{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this post, we will visualize the Paris Vélib bicycle stations using pandas and then, to do interactive exploration, `bokeh`. The goal is to get familiar with the plotting syntax of `bokeh`, which is quite different from `matplotlib`, the classic plotting package in the Python scientific stack." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fetching the data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "JC Decaux, the company responsible for the Paris shared biking system Vélib, has an open-data service available here: [https://developer.jcdecaux.com/#/opendata/vls?page=static](https://developer.jcdecaux.com/#/opendata/vls?page=static). We can use it to fetch the static data describing the different stations." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = pd.read_json(\"https://developer.jcdecaux.com/rest/vls/stations/Paris.json\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the head of the data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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addresslatitudelongitudenamenumber
0RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...48.8645282.41617131705 - CHAMPEAUX (BAGNOLET)31705
152 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...48.8724202.34839510042 - POISSONNIÈRE - ENGHIEN10042
274 BOULEVARD DES BATIGNOLLES - 75008 PARIS48.8821492.31986008020 - METRO ROME8020
337 RUE CASANOVA - 75001 PARIS48.8682172.33049401022 - RUE DE LA PAIX1022
4139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...48.8932692.41271635014 - DE GAULLE (PANTIN)35014
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" ], "text/plain": [ " address latitude longitude \\\n", "0 RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -... 48.864528 2.416171 \n", "1 52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS... 48.872420 2.348395 \n", "2 74 BOULEVARD DES BATIGNOLLES - 75008 PARIS 48.882149 2.319860 \n", "3 37 RUE CASANOVA - 75001 PARIS 48.868217 2.330494 \n", "4 139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL... 48.893269 2.412716 \n", "\n", " name number \n", "0 31705 - CHAMPEAUX (BAGNOLET) 31705 \n", "1 10042 - POISSONNIÈRE - ENGHIEN 10042 \n", "2 08020 - METRO ROME 8020 \n", "3 01022 - RUE DE LA PAIX 1022 \n", "4 35014 - DE GAULLE (PANTIN) 35014 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's see what we can do with it!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examining the data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A first question that can be asked is \"how many stations are there in each city / neighbourhood?\". It turns out that we can extract a 5 digit postcode from each address field quite easily using regular expressions. This is because the `pandas.str.findall` function [accepts regular expressions as arguments](http://pandas.pydata.org/pandas-docs/stable/text.html)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df['postcode'] = [item[0] for item in df.address.str.findall(\"\\d\\d\\d\\d\\d\")]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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addresslatitudelongitudenamenumberpostcode
0RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...48.8645282.41617131705 - CHAMPEAUX (BAGNOLET)3170593170
152 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...48.8724202.34839510042 - POISSONNIÈRE - ENGHIEN1004275010
274 BOULEVARD DES BATIGNOLLES - 75008 PARIS48.8821492.31986008020 - METRO ROME802075008
337 RUE CASANOVA - 75001 PARIS48.8682172.33049401022 - RUE DE LA PAIX102275001
4139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...48.8932692.41271635014 - DE GAULLE (PANTIN)3501493500
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" ], "text/plain": [ " address latitude longitude \\\n", "0 RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -... 48.864528 2.416171 \n", "1 52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS... 48.872420 2.348395 \n", "2 74 BOULEVARD DES BATIGNOLLES - 75008 PARIS 48.882149 2.319860 \n", "3 37 RUE CASANOVA - 75001 PARIS 48.868217 2.330494 \n", "4 139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL... 48.893269 2.412716 \n", "\n", " name number postcode \n", "0 31705 - CHAMPEAUX (BAGNOLET) 31705 93170 \n", "1 10042 - POISSONNIÈRE - ENGHIEN 10042 75010 \n", "2 08020 - METRO ROME 8020 75008 \n", "3 01022 - RUE DE LA PAIX 1022 75001 \n", "4 35014 - DE GAULLE (PANTIN) 35014 93500 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to easily count the number of stations in given locations:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('bmh')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L0vN6bgcAAAAy09UBspmtMbPrJB2Q9El3/7ykze5+UJLc/YCkE3stL3FnJfdd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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "df.groupby(by='postcode').size().plot(kind='bar')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to determine that there are the most stations in the 15th arrondissement of Paris." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also decide to plot each station as a dot on a map. Let's try that:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oYsMYRcxRGpFMSKejMvCriAsbPUZ+gqFVVzdp1k3n9beKAI4rgrw2HhtTK79q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\nPXT7mrvd/UJDvKJbJXbV1II5lbRycd9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fUKReBz7yEX87+qUb6+mRoX3A3ee+8Y0ufPKT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\nv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "df.plot(ax=ax, kind='scatter', x='longitude', y='latitude')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can faintly distinguish the Seine River contour, were there are no Vélib stations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, a last visualization could be to compute the mean coordinates of stations for each postcode and plot them on a map:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudenumber
postcode
7500148.8629842.3395611021.384615
7500248.8682252.3426842026.416667
7500348.8629402.3596573013.733333
7500448.8556312.3569784030.791667
7500548.8454142.3489185029.631579
\n", "
" ], "text/plain": [ " latitude longitude number\n", "postcode \n", "75001 48.862984 2.339561 1021.384615\n", "75002 48.868225 2.342684 2026.416667\n", "75003 48.862940 2.359657 3013.733333\n", "75004 48.855631 2.356978 4030.791667\n", "75005 48.845414 2.348918 5029.631579" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_stations = df.groupby('postcode').mean()\n", "mean_stations.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudenumber
count51.00000051.00000051.000000
mean48.8569302.35067023765.439084
std0.0295860.06225113170.681267
min48.8085352.2221891021.384615
25%48.8325312.30983413470.615741
50%48.8566932.34891821703.833333
75%48.8810892.39940033554.500000
max48.9093022.47492044101.500000
\n", "
" ], "text/plain": [ " latitude longitude number\n", "count 51.000000 51.000000 51.000000\n", "mean 48.856930 2.350670 23765.439084\n", "std 0.029586 0.062251 13170.681267\n", "min 48.808535 2.222189 1021.384615\n", "25% 48.832531 2.309834 13470.615741\n", "50% 48.856693 2.348918 21703.833333\n", "75% 48.881089 2.399400 33554.500000\n", "max 48.909302 2.474920 44101.500000" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_stations.describe()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mean_stations['station_count'] = df.groupby(by='postcode').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also label the points [as in this SO thread](http://stackoverflow.com/questions/15910019/annotate-data-points-while-plotting-from-pandas-dataframe/15911372#15911372)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def label_point(x, y, val, ax):\n", " a = pd.DataFrame({'x': x, 'y': y, 'val': val})\n", " for i, point in a.iterrows():\n", " ax.text(point['x'], point['y'], str(point['val']))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MEycw8vLgxx9dTe+//z4jR450bb/11luEhYURGxvrSnLz8/Ndy4kD+Pn5uZYa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iDsxMRE9u/fz8CBA0lOTqa4uJghQ4Zw8ODBCud1796dNm3aUFBQwIcffsiOHTvo3bs33/3ud/ns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\naGhqU96gO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "mean_stations.plot(ax=ax, kind='scatter', x='longitude', y='latitude', s=mean_stations['station_count'], color='red')\n", "label_point(mean_stations.longitude.values, mean_stations.latitude.values, mean_stations.index, ax)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 48.86298384, 48.86822491, 48.86294019, 48.85563069,\n", " 48.84541393, 48.84970745, 48.85669329, 48.87365634,\n", " 48.87717112, 48.8757906 , 48.85910098, 48.8404467 ,\n", " 48.82890592, 48.83029111, 48.84110915, 48.86006093,\n", " 48.88597374, 48.89068584, 48.88586487, 48.8625977 ,\n", " 48.83477101, 48.90304026, 48.81480097, 48.82522672,\n", " 48.86982978, 48.82117249, 48.88387195, 48.84312621,\n", " 48.81895035, 48.89330857, 48.88121858, 48.85665367,\n", " 48.86730718, 48.90918588, 48.90858672, 48.88096003,\n", " 48.90930234, 48.88471616, 48.90529932, 48.89585992,\n", " 48.80853453, 48.84670081, 48.83630349, 48.84275142,\n", " 48.81425975, 48.82415844, 48.81336175, 48.81130206,\n", " 48.84703447, 48.8199541 , 48.81861291])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_stations.latitude.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can put everything together: stations and mean locations of stations." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "s = df.groupby(by='postcode').size()\n", "cmap = list(s.index.values)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pLS1lwYIFxMbGAhAVFUX52vW0tDQcDgfR0dFERUVx+PBhgoODOXLkCPn5+YSE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ikDppfLJa8MpXv7kjJvsfC3j4iKP02zkBaM7joWV53bXY7w1yEtMiKPq3hQvGP7Dmp5Wwnjwi8+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K46c07cyumcwLZVYykBSitWg1g0mpM2kMqTNpnJrENsA/lOsnzuWSodMYefGtXD3+AaxW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\niIqKYty4cTSqBsh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "df.plot(ax=ax, kind='scatter', x='longitude', y='latitude', \n", " c=[cmap.index(item) + 1 for item in df.postcode.values],\n", " colormap='cubehelix', label='index of location')\n", "mean_stations.plot(ax=ax, kind='scatter', x='longitude', y='latitude', s=100, color='red')\n", "label_point(mean_stations.longitude.values, mean_stations.latitude.values, mean_stations.index, ax)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Bokeh " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The maps I plotted in the previous section were static. This is a limiting factor when exploring a dataset. To really come to grips with the data, it is often useful to make it interactive, which is what we will do using `bokeh`. We will follow the [quickstart guide to Bokeh](http://bokeh.pydata.org/en/latest/docs/user_guide/quickstart.html#userguide-quickstart) and try to obtain the same plots as above using this framework.\n", "\n", "To get a feeling for how `bokeh` works, we will first use the high level `bokeh.charts` interface and then the medium and low-level `bokeh.plotting` and `bokeh.models`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## High level version " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import the different elements we need for bokeh." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import bokeh.plotting as bp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's tell bokeh to show things in the notebook:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(global) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n", " window._bokeh_onload_callbacks = [];\n", " }\n", "\n", " function run_callbacks() {\n", " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", " delete window._bokeh_onload_callbacks\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " window._bokeh_onload_callbacks.push(callback);\n", " if (window._bokeh_is_loading > 0) {\n", " console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " window._bokeh_is_loading = js_urls.length;\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var s = document.createElement('script');\n", " s.src = url;\n", " s.async = false;\n", " s.onreadystatechange = s.onload = function() {\n", " window._bokeh_is_loading--;\n", " if (window._bokeh_is_loading === 0) {\n", " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", " run_callbacks()\n", " }\n", " };\n", " s.onerror = function() {\n", " console.warn(\"failed to load library \" + url);\n", " };\n", " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", " }\n", " };\n", "\n", " var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.11.1.min.js'];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " Bokeh.$(\"#c7910fea-5485-40e7-b694-e013597092d5\").text(\"BokehJS successfully loaded\");\n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.11.1.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.1.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i](window.Bokeh);\n", " }\n", " }\n", "\n", " if (window._bokeh_is_loading === 0) {\n", " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(js_urls, function() {\n", " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(this));" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bp.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's use the high level function found the charts module:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import bokeh.charts" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

<Bokeh Notebook handle for In[20]>

" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = bokeh.charts.Scatter(df, x='longitude', y='latitude', color='postcode',\n", " tools=\"crosshair, hover, wheel_zoom, pan\")\n", "bp.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was easy! The visualization is interesting and we didn't have much to do to obtain it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we want a hover tool displaying the address over each station? I didn't find any easy way to extend the previous chart, so let's switch to a lower level of plotting and do this in detail." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Medium and low-level bokeh " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now need to do the following things to make our plot, from the medium or low-level perspective:\n", "\n", "- create a figure\n", "- add renderers (points in our cases)\n", "- show the plot\n", "\n", "Let's do a simple scatter plot to show how this goes:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

<Bokeh Notebook handle for In[21]>

" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = bp.figure(title=\"simple scatter plot\")\n", "p.scatter(x=df.longitude.values, y=df.latitude.values)\n", "bp.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's customize this plot a little more:\n", "\n", "- add colors to each dot according to postcode\n", "- add labels showing the adress of a station using hovering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start with the colors. I didn't figure out how to apply this easily with bokeh, so I had to resort to a manual generation of each color code using matplotlib classes, in particular a ScalarMappable." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib as mpl\n", "\n", "color_index = pd.Series([cmap.index(item) for item in df.postcode.values])\n", "norm = mpl.colors.Normalize()\n", "norm.autoscale(color_index)\n", "sm = mpl.cm.ScalarMappable(norm, 'hot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can test the output into rgba space using `to_rgba`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10, 0, 0, 255)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sm.to_rgba(0.1, bytes=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's just generate the list of colors we need:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "colors = [\n", " \"#%02x%02x%02x\" % (int(r), int(g), int(b)) for r, g, b, a in [sm.to_rgba(item, bytes=True) for item in color_index]\n", "]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['#ffb700',\n", " '#830000',\n", " '#660000',\n", " '#0a0000',\n", " '#ffff22',\n", " '#ff0a00',\n", " '#ff9d00',\n", " '#c40000',\n", " '#9d0000',\n", " '#730000']" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now customize the tooltip shown while hovering. The way to do this is well described in the [Bokeh tutorial about interactions](http://nbviewer.jupyter.org/github/bokeh/bokeh-notebooks/blob/master/tutorial/04%20-%20interactions.ipynb):\n", "\n", "- we need to build a datasource containing a description field\n", "- and a hover tool, based on this description field from the data source\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import bokeh.models as bm\n", "\n", "source = bm.ColumnDataSource(\n", " data=dict(\n", " x=df.longitude.values,\n", " y=df.latitude.values,\n", " c=colors,\n", " desc=df.address.values,\n", " )\n", " )\n", "\n", "hover = bm.HoverTool(\n", " tooltips=[\n", " (\"address\", \"@desc\"),\n", " ]\n", " )\n", "\n", "\n", "pan = bm.PanTool()\n", "zoom = bm.WheelZoomTool()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, here's the scatter plot, in low-level plotting language, with hovering tooltips! " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

<Bokeh Notebook handle for In[27]>

" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = bp.figure(title=\"Vélib stations in Paris\", \n", " tools=[hover, pan, zoom])\n", "p.circle(x='x', y='y', fill_color='c', size=10, source=source)\n", "\n", "bp.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've just found out that it is possible to [plot markers on top of a Google Map using `bokeh`](http://bokeh.pydata.org/en/latest/docs/user_guide/geo.html). Let's try and do this:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "

<Bokeh Notebook handle for In[28]>

" ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_source = bm.GeoJSONDataSource(\n", " data=dict(\n", " x=df.longitude.values,\n", " y=df.latitude.values,\n", " c=colors,\n", " desc=df.address.values,\n", " )\n", " )\n", "\n", "hover = bm.HoverTool(\n", " tooltips=[\n", " (\"address\", \"@desc\"),\n", " ]\n", " )\n", "\n", "\n", "pan = bm.PanTool()\n", "zoom = bm.WheelZoomTool()\n", "\n", "p = bp.figure(title=\"Vélib stations in Paris\", \n", " tools=[hover, pan, zoom])\n", "p.circle(x='x', y='y', fill_color='c', size=10, source=geo_source)\n", "\n", "bp.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, this doesn't work, yet. There are several bug reports describing this behaviour (one of them is here: [https://github.com/bokeh/bokeh/issues/3737](https://github.com/bokeh/bokeh/issues/3737)). Hopefully, this will get fixed soon!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Folium " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A last thing I wanted to try was to use Folium for displaying interactive maps. It seems very simple to use to get markers on a map using an OpenStreetMap tiling." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import folium" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_osm = folium.Map(location=[48.86, 2.35])\n", "for lng, lat, desc in zip(df.longitude.values,\n", " df.latitude.values,\n", " df.address.values):\n", " map_osm.circle_marker([lat, lng], radius=100, popup=desc)\n", "map_osm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it for today! I hope you had fun!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This post was entirely written using the IPython notebook. Its content is BSD-licensed. You can see a static view or download this notebook with the help of nbviewer at [20160205_VisualizingVelibStations.ipynb](http://nbviewer.ipython.org/urls/raw.github.com/flothesof/posts/master/20160205_VisualizingVelibStations.ipynb)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }