{"id":46031,"date":"2023-08-28T14:55:16","date_gmt":"2024-01-06T14:22:10","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46031-2\/"},"modified":"2024-04-30T20:27:59","modified_gmt":"2024-04-30T12:27:59","slug":"46031-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46031-2\/","title":{"rendered":""},"content":{"rendered":"

\u306a\u305c\u5bfe\u8a71\u578b\u306a\u306e\u304b<\/h1>\n

\u4f55\u3089\u304b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5165\u3063\u305f\u30b0\u30e9\u30d5\u3092\u51fa\u529b\u3057\u305f\u3044\u5834\u5408\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u5316\u3055\u305b\u308b\u5ea6\u306b\u78ba\u8a8d\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306a\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

    \n
  1. \n
      \u51fa\u529b\u95a2\u6570\u306e\u5f15\u6570\u3092\u90fd\u5ea6\u5165\u529b\u3057\u3066\u30b0\u30e9\u30d5\u3092\u51fa\u529b<\/ol>\n<\/li>\n<\/ol>\n

       <\/p>\n

        \n
      1. \n
          \u5909\u5316\u3055\u305b\u305f\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5168\u3066\u306e\u30b0\u30e9\u30d5\u3092\u51fa\u529b<\/ol>\n<\/li>\n<\/ol>\n

           <\/p>\n

            \u5bfe\u8a71\u578b\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u3066\u30b0\u30e9\u30d5\u3092\u51fa\u529b<\/ol>\n

            1\u306e\u65b9\u6cd5\u306f\u5165\u529b\u304c\u5c11\u3057\u9762\u5012\u3067\u3059\u3002IPython\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u4e0a\u306a\u3089\u307e\u3060\u3057\u3082\u3001Jupyter notebook\u3067\u95a2\u6570\u3092\u5b9f\u884c\u3057\u3066\u3001\u5b9f\u884c\u3057\u305f\u95a2\u6570\u306e\u5f15\u6570\u3092\u66f8\u304d\u63db\u3048\u3066\u30fb\u30fb\u30fb\u306f\u3044\u3001\u9762\u5012\u3067\u3059\u306d\u3002
            \n2\u306e\u65b9\u6cd5\u306f\u3069\u3046\u3067\u3057\u3087\u3046\u304b\u30022\u301c3\u500b\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u5ea6\u306b\u51fa\u529b\u3057\u3066\u6bd4\u8f03\u3059\u308b\u306e\u306f\u5341\u5206\u5b9f\u7528\u7684\u3068\u8a00\u3048\u305d\u3046\u3067\u3059\u3002
            \n\u3057\u304b\u3057\u3001\u307f\u305f\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u304c100\u500b\u3042\u308b\u3088\u3046\u306a\u72b6\u6cc1\u3067\u306f\u4eba\u9593\u306e\u76ee\u3067\u78ba\u8a8d\u3059\u308b\u306e\u304c\u5927\u5909\u305d\u3046\u3067\u3059\u3002
            \n\u3068\u3044\u3046\u3053\u3068\u3067\u30013\u306e\u65b9\u6cd5\u3092\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n

            ipywidgets\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n

            Jupyter notebook\u3067\u5bfe\u8a71\u578b\u306eUI\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306fipywidgets\u3092\u4f7f\u3046\u306e\u304c\u304a\u624b\u8efd\u3067\u3059\u3002
            \n\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306f\u4e0b\u8a18\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

            pip\u306e\u5834\u5408<\/h2>\n
            pip install <\/span>ipywidgets\r\njupyter nbextension enable<\/span> --py<\/span> widgetsnbextension\r\n<\/code><\/pre>\n
            conda\u306e\u5834\u5408<\/h2>\n
            conda install<\/span> -c<\/span> conda-forge ipywidgets\r\n<\/code><\/pre>\n
            ipywidgets.interact<\/h1>\n
