Python Themes.ipynb

{"nbformat_minor": 0, "cells": [{"source": "### Saving and Apply Default Graph Settings to Plotly Graphs\n##### \"Themes\" for Python's Plotly API", "cell_type": "markdown", "metadata": {}}, {"execution_count": 1, "cell_type": "code", "source": "import plotly.plotly as py\nfrom plotly.graph_objs import *", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"source": "Let's make a theme. \"Graphs for poster presentations\", with big fonts and hooked serif characters.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 2, "cell_type": "code", "source": "serif = \"Times New Roman, Times, serif\" # See the available fonts: https://plot.ly/python/reference/#Font-family\n\nfont_theme = Figure(\n    data=[Trace()],\n    layout = Layout(\n        font=Font(\n            family=serif\n        ),\n        titlefont=Font(\n            family=serif,\n            size=24\n        ),\n        xaxis=XAxis(\n            titlefont=Font(\n                family=serif,\n                size=18\n            ),\n            tickfont=Font(\n                family=serif,\n                size=16\n            ),            \n        ),\n        yaxis=YAxis(\n            titlefont=Font(\n                family=serif,\n                size=18\n            ),\n            tickfont=Font(\n                family=serif,\n                size=16\n            )            \n        ),\n        legend=Legend(\n            font=Font(\n                family=serif,\n                size=16\n            )\n        )\n    )\n)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "What is `font_theme`? It's basically a dictionary (it *subclasses* a dictionary).", "cell_type": "markdown", "metadata": {}}, {"execution_count": 3, "cell_type": "code", "source": "print font_theme", "outputs": [{"output_type": "stream", "name": "stdout", "text": "{'layout': {'font': {'family': 'Times New Roman, Times, serif'}, 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 24}, 'legend': {'font': {'family': 'Times New Roman, Times, serif', 'size': 16}}, 'xaxis': {'tickfont': {'family': 'Times New Roman, Times, serif', 'size': 16}, 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 18}}, 'yaxis': {'tickfont': {'family': 'Times New Roman, Times, serif', 'size': 16}, 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 18}}}, 'data': [{}]}\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": " Let's apply our theme to a basic chart.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 4, "cell_type": "code", "source": "basefig = Figure(\n    data = Data([\n        Scatter(x=[1, 2, 3], y=[10, 8, 11], name='Current'),\n        Scatter(x=[1, 2, 6], y=[12, 18, 8], name='Voltage')\n    ]),\n    layout = Layout(\n        title='Lab Results'\n    )\n)", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 5, "cell_type": "code", "source": "py.image.ishow(basefig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu2dCbhWVdm/H2QWGcxU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\n8P8BSt3V9KfyVWMAAAAASUVORK5CYII=\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "What's `basefig`? Also, basically a dictionary.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 6, "cell_type": "code", "source": "print basefig", "outputs": [{"output_type": "stream", "name": "stdout", "text": "{'layout': {'title': 'Lab Results'}, 'data': [{'y': [10, 8, 11], 'x': [1, 2, 3], 'type': u'scatter', 'name': 'Current'}, {'y': [12, 18, 8], 'x': [1, 2, 6], 'type': u'scatter', 'name': 'Voltage'}]}\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "`basefig` is a basically a `dict`, `font_theme` is basically a `dict`.\n\nWhich means we can `update` `basefig` with `font_theme`, applying the keys from our theme to our figure.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 7, "cell_type": "code", "source": "basefig.update(font_theme)\nprint basefig", "outputs": [{"output_type": "stream", "name": "stdout", "text": "{'layout': {'yaxis': {'tickfont': {'family': 'Times New Roman, Times, serif', 'size': 16}, 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 18}}, 'title': 'Lab Results', 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 24}, 'xaxis': {'tickfont': {'family': 'Times New Roman, Times, serif', 'size': 16}, 'titlefont': {'family': 'Times New Roman, Times, serif', 'size': 18}}, 'font': {'family': 'Times New Roman, Times, serif'}, 'legend': {'font': {'family': 'Times New Roman, Times, serif', 'size': 16}}}, 'data': [{'y': [10, 8, 11], 'x': [1, 2, 3], 'type': u'scatter', 'name': 'Current'}, {'y': [12, 18, 8], 'x': [1, 2, 6], 'type': u'scatter', 'name': 'Voltage'}]}\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "That's hard to read. Let's pretty print it.