{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "\n", "1. [Datasets](#1)
\n", "2. [Total Imprisonment Rates](#2)
\n", " 2a. [Visualization Pitfall](#3)
\n", " 2b. [Population Dataset](#4)
\n", " 2c. [Visualization Breakthrough, Observations, and interactive maps](#5)
\n", "3. [State Imprisonment Distributions by Gender](#6)
\n", " 3a. [Static Scatter Plots with Distributions](#7)
\n", " 3b. [Interactive Scatter Plots](#8)
\n", "4. [Summary](#9)
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [Previous Notebook: Part 1](https://nbviewer.jupyter.org/github/MattTriano/personal_site_public/blob/master/Crime_and_Prisons_part1.ipynb)\n", "* [Next Notebook: Part 3](https://nbviewer.jupyter.org/github/MattTriano/personal_site_public/blob/master/Crime_and_Prisons_part3.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datasets \n", "\n", "As in part 1, I'm exploring the most recent data from the Bureau of Justice Statistics' [Prisoner Series datasets](http://www.bjs.gov/index.cfm?ty=pbdetail&iid=6187)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imprisonment Counts and Rates by State (Table p16t02) \n", "\n", "In the previous post, Exploratory Data Analysis Part 1, we saw that the vast majority of people in prisons are in state prisons, but we didn't discover anything about imprisonment rates in individual states. One of my favorite tools for examining geographical data is the **choropleth map** (which you may recognize from any recent [election night](https://www.nytimes.com/elections/results/california)). In this post, I use the Bokeh python package to generate some state-level choropleths to show rates of imprisonment and how they vary from state to state. \n", "\n", "Scroll to the bottom if you want to jump straight to the maps." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from IPython.core.display import display, HTML\n", "import os\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Notebook Styling \n", "# pd.options.display.max_columns = None\n", "# display(HTML(\"\"))\n", "# pd.set_option('display.float_format',lambda x: '%.5f' % x)\n", "# plt.rcParams['figure.figsize'] = 10,10" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Importing modules from a visualization package.\n", "from bokeh.sampledata.us_states import data as states\n", "from bokeh.plotting import figure, show, output_notebook\n", "from bokeh.models import HoverTool, ColumnDataSource\n", "from bokeh.models import LinearColorMapper, ColorBar, BasicTicker\n", "try:\n", " del states[\"HI\"]\n", " del states[\"AK\"]\n", "except KeyError:\n", " pass" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# This dictionary maps State names to State Codes\n", "def get_state_code():\n", " state_code = {\n", " 'United States': 'US',\n", " 'Alabama': 'AL',\n", " 'Alaska': 'AK',\n", " 'American Samoa': 'AS',\n", " 'Arizona': 'AZ',\n", " 'Arkansas': 'AR',\n", " 'California': 'CA',\n", " 'Colorado': 'CO',\n", " 'Connecticut': 'CT',\n", " 'Delaware': 'DE',\n", " 'District of Columbia': 'DC',\n", " 'Florida': 'FL',\n", " 'Georgia': 'GA',\n", " 'Guam': 'GU',\n", " 'Hawaii': 'HI',\n", " 'Idaho': 'ID',\n", " 'Illinois': 'IL',\n", " 'Indiana': 'IN',\n", " 'Iowa': 'IA',\n", " 'Kansas': 'KS',\n", " 'Kentucky': 'KY',\n", " 'Louisiana': 'LA',\n", " 'Maine': 'ME',\n", " 'Maryland': 'MD',\n", " 'Massachusetts': 'MA',\n", " 'Michigan': 'MI',\n", " 'Minnesota': 'MN',\n", " 'Mississippi': 'MS',\n", " 'Missouri': 'MO',\n", " 'Montana': 'MT',\n", " 'National': 'NA',\n", " 'Nebraska': 'NE',\n", " 'Nevada': 'NV',\n", " 'New Hampshire': 'NH',\n", " 'New Jersey': 'NJ',\n", " 'New Mexico': 'NM',\n", " 'New York': 'NY',\n", " 'North Carolina': 'NC',\n", " 'North Dakota': 'ND',\n", " 'Northern Mariana Islands': 'MP',\n", " 'Ohio': 'OH',\n", " 'Oklahoma': 'OK',\n", " 'Oregon': 'OR',\n", " 'Pennsylvania': 'PA',\n", " 'Puerto Rico': 'PR',\n", " 'Rhode Island': 'RI',\n", " 'South Carolina': 'SC',\n", " 'South Dakota': 'SD',\n", " 'Tennessee': 'TN',\n", " 'Texas': 'TX',\n", " 'Utah': 'UT',\n", " 'Vermont': 'VT',\n", " 'Virgin Islands': 'VI',\n", " 'Virginia': 'VA',\n", " 'Washington': 'WA',\n", " 'West Virginia': 'WV',\n", " 'Wisconsin': 'WI',\n", " 'Wyoming': 'WY'\n", " }\n", " return state_code" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\mattt\\Anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\generic.py:3111: PerformanceWarning: dropping on a non-lexsorted multi-index without a level parameter may impact performance.