u98066\uff1a\u30a2\u30d7\u30ea\u306e\u5b9f\u884c<\/h2>\n
\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30a2\u30d7\u30ea\u3092\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\r\n
\r\n
streamlit run sleep_app.py<\/code><\/pre>\r\n<\/div>\n\n
\u6700\u5f8c\u306b<\/h2>\n
\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u7c21\u5358\u306a\u53ef\u8996\u5316\u30a2\u30d7\u30ea\u306f\u3001\u57fa\u672c\u7684\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u304c\u3001\u3055\u3089\u306a\u308b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3088\u3063\u3066\u3088\u308a\u512a\u308c\u305f\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>","protected":false},"excerpt":{"rendered":"
python\u306e\u307f\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306e\u3067\u304d\u308b\u300cStreamlit\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002 \u306f\u3058\u3081\u306b \u30fb\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306f\u3001\u60c5\u5831\u306e\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u305f […]<\/p>\n","protected":false},"author":87,"featured_media":3523,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[331,464,463,39,129],"class_list":["post-3507","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-python","tag-sqlite","tag-streamlit","tag-39","tag-129"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/87"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=3507"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/3507\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3523"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=3507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=3507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=3507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}