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 8, "cell_type": "code", "source": "print basefig.to_string() # `to_string`: a bonus function that Plotly added to the graph_objs", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Figure(\n    data=Data([\n        Scatter(\n            x=[1, 2, 3],\n            y=[10, 8, 11],\n            name='Current'\n        ),\n        Scatter(\n            x=[1, 2, 6],\n            y=[12, 18, 8],\n            name='Voltage'\n        )\n    ]),\n    layout=Layout(\n        title='Lab Results',\n        titlefont=Font(\n            family='Times New Roman, Times, serif',\n            size=24\n        ),\n        font=Font(\n            family='Times New Roman, Times, serif'\n        ),\n        xaxis=XAxis(\n            titlefont=Font(\n                family='Times New Roman, Times, serif',\n                size=18\n            ),\n            tickfont=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        ),\n        yaxis=YAxis(\n            titlefont=Font(\n                family='Times New Roman, Times, serif',\n                size=18\n            ),\n            tickfont=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        ),\n        legend=Legend(\n            font=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        )\n    )\n)\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "Check it out. `basefig` now has the keys from our `font_theme`", "cell_type": "markdown", "metadata": {}}, {"execution_count": 9, "cell_type": "code", "source": "py.image.ishow(basefig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydC7hUVfXAF++LyEtS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\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "Nice, big serif fonts!", "cell_type": "markdown", "metadata": {}}, {"source": "#### Recursive, Rolling Themes\n\n`update` is a special function we added to `graph_objs` like `Figure`. It'll update nested `Figure` structures and it'll update objects in `lists`. Let's do an example with colorscales.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 10, "cell_type": "code", "source": "import colorlover as cl # A fun package for generating nice colorscales", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 11, "cell_type": "code", "source": "pastel_scale = cl.scales['9']['qual']['Pastel1']\nprint pastel_scale", "outputs": [{"output_type": "stream", "name": "stdout", "text": "['rgb(251,180,174)', 'rgb(179,205,227)', 'rgb(204,235,197)', 'rgb(222,203,228)', 'rgb(254,217,166)', 'rgb(255,255,204)', 'rgb(229,216,189)', 'rgb(253,218,236)', 'rgb(242,242,242)']\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 12, "cell_type": "code", "source": "from IPython.display import HTML\nHTML(cl.to_html(pastel_scale))", "outputs": [{"execution_count": 12, "output_type": "execute_result", "data": {"text/plain": "<IPython.core.display.HTML object>", "text/html": "<div style=\"background-color:rgb(251,180,174);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(179,205,227);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(204,235,197);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(222,203,228);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(254,217,166);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(255,255,204);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(229,216,189);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(253,218,236);height:20px;width:20px;display:inline-block;\"></div><div style=\"background-color:rgb(242,242,242);height:20px;width:20px;display:inline-block;\"></div>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "Let's make a theme that applies these colors.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 13, "cell_type": "code", "source": "pastel_theme = Figure(\n    data=[\n        {\n            'marker': Marker(color=color),\n            'line': Line(color=color)\n        }\n    for color in pastel_scale]\n)\n\nprint pastel_theme.to_string()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Figure(\n    data=Data([\n        Scatter(\n            marker=Marker(\n                color='rgb(251,180,174)'\n            ),\n            line=Line(\n                color='rgb(251,180,174)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(179,205,227)'\n            ),\n            line=Line(\n                color='rgb(179,205,227)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(204,235,197)'\n            ),\n            line=Line(\n                color='rgb(204,235,197)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(222,203,228)'\n            ),\n            line=Line(\n                color='rgb(222,203,228)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(254,217,166)'\n            ),\n            line=Line(\n                color='rgb(254,217,166)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(255,255,204)'\n            ),\n            line=Line(\n                color='rgb(255,255,204)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(229,216,189)'\n            ),\n            line=Line(\n                color='rgb(229,216,189)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(253,218,236)'\n            ),\n            line=Line(\n                color='rgb(253,218,236)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color='rgb(242,242,242)'\n            ),\n            line=Line(\n                color='rgb(242,242,242)'\n            )\n        )\n    ]),\n    layout=Layout()\n)\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "`pastel_theme` is basically a skeleton figure with a series of empty traces with nice colors.\n\nLet's apply it to our base figure.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 14, "cell_type": "code", "source": "basefig.update(pastel_theme)\nprint basefig.to_string()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Figure(\n    data=Data([\n        Scatter(\n            x=[1, 2, 3],\n            y=[10, 8, 11],\n            name='Current',\n            marker=Marker(\n                color='rgb(251,180,174)'\n            ),\n            line=Line(\n                color='rgb(251,180,174)'\n            )\n        ),\n        Scatter(\n            x=[1, 2, 6],\n            y=[12, 18, 8],\n            name='Voltage',\n            marker=Marker(\n                color='rgb(179,205,227)'\n            ),\n            line=Line(\n                color='rgb(179,205,227)'\n            )\n        )\n    ]),\n    layout=Layout(\n        title='Lab Results',\n        titlefont=Font(\n            family='Times New Roman, Times, serif',\n            size=24\n        ),\n        font=Font(\n            family='Times New Roman, Times, serif'\n        ),\n        xaxis=XAxis(\n            titlefont=Font(\n                family='Times New Roman, Times, serif',\n                size=18\n            ),\n            tickfont=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        ),\n        yaxis=YAxis(\n            titlefont=Font(\n                family='Times New Roman, Times, serif',\n                size=18\n            ),\n            tickfont=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        ),\n        legend=Legend(\n            font=Font(\n                family='Times New Roman, Times, serif',\n                size=16\n            )\n        )\n    )\n)\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 15, "cell_type": "code", "source": "py.image.ishow(basefig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydCXgdZbn43+xN23QL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\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "### Saving Themes\n\nSince these themes are basically just skeleton `plotly.graph_objs` and since `plotly.graph_objs` are basically just `dict`s and `list`s, we can just save and load themes to the disk as JSON.\n\nIf you [authenticated](https://plot.ly/python/getting-started/) with Plotly, then you should already have a `.plotly` folder inside your home. We'll save the themes there.\n\nHere are some helper functions.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 17, "cell_type": "code", "source": "import plotly.tools as tls\nimport warnings\nimport os\nimport json\nimport glob\n\ndef save_theme(figure, theme_name):\n    figure = Figure(figure)\n    if tls.check_file_permissions():\n        with open(os.path.join(tls.PLOTLY_DIR, theme_name+'_theme.json'), 'w') as f:\n            f.write(json.dumps(figure))\n    else:\n         raise Exception(\"Looks like you don't have 'read-write' permission to \"\n                         \"your 'home' ('~') directory or to our '~/.plotly' \"\n                         \"directory. That means we can't save a theme to that file.\")\n\ndef load_theme(theme_name):\n    with open(os.path.join(tls.PLOTLY_DIR, theme_name+'_theme.json'), 'r') as f:\n        fig = json.load(f)\n    \n    fig = Figure(fig)\n    return fig\n\ndef apply_theme(figure, theme_name):\n    theme = load_theme(theme_name)\n    figure.update(theme)\n    \ndef list_themes():\n    theme_files = glob.glob(os.path.join(tls.PLOTLY_DIR, '*_theme.json'))\n    theme_names = [os.path.basename(th).replace('_theme.json', '') for th in theme_files]\n    return theme_names", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 18, "cell_type": "code", "source": "save_theme(pastel_theme, 'pastels')\nsave_theme(font_theme, 'big serif')", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 19, "cell_type": "code", "source": "list_themes()", "outputs": [{"execution_count": 19, "output_type": "execute_result", "data": {"text/plain": "['big serif', 'pastels']"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 20, "cell_type": "code", "source": "print load_theme('pastels').to_string()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Figure(\n    data=Data([\n        Scatter(\n            marker=Marker(\n                color=u'rgb(251,180,174)'\n            ),\n            line=Line(\n                color=u'rgb(251,180,174)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(179,205,227)'\n            ),\n            line=Line(\n                color=u'rgb(179,205,227)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(204,235,197)'\n            ),\n            line=Line(\n                color=u'rgb(204,235,197)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(222,203,228)'\n            ),\n            line=Line(\n                color=u'rgb(222,203,228)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(254,217,166)'\n            ),\n            line=Line(\n                color=u'rgb(254,217,166)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(255,255,204)'\n            ),\n            line=Line(\n                color=u'rgb(255,255,204)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(229,216,189)'\n            ),\n            line=Line(\n                color=u'rgb(229,216,189)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(253,218,236)'\n            ),\n            line=Line(\n                color=u'rgb(253,218,236)'\n            )\n        ),\n        Scatter(\n            marker=Marker(\n                color=u'rgb(242,242,242)'\n            ),\n            line=Line(\n                color=u'rgb(242,242,242)'\n            )\n        )\n    ]),\n    layout=Layout()\n)\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 21, "cell_type": "code", "source": "import numpy as np\nfig = Figure(\n    data=[\n        Box(y=np.random.randn(100))\n        for i in range(10)\n    ]\n)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 22, "cell_type": "code", "source": "py.image.ishow(fig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydCXxV1bm3/0BIIHM0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\nwP8Dgnf71MUdzpwAAAAASUVORK5CYII=\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 23, "cell_type": "code", "source": "apply_theme(fig, 'pastels')\npy.image.ishow(fig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xuy9CZSVR53//b339gK9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\nRK5CYII=\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 24, "cell_type": "code", "source": "apply_theme(fig, 'big serif')\npy.image.ishow(fig)", "outputs": [{"output_type": "display_data", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xuy9C5RUV5n3/a+qvjfd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\nEIAABCDgFYH/B0qdu1tIA2DFAAAAAElFTkSuQmCC\n", "text/plain": "<IPython.core.display.Image object>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 25, "cell_type": "code", "source": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/css-updates/custom.css').read())", "outputs": [{"execution_count": 25, "output_type": "execute_result", "data": {"text/plain": "<IPython.core.display.HTML object>", "text/html": "<style>\n/*\nPlaceholder for custom user CSS\n\nmainly to be overridden in profile/static/custom/custom.css\n\nThis will always be an empty file in IPython\n*/\n\n\ndiv.input_area {\n    border: 0;\n    background: rgb(244, 244, 248);\n}\n\n.cm-s-ipython span.cm-keyword {\n    color: #447bdc;\n}\n\nh1 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h1 {\n    font-weight: 300;\n    font-size: 65px;\n    line-height: 66px;\n    letter-spacing: -0.25px;\n    color: #0089fe;\n    margin-bottom: 0em;\n    margin-top: 0em;\n    display: block;\n    white-space: nowrap;\n    margin: 0;\n}\nh2 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h2 {\n    font-weight: 300;\n    font-size: 48px;\n    line-height: 49px;\n    color:#0089fe;\n    display: block;\n    white-space: nowrap;\n    margin: 0;\n}\nh3 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h3 {\n    font-weight: 300;\n    font-size: 36px;\n    line-height: 37px;\n    color:#0089fe;\n    display: block;\n    white-space: nowrap;\n    margin: 0;\n}\nh4 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h4 {\n    font-weight: 300;\n    font-size: 21px;\n    line-height: 22px;\n    color:#0089fe;\n    display: block;\n    white-space: nowrap;\n    margin: 0;\n}\n\nh5 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h5 {\n    font-weight: 300;\n    font-size: 28px;\n    line-height: 35px;\n    color:#1e3a7b;\n    display: block;\n    white-space: nowrap;\n    font-style: normal;\n    margin: 0;\n}\n\nh6 {\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n}\n.text_cell_render h6 {\n    font-weight: 300;\n    font-size: 20px;\n    line-height: 25px;\n    color:#1e3a7b;\n    display: block;\n    white-space: nowrap;\n    font-style: normal;\n}\n\ndiv.text_cell_render{\n    font-family: \"Open sans\",verdana,arial,sans-serif;\n    line-height: 110%;\n    text-align:justify;\n    text-justify:inter-word;\n    color: #1e4a7b;\n}\ndiv.text_cell_render p{\n    font-weight: 300;\n    font-size: 18px;\n    line-height: 25px;\n    color: #1e3a7b;\n}\ndiv.output_subarea.output_text.output_pyout {\n    overflow-x: auto;\n    overflow-y: scroll;\n    max-height: 300px;\n}\ndiv.output_subarea.output_stream.output_stdout.output_text {\n    overflow-x: auto;\n    overflow-y: scroll;\n    max-height: 300px;\n}\ndiv.output_subarea.output_html.rendered_html {\n    overflow-x: scroll;\n    max-width: 100%;\n  /*  overflow-y: scroll; */\n  /*  max-height: 300px;   */\n}\ncode{\n  font-size: 78%;\n}\n.rendered_html code{\n    background-color: transparent;\n    white-space: inherit;\n}\nul{\n    /* color:#265cc3; */\n    margin: 2em;\n}\nul li{\n    padding-left: 0.5em;\n    margin-bottom: 0.5em;\n    margin-top: 0.5em;\n}\nul li li{\n    padding-left: 0.2em;\n    margin-bottom: 0.2em;\n    margin-top: 0.2em;\n}\nol{\n    /* color:#265cc3; */\n    margin: 2em;\n}\nol li{\n    padding-left: 0.5em;\n    margin-bottom: 0.5em;\n    margin-top: 0.5em;\n}\n/*.prompt{\n    display: None;\n} */\nul li{\n    padding-left: 0.5em;\n    margin-bottom: 0.5em;\n    margin-top: 0.2em;\n}\na:link{\n   font-weight: bold;\n   color:#265cc3;\n}\na:visited{\n   font-weight: bold;\n   color: #1d3b84;\n}\na:hover{\n   font-weight: bold;\n   color: #1d3b84;\n}\na:focus{\n   font-weight: bold;\n   color:#265cc3;\n}\na:active{\n   font-weight: bold;\n   color:#265cc3;\n}\n.rendered_html :link {\n   text-decoration: none;\n}\n.rendered_html :hover {\n   text-decoration: none;\n}\n.rendered_html :visited {\n  text-decoration: none;\n}\n.rendered_html :focus {\n  text-decoration: none;\n}\n.rendered_html :active {\n  text-decoration: none;\n}\n.warning{\n    color: rgb( 240, 20, 20 )\n}\nhr {\n  color: #f3f3f3;\n  background-color: #f3f3f3;\n  height: 1px;\n}\nblockquote{\n  display:block;\n  background: #f3f3f3;\n  font-family: \"Open sans\",verdana,arial,sans-serif;\n  width:610px;\n  padding: 15px 15px 15px 15px;\n  text-align:justify;\n  text-justify:inter-word;\n  }\n  blockquote p {\n    margin-bottom: 0;\n    line-height: 125%;\n    font-size: 100%;\n    text-align: center;\n  }\n/* element.style {\n} */\n</script>\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.9", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}}