\n", " obj = obj._drop_axis(labels, axis, level=level, errors=errors)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Unnamed: 1_level_0 2015 Unnamed: 3_level_0 Unnamed: 4_level_0 \\\n", " Unnamed: 1_level_1 Total Male Female \n", "3 Alabama 30810.0 28220.0 2590.0 \n", "4 Alaska/c 5338.0 4761.0 577.0 \n", "5 Arizona 42719.0 38738.0 3981.0 \n", "6 Arkansas 17707.0 16305.0 1402.0 \n", "7 California 129593.0 123808.0 5785.0 \n", "\n", " 2016 Unnamed: 7_level_0 Unnamed: 8_level_0 \n", " Total Male Female \n", "3 28883.0 26506.0 2377.0 \n", "4 4434.0 4024.0 410.0 \n", "5 42320.0 38323.0 3997.0 \n", "6 17537.0 16161.0 1376.0 \n", "7 130390.0 124487.0 5903.0 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Breakdown by State and Gender (Table p16t02)\n", "CSV_PATH = os.path.join('data', 'prison', 'p16t02.csv')\n", "state_sex_df = pd.read_csv(CSV_PATH, encoding='latin1',\n", " header=[11,12], na_values=':',\n", " thousands=r',')\n", "# display(state_sex_df)\n", "state_sex_df.dropna(axis=0, thresh=5, inplace=True)\n", "state_sex_df.dropna(axis=1, thresh=5, inplace=True)\n", "# state_sex_df.dropna(axis=0, inplace=True)\n", "state_sex_df.drop(['Percent change, 2015–2016', 'Unnamed: 12_level_0',\n", " 'Unnamed: 14_level_0'],\n", " axis=1, inplace=True)\n", "state_sex_df.drop([0,1,2], axis=0, inplace=True) \n", "state_sex_df.head()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\mattt\\Anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\generic.py:3111: PerformanceWarning: dropping on a non-lexsorted multi-index without a level parameter may impact performance.\n", " obj = obj._drop_axis(labels, axis, level=level, errors=errors)\n" ] } ], "source": [ "# Fixing the headers for the dataframe\n", "tmp1 = ['Area'] \n", "tmp1.extend(3*[state_sex_df.columns.values[1][0]])\n", "tmp1.extend(3*[state_sex_df.columns.values[4][0]])\n", "tmp2 = [el[1] for el in state_sex_df.columns.values]\n", "tmp2[0] = ''\n", "state_sex_df.columns = pd.MultiIndex.from_arrays([tmp1,tmp2], names=['', ''])\n", "state_sex_df.reset_index(drop=True, inplace=True)\n", "\n", "# To clean up the '/_' footnote indicators\n", "fix = lambda x: x.split('/')[0]\n", "state_sex_df['Area'] = state_sex_df['Area'].apply(fix)\n", "\n", "# This creates a new column in the DataFrame with the state code for each state\n", "state_code = get_state_code()\n", "map_state_codes = lambda x: state_code[x]\n", "state_sex_df['Code'] = state_sex_df['Area'].apply(map_state_codes)\n", "state_sex_df.drop(['Area'], axis=1, inplace=True) # drops the row with aggregated values\n", "# This sets the state code as the index\n", "state_sex_df.set_index('Code', inplace=True)\n", "\n", "# This fixes the names of the columns (to facilitate merging later)\n", "state_sex_df.columns.set_names([None,'SEX'], inplace=True)\n", "state_sex_df.index.name = 'Code'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above cell, I've cleaned up the DataFrame so that the column header now consists of: \n", "* **column labels:** ('2015', '2016', 'Total', 'Male', 'Female')\n", "* **column label names:** ('', 'SEX')\n", "* **index name:** ('Code)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 2015 2016 \n", "SEX Total Male Female Total Male Female\n", "Code \n", "AL 30810.0 28220.0 2590.0 28883.0 26506.0 2377.0\n", "AK 5338.0 4761.0 577.0 4434.0 4024.0 410.0\n", "AZ 42719.0 38738.0 3981.0 42320.0 38323.0 3997.0\n", "AR 17707.0 16305.0 1402.0 17537.0 16161.0 1376.0\n", "CA 129593.0 123808.0 5785.0 130390.0 124487.0 5903.0" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_sex_df.head()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# The color levels to use in the map\n", "COLORS = ['#feedde', '#fdd0a2', '#fdae6b', '#fd8d3c',\n", " '#f16913', '#d94801', '#8c2d04']\n", "state_xs = [states[code][\"lons\"] for code in states]\n", "state_ys = [states[code][\"lats\"] for code in states]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the great things about coding in Jupyter Notebooks is that I can prototype things as I go, and then encapsulate that prototype into a function. I built the prototype for my visualization in the cell below, and after I tune the visualization, I can make it into a function and easily generate more visualizations. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "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 !== undefined) {\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; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', 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? 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\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f1cf76ae-123d-4915-9696-38479a5a6c6c' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f1cf76ae-123d-4915-9696-38479a5a6c6c' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"f1cf76ae-123d-4915-9696-38479a5a6c6c\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"state_names = []\n", "prisoner_counts = []\n", "yr = '2015'\n", "sex = 'Male'\n", "df = state_sex_df\n", "min_val = df.loc[:,yr][sex].min()\n", "max_val = df.loc[:,yr][sex].max()\n", "bins = len(COLORS)\n", "TOOLS = \"pan,wheel_zoom,reset,hover,save\"\n", "for state_code in states:\n", " try:\n", " num_imprisoned = df.loc[state_code,yr][sex]\n", " state_names.append(state_code)\n", " prisoner_counts.append(num_imprisoned)\n", " except KeyError:\n", " state_names.append(' ')\n", " prisoner_counts.append(0)\n", "\n", "color_mapper = LinearColorMapper(palette=COLORS,\n", " low=min(prisoner_counts),\n", " high=max(prisoner_counts))\n", " \n", "source = ColumnDataSource(data=dict(\n", " x=state_xs,\n", " y=state_ys,\n", " name=state_names,\n", " imp_count = prisoner_counts\n", "))\n", " \n", "p = figure(title=\"(Weak Visualization) Number of Imprisoned Males by State (2015)\", \n", " toolbar_location=\"left\",\n", " plot_width=800, plot_height=450, tools=TOOLS)\n", "p.patches('x', 'y', source=source, \n", " fill_color={'field': 'imp_count', 'transform': color_mapper}, fill_alpha=1.0,\n", " line_color=\"#884444\", line_width=2, line_alpha=0.3)\n", "color_bar = ColorBar(color_mapper=color_mapper, ticker=BasicTicker(),\n", " label_standoff=12, border_line_color=None, location=(0,0))\n", "p.add_layout(color_bar, 'right')\n", "hover = p.select_one(HoverTool)\n", "hover.point_policy = \"follow_mouse\"\n", "hover.tooltips = [\n", " (\"State\", \"@name\"),\n", " (\"No. Imprisoned in this State\", \"@imp_count\")\n", " ]\n", "output_notebook()\n", "show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization Pitfall! \n", "From this map, we see that the most populated states have the most prisoners (you can see the actual number of people in prison by hovering the mouse over a state). That's approximately what we would expect, but it doesn't really help us answer questions about the differences in imprisonment rates between States (with different policies on criminal justice). This information is useful for investigating some questions (e.g. Where could prison reform impact the most lives?), but it's not as useful if we're investigating the relationship between policies, crime rates, and imprisonment rates. If we want to actually compare imprisonment rates between states, we need to **normalize** (or scale) the prisoner counts to the population of the state. This requires getting a different data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Population Dataset \n", "The US Census tracks and publishes population data, including a data set that tracks estimates of [annual state populations (by gender) from 2010 to 2016](https://www.census.gov/data/datasets/2017/demo/popest/state-detail.html). I'll use this data to normalize the raw prisoner counts by state." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Raw Population Data Set Format\n" ] }, { "data": { "text/html": [ "
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SUMLEVREGIONDIVISIONSTATENAMESEXAGEESTBASE2010_CIVPOPEST2010_CIVPOPEST2011_CIVPOPEST2012_CIVPOPEST2013_CIVPOPEST2014_CIVPOPEST2015_CIVPOPEST2016_CIV
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210000United States0240969394090856397136339800163992752395966339673613992154
310000United States0341190514111929410248339829203992660400696039744683982074
410000United States0440631864077557412228641127953994261400546440202763987656
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" ], "text/plain": [ " SUMLEV REGION DIVISION STATE NAME SEX AGE ESTBASE2010_CIV \\\n", "0 10 0 0 0 United States 0 0 3944160 \n", "1 10 0 0 0 United States 0 1 3978090 \n", "2 10 0 0 0 United States 0 2 4096939 \n", "3 10 0 0 0 United States 0 3 4119051 \n", "4 10 0 0 0 United States 0 4 4063186 \n", "\n", " POPEST2010_CIV POPEST2011_CIV POPEST2012_CIV POPEST2013_CIV \\\n", "0 3951400 3963239 3926677 3931346 \n", "1 3957847 3966617 3978101 3943114 \n", "2 4090856 3971363 3980016 3992752 \n", "3 4111929 4102483 3982920 3992660 \n", "4 4077557 4122286 4112795 3994261 \n", "\n", " POPEST2014_CIV POPEST2015_CIV POPEST2016_CIV \n", "0 3955374 3975414 3970145 \n", "1 3950083 3974980 3995008 \n", "2 3959663 3967361 3992154 \n", "3 4006960 3974468 3982074 \n", "4 4005464 4020276 3987656 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Population Data Set Format After Reformatting\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " 2015_pop 2016_pop \n", "SEX Female Male Female Male\n", "Code \n", "AK 697258 734122 701214 739176\n", "AL 4998694 4681748 5011344 4687956\n", "AR 3028428 2916226 3039182 2926812\n", "AZ 6854628 6744392 6970496 6853282\n", "CA 39205974 38470174 39466330 38716576" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CSV_PATH = os.path.join('data', 'pop', 'sc-est2016-agesex-civ.csv')\n", "state_pop_sex_df = pd.read_csv(CSV_PATH, encoding='latin1', header=0)\n", "print('\\nRaw Population Data Set Format')\n", "display(state_pop_sex_df.head())\n", "state_pop_sex_df = state_pop_sex_df[state_pop_sex_df['SEX'].isin([1,2])]\n", "state_code = get_state_code()\n", "map_state_codes = lambda x: state_code[x]\n", "fix_sex = lambda x: 'Male' if x == 1 else 'Female'\n", "state_pop_sex_df['SEX'] = state_pop_sex_df['SEX'].apply(fix_sex)\n", "state_pop_sex_df.drop(['SUMLEV','REGION','DIVISION','STATE','AGE', \n", " 'ESTBASE2010_CIV', 'POPEST2010_CIV', 'POPEST2011_CIV',\n", " 'POPEST2012_CIV', 'POPEST2013_CIV', 'POPEST2014_CIV'], \n", " axis=1, inplace=True)\n", "state_pop_sex_df.rename({'POPEST2015_CIV':'2015_pop',\n", " 'POPEST2016_CIV':'2016_pop'},\n", " axis=1, inplace=True)\n", "state_pop_sex_df['Code'] = state_pop_sex_df['NAME'].apply(map_state_codes)\n", "state_pop_sex_df = state_pop_sex_df.groupby(['SEX', 'Code']).sum()\n", "state_pop_sex_df = state_pop_sex_df.unstack(0)\n", "print('\\nPopulation Data Set Format After Reformatting')\n", "state_pop_sex_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that I've reformatted the population data to match the format of the state prisoner counts, I want to merge these two DataFrames together so that I can calculate the normalized rates of imprisonment." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 2015 2016 2015_pop \\\n", "SEX Total Male Female Total Male Female Female \n", "Code \n", "AL 30810.0 28220.0 2590.0 28883.0 26506.0 2377.0 4998694 \n", "AK 5338.0 4761.0 577.0 4434.0 4024.0 410.0 697258 \n", "AZ 42719.0 38738.0 3981.0 42320.0 38323.0 3997.0 6854628 \n", "AR 17707.0 16305.0 1402.0 17537.0 16161.0 1376.0 3028428 \n", "CA 129593.0 123808.0 5785.0 130390.0 124487.0 5903.0 39205974 \n", "\n", " 2016_pop \n", "SEX Male Female Male \n", "Code \n", "AL 4681748 5011344 4687956 \n", "AK 734122 701214 739176 \n", "AZ 6744392 6970496 6853282 \n", "AR 2916226 3039182 2926812 \n", "CA 38470174 39466330 38716576 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_sex_join_df = state_sex_df.join(state_pop_sex_df)\n", "state_sex_join_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that I've merged the state prisoner counts with population data, I have to divide male prisoner counts by state population (of that gender) and store that information for use later." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# This Cell normalizes prisoner counts to be per 100k \n", "# state population for that year.\n", "yrs = ['2015','2016']\n", "sexes = ['Male','Female']\n", "\n", "for yr in yrs:\n", " for sex in sexes:\n", " state_sex_join_df.loc[:,(yr, sex + '_rate')] = \\\n", " state_sex_join_df.loc[:,(yr, sex)]\\\n", " .divide(state_sex_join_df.loc[:,(yr + '_pop', sex)]/100000)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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201520162015_pop2016_pop20152016
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AK5338.04761.0577.04434.04024.0410.0697258734122701214739176648.52980882.752726544.38996958.470025
AZ42719.038738.03981.042320.038323.03997.06854628674439269704966853282574.37349458.077550559.19193257.341687
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CA129593.0123808.05785.0130390.0124487.05903.039205974384701743946633038716576321.82854214.755404321.53411514.957053
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" ], "text/plain": [ " 2015 2016 2015_pop \\\n", "SEX Total Male Female Total Male Female Female \n", "Code \n", "AL 30810.0 28220.0 2590.0 28883.0 26506.0 2377.0 4998694 \n", "AK 5338.0 4761.0 577.0 4434.0 4024.0 410.0 697258 \n", "AZ 42719.0 38738.0 3981.0 42320.0 38323.0 3997.0 6854628 \n", "AR 17707.0 16305.0 1402.0 17537.0 16161.0 1376.0 3028428 \n", "CA 129593.0 123808.0 5785.0 130390.0 124487.0 5903.0 39205974 \n", "\n", " 2016_pop 2015 2016 \\\n", "SEX Male Female Male Male_rate Female_rate Male_rate \n", "Code \n", "AL 4681748 5011344 4687956 602.766317 51.813534 565.406331 \n", "AK 734122 701214 739176 648.529808 82.752726 544.389969 \n", "AZ 6744392 6970496 6853282 574.373494 58.077550 559.191932 \n", "AR 2916226 3039182 2926812 559.113045 46.294645 552.170758 \n", "CA 38470174 39466330 38716576 321.828542 14.755404 321.534115 \n", "\n", " \n", "SEX Female_rate \n", "Code \n", "AL 47.432385 \n", "AK 58.470025 \n", "AZ 57.341687 \n", "AR 45.275341 \n", "CA 14.957053 " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_sex_join_df.head()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# I'm going to generate more choropleths, so I'll encapsulate the code\n", "# I prototyped above into this function.