            \u76ee\u7684\u306e\u95a2\u6570\u306bipywidgets.interact\u3092\u30c7\u30b3\u30ec\u30fc\u30c8\u3059\u308b\u3060\u3051\u3067\u3001\u5bfe\u8a71\u578b\u306eUI\u3092\u4f5c\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002
            \n\u4e0b\u8a18\u306e\u4f8b\u3067\u306f\u682a\u4fa1\u3092\u53d6\u5f97\u3057\u3001n\u65e5\u9593\u306e\u7d42\u5024\u306e\u79fb\u52d5\u5e73\u5747\u3092\u30b0\u30e9\u30d5\u306b\u51fa\u529b\u3057\u3066\u3044\u307e\u3059\u3002
            \ninteract\u306e\u5f15\u6570\u306b\u6570\u5024\u3092\u4e0e\u3048\u308b\u3068\u3001Jupyter notebook\u4e0a\u306b\u30b9\u30e9\u30a4\u30c0\u30fc\u304c\u8868\u793a\u3055\u308c\u3001\u3053\u308c\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u79fb\u52d5\u5e73\u5747\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5909\u5316\u3057\u307e\u3059\u3002
            \nn=(5, 30)\u306f\u6700\u5c0f\u5024\u30925\u3001\u6700\u5927\u5024\u309230\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002
            \nn=10\u3068\u3001\u7279\u306b\u5236\u9650\u3092\u8a2d\u3051\u305a\u306b\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306e\u307f\u8a2d\u5b9a\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
            %<\/span>matplotlib<\/span> inline<\/span>\r\n\r\nfrom<\/span> pandas_datareader.data<\/span> import<\/span> DataReader<\/span>\r\nfrom<\/span> ipywidgets<\/span> import<\/span> interact<\/span>\r\n\r\nprice<\/span> =<\/span> DataReader<\/span>(<\/span>'^GSPC'<\/span>,<\/span> 'yahoo'<\/span>,<\/span> start<\/span>=<\/span>'2016-01-01'<\/span>,<\/span> end<\/span>=<\/span>'2016-12-31'<\/span>)<\/span>\r\n\r\n\r\n@<\/span>interact<\/span>(<\/span>n<\/span>=<\/span>(<\/span>5<\/span>,<\/span> 30<\/span>))<\/span>\r\ndef<\/span> plot_rolling_mean<\/span>(<\/span>n<\/span>):<\/span>\r\n    price<\/span>[<\/span>'Adj Close'<\/span>].<\/span>plot<\/span>()<\/span>\r\n    price<\/span>[<\/span>'Adj Close'<\/span>].<\/span>rolling<\/span>(<\/span>n<\/span>).<\/span>mean<\/span>().<\/span>plot<\/span>()<\/span>\r\n<\/code><\/pre>\n
            \"rolling_mean.gif\"<\/div>\n
            \u3053\u306e\u3088\u3046\u306b\u3001UI\u3067\u8996\u899a\u7684\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9069\u6b63\u5024\u3092\u63a2\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
            \u3082\u3046\u4e00\u3064\u306e\u4f8b\u3068\u3057\u3066\u3001\u30b0\u30e9\u30d5\u306e\u7a2e\u985e\u3092\u5909\u66f4\u3057\u3066\u307f\u307e\u3059\u3002
            \ninteract\u306e\u5f15\u6570\u306b\u30bf\u30d7\u30eb\u3084\u30ea\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3068\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002
            \n\u3053\u308c\u3092\u5229\u7528\u3057\u3066UI\u3067\u30b0\u30e9\u30d5\u306e\u7a2e\u985e\u3092\u5909\u66f4\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n
            @<\/span>interact<\/span>(<\/span>kind<\/span>=<\/span>[<\/span>'line'<\/span>,<\/span> 'area'<\/span>])<\/span>\r\ndef<\/span> plot_line_or_band<\/span>(<\/span>kind<\/span>):<\/span>\r\n    price<\/span>[<\/span>'Adj Close'<\/span>].<\/span>plot<\/span>(<\/span>kind<\/span>=<\/span>kind<\/span>)<\/span>\r\n<\/code><\/pre>\n
            \"chart_type.gif\"<\/div>\n
            \u3053\u306e\u3088\u3046\u306b\u4e88\u3081UI\u3068\u9078\u629e\u80a2\u3092\u7528\u610f\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u308f\u304b\u3089\u306a\u3044\u76f8\u624b\u306b\u5bfe\u3057\u3066\u3082\u3001\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3092\u4fc3\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
            ipywidgets\u3092\u3082\u5c11\u3057\u8a73\u3057\u304f<\/h1>\n
            \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3082\u3042\u308a\u307e\u3059\u304c\u3001ipywidgets\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308bUI\u306e\u4e00\u89a7\u306fipywidgets.widgets.Widget.widget_types\u304b\u3089\u53c2\u7167\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
            import<\/span> ipywidgets<\/span> as<\/span> widgets<\/span>\r\nwidgets<\/span>.<\/span>Widget<\/span>.<\/span>widget_types<\/span>\r\n<\/code><\/pre>\n
            \u3053\u308c\u3060\u3051\u3042\u308a\u307e\u3059\u30fb\u30fb\u30fb<\/p>\n
            {<\/span>'Jupyter.Accordion'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selectioncontainer<\/span>.<\/span>Accordion<\/span>,<\/span>\r\n 'Jupyter.BoundedFloatText'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_float<\/span>.<\/span>BoundedFloatText<\/span>,<\/span>\r\n 'Jupyter.BoundedIntText'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>BoundedIntText<\/span>,<\/span>\r\n 'Jupyter.Box'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_box<\/span>.<\/span>Box<\/span>,<\/span>\r\n 'Jupyter.Button'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_button<\/span>.<\/span>Button<\/span>,<\/span>\r\n 'Jupyter.Checkbox'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_bool<\/span>.<\/span>Checkbox<\/span>,<\/span>\r\n 'Jupyter.ColorPicker'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_color<\/span>.<\/span>ColorPicker<\/span>,<\/span>\r\n 'Jupyter.Controller'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_controller<\/span>.<\/span>Controller<\/span>,<\/span>\r\n 'Jupyter.ControllerAxis'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_controller<\/span>.<\/span>Axis<\/span>,<\/span>\r\n 'Jupyter.ControllerButton'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_controller<\/span>.<\/span>Button<\/span>,<\/span>\r\n 'Jupyter.Dropdown'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>Dropdown<\/span>,<\/span>\r\n 'Jupyter.FlexBox'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_box<\/span>.<\/span>FlexBox<\/span>,<\/span>\r\n 'Jupyter.FloatProgress'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_float<\/span>.<\/span>FloatProgress<\/span>,<\/span>\r\n 'Jupyter.FloatRangeSlider'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_float<\/span>.<\/span>FloatRangeSlider<\/span>,<\/span>\r\n 'Jupyter.FloatSlider'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_float<\/span>.<\/span>FloatSlider<\/span>,<\/span>\r\n 'Jupyter.FloatText'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_float<\/span>.<\/span>FloatText<\/span>,<\/span>\r\n 'Jupyter.HTML'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_string<\/span>.<\/span>HTML<\/span>,<\/span>\r\n 'Jupyter.Image'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_image<\/span>.<\/span>Image<\/span>,<\/span>\r\n 'Jupyter.IntProgress'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>IntProgress<\/span>,<\/span>\r\n 'Jupyter.IntRangeSlider'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>IntRangeSlider<\/span>,<\/span>\r\n 'Jupyter.IntSlider'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>IntSlider<\/span>,<\/span>\r\n 'Jupyter.IntText'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>IntText<\/span>,<\/span>\r\n 'Jupyter.Label'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_string<\/span>.<\/span>Label<\/span>,<\/span>\r\n 'Jupyter.PlaceProxy'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_box<\/span>.<\/span>PlaceProxy<\/span>,<\/span>\r\n 'Jupyter.Play'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_int<\/span>.<\/span>Play<\/span>,<\/span>\r\n 'Jupyter.Proxy'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_box<\/span>.<\/span>Proxy<\/span>,<\/span>\r\n 'Jupyter.RadioButtons'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>RadioButtons<\/span>,<\/span>\r\n 'Jupyter.Select'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>Select<\/span>,<\/span>\r\n 'Jupyter.SelectMultiple'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>SelectMultiple<\/span>,<\/span>\r\n 'Jupyter.SelectionSlider'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>SelectionSlider<\/span>,<\/span>\r\n 'Jupyter.Tab'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selectioncontainer<\/span>.<\/span>Tab<\/span>,<\/span>\r\n 'Jupyter.Text'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_string<\/span>.<\/span>Text<\/span>,<\/span>\r\n 'Jupyter.Textarea'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_string<\/span>.<\/span>Textarea<\/span>,<\/span>\r\n 'Jupyter.ToggleButton'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_bool<\/span>.<\/span>ToggleButton<\/span>,<\/span>\r\n 'Jupyter.ToggleButtons'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_selection<\/span>.<\/span>ToggleButtons<\/span>,<\/span>\r\n 'Jupyter.Valid'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_bool<\/span>.<\/span>Valid<\/span>,<\/span>\r\n 'jupyter.DirectionalLink'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_link<\/span>.<\/span>DirectionalLink<\/span>,<\/span>\r\n 'jupyter.Link'<\/span>:<\/span> ipywidgets<\/span>.<\/span>widgets<\/span>.<\/span>widget_link<\/span>.<\/span>Link<\/span>}<\/span>\r\n<\/code><\/pre>\n
            \u6d41\u77f3\u306b\u3053\u308c\u3092\u5168\u3066\u8aac\u660e\u3059\u308b\u4f53\u529b\u306f\u306a\u3044\u306e\u3067\u3001\u4e00\u4f8b\u3068\u3057\u3066\u3001ipywidgets.widgets.Dropdown\u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n
            from<\/span> IPython.display<\/span> import<\/span> display<\/span>\r\nd<\/span> =<\/span> widgets<\/span>.<\/span>Dropdown<\/span>(<\/span>options<\/span>=<\/span>[<\/span>'red'<\/span>,<\/span> 'green'<\/span>,<\/span> 'blue'<\/span>],<\/span> value<\/span>=<\/span>'blue'<\/span>)<\/span>\r\n\r\n\r\ndef<\/span> on_value_change<\/span>(<\/span>change<\/span>):<\/span>\r\n    print<\/span>(<\/span>change<\/span>[<\/span>'new'<\/span>])<\/span>\r\n\r\n\r\nd<\/span>.<\/span>observe<\/span>(<\/span>on_value_change<\/span>,<\/span> names<\/span>=<\/span>'value'<\/span>)<\/span>\r\n\r\ndisplay<\/span>(<\/span>d<\/span>)<\/span>\r\n<\/code><\/pre>\n
            IPython.display.display\u306b\u3066\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u3092\u8868\u793a\u3057\u3001observe\u30e1\u30bd\u30c3\u30c9\u306b\u3066\u30a4\u30d9\u30f3\u30c8\u3092\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3057\u3066\u3044\u307e\u3059\u3002
            \n\u30ad\u30fc\u30ef\u30fc\u30c9\u5f15\u6570names\u306b\u306fon_value_change\u95a2\u6570\u306b\u6e21\u3059\u30d7\u30ed\u30d1\u30c6\u30a3\u304c\u6e21\u3055\u308c\u307e\u3059\u3002\u901a\u5e38\u306f’value’\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002
            \n\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u306e\u5024\u304c\u5909\u66f4\u3055\u308c\u308b\u3068\u3001on_value_change\u304c\u547c\u3073\u51fa\u3055\u308c\u3001’value’\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u5024\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n
            Bokeh\u306epush_notebook\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u307f\u308b<\/h1>\n
            Bokeh\u306b\u306fbokeh.io.push_notebook\u3068\u3044\u3046\u4fbf\u5229\u306a\u30e1\u30bd\u30c3\u30c9\u304c\u3042\u308a\u3001\u65e2\u306b\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u30b0\u30e9\u30d5\u3092\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3057\u3066\u3001\u5185\u5bb9\u306e\u5909\u66f4\u3092push\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
            \n\u524d\u8ff0\u3057\u305f\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b0\u30e9\u30d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8272\u3092\u52d5\u7684\u306b\u5909\u66f4\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n
            from<\/span> IPython.display<\/span> import<\/span> display<\/span>\r\nimport<\/span> ipywidgets<\/span> as<\/span> widgets<\/span>\r\nfrom<\/span> bokeh.io<\/span> import<\/span> output_notebook<\/span>,<\/span> push_notebook<\/span>\r\nfrom<\/span> bokeh.plotting<\/span> import<\/span> figure<\/span>,<\/span> show<\/span>\r\n\r\nd<\/span> =<\/span> widgets<\/span>.<\/span>Dropdown<\/span>(<\/span>options<\/span>=<\/span>[<\/span>'red'<\/span>,<\/span> 'green'<\/span>,<\/span> 'blue'<\/span>],<\/span> value<\/span>=<\/span>'blue'<\/span>)<\/span>\r\n\r\n\r\ndef<\/span> on_value_change<\/span>(<\/span>change<\/span>):<\/span>\r\n    r<\/span>.<\/span>glyph<\/span>.<\/span>fill_color<\/span> =<\/span> change<\/span>[<\/span>'new'<\/span>]<\/span>\r\n    push_notebook<\/span>(<\/span>handle<\/span>=<\/span>t<\/span>)<\/span>\r\n\r\n\r\nd<\/span>.<\/span>observe<\/span>(<\/span>on_value_change<\/span>,<\/span> names<\/span>=<\/span>'value'<\/span>)<\/span>\r\n\r\np<\/span> =<\/span> figure<\/span>(<\/span>width<\/span>=<\/span>250<\/span>,<\/span> height<\/span>=<\/span>250<\/span>)<\/span>\r\nr<\/span> =<\/span> p<\/span>.<\/span>circle<\/span>(<\/span>1<\/span>,<\/span> 1<\/span>,<\/span> size<\/span>=<\/span>20<\/span>,<\/span> line_color<\/span>=<\/span>None<\/span>)<\/span>\r\n\r\noutput_notebook<\/span>()<\/span>\r\n\r\ndisplay<\/span>(<\/span>d<\/span>)<\/span>\r\nt<\/span> =<\/span> show<\/span>(<\/span>p<\/span>,<\/span> notebook_handle<\/span>=<\/span>True<\/span>)<\/span>\r\n<\/code><\/pre>\n
            \"change_color.gif\"<\/div>\n
            \u3053\u3053\u3067\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u4e0b\u8a18\u306e2\u70b9\u3067\u3059\u3002<\/p>\n
            t = show(p, notebook_handle=True)\u3068show\u30e1\u30bd\u30c3\u30c9\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5f15\u6570\u306bnotebook_handle=True\u3092\u8a2d\u5b9a\u3057\u3001\u30b0\u30e9\u30d5\u3092\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3057\u3066\u3044\u308b\u3053\u3068<\/p>\n
            push_notebook(handle=t)\u306b\u3066\u4e0a\u8a18\u3067\u8a2d\u5b9a\u3057\u305f\u30cf\u30f3\u30c9\u30e9\u306b\u5bfe\u3057\u3066\u5909\u66f4\u3092push\u3057\u3066\u3044\u308b\u3053\u3068<\/p>\n
            \u3053\u306e\u3088\u3046\u306bBokeh\u3067\u306fJupyter notebook\u4e0a\u306e\u30b0\u30e9\u30d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u3057\u3066\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002
            \n\u524d\u8ff0\u306ematplotlib\u3067\u306f\u30b0\u30e9\u30d5\u5168\u4f53\u306e\u518d\u63cf\u753b\u306e\u51e6\u7406\u304c\u8d70\u308a\u307e\u3057\u305f\u304c\u3001Bokeh\u3067\u306f\u5fc5\u8981\u306a\u90e8\u5206\u306e\u307f\u3092\u5909\u66f4\u3067\u304d\u308b\u305f\u3081\u3001\u52d5\u7684\u306a\u30b0\u30e9\u30d5\u306e\u51e6\u7406\u3092\u8efd\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
            Bokeh\u306fmatplotlib\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u5f8c\u767a\u3067\u3042\u308b\u5206\u3001\u6700\u521d\u304b\u3089Jupyter notebook\u3092\u610f\u8b58\u3057\u305f\u6a5f\u80fd\u304c\u3042\u308a\u3001Jupyter notebook\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3068\u8a00\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n
            \u304a\u307e\u3051(\u3068\u3044\u3046\u540d\u306e\u672c\u7de8)<\/h1>\n
            \u3053\u3053\u307e\u3067\u304c\u524d\u7f6e\u304d\u3067\u3057\u305f\u3002
            \n\u672c\u8a18\u4e8b\u306fjupyter notebook Advent Calendar 2016 16\u65e5\u76ee\u3067\u3059\u3002
            \n15\u65e5\u76ee\u304c\u3084\u304d\u3046\u306e\u4eba\u3060\u3063\u305f\u306e\u3067\u3001\u7d9a\u3051\u3066\u3084\u304d\u3046\u30cd\u30bf\u3092\u3084\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n
            \u5148\u7a0b\u306e\u30b0\u30e9\u30d5\u4e0a\u306e\u5186\u306e\u4f4d\u7f6e\u3092\u52d5\u7684\u306b\u5909\u5316\u3055\u305b\u3066\u3001\u4e0a\u4e2d\u4e0b\u306b\u6295\u3052\u5206\u3051\u304c\u3067\u304d\u308b\u30d4\u30c3\u30c1\u30e3\u30fc\u304c\u3044\u308b\u3068\u3044\u3046\u524d\u63d0\u3067\u3001\u7c21\u6613\u7684\u306a\u30d4\u30c3\u30c1\u30f3\u30b0\u30de\u30b7\u30f3\u3092\u4f5c\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n
            from<\/span> random<\/span> import<\/span> randint<\/span>\r\nfrom<\/span> bokeh.io<\/span> import<\/span> output_notebook<\/span>,<\/span> push_notebook<\/span>\r\nfrom<\/span> bokeh.plotting<\/span> import<\/span> figure<\/span>,<\/span> show<\/span>\r\nfrom<\/span> IPython.display<\/span> import<\/span> display<\/span>\r\nimport<\/span> ipywidgets<\/span> as<\/span> widgets<\/span>\r\n\r\n\r\nSTRIKE_ZONE_HEIGHT<\/span> =<\/span> 750<\/span>  # \u30b9\u30c8\u30e9\u30a4\u30af\u30be\u30fc\u30f3\u306e\u9ad8\u3055\r\n<\/span>STRIKE_ZONE_WIDTH<\/span> =<\/span> 432<\/span>  # \u30b9\u30c8\u30e9\u30a4\u30af\u30be\u30fc\u30f3\u306e\u5e45\r\n<\/span>STRIKE_ZONE_DIV<\/span> =<\/span> 3<\/span>  # 3\u5206\u5272\u3057\u3066\u6295\u3052\u5206\u3051\u308b\r\n<\/span>zone_low<\/span> =<\/span> (<\/span>0<\/span>,<\/span> int<\/span>(<\/span>STRIKE_ZONE_HEIGHT<\/span> \/<\/span> STRIKE_ZONE_DIV<\/span>))<\/span>  # \u4f4e\u3081\u306e\u30ec\u30f3\u30b8\r\n<\/span>zone_mid<\/span> =<\/span> (<\/span>zone_low<\/span>[<\/span>1<\/span>],<\/span> zone_low<\/span>[<\/span>1<\/span>]<\/span> *<\/span> 2<\/span>)<\/span>  # \u771f\u3093\u4e2d\u306e\u30ec\u30f3\u30b8\r\n<\/span>zone_high<\/span> =<\/span> (<\/span>zone_mid<\/span>[<\/span>1<\/span>],<\/span> STRIKE_ZONE_HEIGHT<\/span>)<\/span>  # \u9ad8\u3081\u306e\u30ec\u30f3\u30b8\r\n<\/span>\r\n\r\n# \u30b3\u30fc\u30b9\u3092\u6c7a\u5b9a\r\n<\/span>def<\/span> get_cause<\/span>(<\/span>zone<\/span>):<\/span>\r\n    return<\/span> randint<\/span>(<\/span>0<\/span>,<\/span> STRIKE_ZONE_WIDTH<\/span>),<\/span> randint<\/span>(<\/span>*<\/span>zone<\/span>)<\/span>\r\n\r\n\r\n# \u6c7a\u3081\u3089\u308c\u305f\u30b3\u30fc\u30b9\u306b\u6295\u3052\u308b\r\n<\/span>def<\/span> pitch<\/span>(<\/span>zone<\/span>):<\/span>\r\n    x<\/span>,<\/span> y<\/span> =<\/span> get_cause<\/span>(<\/span>zone<\/span>)<\/span>\r\n    r<\/span>.<\/span>data_source<\/span>.<\/span>data<\/span>[<\/span>'x'<\/span>]<\/span> =<\/span> [<\/span>x<\/span>]<\/span>\r\n    r<\/span>.<\/span>data_source<\/span>.<\/span>data<\/span>[<\/span>'y'<\/span>]<\/span> =<\/span> [<\/span>y<\/span>]<\/span>\r\n    # \u3053\u3053\u304c\u30dd\u30a4\u30f3\u30c8\uff01\u6307\u5b9a\u3057\u305f\u30cf\u30f3\u30c9\u30eb\u306bpush\r\n<\/span>    push_notebook<\/span>(<\/span>handle<\/span>=<\/span>t<\/span>)<\/span>\r\n\r\n\r\n# \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3068\u304d\u306e\u52d5\u4f5c\r\n<\/span>def<\/span> on_button_clicked<\/span>(<\/span>b<\/span>):<\/span>\r\n    cause_dict<\/span> =<\/span> {<\/span>'High'<\/span>:<\/span> zone_high<\/span>,<\/span> 'Mid'<\/span>:<\/span> zone_mid<\/span>,<\/span> 'Low'<\/span>:<\/span> zone_low<\/span>}<\/span>\r\n    pitch<\/span>(<\/span>cause_dict<\/span>[<\/span>b<\/span>.<\/span>description<\/span>])<\/span>\r\n\r\n# \u30dc\u30bf\u30f3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\r\n<\/span>h<\/span> =<\/span> widgets<\/span>.<\/span>Button<\/span>(<\/span>description<\/span>=<\/span>\"High\"<\/span>)<\/span>\r\nm<\/span> =<\/span> widgets<\/span>.<\/span>Button<\/span>(<\/span>description<\/span>=<\/span>\"Mid\"<\/span>)<\/span>\r\nl<\/span> =<\/span> widgets<\/span>.<\/span>Button<\/span>(<\/span>description<\/span>=<\/span>\"Low\"<\/span>)<\/span>\r\n\r\n# \u30af\u30ea\u30c3\u30af\u3057\u305f\u3068\u304d\u306e\u30a4\u30d9\u30f3\u30c8\u3092\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\r\n<\/span>h<\/span>.<\/span>on_click<\/span>(<\/span>on_button_clicked<\/span>)<\/span>\r\nm<\/span>.<\/span>on_click<\/span>(<\/span>on_button_clicked<\/span>)<\/span>\r\nl<\/span>.<\/span>on_click<\/span>(<\/span>on_button_clicked<\/span>)<\/span>\r\n\r\n\r\noutput_notebook<\/span>()<\/span>\r\n\r\n\r\np<\/span> =<\/span> figure<\/span>(<\/span>\r\n    width<\/span>=<\/span>250<\/span>,<\/span>\r\n    height<\/span>=<\/span>250<\/span>,<\/span>\r\n    x_range<\/span>=<\/span>(<\/span>0<\/span>,<\/span> STRIKE_ZONE_WIDTH<\/span>),<\/span>\r\n    y_range<\/span>=<\/span>(<\/span>0<\/span>,<\/span> STRIKE_ZONE_HEIGHT<\/span>))<\/span>\r\n# \u521d\u671f\u5024\r\n<\/span>r<\/span> =<\/span> p<\/span>.<\/span>circle<\/span>([<\/span>STRIKE_ZONE_WIDTH<\/span> \/<\/span> 2<\/span>],<\/span> [<\/span>STRIKE_ZONE_HEIGHT<\/span> \/<\/span> 2<\/span>],<\/span> size<\/span>=<\/span>20<\/span>)<\/span>\r\n# notebook_handle=True\u3092\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u5f8c\u3067\u64cd\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\r\n<\/span>t<\/span> =<\/span> show<\/span>(<\/span>p<\/span>,<\/span> notebook_handle<\/span>=<\/span>True<\/span>)<\/span>\r\ndisplay<\/span>(<\/span>h<\/span>)<\/span>\r\ndisplay<\/span>(<\/span>m<\/span>)<\/span>\r\ndisplay<\/span>(<\/span>l<\/span>)<\/span>\r\n<\/code><\/pre>\n
            \"pitch.gif\"<\/div>\n
            \u30dc\u30bf\u30f3\u306b\u95a2\u3057\u3066\u306fon_click\u3068\u3044\u3046\u30a4\u30d9\u30f3\u30c8\u30cf\u30f3\u30c9\u30e9\u3067\u5236\u5fa1\u3092\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
            \n\u8a73\u7d30\u306b\u3064\u3044\u3066\u306fWidget Events\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002
            \n\u4eca\u56de\u306f\u4e71\u6570\u3067\u30b3\u30fc\u30b9\u306e\u5ea7\u6a19\u3092\u6c7a\u3081\u307e\u3057\u305f\u304c\u5b9f\u30c7\u30fc\u30bf\u3092\u7a81\u3063\u8fbc\u3093\u3067\u7403\u7a2e\u3084\u7403\u901f\u306e\u60c5\u5831\u3092\u52a0\u3048\u308c\u3070\u3001\u91ce\u7403\u306e\u5b9f\u6cc1\u30b5\u30a4\u30c8\u306b\u898b\u52a3\u308a\u3057\u306a\u3044\u30aa\u30ec\u30aa\u30ec\u4e00\u7403\u901f\u5831\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002
            \n\u5b9f\u30c7\u30fc\u30bf\u306e\u3068\u308a\u65b9\u306f\u524d\u306e\u4eba\u304c\u3084\u3063\u3066\u304f\u308c\u305f\u306e\u3067\u3001\u308f\u308c\u3053\u305d\u306f\u3068\u3044\u3046\u65b9\u306f\u662f\u975e\u4f5c\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
            \u307e\u3068\u3081<\/h1>\n
            \u5c11\u3057\u9577\u304f\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u304a\u4f1d\u3048\u3057\u305f\u304b\u3063\u305f\u3053\u3068\u3092\u307e\u3068\u3081\u308b\u3068\u3053\u3093\u306a\u611f\u3058\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
            interact\u3092\u30c7\u30b3\u30ec\u30fc\u30c8\u3059\u308b\u3060\u3051\u3067\u8d85\u304b\u3093\u305f\u3093\u306bUI\u3092\u4f5c\u308c\u308b
            \n\u5c11\u3057\u51dd\u3063\u305f\u3084\u3064\u306fwidgets\u304b\u3089\u76ee\u7684\u306e\u3082\u306e\u3092\u81ea\u4f5c\u3067\u304d\u308b<\/p>\n
            Bokeh\u306epush_notebook\u3092\u4f7f\u3046\u3068\u52d5\u7684\u306a\u30b0\u30e9\u30d5\u3092\u4f5c\u308a\u3084\u3059\u304f\u306a\u308b<\/p>\n
            ipywidgets\u3068Bokeh\u306fJupyter notebook\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u8a8d\u77e5\u5ea6\u304c\u4f4e\u3044\u5370\u8c61\u3067\u3059\u3002
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