FinanceDataReader Tutorial - 차트 그리기와 활용하기.ipynb

FinanceDataReader Tutorial - 차트 그리기와 활용하기.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"FinanceDataReader Tutorial - 차트 그리기와 활용하기.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyOkr/QxiMdkZs38q2Fpud6q"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"joJxpbs2LhYB"},"source":["# FinanceDataReader Tutorial \n","## 차트 그리기와 활용하기\n","\n","<img width='320' src=\"https://i.imgur.com/r0YE5Xs.png\" >\n","\n","**2021 [FinanceData.KR](http://financedata.kr) | [facebook.com/financedata](http://facebook.com/financedata)**"]},{"cell_type":"markdown","metadata":{"id":"LFeolFMbgvN9"},"source":["## FinanceDataReader 설치 (구글 Colab 경우)"]},{"cell_type":"code","metadata":{"id":"cAgcFyMZkgby","executionInfo":{"status":"ok","timestamp":1613821292605,"user_tz":-540,"elapsed":3797,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}}},"source":["!pip install -q finance-datareader"],"execution_count":1,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vcJBMTZ_AadC"},"source":["FinanceDataReader는 [Bokeh](https://bokeh.org/) 기반의 캔들 차트를 지원합니다.\n","\n","구글 Colab에는 이미 [Bokeh](https://bokeh.org/)가 있기 때문에 별도의 설치는 필요하지 않습니다. \n","\n","로컬 PC의 경우, bokeh가 설치되어 있지 않아면 명령창에서 다음과 같이 bokeh를 설치하세요\n","\n","```\n","pip install bokeh\n","```"]},{"cell_type":"markdown","metadata":{"id":"RasvlL_uBAEc"},"source":["## FinanceDataReader.chart\n","\n","FinanceDataReader의 chart 객체를 사용하여 차트를 그립니다.\n","\n","다음은 2021-01-01 ~ 2021-02-15 (1.5개월)간의 삼성전자 캔틀차트 입니다.\n","\n","`fdr.DataReader()`에서 가져온 가격 데이터(df)를 `fdr.chart.plot(df)`에 전달해주면 됩니다. 차트 내에서 확대/축소, 이미지 저장, 이동 등을 자체지원합니다.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":528},"id":"AyQhUzAjAaZm","executionInfo":{"status":"ok","timestamp":1613821295261,"user_tz":-540,"elapsed":6447,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}},"outputId":"ee8a964d-a286-4063-9c5d-1bcae4a631e8"},"source":["import FinanceDataReader as fdr\n","\n","df = fdr.DataReader('005930', '2021-01-01', '2021-02-15')\n","fdr.chart.plot(df)"],"execution_count":2,"outputs":[{"output_type":"display_data","data":{"application/javascript":["\n","(function(root) {\n","  function now() {\n","    return new Date();\n","  }\n","\n","  var force = true;\n","\n","  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n","    root._bokeh_onload_callbacks = [];\n","    root._bokeh_is_loading = undefined;\n","  }\n","\n","  var JS_MIME_TYPE = 'application/javascript';\n","  var HTML_MIME_TYPE = 'text/html';\n","  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n","  var CLASS_NAME = 'output_bokeh rendered_html';\n","\n","  /**\n","   * Render data to the DOM node\n","   */\n","  function render(props, node) {\n","    var script = document.createElement(\"script\");\n","    node.appendChild(script);\n","  }\n","\n","  /**\n","   * Handle when an output is cleared or removed\n","   */\n","  function handleClearOutput(event, handle) {\n","    var cell = handle.cell;\n","\n","    var id = cell.output_area._bokeh_element_id;\n","    var server_id = cell.output_area._bokeh_server_id;\n","    // Clean up Bokeh references\n","    if (id != null && id in Bokeh.index) {\n","      Bokeh.index[id].model.document.clear();\n","      delete Bokeh.index[id];\n","    }\n","\n","    if (server_id !== undefined) {\n","      // Clean up Bokeh references\n","      var cmd = \"from bokeh.io.state import curstate; 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"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":528},"id":"o5HRwZseD9v9","executionInfo":{"status":"ok","timestamp":1613821295262,"user_tz":-540,"elapsed":6443,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}},"outputId":"f6facf04-ca90-448f-d01f-5a1614764fa7"},"source":["fdr.chart.plot(df, title='삼성전자(005930)')"],"execution_count":3,"outputs":[{"output_type":"display_data","data":{"application/javascript":["\n","(function(root) {\n","  function now() {\n","    return new Date();\n","  }\n","\n","  var force = true;\n","\n","  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n","    root._bokeh_onload_callbacks = [];\n","    root._bokeh_is_loading = undefined;\n","  }\n","\n","  var JS_MIME_TYPE = 'application/javascript';\n","  var HTML_MIME_TYPE = 'text/html';\n","  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n","  var CLASS_NAME = 'output_bokeh rendered_html';\n","\n","  /**\n","   * Render data to the DOM node\n","   */\n","  function render(props, node) {\n","    var script = document.createElement(\"script\");\n","    node.appendChild(script);\n","  }\n","\n","  /**\n","   * Handle when an output is cleared or removed\n","   */\n","  function handleClearOutput(event, handle) {\n","    var cell = handle.cell;\n","\n","    var id = cell.output_area._bokeh_element_id;\n","    var server_id = cell.output_area._bokeh_server_id;\n","    // Clean up Bokeh references\n","    if (id != null && id in Bokeh.index) {\n","      Bokeh.index[id].model.document.clear();\n","      delete Bokeh.index[id];\n","    }\n","\n","    if (server_id !== undefined) {\n","      // Clean up Bokeh references\n","      var cmd = \"from bokeh.io.state import curstate; 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If loading BokehJS from CDN, this \\n\"+\n","     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n","     \"</p>\\n\"+\n","     \"<ul>\\n\"+\n","     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n","     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n","     \"</ul>\\n\"+\n","     \"<code>\\n\"+\n","     \"from bokeh.resources import INLINE\\n\"+\n","     \"output_notebook(resources=INLINE)\\n\"+\n","     \"</code>\\n\"+\n","     \"</div>\"}};\n","\n","  function display_loaded() {\n","    var el = document.getElementById(null);\n","    if (el != null) {\n","      el.textContent = \"BokehJS is loading...\";\n","    }\n","    if (root.Bokeh !== undefined) {\n","      if (el != null) {\n","        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n","      }\n","    } else if (Date.now() < root._bokeh_timeout) {\n","      setTimeout(display_loaded, 100)\n","    }\n","  }\n","\n","\n","  function run_callbacks() {\n","    try {\n","      root._bokeh_onload_callbacks.forEach(function(callback) {\n","        if (callback != null)\n","          callback();\n","      });\n","    } finally {\n","      delete root._bokeh_onload_callbacks\n","    }\n","    console.debug(\"Bokeh: all callbacks have finished\");\n","  }\n","\n","  function load_libs(css_urls, js_urls, callback) {\n","    if (css_urls == null) css_urls = [];\n","    if (js_urls == null) js_urls = [];\n","\n","    root._bokeh_onload_callbacks.push(callback);\n","    if (root._bokeh_is_loading > 0) {\n","      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n","      return null;\n","    }\n","    if (js_urls == null || js_urls.length === 0) {\n","      run_callbacks();\n","      return null;\n","    }\n","    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n","    root._bokeh_is_loading = css_urls.length + js_urls.length;\n","\n","    function on_load() {\n","      root._bokeh_is_loading--;\n","      if (root._bokeh_is_loading === 0) {\n","        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n","        run_callbacks()\n","      }\n","    }\n","\n","    function on_error() {\n","      console.error(\"failed to load \" + url);\n","    }\n","\n","    for (var i = 0; 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i < js_urls.length; i++) {\n","      var url = js_urls[i];\n","      var element = document.createElement('script');\n","      element.onload = on_load;\n","      element.onerror = on_error;\n","      element.async = false;\n","      element.src = url;\n","      if (url in hashes) {\n","        element.crossOrigin = \"anonymous\";\n","        element.integrity = \"sha384-\" + hashes[url];\n","      }\n","      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n","      document.head.appendChild(element);\n","    }\n","  };\n","\n","  function inject_raw_css(css) {\n","    const element = document.createElement(\"style\");\n","    element.appendChild(document.createTextNode(css));\n","    document.body.appendChild(element);\n","  }\n","\n","  \n","  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n","  var css_urls = [];\n","  \n","\n","  var inline_js = [\n","    function(Bokeh) {\n","      Bokeh.set_log_level(\"info\");\n","    },\n","    function(Bokeh) {\n","    \n","    \n","    }\n","  ];\n","\n","  function run_inline_js() {\n","    \n","    if (root.Bokeh !== undefined || force === true) {\n","      \n","    for (var i = 0; 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If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } 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'SMA', 'WMA', 'EMA', 'None'중 하나를 지정할 수 있습니다. (기본값: 'SMA')\n","* `moving_average_lines`: 이동평균선의 데이터 개수와 몇개캔들을 사용할지  지정합니다. (기본값: (5, 20, 60) - 즉, 5일, 20일, 60일을 표시합니다)\n","* `color_up`: 상승캔들의 색상 (기본값:'red')\n","* `color_down`: 하락캔들의 색상 (기본값:'blue')\n","* `color_volume_up`: 전일거래량 대비 상승 막대의 색상 (기본값:'red')\n","* `color_volume_down`: 전일거래량 대비 하락 막대의 색상 (기본값:'blue')\n","\n","`moving_average_type`은 이동평균선의 종류를 지정합니다. 종류는 다음과 같습니다.\n","* 'SMA'(Simple Moving Average, 단순 이동평균) - 기본값\n","* 'WMA'(Weighted Moving Average, 가중 이동평균)\n","* 'EMA'(Exponential Moving Average, 지수 이동평균)\n","* 'None'(표시하지 않음)\n","\n","`moving_average_lines`는 이동평균선의 데이터 개수와 몇개캔들을 사용할지 튜플값으로 지정합니다. 예를 들어, (5, 20)으로 지정하면 5일 이동평균선과 20일 이동평균선 2개 선이 표시됩니다.\n","\n","이동평균선의 색상 순서는 다음과 같습니다. (참고로 색상의 tab의 의미는 tablue 표준색상을 의미합니다)\n","\n","```python\n","['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray', 'tab:olive', 'tab:cyan']\n","```\n","\n","거래량 막대의 색상은 가격의 상승 혹은 하락(시가대비 종가)을 표시하는 것이 아니라, 전일 거래량 대비 상승과 하락을 표현합니다."]},{"cell_type":"markdown","metadata":{"id":"eNiqypw8H9a5"},"source":["## 차트 설정 다루기\n","\n","차트 그리기에 사용되는 기본 값을 바꿀 수 있습니다. \n","\n","예를 들어, 차트의 기본 크기를 지정하고 싶은 경우 다음과 같이 `fdr.chart.config()` 를 사용하여 지정할 수 있습니다.\n","\n","```python\n","fdr.chart.config(width=400, height=200)\n","```\n","\n","title, width, height, volume 등 plot()에 가능한 설정을 지정할 수 있습니다."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":248},"id":"uqV4jMp8H9WM","executionInfo":{"status":"ok","timestamp":1613821295646,"user_tz":-540,"elapsed":6823,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}},"outputId":"242733e7-64fa-480b-eb28-6ecdea0ba935"},"source":["fdr.chart.config(title='삼성전자(005930) 2021년')\n","fdr.chart.config(width=400, height=200)\n","fdr.chart.config(volume=False)\n","\n","fdr.chart.plot(df)"],"execution_count":4,"outputs":[{"output_type":"display_data","data":{"application/javascript":["\n","(function(root) {\n","  function now() {\n","    return new Date();\n","  }\n","\n","  var force = true;\n","\n","  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n","    root._bokeh_onload_callbacks = [];\n","    root._bokeh_is_loading = undefined;\n","  }\n","\n","  var JS_MIME_TYPE = 'application/javascript';\n","  var HTML_MIME_TYPE = 'text/html';\n","  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n","  var CLASS_NAME = 'output_bokeh rendered_html';\n","\n","  /**\n","   * Render data to the DOM node\n","   */\n","  function render(props, node) {\n","    var script = document.createElement(\"script\");\n","    node.appendChild(script);\n","  }\n","\n","  /**\n","   * Handle when an output is cleared or removed\n","   */\n","  function handleClearOutput(event, handle) {\n","    var cell = handle.cell;\n","\n","    var id = cell.output_area._bokeh_element_id;\n","    var server_id = cell.output_area._bokeh_server_id;\n","    // Clean up Bokeh references\n","    if (id != null && id in Bokeh.index) {\n","      Bokeh.index[id].model.document.clear();\n","      delete Bokeh.index[id];\n","    }\n","\n","    if (server_id !== undefined) {\n","      // Clean up Bokeh references\n","      var cmd = \"from bokeh.io.state import curstate; 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Possible fixes:\\n\"+\n","     \"</p>\\n\"+\n","     \"<ul>\\n\"+\n","     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n","     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n","     \"</ul>\\n\"+\n","     \"<code>\\n\"+\n","     \"from bokeh.resources import INLINE\\n\"+\n","     \"output_notebook(resources=INLINE)\\n\"+\n","     \"</code>\\n\"+\n","     \"</div>\"}};\n","\n","  function display_loaded() {\n","    var el = document.getElementById(null);\n","    if (el != null) {\n","      el.textContent = \"BokehJS is loading...\";\n","    }\n","    if (root.Bokeh !== undefined) {\n","      if (el != null) {\n","        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n","      }\n","    } else if (Date.now() < root._bokeh_timeout) {\n","      setTimeout(display_loaded, 100)\n","    }\n","  }\n","\n","\n","  function run_callbacks() {\n","    try {\n","      root._bokeh_onload_callbacks.forEach(function(callback) {\n","        if (callback != null)\n","          callback();\n","      });\n","    } finally {\n","      delete root._bokeh_onload_callbacks\n","    }\n","    console.debug(\"Bokeh: all callbacks have finished\");\n","  }\n","\n","  function load_libs(css_urls, js_urls, callback) {\n","    if (css_urls == null) css_urls = [];\n","    if (js_urls == null) js_urls = [];\n","\n","    root._bokeh_onload_callbacks.push(callback);\n","    if (root._bokeh_is_loading > 0) {\n","      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n","      return null;\n","    }\n","    if (js_urls == null || js_urls.length === 0) {\n","      run_callbacks();\n","      return null;\n","    }\n","    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n","    root._bokeh_is_loading = css_urls.length + js_urls.length;\n","\n","    function on_load() {\n","      root._bokeh_is_loading--;\n","      if (root._bokeh_is_loading === 0) {\n","        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n","        run_callbacks()\n","      }\n","    }\n","\n","    function on_error() {\n","      console.error(\"failed to load \" + url);\n","    }\n","\n","    for (var i = 0; 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i < js_urls.length; i++) {\n","      var url = js_urls[i];\n","      var element = document.createElement('script');\n","      element.onload = on_load;\n","      element.onerror = on_error;\n","      element.async = false;\n","      element.src = url;\n","      if (url in hashes) {\n","        element.crossOrigin = \"anonymous\";\n","        element.integrity = \"sha384-\" + hashes[url];\n","      }\n","      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n","      document.head.appendChild(element);\n","    }\n","  };\n","\n","  function inject_raw_css(css) {\n","    const element = document.createElement(\"style\");\n","    element.appendChild(document.createTextNode(css));\n","    document.body.appendChild(element);\n","  }\n","\n","  \n","  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n","  var css_urls = [];\n","  \n","\n","  var inline_js = [\n","    function(Bokeh) {\n","      Bokeh.set_log_level(\"info\");\n","    },\n","    function(Bokeh) {\n","    \n","    \n","    }\n","  ];\n","\n","  function run_inline_js() {\n","    \n","    if (root.Bokeh !== undefined || force === true) {\n","      \n","    for (var i = 0; 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If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } 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console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["\n","\n","\n","\n","\n","\n","  <div class=\"bk-root\" id=\"5aad7b64-c6bf-46c8-a026-b4a14a26bad2\" data-root-id=\"1811\"></div>\n"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"application/javascript":["(function(root) {\n","  function embed_document(root) {\n","    \n","  var docs_json = 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}\n","})(window);"],"application/vnd.bokehjs_exec.v0+json":""},"metadata":{"tags":[],"application/vnd.bokehjs_exec.v0+json":{"id":"1811"}}}]},{"cell_type":"markdown","metadata":{"id":"M_oig5KcH9SU"},"source":["다음과 같이 dict를 사용하여 다양할 설정을 한번에 지정할 수 있습니다"]},{"cell_type":"code","metadata":{"id":"fpeCo8APH9NV","executionInfo":{"status":"ok","timestamp":1613821295647,"user_tz":-540,"elapsed":6818,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}}},"source":["config = {'title':'fdr.chart.config()를 사용하여 설정을 한번에 지정할 수 있습니다', \n","          'width': 600, \n","          'height': 300,\n","          'volume': True,\n","}\n","\n","fdr.chart.config(config=config)"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":348},"id":"CsHY-iqNJCli","executionInfo":{"status":"ok","timestamp":1613821295648,"user_tz":-540,"elapsed":6813,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj6rvtcx9Gy8VOzzw2LH1hYtnxIuHBDw8qnYK9SAuY=s64","userId":"12576390002043678893"}},"outputId":"d3d985bc-b0f6-49b7-fcf9-a6a0fc7ac92f"},"source":["fdr.chart.plot(df)"],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"application/javascript":["\n","(function(root) {\n","  function now() {\n","    return new Date();\n","  }\n","\n","  var force = true;\n","\n","  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n","    root._bokeh_onload_callbacks = [];\n","    root._bokeh_is_loading = undefined;\n","  }\n","\n","  var JS_MIME_TYPE = 'application/javascript';\n","  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handleAddOutput);\n","\n","    /**\n","     * Register the mime type and append_mime function with output_area\n","     */\n","    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n","      /* Is output safe? */\n","      safe: true,\n","      /* Index of renderer in `output_area.display_order` */\n","      index: 0\n","    });\n","  }\n","\n","  // register the mime type if in Jupyter Notebook environment and previously unregistered\n","  if (root.Jupyter !== undefined) {\n","    var events = require('base/js/events');\n","    var OutputArea = require('notebook/js/outputarea').OutputArea;\n","\n","    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n","      register_renderer(events, OutputArea);\n","    }\n","  }\n","\n","  \n","  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n","    root._bokeh_timeout = Date.now() + 5000;\n","    root._bokeh_failed_load = false;\n","  }\n","\n","  var NB_LOAD_WARNING = {'data': {'text/html':\n","     \"<div style='background-color: #fdd'>\\n\"+\n","     \"<p>\\n\"+\n","     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n","     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n","     \"</p>\\n\"+\n","     \"<ul>\\n\"+\n","     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n","     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n","     \"</ul>\\n\"+\n","     \"<code>\\n\"+\n","     \"from bokeh.resources import INLINE\\n\"+\n","     \"output_notebook(resources=INLINE)\\n\"+\n","     \"</code>\\n\"+\n","     \"</div>\"}};\n","\n","  function display_loaded() {\n","    var el = document.getElementById(null);\n","    if (el != null) {\n","      el.textContent = \"BokehJS is loading...\";\n","    }\n","    if (root.Bokeh !== undefined) {\n","      if (el != null) {\n","        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n","      }\n","    } else if (Date.now() < root._bokeh_timeout) {\n","      setTimeout(display_loaded, 100)\n","    }\n","  }\n","\n","\n","  function run_callbacks() {\n","    try {\n","      root._bokeh_onload_callbacks.forEach(function(callback) {\n","        if (callback != null)\n","          callback();\n","      });\n","    } finally {\n","      delete root._bokeh_onload_callbacks\n","    }\n","    console.debug(\"Bokeh: all callbacks have finished\");\n","  }\n","\n","  function load_libs(css_urls, js_urls, callback) {\n","    if (css_urls == null) css_urls = [];\n","    if (js_urls == null) js_urls = [];\n","\n","    root._bokeh_onload_callbacks.push(callback);\n","    if (root._bokeh_is_loading > 0) {\n","      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n","      return null;\n","    }\n","    if (js_urls == null || js_urls.length === 0) {\n","      run_callbacks();\n","      return null;\n","    }\n","    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n","    root._bokeh_is_loading = css_urls.length + js_urls.length;\n","\n","    function on_load() {\n","      root._bokeh_is_loading--;\n","      if (root._bokeh_is_loading === 0) {\n","        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n","        run_callbacks()\n","      }\n","    }\n","\n","    function on_error() {\n","      console.error(\"failed to load \" + url);\n","    }\n","\n","    for (var i = 0; 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i < js_urls.length; i++) {\n","      var url = js_urls[i];\n","      var element = document.createElement('script');\n","      element.onload = on_load;\n","      element.onerror = on_error;\n","      element.async = false;\n","      element.src = url;\n","      if (url in hashes) {\n","        element.crossOrigin = \"anonymous\";\n","        element.integrity = \"sha384-\" + hashes[url];\n","      }\n","      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n","      document.head.appendChild(element);\n","    }\n","  };\n","\n","  function inject_raw_css(css) {\n","    const element = document.createElement(\"style\");\n","    element.appendChild(document.createTextNode(css));\n","    document.body.appendChild(element);\n","  }\n","\n","  \n","  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n","  var css_urls = [];\n","  \n","\n","  var inline_js = [\n","    function(Bokeh) {\n","      Bokeh.set_log_level(\"info\");\n","    },\n","    function(Bokeh) {\n","    \n","    \n","    }\n","  ];\n","\n","  function run_inline_js() {\n","    \n","    if (root.Bokeh !== undefined || force === true) {\n","      \n","    for (var i = 0; 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If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } 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console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["\n","\n","\n","\n","\n","\n","  <div class=\"bk-root\" id=\"2f9f8cee-6dd9-402a-b0d6-f5c8bbf84ae2\" data-root-id=\"2141\"></div>\n"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"application/javascript":["(function(root) {\n","  function embed_document(root) {\n","    \n","  var docs_json = 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Possible fixes:\\n\"+\n","     \"</p>\\n\"+\n","     \"<ul>\\n\"+\n","     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n","     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n","     \"</ul>\\n\"+\n","     \"<code>\\n\"+\n","     \"from bokeh.resources import INLINE\\n\"+\n","     \"output_notebook(resources=INLINE)\\n\"+\n","     \"</code>\\n\"+\n","     \"</div>\"}};\n","\n","  function display_loaded() {\n","    var el = document.getElementById(null);\n","    if (el != null) {\n","      el.textContent = \"BokehJS is loading...\";\n","    }\n","    if (root.Bokeh !== undefined) {\n","      if (el != null) {\n","        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n","      }\n","    } else if (Date.now() < root._bokeh_timeout) {\n","      setTimeout(display_loaded, 100)\n","    }\n","  }\n","\n","\n","  function run_callbacks() {\n","    try {\n","      root._bokeh_onload_callbacks.forEach(function(callback) {\n","        if (callback != null)\n","          callback();\n","      });\n","    } finally {\n","      delete root._bokeh_onload_callbacks\n","    }\n","    console.debug(\"Bokeh: all callbacks have finished\");\n","  }\n","\n","  function load_libs(css_urls, js_urls, callback) {\n","    if (css_urls == null) css_urls = [];\n","    if (js_urls == null) js_urls = [];\n","\n","    root._bokeh_onload_callbacks.push(callback);\n","    if (root._bokeh_is_loading > 0) {\n","      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n","      return null;\n","    }\n","    if (js_urls == null || js_urls.length === 0) {\n","      run_callbacks();\n","      return null;\n","    }\n","    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n","    root._bokeh_is_loading = css_urls.length + js_urls.length;\n","\n","    function on_load() {\n","      root._bokeh_is_loading--;\n","      if (root._bokeh_is_loading === 0) {\n","        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n","        run_callbacks()\n","      }\n","    }\n","\n","    function on_error() {\n","      console.error(\"failed to load \" + url);\n","    }\n","\n","    for (var i = 0; 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i < js_urls.length; i++) {\n","      var url = js_urls[i];\n","      var element = document.createElement('script');\n","      element.onload = on_load;\n","      element.onerror = on_error;\n","      element.async = false;\n","      element.src = url;\n","      if (url in hashes) {\n","        element.crossOrigin = \"anonymous\";\n","        element.integrity = \"sha384-\" + hashes[url];\n","      }\n","      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n","      document.head.appendChild(element);\n","    }\n","  };\n","\n","  function inject_raw_css(css) {\n","    const element = document.createElement(\"style\");\n","    element.appendChild(document.createTextNode(css));\n","    document.body.appendChild(element);\n","  }\n","\n","  \n","  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n","  var css_urls = [];\n","  \n","\n","  var inline_js = [\n","    function(Bokeh) {\n","      Bokeh.set_log_level(\"info\");\n","    },\n","    function(Bokeh) {\n","    \n","    \n","    }\n","  ];\n","\n","  function run_inline_js() {\n","    \n","    if (root.Bokeh !== undefined || force === true) {\n","      \n","    for (var i = 0; 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If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } 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