\n", "def make_choropleth(df, level1, level2, title, colors=COLORS):\n", " \"\"\"Generates a choropleth with tooltips\n", " \n", " Args:\n", " df: The DataFrame containing the relevant data. df should be \n", " formatted such that it has a 2 level column-header \n", " level1: The top column-header name (eg '2015' in examples above)\n", " level2: The next-lower column header name (eg 'Male)\n", " title: A title for the Choropleth\n", " colors: An ordered list of color codes to use in mapping data.\n", " \"\"\"\n", " state_names = []\n", " data = []\n", " min_val = df.loc[:,level1][level2].min()\n", " max_val = df.loc[:,level1][level2].max()\n", " bins = len(colors)\n", " TOOLS = \"pan,wheel_zoom,reset,hover,save\"\n", " for state_code in states:\n", " try:\n", " num_imprisoned = df.loc[state_code,level1][level2]\n", " state_names.append(state_code)\n", " data.append(num_imprisoned)\n", " except KeyError:\n", " state_names.append(' ')\n", " data.append(0)\n", " \n", " # Loading up Bokeh's special data structure\n", " source = ColumnDataSource(data=dict(\n", " x=state_xs,\n", " y=state_ys,\n", " name=state_names,\n", " imp_count = data\n", " ))\n", " \n", " # Maps the data value to a color\n", " color_mapper = LinearColorMapper(palette=colors,\n", " low=min(data),\n", " high=max(data))\n", " \n", " # Instantiating the figure\n", " p = figure(title=title, \n", " toolbar_location=\"left\",\n", " plot_width=800, plot_height=450, tools=TOOLS)\n", " \n", " # Plotting the state-polygons on the figure\n", " p.patches('x', 'y', source=source, \n", " fill_color={'field': 'imp_count',\n", " 'transform': color_mapper},\n", " fill_alpha=1.0,\n", " line_color=\"#884444\",\n", " line_width=2, \n", " line_alpha=0.3)\n", " \n", " # Setting the legend for colors\n", " color_bar = ColorBar(color_mapper=color_mapper,\n", " ticker=BasicTicker(),\n", " label_standoff=12,\n", " border_line_color=None,\n", " location=(0,0))\n", " \n", " p.add_layout(color_bar, 'right')\n", " hover = p.select_one(HoverTool)\n", " hover.point_policy = \"follow_mouse\"\n", " hover.tooltips = [\n", " (\"State\", \"@name\"),\n", " (\"Imprisonment rate (per 100k state pop)\", \"@imp_count\")\n", " ]\n", " output_notebook()\n", " show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization Breakthrough! }\n", "\n", "Now that we've normalized the number of imprisoned people to the state populations, we can compare rates between states. From looking at these choropleths, it's clear that there are massive differences between states. \n", "### Observations\n", "* For both men and women over the two included years, Massachusetts has the lowest imprisonment rates (below 145 men per 100k state male pop. and below 10 women per 100k state female pop).\n", "* For men, Louisiana has the highest imprisonment rate (at least 740 men per 100k state male pop.).\n", "* Delaware stands out as having a much higher imprisonment rate that its neighbors. Delaware imprisons at least 660 men per 100k state male pop., which is 2 to 3 times more than any neighboring state.\n", "* Oklahoma has the highest imprisonment rate for women at over 75 womek per 100k state female pop. \n", "* In general, southern states have higher male imprisonment rates than the north. \n", "* Except for Delaware, New England and the Midwest have lower than average female imprisonment rates. \n", "* Bokeh's built-in state geometries are convenient, but they're not great (just look at Michigan and the Great Lakes)." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "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 !== undefined) {\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; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', 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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ee5cb280-7e4c-4b48-b157-adccdddbfa39' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ee5cb280-7e4c-4b48-b157-adccdddbfa39' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"ee5cb280-7e4c-4b48-b157-adccdddbfa39\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"titl = \"Number of Imprisoned Females per 100k Female State Population (2015)\"\n", "make_choropleth(state_sex_join_df, '2015', 'Female_rate', titl)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "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 !== undefined) {\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; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', 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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'd7f0552c-7faf-4d45-8321-35d4868418b2' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'd7f0552c-7faf-4d45-8321-35d4868418b2' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"d7f0552c-7faf-4d45-8321-35d4868418b2\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"titl = \"Number of Imprisoned Females per 100k Female State Population (2016)\"\n", "make_choropleth(state_sex_join_df, '2016', 'Female_rate', titl)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '969c68bd-02f7-44bf-a964-2384fa00b0bb' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '969c68bd-02f7-44bf-a964-2384fa00b0bb' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"969c68bd-02f7-44bf-a964-2384fa00b0bb\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"titl = \"Number of Imprisoned Males per 100k State Male Population (2015)\"\n", "make_choropleth(state_sex_join_df, '2015', 'Male_rate', titl)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "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 !== undefined) {\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; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', 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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"e7c4aef9-ff4b-4470-a893-9aa2e5dc06d1\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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(2016)\"\n", "make_choropleth(state_sex_join_df, '2016', 'Male_rate', titl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## State Imprisonment Distributions by Gender " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the choropleths above (and from the prior notebook), we see that women are imprisoned at a far lower rate than men. But how does the ratio of female-to-male imprisonment rates vary by state?\n", "\n", "We could get a sense of that by checking values between different states in same-year-different-gender choropleths above, but that's slow and difficult, which means it's a bad way to visualize this data. Scatter plots are much better at visualizing ratios for many different cases, and histograms are much better at quickly expressing the distribution of many observations of a single data feature (eg male imprisonment rates across states). " ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def plot_male_v_female_by_state_sea(yr, df):\n", " with sns.axes_style(\"darkgrid\"):\n", " tmp_df = df.loc[:,(yr, ['Male_rate','Female_rate'])][yr]\n", " g = sns.JointGrid(x=\"Male_rate\", y=\"Female_rate\", data=tmp_df, size=8) \n", " g.plot_joint(sns.regplot, order=2) \n", " g.plot_marginals(sns.distplot)\n", " plt.subplots_adjust(top=0.93)\n", " title = 'Female vs Male State Imprisonment Rates in {}'.format(yr)\n", " g.fig.suptitle(title, fontsize=16)\n", " g.set_axis_labels('Male Imprisonment Rate [per 100k State male pop.]',\n", " 'Female Imprisonment Rate [per 100k State female pop.]', \n", " fontsize=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Static Scatter Plots with Distributions \n", "\n", "The plots below (Seaborn's JointGrid layout) combine both of these plots into a single visualization.\n", "\n", "For both 2015 and 2016, we see that the bulk of imprisonment rates for women fall between 15 and 60 per 100k of respective state female population with a median rate of about 32 (per 100k state female pop.) and the bulk of imprisonment rates for men fall between 100 and 500 per 100k of respective state male pop. with a median rate around 350 (per 100k state male pop.).\n", "\n", "We also see that there's a fairly linear trend between the ratios of female-to-male imprisonment rates, meaning states that have a high male imprisonment rate also have a high female imprisonment rate, which could indicate that states' criminal justice systems are consistent in how they treat women relative to how they treat men, or it could indicate actual differences in the rates at which men and women commit crime in different states. We would have to gather and explore more detailed data to explore these questions and possibly identify causal relationships." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_male_v_female_by_state_sea('2015', state_sex_join_df)\n", "plot_male_v_female_by_state_sea('2016', state_sex_join_df)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def plot_male_v_female_by_state(yr, df):\n", " mf_df = df.loc[:,(yr, ['Male_rate','Female_rate'])][yr]\n", " cdf = ColumnDataSource(mf_df)\n", " p = figure(plot_height=500, plot_width=500, tools=\"\", toolbar_location=None,\n", " title=\"Female Imprisonment Rates vs Male Imprisonment Rates in {}\"\n", " .format(yr))\n", " p.background_fill_color=\"#f5f5f5\"\n", " p.grid.grid_line_color=\"white\"\n", " p.xaxis.axis_label = 'Male Imprisonment Rate [per 100k State male pop.]'\n", " p.yaxis.axis_label = 'Female Imprisonment Rate [per 100k State female pop.]'\n", " p.scatter(x='Male_rate',\n", " y='Female_rate',\n", " source=cdf,\n", " fill_alpha=0.6,\n", " size=12,\n", " line_color=None)\n", " \n", " p.add_tools(HoverTool(\n", " tooltips=[\n", " ('State', '@Code'),\n", " ('Male Rate', '@Male_rate'),\n", " ('Female Rate', '@Female_rate'),\n", " ],\n", " ))\n", " \n", " output_notebook()\n", " show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interactive Scatter Plots \n", "\n", "The plots above also show a regression curve that appears to deflect downward near the high end of the male imprisonment rates (mildly for 2015, and more significantly in 2016). From inspection, we see the state with the highest male imprisonment rate has a fairly average female imprisonment rate. From the choropleths above, we could (correctly) guess that this is Louisiana, but this highlights the fact that we have to cross-reference other data to identify the states, but that's inconvenient if you're just reading through this notebook on NBViewer. So I'll replicate these plots with a library that allows me to reveal more information when you hover over a data point. \n", "\n", "Now we can confirm the outlier data point is Louisiana. You can also see that, in 2015, Alaska (AK) had the highest female imprisonment rate, which was not revealed in the choropleth maps above because I removed Alaska and Hawaii to make the maps more compact. Comparing between years, we can see that Alaska's imprisonment rates for both men and women dropped significantly while the ratio remained fairly average. " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '74ad0642-6fad-4621-aedf-e81b3017e8e0' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '74ad0642-6fad-4621-aedf-e81b3017e8e0' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"74ad0642-6fad-4621-aedf-e81b3017e8e0\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"76ef7355-75d8-417d-9415-449a72e164a2\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"50f1fa97-7eef-4aa8-b80b-9be643f7871e\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"27d24fbe-b1a1-44d1-9a56-aa4471c77dce\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"179ea08e-563f-4d47-be49-d9a583a049b8\",\"type\":\"HoverTool\"}]},\"id\":\"57875e60-17be-4d2b-8ebc-cb255b8c42ba\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"20150df2-1b76-4c12-a7ac-79fd14bafe31\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"Male_rate\"},\"y\":{\"field\":\"Female_rate\"}},\"id\":\"1a978aa0-1127-45e1-b83e-c1789c09b9d1\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"d3385a6c-8425-45e4-afb0-2daf98800acf\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"32cd201b-92a6-4bce-adfa-dfbe21050edd\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1a978aa0-1127-45e1-b83e-c1789c09b9d1\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"218d9a7f-68ac-429b-a4a2-914d68d7a5e7\",\"type\":\"CDSView\"}},\"id\":\"055565c5-7ea6-46cd-b0d9-17e30157f845\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2daeb7c9-85f3-421c-b889-2b601980808a\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"5a927004-d4f3-42a3-8b79-537b314e8147\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis_label\":\"Male 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2015\"},\"id\":\"148f15fe-67d6-4317-a7db-a8aba3edc273\",\"type\":\"Title\"},{\"attributes\":{\"background_fill_color\":{\"value\":\"#f5f5f5\"},\"below\":[{\"id\":\"5c9624aa-a85c-459e-bbda-2e329e41b580\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"add92f62-143c-4ed3-8149-fc96e6d81f4f\",\"type\":\"LinearAxis\"}],\"plot_height\":500,\"plot_width\":500,\"renderers\":[{\"id\":\"5c9624aa-a85c-459e-bbda-2e329e41b580\",\"type\":\"LinearAxis\"},{\"id\":\"db891433-b939-43b5-a745-7970b1eb6b95\",\"type\":\"Grid\"},{\"id\":\"add92f62-143c-4ed3-8149-fc96e6d81f4f\",\"type\":\"LinearAxis\"},{\"id\":\"b5674a2b-48fd-49f4-a2f4-8fd93fa01a68\",\"type\":\"Grid\"},{\"id\":\"055565c5-7ea6-46cd-b0d9-17e30157f845\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"148f15fe-67d6-4317-a7db-a8aba3edc273\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"57875e60-17be-4d2b-8ebc-cb255b8c42ba\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"5a927004-d4f3-42a3-8b79-537b314e8147\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"20150df2-1b76-4c12-a7ac-79fd14bafe31\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"cc740ac3-1592-47c8-90ff-690241b0cb47\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"0a31c2d1-3ceb-4b1d-89e4-4f1fc8117381\",\"type\":\"LinearScale\"}},\"id\":\"d8234f8d-e9ff-41b6-a92c-27dd32304c66\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":null},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"Male_rate\"},\"y\":{\"field\":\"Female_rate\"}},\"id\":\"32cd201b-92a6-4bce-adfa-dfbe21050edd\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"renderers\":\"auto\",\"tooltips\":[[\"State\",\"@Code\"],[\"Male 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Application\",\"version\":\"0.12.16\"}};\n", " var render_items = [{\"docid\":\"76ef7355-75d8-417d-9415-449a72e164a2\",\"elementid\":\"11f20a74-a74b-46f3-8ce2-c2e10b4c24ff\",\"modelid\":\"d8234f8d-e9ff-41b6-a92c-27dd32304c66\"}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " clearInterval(timer);\n", " }\n", " attempts++;\n", " if (attempts > 100) {\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n", " clearInterval(timer);\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "d8234f8d-e9ff-41b6-a92c-27dd32304c66" } }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "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 !== undefined) {\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; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var element_id = msg.content.text.trim();\n", " Bokeh.index[element_id].model.document.clear();\n", " delete Bokeh.index[element_id];\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', 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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\");\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) { callback() });\n", " }\n", " finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._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", " root._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", " root._bokeh_is_loading--;\n", " if (root._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", " };var element = document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '75a3e5f0-a248-4963-b35c-51ff0a38aad6' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._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", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\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 \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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\");\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) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._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 root._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 root._bokeh_is_loading--;\n if (root._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 };var element = document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '75a3e5f0-a248-4963-b35c-51ff0a38aad6' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.16.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.16.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.16.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"75a3e5f0-a248-4963-b35c-51ff0a38aad6\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._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}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"plot_male_v_female_by_state('2015', state_sex_join_df)\n", "plot_male_v_female_by_state('2016', state_sex_join_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary \n", "\n", "Good visualizations allow us to quickly see interesting trends and outliers that would otherwise be hidden in data. For example, while it is somewhat useful to know where the bulk of prisoners are located (Texas, California, and Florida), it's more useful and interesting to see this data after we've controlled for state population. Interestingly, we see that Louisiana has a significantly higher imprisonment rate than any other state. Knowing this, we can target further research and questions about this. Per some brief independent research, I've found that Louisiana is one of two states that allow people to be [convicted of felonies when only 10 of 12 jurors agree on guilt](http://www.theadvocate.com/new_orleans/news/courts/article_85b28154-3492-11e8-bfd2-07fee9f093d2.html). This lower bar for conviction may be one of several causal factors driving Louisiana's imprisonment rate, but it will take more data and research to strengthen that hypothesis." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:py36]", "language": "python", "name": "conda-env-py36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }