-
-
Save eddiejessup/0e769a6d35434df80d972b857ecdfbd9 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# US 2016 Presidential Election\n", | |
| "\n", | |
| "Let's see which counties voted which way and why.\n", | |
| "\n", | |
| "## Introduction\n", | |
| "\n", | |
| "During the presidential election campaign, I heard many predictions for how different people will vote. I heard that factors like a person's age, income, race and so on would correlate well with how they would vote. Frustratingly, these different predictions would usually only mention one or two of these possible variables, so I couldn't learn how people thought they compared with each other. I bet that whether or not someone prefers orangutans or gorillas has *some* predictive power for how that person will vote, but I think one could do better by inspecting something else.\n", | |
| "\n", | |
| "So I want to grab a bunch of demographic data, and the results of the election, and try to work out which information is the most useful in predicting how someone will vote. Later, I'd like to do this for other elections, to see how much of the *change* in election outcomes can be explained by *changes* in these demographic features.\n", | |
| "\n", | |
| "Everything I do here is measuring correlations. I don't know how direct the causality is between, for example, a person's income and their vote. It may be that income affects some other variable that I haven't got data on, like their preference to keep laws the same, and this may affect yet another variable, like their opinion on some policy, which eventually affects their vote. On the other hand, it could be that income more directly, causally affects someone's vote, and there are fewer causal links to follow. This analysis will not distinguish cases like these.\n", | |
| "\n", | |
| "As an aside, I don't think causality is a binary property of a pair of predictive and predicted variables. Outside of fundamental physics, few pairs of variables are directly causally linked. A predictive variable can be more or less strongly causally linked to some predicted variable, but to only say one is 'causal' of the other is not specific. I would prefer the saying to be re-phrased to something like 'correlation does not imply any degree of causation', to make clearer that even if any causation is present, this is a matter of degree, not of kind." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Load the labels: the presidential results\n", | |
| "\n", | |
| "Firstly, I want a data-set containing the voting outcomes. This will be the variable I try to predict, often called the 'label'. I can't get the vote per person, but I want the smallest voting unit possible, that I can also find good demographic data for. The best I can find is voting outcomes by county, which [Michael W. Kearney](https://github.com/mkearney) made available [here](https://github.com/mkearney/presidential_election_county_results_2016)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import requests\n", | |
| "from io import BytesIO\n", | |
| "\n", | |
| "results_url = 'https://raw.githubusercontent.com/mkearney/presidential_election_county_results_2016/master/pres.elect16.results.wide.votes.dec9.csv'\n", | |
| "results_response = requests.get(results_url)\n", | |
| "# This BytesIO class lets me make a byte-string look like a file stream,\n", | |
| "# which is what Pandas expects.\n", | |
| "dp_raw = pd.read_csv(BytesIO(results_response.content))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "A convenience of the US two-party dominance, is that a county's voting outcome can be represented quite well by one number: the difference between the vote share of the Democrat and Republican candidates. This number is the label I will try to predict. More specifically, the label I use is,\n", | |
| "\n", | |
| "<div style=\"margin-top: 1em;\">\n", | |
| "$$\\text{Democrat advantage} := \\left( \\text{Democrat votes} - \\text{Republican votes} \\right)\\ / \\ \\text{Total votes} \\; .$$\n", | |
| "</div>\n", | |
| "\n", | |
| "The analysis and outcome would be the same if the reverse definition, the 'Republican advantage', were used. This number ranges from -1, or -100%, if all votes are for the Republican candidate, to 0, or 0%, if both dominant parties receive equal votes, to 1, or 100%, if all votes are for the Democrat candidate." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Remove rows that aren't at a per-county level (like per-state and per-country)\n", | |
| "dp = dp_raw[dp_raw.county.notnull()].copy()\n", | |
| "# Cast the country identifier to an int so we can join to features correctly later.\n", | |
| "dp.loc[:, 'fips'] = dp.fips.astype(int)\n", | |
| "# Compute the difference in vote share, which will be our target label.\n", | |
| "dp['dem_adv'] = (dp['Hillary Clinton'] - dp['Donald Trump']) / dp['total_votes']\n", | |
| "# Remove extra information I don't need.\n", | |
| "dp = dp.loc[:, ('county', 'fips', 'dem_adv', 'total_votes')]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "\n", | |
| "(function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| "\n", | |
| " var force = true;\n", | |
| "\n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 5000;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| "\n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| "\n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| "\n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };\n", | |
| "\n", | |
| " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.js\"];\n", | |
| "\n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " Bokeh.set_log_level(\"info\");\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n", | |
| " }\n", | |
| " ];\n", | |
| "\n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| "\n", | |
| " }\n", | |
| "\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| "}(this));" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from bokeh.plotting import figure, show\n", | |
| "from bokeh.io import output_notebook\n", | |
| "from bokeh.charts import Bar, Scatter, Histogram, Line\n", | |
| "from bokeh.palettes import brewer\n", | |
| "from bokeh.models import FuncTickFormatter\n", | |
| "\n", | |
| "palette = brewer['Set3'][12]\n", | |
| "output_notebook(hide_banner=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Let's look at how this number is distributed across counties. All plots here are made using [Bokeh](http://bokeh.pydata.org), a fantastic plotting library for Python. The plots are interactive, so you can pan and zoom around as you like." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"b784485b-4041-4a84-b403-42ff0d2a05dc\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"b784485b-4041-4a84-b403-42ff0d2a05dc\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"b784485b-4041-4a84-b403-42ff0d2a05dc\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'b784485b-4041-4a84-b403-42ff0d2a05dc' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"e5ff5bc1-0f7f-4928-b3dd-b9ed591ca619\":{\"roots\":{\"references\":[{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"593fc866-a489-40f0-b0d6-6116fbb052e7\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(14.458277, 19.763009]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[51.0],\"label\":[\"(14.458277, 19.763009]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"17.110643\"],\"y\":[25.5]}},\"id\":\"d148bef6-fb8a-4722-b011-6a9d3cbf49e3\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d9f19b5c-78e6-4f0e-aee8-72506687efb7\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"86ed2ccb-1115-47a3-beae-9c43da1960c5\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"f093360e-e043-460b-bedf-98aea1eea25d\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"cae50cfb-a1bf-498a-bf18-039b07da90b4\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"78a3dcfc-c56d-47e8-825d-c1dc60c51c75\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"8c194f59-1381-4e2e-81a1-dbe0126a0ead\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"1bc91a2b-b2e7-4dac-833c-2b15d2d61026\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-33.284312, -27.979580]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[174.0],\"label\":[\"(-33.284312, -27.979580]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.3047320112868235],\"x\":[\"-30.631946\"],\"y\":[87.0]}},\"id\":\"24c7ad39-1258-4048-80cb-675f146eaaa7\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(19.763009, 25.067741]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[45.0],\"label\":[\"(19.763009, 25.067741]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"22.415375\"],\"y\":[22.5]}},\"id\":\"f8320093-536e-494d-b620-83918e3b9ab7\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-54.503240, -49.198508]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[286.0],\"label\":[\"(-54.503240, -49.198508]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.3047320112868235],\"x\":[\"-51.850874\"],\"y\":[143.0]}},\"id\":\"d73c9b1b-6b51-4158-9684-aac3cf59bcbd\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"d73c9b1b-6b51-4158-9684-aac3cf59bcbd\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"593fc866-a489-40f0-b0d6-6116fbb052e7\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5989be2e-f9a7-4b3d-ac1d-9df0b165216d\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3e31dadd-87d2-4515-b434-3dd73b124d3d\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"d148bef6-fb8a-4722-b011-6a9d3cbf49e3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3e31dadd-87d2-4515-b434-3dd73b124d3d\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"29f30175-872c-4c8b-8814-ecd96a8d054f\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(25.067741, 30.372473]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[41.0],\"label\":[\"(25.067741, 30.372473]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"27.720107\"],\"y\":[20.5]}},\"id\":\"87fff856-121c-4f5b-96f5-5fd43ad44154\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-38.589044, -33.284312]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[217.0],\"label\":[\"(-38.589044, -33.284312]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.3047320112868235],\"x\":[\"-35.936678\"],\"y\":[108.5]}},\"id\":\"db6764b6-19f1-4596-bd72-a61138c22b8d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"f093360e-e043-460b-bedf-98aea1eea25d\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"85b3706e-4640-4412-8b61-affb10cf0888\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c574c450-dd06-4bd6-b997-0e8ec6434b4d\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(51.591401, 56.896133]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[14.0],\"label\":[\"(51.591401, 56.896133]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286802],\"x\":[\"54.243767\"],\"y\":[7.0]}},\"id\":\"35b0d8ee-1aca-4468-8ae4-5ff95981c86c\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"db6764b6-19f1-4596-bd72-a61138c22b8d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"85b3706e-4640-4412-8b61-affb10cf0888\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"c21057a4-8c57-49e4-a566-2d90c32d003a\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"79bd58a5-0860-4d6e-8dbf-cd935899e7f2\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d97435f8-e8e1-4578-a936-552a44602cbd\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"461e63fd-7d03-4f81-8a2d-619dfe182ecc\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"f8320093-536e-494d-b620-83918e3b9ab7\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c574c450-dd06-4bd6-b997-0e8ec6434b4d\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"bf1c7db5-051a-4291-ba9e-47731bb2546c\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-27.979580, -22.674847]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[183.0],\"label\":[\"(-27.979580, -22.674847]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-25.3272135\"],\"y\":[91.5]}},\"id\":\"966ff546-c58e-4da2-9a98-af5338341869\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(30.372473, 35.677205]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[30.0],\"label\":[\"(30.372473, 35.677205]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"33.024839\"],\"y\":[15.0]}},\"id\":\"a33cb7c0-f9b4-4644-b62d-2b8ba9f191c6\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"efae8cac-c070-4d1e-93c0-648a986ae7cf\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"91e3b5ba-ea74-4fb6-862c-d894a2bab9ef\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(40.981937, 46.286669]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[20.0],\"label\":[\"(40.981937, 46.286669]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"43.634303\"],\"y\":[10.0]}},\"id\":\"79bd58a5-0860-4d6e-8dbf-cd935899e7f2\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"24c7ad39-1258-4048-80cb-675f146eaaa7\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"efae8cac-c070-4d1e-93c0-648a986ae7cf\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5558b818-097c-423b-b7ed-6c615b7af205\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"87fff856-121c-4f5b-96f5-5fd43ad44154\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"91e3b5ba-ea74-4fb6-862c-d894a2bab9ef\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"ebe4f7ad-141a-488b-a35a-0bafa7dea7f4\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"8c194f59-1381-4e2e-81a1-dbe0126a0ead\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-22.674847, -17.370115]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[148.0],\"label\":[\"(-22.674847, -17.370115]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-20.022481\"],\"y\":[74.0]}},\"id\":\"34eafe30-f938-4431-920f-31cb9d755649\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(46.286669, 51.591401]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[17.0],\"label\":[\"(46.286669, 51.591401]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"48.939035000000004\"],\"y\":[8.5]}},\"id\":\"9d0392df-aa9e-4db2-ad00-728d37ed69dd\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"212ec1d8-5e4b-4b94-981b-c9d974fcfc8a\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c509617c-fc96-465b-838f-cb7b3ecca970\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(67.505597, 72.810329]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"(67.505597, 72.810329]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286802],\"x\":[\"70.157963\"],\"y\":[1.0]}},\"id\":\"49ba6b10-268b-4a89-b8e6-f0fa11081b27\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"966ff546-c58e-4da2-9a98-af5338341869\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"212ec1d8-5e4b-4b94-981b-c9d974fcfc8a\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"e0d0ab5e-5584-495e-8a55-df739426f212\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"a33cb7c0-f9b4-4644-b62d-2b8ba9f191c6\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c509617c-fc96-465b-838f-cb7b3ecca970\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"8e19e7ee-271b-4a33-b7f8-692cf38f6736\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(35.677205, 40.981937]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[35.0],\"label\":[\"(35.677205, 40.981937]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286802],\"x\":[\"38.329571\"],\"y\":[17.5]}},\"id\":\"86ed2ccb-1115-47a3-beae-9c43da1960c5\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-17.370115, -12.065383]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[142.0],\"label\":[\"(-17.370115, -12.065383]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"-14.717749\"],\"y\":[71.0]}},\"id\":\"4b76001a-1b9d-4994-9cc0-d29c7197a7b4\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(83.419793, 88.724525]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[1.0],\"label\":[\"(83.419793, 88.724525]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286802],\"x\":[\"86.072159\"],\"y\":[0.5]}},\"id\":\"3bd1b090-df63-40d4-9d49-bc0844b42dc9\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"b6871a06-c307-4c71-9b1c-8a2be622165e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"72c118f7-ac38-4df3-8f5b-8f2fc9653ea0\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"3379c926-b6b6-470f-9aff-35eb6a302177\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"61005917-8ca8-414c-82c3-fb02147353a3\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"34eafe30-f938-4431-920f-31cb9d755649\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"61005917-8ca8-414c-82c3-fb02147353a3\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"592a2eb5-4365-4dd6-b5ec-7b7de4ad9bcd\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3a2eff9f-78ad-437a-8f2a-402d21ccb60a\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"9d0392df-aa9e-4db2-ad00-728d37ed69dd\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3a2eff9f-78ad-437a-8f2a-402d21ccb60a\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"686200b4-0db1-4005-b2ad-a8fefd830fbd\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"72c118f7-ac38-4df3-8f5b-8f2fc9653ea0\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-12.065383, -6.760651]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[100.0],\"label\":[\"(-12.065383, -6.760651]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-9.413017\"],\"y\":[50.0]}},\"id\":\"3f898d29-10be-4dc9-91c7-047f1b1e65fd\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(56.896133, 62.200865]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[11.0],\"label\":[\"(56.896133, 62.200865]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"59.548499\"],\"y\":[5.5]}},\"id\":\"61bafb2b-9206-450f-87dc-cf9888add369\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"bedb2ded-7bba-4ae7-a4a3-c70bf12d1d45\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"59b5be8e-adf9-437e-843f-e1a22a125238\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"a4921820-4064-4374-80ca-a9383cbbab49\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"8531b3b3-9eeb-4067-86fc-ef453eaa91a7\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"012da32d-82b4-4b22-a81f-86f0fc72e018\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"4b76001a-1b9d-4994-9cc0-d29c7197a7b4\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"bedb2ded-7bba-4ae7-a4a3-c70bf12d1d45\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5b87c1dc-07f9-47eb-a72b-8f4f25617a58\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"35b0d8ee-1aca-4468-8ae4-5ff95981c86c\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"59b5be8e-adf9-437e-843f-e1a22a125238\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"b42b60a9-a286-4c2c-af84-600945ca4527\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(9.153545, 14.458277]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[66.0],\"label\":[\"(9.153545, 14.458277]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"11.805911\"],\"y\":[33.0]}},\"id\":\"78a3dcfc-c56d-47e8-825d-c1dc60c51c75\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(62.200865, 67.505597]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[12.0],\"label\":[\"(62.200865, 67.505597]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"64.853231\"],\"y\":[6.0]}},\"id\":\"e254e757-9036-44d7-af1c-f4d9354fadde\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"422fb4fa-3ddb-46d9-bb20-3710c07b71ea\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"a4c9a7ad-011c-453d-b918-8fca724ddc5a\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"3f898d29-10be-4dc9-91c7-047f1b1e65fd\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"422fb4fa-3ddb-46d9-bb20-3710c07b71ea\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"d69069a7-edc3-4051-a794-aa4629e02746\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(78.115061, 83.419793]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"(78.115061, 83.419793]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"80.767427\"],\"y\":[1.0]}},\"id\":\"a4921820-4064-4374-80ca-a9383cbbab49\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"abc5858b-b9ea-4cb3-bfed-8d5cb21463a2\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"f4e1201f-676c-4f29-ba68-ab139faa4cdd\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"c3d4cf08-afa6-4880-b923-45d832b5565e\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"61bafb2b-9206-450f-87dc-cf9888add369\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"a4c9a7ad-011c-453d-b918-8fca724ddc5a\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"05b39336-b9dd-47e1-a5d2-008ddd177110\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.848813, 9.153545]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[77.0],\"label\":[\"(3.848813, 9.153545]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"6.501179\"],\"y\":[38.5]}},\"id\":\"c223f78f-7469-4882-b480-220f51190132\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c3302cfd-8fef-4c86-b8bd-0ddd1e4fe637\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"f4e1201f-676c-4f29-ba68-ab139faa4cdd\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-1.455919, 3.848813]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[80.0],\"label\":[\"(-1.455919, 3.848813]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"1.196447\"],\"y\":[40.0]}},\"id\":\"b6871a06-c307-4c71-9b1c-8a2be622165e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"59c67359-9fca-4012-b83a-12523d82d95f\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"c223f78f-7469-4882-b480-220f51190132\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d9f19b5c-78e6-4f0e-aee8-72506687efb7\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"3aa3c4ee-1001-40ed-869b-58296ca17e67\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"e254e757-9036-44d7-af1c-f4d9354fadde\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"59c67359-9fca-4012-b83a-12523d82d95f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"74f679c6-08c8-42ca-8f0e-7a77a3ab1aac\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"089a3137-4148-45eb-9987-0e55e09fc7ac\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d97435f8-e8e1-4578-a936-552a44602cbd\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"8531b3b3-9eeb-4067-86fc-ef453eaa91a7\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"bcbfaf81-3f46-4b7f-88b5-81c4c2bbd10a\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(72.810329, 78.115061]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[5.0],\"label\":[\"(72.810329, 78.115061]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"75.462695\"],\"y\":[2.5]}},\"id\":\"1ba966fa-722e-4a79-8c8c-bff496a01732\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"49ba6b10-268b-4a89-b8e6-f0fa11081b27\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c3302cfd-8fef-4c86-b8bd-0ddd1e4fe637\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"55df23f4-6f08-4f2b-bd82-391ee8683dae\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"b707a821-d688-4e52-b6b0-b1742e30a221\",\"type\":\"ToolEvents\"},{\"attributes\":{\"below\":[{\"id\":\"7d18f4e9-2a68-496e-8f7b-b02827462039\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"8323dbb8-80c8-4a5a-af89-7f57843c4dd2\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"d1b0b2ed-4ee1-43ef-9306-3e6ed03c2e4c\",\"type\":\"BoxAnnotation\"},{\"id\":\"687e92ca-88d1-4ffd-8168-cb96d188eda5\",\"type\":\"GlyphRenderer\"},{\"id\":\"b0444c70-120c-4880-a487-38c5531fa4e0\",\"type\":\"GlyphRenderer\"},{\"id\":\"06826535-caaf-403e-bab0-1f19ae538bde\",\"type\":\"GlyphRenderer\"},{\"id\":\"8f0d73e3-4864-46e8-947b-e432debd4517\",\"type\":\"GlyphRenderer\"},{\"id\":\"2503b487-f04a-4b09-b6bf-77bddaa61ad7\",\"type\":\"GlyphRenderer\"},{\"id\":\"076ad244-c5fe-413b-87d0-976a0e2d98da\",\"type\":\"GlyphRenderer\"},{\"id\":\"47c32d65-09ef-4783-b1fe-625233de6112\",\"type\":\"GlyphRenderer\"},{\"id\":\"5989be2e-f9a7-4b3d-ac1d-9df0b165216d\",\"type\":\"GlyphRenderer\"},{\"id\":\"fd31b040-52af-4be1-a25e-59d04103cafb\",\"type\":\"GlyphRenderer\"},{\"id\":\"b5ed8e61-909f-4682-8251-b96ddb52fd44\",\"type\":\"GlyphRenderer\"},{\"id\":\"c21057a4-8c57-49e4-a566-2d90c32d003a\",\"type\":\"GlyphRenderer\"},{\"id\":\"5558b818-097c-423b-b7ed-6c615b7af205\",\"type\":\"GlyphRenderer\"},{\"id\":\"e0d0ab5e-5584-495e-8a55-df739426f212\",\"type\":\"GlyphRenderer\"},{\"id\":\"592a2eb5-4365-4dd6-b5ec-7b7de4ad9bcd\",\"type\":\"GlyphRenderer\"},{\"id\":\"5b87c1dc-07f9-47eb-a72b-8f4f25617a58\",\"type\":\"GlyphRenderer\"},{\"id\":\"d69069a7-edc3-4051-a794-aa4629e02746\",\"type\":\"GlyphRenderer\"},{\"id\":\"c3d4cf08-afa6-4880-b923-45d832b5565e\",\"type\":\"GlyphRenderer\"},{\"id\":\"3379c926-b6b6-470f-9aff-35eb6a302177\",\"type\":\"GlyphRenderer\"},{\"id\":\"3aa3c4ee-1001-40ed-869b-58296ca17e67\",\"type\":\"GlyphRenderer\"},{\"id\":\"1bc91a2b-b2e7-4dac-833c-2b15d2d61026\",\"type\":\"GlyphRenderer\"},{\"id\":\"29f30175-872c-4c8b-8814-ecd96a8d054f\",\"type\":\"GlyphRenderer\"},{\"id\":\"bf1c7db5-051a-4291-ba9e-47731bb2546c\",\"type\":\"GlyphRenderer\"},{\"id\":\"ebe4f7ad-141a-488b-a35a-0bafa7dea7f4\",\"type\":\"GlyphRenderer\"},{\"id\":\"8e19e7ee-271b-4a33-b7f8-692cf38f6736\",\"type\":\"GlyphRenderer\"},{\"id\":\"cae50cfb-a1bf-498a-bf18-039b07da90b4\",\"type\":\"GlyphRenderer\"},{\"id\":\"461e63fd-7d03-4f81-8a2d-619dfe182ecc\",\"type\":\"GlyphRenderer\"},{\"id\":\"686200b4-0db1-4005-b2ad-a8fefd830fbd\",\"type\":\"GlyphRenderer\"},{\"id\":\"b42b60a9-a286-4c2c-af84-600945ca4527\",\"type\":\"GlyphRenderer\"},{\"id\":\"05b39336-b9dd-47e1-a5d2-008ddd177110\",\"type\":\"GlyphRenderer\"},{\"id\":\"74f679c6-08c8-42ca-8f0e-7a77a3ab1aac\",\"type\":\"GlyphRenderer\"},{\"id\":\"55df23f4-6f08-4f2b-bd82-391ee8683dae\",\"type\":\"GlyphRenderer\"},{\"id\":\"e73fc59d-5b63-4e32-819c-2b1a66b31d91\",\"type\":\"GlyphRenderer\"},{\"id\":\"012da32d-82b4-4b22-a81f-86f0fc72e018\",\"type\":\"GlyphRenderer\"},{\"id\":\"578a128b-86e6-4d8d-bdb5-33bbe0e916de\",\"type\":\"GlyphRenderer\"},{\"id\":\"7d18f4e9-2a68-496e-8f7b-b02827462039\",\"type\":\"LinearAxis\"},{\"id\":\"8323dbb8-80c8-4a5a-af89-7f57843c4dd2\",\"type\":\"LinearAxis\"},{\"id\":\"5c7d45f1-b1eb-4103-b69c-c27490db9654\",\"type\":\"Grid\"}],\"title\":{\"id\":\"351f5718-21f1-4be7-b4cb-c1b81c630c32\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"b707a821-d688-4e52-b6b0-b1742e30a221\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"51c48616-b650-4e63-8f34-5d2711805a60\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"cb1c546b-3d9e-444e-9315-2363d893290b\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"84350e80-c1c7-4cd3-895c-d013b544680a\",\"type\":\"Range1d\"}},\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5037fb63-4c75-4293-a33f-c0e1e45c3a23\",\"type\":\"Rect\"},{\"attributes\":{\"axis_label\":\"(Democrat vote share - Republican vote share) / percent\",\"formatter\":{\"id\":\"4d209d5c-c94d-42b7-9cf9-28b75843c078\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"570cfac6-3bba-4c1d-9b81-437910f8ac16\",\"type\":\"BasicTicker\"}},\"id\":\"7d18f4e9-2a68-496e-8f7b-b02827462039\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1ba966fa-722e-4a79-8c8c-bff496a01732\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5037fb63-4c75-4293-a33f-c0e1e45c3a23\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"e73fc59d-5b63-4e32-819c-2b1a66b31d91\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":88.6517290306434,\"start\":-91.5635680306434},\"id\":\"cb1c546b-3d9e-444e-9315-2363d893290b\",\"type\":\"Range1d\"},{\"attributes\":{\"plot\":null,\"text\":\"Distribution of county vote share\"},\"id\":\"351f5718-21f1-4be7-b4cb-c1b81c630c32\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"4d209d5c-c94d-42b7-9cf9-28b75843c078\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"b6391d80-d017-46df-886d-ab435190286e\",\"type\":\"PanTool\"},{\"id\":\"a750b74e-ec4c-4a94-ba65-56cb564ca7d6\",\"type\":\"WheelZoomTool\"},{\"id\":\"1ec5d578-bd73-43c0-9d5d-e5e0ed6f9be2\",\"type\":\"BoxZoomTool\"},{\"id\":\"7de21e42-e2fa-456a-b0ee-3d699936c71b\",\"type\":\"SaveTool\"},{\"id\":\"bdb14e00-6c43-470a-870b-31256051c3f4\",\"type\":\"ResetTool\"},{\"id\":\"4b3f4cf3-78f1-4686-b1bb-6cb1b2eaa286\",\"type\":\"HelpTool\"}]},\"id\":\"51c48616-b650-4e63-8f34-5d2711805a60\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"[-91.636364, -86.331632]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[6.0],\"label\":[\"[-91.636364, -86.331632]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-88.983998\"],\"y\":[3.0]}},\"id\":\"838c82ac-65f2-4d4f-8b7b-6b3b9e67c6a1\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"89adaf88-4a57-4e10-aede-89106dba5260\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"d1b0b2ed-4ee1-43ef-9306-3e6ed03c2e4c\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"Number of counties\",\"formatter\":{\"id\":\"89adaf88-4a57-4e10-aede-89106dba5260\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"bcbfaf81-3f46-4b7f-88b5-81c4c2bbd10a\",\"type\":\"BasicTicker\"}},\"id\":\"8323dbb8-80c8-4a5a-af89-7f57843c4dd2\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-86.331632, -81.026900]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[22.0],\"label\":[\"(-86.331632, -81.026900]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"-83.679266\"],\"y\":[11.0]}},\"id\":\"9ad54336-e404-4f20-a930-22e6c4d6865c\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"bcbfaf81-3f46-4b7f-88b5-81c4c2bbd10a\",\"type\":\"BasicTicker\"}},\"id\":\"5c7d45f1-b1eb-4103-b69c-c27490db9654\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"570cfac6-3bba-4c1d-9b81-437910f8ac16\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"b6391d80-d017-46df-886d-ab435190286e\",\"type\":\"PanTool\"},{\"attributes\":{\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"a750b74e-ec4c-4a94-ba65-56cb564ca7d6\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"d1b0b2ed-4ee1-43ef-9306-3e6ed03c2e4c\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"1ec5d578-bd73-43c0-9d5d-e5e0ed6f9be2\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c28cf6d2-2e00-4581-a2f2-d6d8a0de7d2e\",\"type\":\"Rect\"},{\"attributes\":{\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"7de21e42-e2fa-456a-b0ee-3d699936c71b\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-75.722168, -70.417436]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[98.0],\"label\":[\"(-75.722168, -70.417436]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-73.069802\"],\"y\":[49.0]}},\"id\":\"27220740-3140-4bac-a437-4c8814ee7b23\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"bdb14e00-6c43-470a-870b-31256051c3f4\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"9ad54336-e404-4f20-a930-22e6c4d6865c\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"057d8409-0aad-4ffe-b19b-dff0b4a43358\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"b0444c70-120c-4880-a487-38c5531fa4e0\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":{\"id\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"4b3f4cf3-78f1-4686-b1bb-6cb1b2eaa286\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"838c82ac-65f2-4d4f-8b7b-6b3b9e67c6a1\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c28cf6d2-2e00-4581-a2f2-d6d8a0de7d2e\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"687e92ca-88d1-4ffd-8168-cb96d188eda5\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-81.026900, -75.722168]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[56.0],\"label\":[\"(-81.026900, -75.722168]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-78.374534\"],\"y\":[28.0]}},\"id\":\"320ae7cf-bc8d-47d3-867e-52c56463931d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":314.6},\"id\":\"84350e80-c1c7-4cd3-895c-d013b544680a\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"057d8409-0aad-4ffe-b19b-dff0b4a43358\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c247948f-bad9-41ef-983b-aab5be86177a\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"a43fcc81-3b84-468c-8cbf-3b14332250f5\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"320ae7cf-bc8d-47d3-867e-52c56463931d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"a43fcc81-3b84-468c-8cbf-3b14332250f5\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"06826535-caaf-403e-bab0-1f19ae538bde\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-70.417436, -65.112704]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[154.0],\"label\":[\"(-70.417436, -65.112704]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286831],\"x\":[\"-67.76507\"],\"y\":[77.0]}},\"id\":\"c9f6a1ff-62dd-4c55-84a1-9351c39b3923\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"57f3081b-4b0d-4142-bfb1-b2b2ea69acbc\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"3bd1b090-df63-40d4-9d49-bc0844b42dc9\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"089a3137-4148-45eb-9987-0e55e09fc7ac\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"578a128b-86e6-4d8d-bdb5-33bbe0e916de\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-43.893776, -38.589044]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[235.0],\"label\":[\"(-43.893776, -38.589044]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-41.24141\"],\"y\":[117.5]}},\"id\":\"b98e2a67-61f3-4e00-9545-7916eb82b9a3\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"27220740-3140-4bac-a437-4c8814ee7b23\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"57f3081b-4b0d-4142-bfb1-b2b2ea69acbc\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"8f0d73e3-4864-46e8-947b-e432debd4517\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"b98e2a67-61f3-4e00-9545-7916eb82b9a3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c247948f-bad9-41ef-983b-aab5be86177a\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"b5ed8e61-909f-4682-8251-b96ddb52fd44\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-65.112704, -59.807972]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[195.0],\"label\":[\"(-65.112704, -59.807972]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-62.46033799999999\"],\"y\":[97.5]}},\"id\":\"6145d4a4-4679-414b-a931-b3a6dd317ea8\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1dfa6a00-fd2f-4ecc-8044-e4d5ac3d9274\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"017feee7-e19f-4276-86cb-f377f26843b4\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"fd31b040-52af-4be1-a25e-59d04103cafb\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"166be3e5-f9e1-43ca-a6a3-a32ec2d91937\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"c9f6a1ff-62dd-4c55-84a1-9351c39b3923\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"166be3e5-f9e1-43ca-a6a3-a32ec2d91937\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"2503b487-f04a-4b09-b6bf-77bddaa61ad7\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-6.760651, -1.455919]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[96.0],\"label\":[\"(-6.760651, -1.455919]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-4.108285\"],\"y\":[48.0]}},\"id\":\"abc5858b-b9ea-4cb3-bfed-8d5cb21463a2\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"d6414a69-5353-4f75-ba97-9afbd154cf53\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"9f433bbf-4b44-4a01-bc1c-18a77de30e9f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"47c32d65-09ef-4783-b1fe-625233de6112\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-49.198508, -43.893776]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[240.0],\"label\":[\"(-49.198508, -43.893776]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.3047320112868235],\"x\":[\"-46.546142\"],\"y\":[120.0]}},\"id\":\"1dfa6a00-fd2f-4ecc-8044-e4d5ac3d9274\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"387b14ad-4fb6-4a7d-a4ab-f3288476088f\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"6145d4a4-4679-414b-a931-b3a6dd317ea8\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"387b14ad-4fb6-4a7d-a4ab-f3288476088f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"076ad244-c5fe-413b-87d0-976a0e2d98da\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"017feee7-e19f-4276-86cb-f377f26843b4\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(-59.807972, -54.503240]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[250.0],\"label\":[\"(-59.807972, -54.503240]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[5.304732011286816],\"x\":[\"-57.155606\"],\"y\":[125.0]}},\"id\":\"d6414a69-5353-4f75-ba97-9afbd154cf53\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9f433bbf-4b44-4a01-bc1c-18a77de30e9f\",\"type\":\"Rect\"}],\"root_ids\":[\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"e5ff5bc1-0f7f-4928-b3dd-b9ed591ca619\",\"elementid\":\"b784485b-4041-4a84-b403-42ff0d2a05dc\",\"modelid\":\"4d1054d7-945c-453c-8fc4-6ad974d63eb5\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"b784485b-4041-4a84-b403-42ff0d2a05dc\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Histogram(100 * dp['dem_adv'],\n", | |
| " legend=False, palette=palette,\n", | |
| " ylabel='Number of counties',\n", | |
| " xlabel='(Democrat vote share - Republican vote share) / percent',\n", | |
| " title='Distribution of county vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "It looks like there's a large bias towards the Republican candidate, more than one might expect, knowing that the overall vote was quite close. But this is because people from counties with smaller populations are more likely to vote Republican, so although there are more counties with a Republican majority, they contribute less to the national vote count, to the extent that in fact the total number of Democrat votes was higher. (This wasn't reflected in who was elected President because of how the Electoral college works.)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"fa6bb23e-1454-4da9-9d13-078871488982\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"fa6bb23e-1454-4da9-9d13-078871488982\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"fa6bb23e-1454-4da9-9d13-078871488982\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'fa6bb23e-1454-4da9-9d13-078871488982' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"404ce839-c49c-461d-8cae-5b2e7010300b\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"4956a278-cd1c-4df3-9273-ca6875e73786\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"704f6114-b157-43db-9413-5ba6a7581d21\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"7dbab291-9571-430c-b87b-59d60a3062cc\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2fac4d24-1a23-4319-80ec-528b89485b03\",\"type\":\"ToolEvents\"},{\"attributes\":{\"callback\":null,\"end\":6.8853258440120175,\"start\":1.3444394403449662},\"id\":\"bb58659b-bf47-4ff2-9385-e6319c2e828d\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"b3d2f34b-3d73-40d6-b6ba-6f15e203a190\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"a76dfe7c-ec2b-448c-b608-0246be90e218\",\"type\":\"HelpTool\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"1a52e759-85f4-4ab9-a295-bfedc03d4bf3\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2d64dd76-38cf-469b-b2ef-a13adbe15846\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"68419056-9870-4f39-b50a-9d706f75b3d8\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"fa2fc2d9-39e5-4f0b-95b1-58c581670445\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"7dbab291-9571-430c-b87b-59d60a3062cc\",\"type\":\"BasicTicker\"}},\"id\":\"4e0e716a-bd88-48bf-848e-6245366f5735\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"cb91cfe9-9ac1-499b-ac33-a0e8cb1804fb\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":null,\"text\":\"Approximate correlation of vote share with county population\"},\"id\":\"7a77da3f-350d-4006-9205-9bcccc207691\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"ad10f94f-01f7-4f2a-8760-5c9fe6219526\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"704f6114-b157-43db-9413-5ba6a7581d21\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"6f6b440d-a4dc-46be-9259-3419ceb4986e\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"57ee1079-103f-4cb5-b28f-0b674fd414d2\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"4956a278-cd1c-4df3-9273-ca6875e73786\",\"type\":\"BasicTicker\"}},\"id\":\"99d3309e-7629-4cd2-874c-2da725f92d4c\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1a52e759-85f4-4ab9-a295-bfedc03d4bf3\",\"type\":\"PanTool\"},{\"id\":\"57ee1079-103f-4cb5-b28f-0b674fd414d2\",\"type\":\"WheelZoomTool\"},{\"id\":\"68419056-9870-4f39-b50a-9d706f75b3d8\",\"type\":\"BoxZoomTool\"},{\"id\":\"fa2fc2d9-39e5-4f0b-95b1-58c581670445\",\"type\":\"SaveTool\"},{\"id\":\"cb91cfe9-9ac1-499b-ac33-a0e8cb1804fb\",\"type\":\"ResetTool\"},{\"id\":\"a76dfe7c-ec2b-448c-b608-0246be90e218\",\"type\":\"HelpTool\"}]},\"id\":\"d53d38af-c74a-4f3e-8d0c-a5d9a2beb8f7\",\"type\":\"Toolbar\"},{\"attributes\":{\"below\":[{\"id\":\"3afa6f81-d69c-4610-b3af-eda0cee87e6a\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"0549ac91-6570-476a-b6ef-da9ba4730daf\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"2d64dd76-38cf-469b-b2ef-a13adbe15846\",\"type\":\"BoxAnnotation\"},{\"id\":\"6f6b440d-a4dc-46be-9259-3419ceb4986e\",\"type\":\"GlyphRenderer\"},{\"id\":\"3afa6f81-d69c-4610-b3af-eda0cee87e6a\",\"type\":\"LinearAxis\"},{\"id\":\"0549ac91-6570-476a-b6ef-da9ba4730daf\",\"type\":\"LinearAxis\"},{\"id\":\"4e0e716a-bd88-48bf-848e-6245366f5735\",\"type\":\"Grid\"},{\"id\":\"99d3309e-7629-4cd2-874c-2da725f92d4c\",\"type\":\"Grid\"}],\"title\":{\"id\":\"7a77da3f-350d-4006-9205-9bcccc207691\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"2fac4d24-1a23-4319-80ec-528b89485b03\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"d53d38af-c74a-4f3e-8d0c-a5d9a2beb8f7\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"bb58659b-bf47-4ff2-9385-e6319c2e828d\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"e008364a-5f54-4431-a9e3-7f9523d5fc54\",\"type\":\"Range1d\"}},\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share / percent\",\"formatter\":{\"id\":\"b3d2f34b-3d73-40d6-b6ba-6f15e203a190\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"4956a278-cd1c-4df3-9273-ca6875e73786\",\"type\":\"BasicTicker\"}},\"id\":\"0549ac91-6570-476a-b6ef-da9ba4730daf\",\"type\":\"LinearAxis\"},{\"attributes\":{\"code\":\"return \\\"10^\\\" + tick\"},\"id\":\"4eda4c10-515a-49c1-859b-1e23089705c1\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{\"callback\":null,\"end\":106.76061358576345,\"start\":-109.67245247473883},\"id\":\"e008364a-5f54-4431-a9e3-7f9523d5fc54\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]},\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"ad10f94f-01f7-4f2a-8760-5c9fe6219526\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2d64dd76-38cf-469b-b2ef-a13adbe15846\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"Total votes (rough proxy for population)\",\"formatter\":{\"id\":\"4eda4c10-515a-49c1-859b-1e23089705c1\",\"type\":\"FuncTickFormatter\"},\"plot\":{\"id\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"7dbab291-9571-430c-b87b-59d60a3062cc\",\"type\":\"BasicTicker\"}},\"id\":\"3afa6f81-d69c-4610-b3af-eda0cee87e6a\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"746a7839-dd32-4a11-8ec9-9c2298903c81\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"404ce839-c49c-461d-8cae-5b2e7010300b\",\"elementid\":\"fa6bb23e-1454-4da9-9d13-078871488982\",\"modelid\":\"746a7839-dd32-4a11-8ec9-9c2298903c81\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"fa6bb23e-1454-4da9-9d13-078871488982\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "dtmp = dp.copy()\n", | |
| "dtmp['logvotes'] = np.log10(dtmp['total_votes'])\n", | |
| "dtmp['dem_adv_pc'] = 100 * dtmp['dem_adv']\n", | |
| "p = Scatter(dtmp, x='logvotes', y='dem_adv_pc',\n", | |
| " legend=False, palette=palette,\n", | |
| " title='Approximate correlation of vote share with county population',\n", | |
| " xlabel='Total votes (rough proxy for population)',\n", | |
| " ylabel='Excess democrat vote share / percent',\n", | |
| " )\n", | |
| "p.xaxis.formatter = FuncTickFormatter(code='return \"10^\" + tick')\n", | |
| "show(p)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Load the features: demographic data\n", | |
| "\n", | |
| "Now that I have a target number associated with each county, I need some attributes of these counties, so that I can build a model to predict this target. Even though I won't actually use this model to predict anything, I can inspect the trained model to analyse what features are important in predicting how a county votes.\n", | |
| "\n", | |
| "I got this data from a Kaggle competition page, which aggregates data from the US Census Bureau. If you want to run this notebook yourself, you'll have to get the file, `county_facts.csv`, from the [Kaggle page](https://www.kaggle.com/benhamner/2016-us-election/) yourself, because Kaggle requires authentication before you can download the file, so I can't just fetch from a URL." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "dcf = pd.read_csv('county_facts.csv')\n", | |
| "# Remove data not at the per-county level.\n", | |
| "dcf = dcf[dcf.state_abbreviation.notnull()]\n", | |
| "# Remove extra information I don't need.\n", | |
| "# dcf = dcf.drop('state_abbreviation', axis=1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The table's columns are named according to some coding scheme, which doesn't make much sense to humans. There's another table where human-readable names for these codes can be looked up, which is also on the Kaggle page, called `county_facts_dictionary.csv`. These names are actually a bit *too* verbose to use as column names though, so I renamed the columns myself, to something in the middle: meaningful, but short." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Rename the columns to make more sense.\n", | |
| "dcf = dcf.rename(columns={\n", | |
| " 'PST045214': 'people_2014',\n", | |
| " 'PST040210': 'people_2010',\n", | |
| " 'PST120214': 'people_percent_change',\n", | |
| " 'POP010210': 'people_2010_two',\n", | |
| " 'AGE135214': 'percent_people_under_5',\n", | |
| " 'AGE295214': 'percent_people_under_18',\n", | |
| " 'AGE775214': 'percent_people_over_65',\n", | |
| " 'SEX255214': 'percent_people_female',\n", | |
| " 'RHI125214': 'percent_people_white_only',\n", | |
| " 'RHI225214': 'percent_people_black_only',\n", | |
| " 'RHI325214': 'percent_people_native_mainland',\n", | |
| " 'RHI425214': 'percent_people_asian_only',\n", | |
| " 'RHI525214': 'percent_people_native_pacific',\n", | |
| " 'RHI625214': 'percent_people_multiple_race',\n", | |
| " 'RHI725214': 'percent_people_hispanic',\n", | |
| " 'RHI825214': 'percent_people_white_non_hispanic',\n", | |
| " 'POP715213': 'percent_people_living_in_same_house',\n", | |
| " 'POP645213': 'percent_people_foreign_born',\n", | |
| " 'POP815213': 'percent_people_non_english_at_home',\n", | |
| " 'EDU635213': 'percent_people_high_school_graduate',\n", | |
| " 'EDU685213': 'percent_people_bachelors',\n", | |
| " 'VET605213': 'veterans',\n", | |
| " 'LFE305213': 'mean_commute_time_minutes',\n", | |
| " 'HSG010214': 'housing_units',\n", | |
| " 'HSG445213': 'home_ownership_rate',\n", | |
| " 'HSG096213': 'percent_housing_units_in_multi_unit_structures',\n", | |
| " 'HSG495213': 'median_value_owner_occupied_housing_units',\n", | |
| " 'HSD410213': 'households',\n", | |
| " 'HSD310213': 'people_per_household',\n", | |
| " 'INC910213': 'money_income_per_capita',\n", | |
| " 'INC110213': 'median_household_income',\n", | |
| " 'PVY020213': 'percent_people_in_poverty',\n", | |
| " 'BZA010213': 'private_nonfarm_places',\n", | |
| " 'BZA110213': 'private_nonfarm_employment',\n", | |
| " 'BZA115213': 'private_nonfarm_employment_percent_change',\n", | |
| " 'NES010213': 'nonemployer_places',\n", | |
| " 'SBO001207': 'number_firms',\n", | |
| " 'SBO315207': 'percent_firms_black_owned',\n", | |
| " 'SBO115207': 'percent_firms_native_mainland_owned',\n", | |
| " 'SBO215207': 'percent_firms_asian_owned',\n", | |
| " 'SBO515207': 'percent_firms_pacific_owned',\n", | |
| " 'SBO415207': 'percent_firms_hispanic_owned',\n", | |
| " 'SBO015207': 'percent_firms_women_owned',\n", | |
| " 'MAN450207': 'manufacturer_shipments_thousands',\n", | |
| " 'WTN220207': 'merchant_wholesaler_sales_thousands',\n", | |
| " 'RTN130207': 'retail_sales_thousands',\n", | |
| " 'RTN131207': 'retail_sales_per_capita',\n", | |
| " 'AFN120207': 'accommodation_and_food_services_sales_thousands',\n", | |
| " 'BPS030214': 'building_permits',\n", | |
| " 'LND110210': 'land_area_square_miles',\n", | |
| " 'POP060210': 'people_per_square_mile',\n", | |
| "})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Combine the features with the labels" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Now we need to merge the labels and features together. Each county has a unique '[FIPS](https://www.wikiwand.com/en/Federal_Information_Processing_Standards) County Code', that is present in both datasets, that I can use to join them." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Merge the feature and label data, as an outer join so we can inspect the missing rows.\n", | |
| "# An outer join means any rows in either table that don't exist in the other will be kept.\n", | |
| "dcfp = dcf.merge(dp, on='fips', how='outer').drop('fips', axis=1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0" | |
| ] | |
| }, | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Count the counties that are missing in the feature data.\n", | |
| "len(dcfp[dcfp.area_name.isnull()])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "32" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Count the counties that are missing in the label data.\n", | |
| "len(dcfp[dcfp.county.isnull()])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "There are 32 rows in the demographic data that aren't in the voting data. Let's see which," | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>area_name</th>\n", | |
| " <th>state_abbreviation</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>67</th>\n", | |
| " <td>Aleutians East Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>68</th>\n", | |
| " <td>Aleutians West Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>69</th>\n", | |
| " <td>Anchorage Municipality</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>70</th>\n", | |
| " <td>Bethel Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>71</th>\n", | |
| " <td>Bristol Bay Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>72</th>\n", | |
| " <td>Denali Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>73</th>\n", | |
| " <td>Dillingham Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>74</th>\n", | |
| " <td>Fairbanks North Star Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75</th>\n", | |
| " <td>Haines Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>76</th>\n", | |
| " <td>Hoonah-Angoon Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>77</th>\n", | |
| " <td>Juneau City and Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>78</th>\n", | |
| " <td>Kenai Peninsula Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>79</th>\n", | |
| " <td>Ketchikan Gateway Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>80</th>\n", | |
| " <td>Kodiak Island Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>81</th>\n", | |
| " <td>Lake and Peninsula Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>82</th>\n", | |
| " <td>Matanuska-Susitna Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>83</th>\n", | |
| " <td>Nome Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>84</th>\n", | |
| " <td>North Slope Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>85</th>\n", | |
| " <td>Northwest Arctic Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>86</th>\n", | |
| " <td>Petersburg Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>87</th>\n", | |
| " <td>Prince of Wales-Hyder Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>88</th>\n", | |
| " <td>Sitka City and Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>89</th>\n", | |
| " <td>Skagway Municipality</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>90</th>\n", | |
| " <td>Southeast Fairbanks Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>91</th>\n", | |
| " <td>Valdez-Cordova Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>92</th>\n", | |
| " <td>Wade Hampton Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>93</th>\n", | |
| " <td>Wrangell City and Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>94</th>\n", | |
| " <td>Yakutat City and Borough</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>95</th>\n", | |
| " <td>Yukon-Koyukuk Census Area</td>\n", | |
| " <td>AK</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>548</th>\n", | |
| " <td>Kalawao County</td>\n", | |
| " <td>HI</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2417</th>\n", | |
| " <td>Shannon County</td>\n", | |
| " <td>SD</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2916</th>\n", | |
| " <td>Bedford city</td>\n", | |
| " <td>VA</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " area_name state_abbreviation\n", | |
| "67 Aleutians East Borough AK\n", | |
| "68 Aleutians West Census Area AK\n", | |
| "69 Anchorage Municipality AK\n", | |
| "70 Bethel Census Area AK\n", | |
| "71 Bristol Bay Borough AK\n", | |
| "72 Denali Borough AK\n", | |
| "73 Dillingham Census Area AK\n", | |
| "74 Fairbanks North Star Borough AK\n", | |
| "75 Haines Borough AK\n", | |
| "76 Hoonah-Angoon Census Area AK\n", | |
| "77 Juneau City and Borough AK\n", | |
| "78 Kenai Peninsula Borough AK\n", | |
| "79 Ketchikan Gateway Borough AK\n", | |
| "80 Kodiak Island Borough AK\n", | |
| "81 Lake and Peninsula Borough AK\n", | |
| "82 Matanuska-Susitna Borough AK\n", | |
| "83 Nome Census Area AK\n", | |
| "84 North Slope Borough AK\n", | |
| "85 Northwest Arctic Borough AK\n", | |
| "86 Petersburg Borough AK\n", | |
| "87 Prince of Wales-Hyder Census Area AK\n", | |
| "88 Sitka City and Borough AK\n", | |
| "89 Skagway Municipality AK\n", | |
| "90 Southeast Fairbanks Census Area AK\n", | |
| "91 Valdez-Cordova Census Area AK\n", | |
| "92 Wade Hampton Census Area AK\n", | |
| "93 Wrangell City and Borough AK\n", | |
| "94 Yakutat City and Borough AK\n", | |
| "95 Yukon-Koyukuk Census Area AK\n", | |
| "548 Kalawao County HI\n", | |
| "2417 Shannon County SD\n", | |
| "2916 Bedford city VA" | |
| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "dcfp[dcfp.county.isnull()].loc[:, ('area_name', 'state_abbreviation')]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "29 of the missing counties are in Alaska, with an extra three from Hawaii, South Dakota and Virginia. These are few enough, about 1% of the counties, that I'm just going to ignore them." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Ignore the counties that are missing from the label data.\n", | |
| "dcfp = dcfp[dcfp.county.notnull()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "As further validation, I'll check that the county names from both sets match (since I joined on the FIPS code, this need not be true)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>area_name</th>\n", | |
| " <th>county</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>1802</th>\n", | |
| " <td>Do±a Ana County</td>\n", | |
| " <td>Dona Ana County</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " area_name county\n", | |
| "1802 Do±a Ana County Dona Ana County" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Find cases where the county names do not match between the two data-sets.\n", | |
| "dcfp[dcfp.area_name != dcfp.county].loc[:, ('area_name', 'county')]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "There's a single mismatch, which is just a data entry mistake in the demographics table, so I can safely say that each row's data represents a single geographical area." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Remove one of the duplicate columns containing the counties' names.\n", | |
| "dcfp = dcfp.drop('area_name', axis=1)\n", | |
| "dcfp = dcfp.drop(['state_abbreviation', 'total_votes'], axis=1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Scale the features\n", | |
| "\n", | |
| "One last technical step before training the model, is to scale some of the demographic features so that the model can distinguish different scales easily. For example, county population spans many orders of magnitude," | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"83acad52-5c60-4fd8-a2ec-d1291d2287ee\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"83acad52-5c60-4fd8-a2ec-d1291d2287ee\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"83acad52-5c60-4fd8-a2ec-d1291d2287ee\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '83acad52-5c60-4fd8-a2ec-d1291d2287ee' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"791ce3b8-f99b-4cac-827c-283d776d9107\":{\"roots\":{\"references\":[{\"attributes\":{\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"f5fa57df-b9be-4554-9e20-aa3d200282e0\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"25526ba0-2555-4f7e-95c0-fb67e08195a7\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"c7770f12-48ae-4a8d-9b47-dee4f03ed4f8\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"99712e46-165f-4be4-9dcd-25b9f50ff2bc\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"c7770f12-48ae-4a8d-9b47-dee4f03ed4f8\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"a5a46e58-f1d8-4b53-9472-b4404180800a\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"b3a718a8-1137-47ef-b6e9-ce0c7865bd6d\",\"type\":\"PanTool\"},{\"id\":\"2d3f1685-2390-4ada-854b-e9d6f0eb3e08\",\"type\":\"WheelZoomTool\"},{\"id\":\"99712e46-165f-4be4-9dcd-25b9f50ff2bc\",\"type\":\"BoxZoomTool\"},{\"id\":\"25526ba0-2555-4f7e-95c0-fb67e08195a7\",\"type\":\"SaveTool\"},{\"id\":\"f5fa57df-b9be-4554-9e20-aa3d200282e0\",\"type\":\"ResetTool\"},{\"id\":\"a5a46e58-f1d8-4b53-9472-b4404180800a\",\"type\":\"HelpTool\"}]},\"id\":\"389e4585-30d9-4abb-939e-ac71efe4081f\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"14f55606-db2c-4653-854f-100eb3be89e4\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.371222, 6.476858]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[3.0],\"label\":[\"(6.371222, 6.476858]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.42404\"],\"y\":[1.5]}},\"id\":\"e6a1f261-f47a-4be0-b7e4-e2019b08f967\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":null,\"text\":\"Distribution of county populations\"},\"id\":\"174e95b8-c1a6-4557-bd3e-a2faa790eb9e\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.476858, 6.582494]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"(6.476858, 6.582494]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"6.529676\"],\"y\":[1.0]}},\"id\":\"c32c6915-0c89-4e5a-ad2d-a9ecd164f163\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.673952, 2.779589]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[4.0],\"label\":[\"(2.673952, 2.779589]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.7267704999999998\"],\"y\":[2.0]}},\"id\":\"c3b5a311-c53f-4679-a8f6-70a8fc4922c0\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.779589, 2.885225]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[13.0],\"label\":[\"(2.779589, 2.885225]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.832407\"],\"y\":[6.5]}},\"id\":\"f3a5b14e-b278-4a00-9466-26cfa2a7e4f1\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"d23b3b10-f50d-45e2-8773-3e1b1ee7798b\",\"type\":\"ToolEvents\"},{\"attributes\":{\"data_source\":{\"id\":\"c3b5a311-c53f-4679-a8f6-70a8fc4922c0\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"25e0f9f3-3d1c-4c60-bb36-d9cc320af35f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"c6bb2079-fa16-4b7d-bd2a-bf28c55a8b9d\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.885225, 2.990861]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[13.0],\"label\":[\"(2.885225, 2.990861]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.9380430000000004\"],\"y\":[6.5]}},\"id\":\"33b47144-708a-44ea-b444-a95698c837a3\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e25d6f59-1b39-417f-97e8-6f3abc493efb\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"028477e0-70bb-4a28-8a7b-4beabbe23e10\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"e6a1f261-f47a-4be0-b7e4-e2019b08f967\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e25d6f59-1b39-417f-97e8-6f3abc493efb\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"9fb232d2-f005-427d-9a82-6785c0f0f64d\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"82622bef-dd10-434e-ab10-9dcb06b8e37a\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"37277304-d35b-462f-a2ad-f4ac488aee64\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"d4a8d4a2-3522-48c6-afb5-c8baeb63cba9\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3fe362d0-da59-4726-94bf-b902239f04eb\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.519042, 3.624679]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[67.0],\"label\":[\"(3.519042, 3.624679]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"3.5718604999999997\"],\"y\":[33.5]}},\"id\":\"91ca7d93-5ff3-4f09-8c4c-0500276896e2\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"f3a5b14e-b278-4a00-9466-26cfa2a7e4f1\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3fe362d0-da59-4726-94bf-b902239f04eb\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"71ea3090-69ef-429a-b9ba-fa47fc21bf57\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.990861, 3.096497]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[8.0],\"label\":[\"(2.990861, 3.096497]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"3.043679\"],\"y\":[4.0]}},\"id\":\"c7f2853f-b489-430d-8f05-95be71c43c80\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"a1aa8e56-4009-4e1a-8f44-1d1ea89b8350\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"c32c6915-0c89-4e5a-ad2d-a9ecd164f163\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"a1aa8e56-4009-4e1a-8f44-1d1ea89b8350\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"186dda1b-fe4f-48af-8999-3410305fd852\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"af689ef8-dca1-4f94-8924-231b40440150\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"2deae8cd-067a-43db-b774-27ae8ba43bfb\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"0f8d7663-7274-4bf9-8f0b-048e3fe30cac\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"a1f14d24-d0a4-4759-a25e-2df99c5fcada\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.793767, 6.899403]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[0.0],\"label\":[\"(6.793767, 6.899403]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"6.846585\"],\"y\":[0.0]}},\"id\":\"edcb13f1-675f-4c1e-ba55-dc930e565e56\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.307770, 3.413406]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[45.0],\"label\":[\"(3.307770, 3.413406]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"3.360588\"],\"y\":[22.5]}},\"id\":\"2deae8cd-067a-43db-b774-27ae8ba43bfb\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"33b47144-708a-44ea-b444-a95698c837a3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"af689ef8-dca1-4f94-8924-231b40440150\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"0ae2082c-d026-4955-964a-81bb511c1f2e\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.096497, 3.202134]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[22.0],\"label\":[\"(3.096497, 3.202134]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"3.1493155\"],\"y\":[11.0]}},\"id\":\"2b607842-7951-454a-80d7-9104c950b098\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"below\":[{\"id\":\"900b3ead-948c-4e92-a707-e85c157cb63d\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"36986700-82bf-425a-a79b-610d87b4aa91\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"c7770f12-48ae-4a8d-9b47-dee4f03ed4f8\",\"type\":\"BoxAnnotation\"},{\"id\":\"72bf5e9e-eb75-461d-958f-cd639d69924f\",\"type\":\"GlyphRenderer\"},{\"id\":\"6a15678d-dac2-47bf-9d4e-19449337da68\",\"type\":\"GlyphRenderer\"},{\"id\":\"c45a33dc-3ebf-4440-a0f8-7aa6e39cb8b5\",\"type\":\"GlyphRenderer\"},{\"id\":\"7b7c3c42-fc14-49e4-b393-1abeabcc271a\",\"type\":\"GlyphRenderer\"},{\"id\":\"6f7b82f2-1fc2-4550-ba5a-10247d68dc06\",\"type\":\"GlyphRenderer\"},{\"id\":\"ac8aaa24-2284-4406-9ced-204a34397f83\",\"type\":\"GlyphRenderer\"},{\"id\":\"0f307d5a-d179-4b7f-adb3-c9b701121f08\",\"type\":\"GlyphRenderer\"},{\"id\":\"c6bb2079-fa16-4b7d-bd2a-bf28c55a8b9d\",\"type\":\"GlyphRenderer\"},{\"id\":\"71ea3090-69ef-429a-b9ba-fa47fc21bf57\",\"type\":\"GlyphRenderer\"},{\"id\":\"0ae2082c-d026-4955-964a-81bb511c1f2e\",\"type\":\"GlyphRenderer\"},{\"id\":\"c1c0273b-0f00-447e-ac32-f797207fa4d5\",\"type\":\"GlyphRenderer\"},{\"id\":\"32c6ea6c-fe21-485f-82e4-8bd67dc7194e\",\"type\":\"GlyphRenderer\"},{\"id\":\"342379af-14b0-4672-bdb0-b5075cc61767\",\"type\":\"GlyphRenderer\"},{\"id\":\"a1f14d24-d0a4-4759-a25e-2df99c5fcada\",\"type\":\"GlyphRenderer\"},{\"id\":\"2bd13d41-fff8-4a47-a10c-fbc27a99b6cb\",\"type\":\"GlyphRenderer\"},{\"id\":\"d0b5adb7-69ed-4bda-86b5-aa5a62ea1eed\",\"type\":\"GlyphRenderer\"},{\"id\":\"3eb8a8ce-a5e6-4335-8b75-75ae2083aaad\",\"type\":\"GlyphRenderer\"},{\"id\":\"5e562038-282b-482c-9a68-3a8b182b145b\",\"type\":\"GlyphRenderer\"},{\"id\":\"4e8877b6-f276-43a7-8c24-aae7cca8332d\",\"type\":\"GlyphRenderer\"},{\"id\":\"89f0fcaa-64ab-460f-ac3a-824cd9bc4569\",\"type\":\"GlyphRenderer\"},{\"id\":\"8ad20502-956a-4185-8360-7a096beeaca6\",\"type\":\"GlyphRenderer\"},{\"id\":\"79ca2c9f-531f-46a3-9ddf-00663656eb0b\",\"type\":\"GlyphRenderer\"},{\"id\":\"d65f01db-4f2b-4ac6-89cb-6ed09bb381f5\",\"type\":\"GlyphRenderer\"},{\"id\":\"dae598e2-2681-41a9-a686-0e15eb74c400\",\"type\":\"GlyphRenderer\"},{\"id\":\"5642c3f8-3770-485e-afbf-e488fe75f120\",\"type\":\"GlyphRenderer\"},{\"id\":\"7ea85cf9-a8be-4ca0-8ba8-eb0da8ff91df\",\"type\":\"GlyphRenderer\"},{\"id\":\"5f12891e-eec9-4a77-a6b7-46683dab98cd\",\"type\":\"GlyphRenderer\"},{\"id\":\"29d63cc0-5a78-45b0-98bf-114429e9d431\",\"type\":\"GlyphRenderer\"},{\"id\":\"2b0d6d98-167d-40a1-a6c3-0b3a985664e1\",\"type\":\"GlyphRenderer\"},{\"id\":\"7028594d-87fc-46bf-8710-817328597da9\",\"type\":\"GlyphRenderer\"},{\"id\":\"e48916bf-b07e-42f8-9504-26804930b169\",\"type\":\"GlyphRenderer\"},{\"id\":\"30b1d16f-0a2a-4938-ab34-afc07179781b\",\"type\":\"GlyphRenderer\"},{\"id\":\"9facc1e1-3d28-457b-bcb1-71bb6ee46a16\",\"type\":\"GlyphRenderer\"},{\"id\":\"89e81dca-90c6-43c1-9062-ab03e38c5a40\",\"type\":\"GlyphRenderer\"},{\"id\":\"80073210-3390-46c0-b893-283e3e21806c\",\"type\":\"GlyphRenderer\"},{\"id\":\"970ac765-dc9c-46c2-a75a-ffe8803b46b2\",\"type\":\"GlyphRenderer\"},{\"id\":\"bbdb2f8a-39f5-4a3b-95c8-a75b27dab83a\",\"type\":\"GlyphRenderer\"},{\"id\":\"29a259b0-c5a2-43e7-8f85-9b2f91c7f655\",\"type\":\"GlyphRenderer\"},{\"id\":\"1c2ae5da-a93e-479d-814b-1a6998acf7ef\",\"type\":\"GlyphRenderer\"},{\"id\":\"9d0c2c4b-1e46-4278-b6ba-6369fcf520ed\",\"type\":\"GlyphRenderer\"},{\"id\":\"a27875e5-1a7a-44b4-b7bc-6c9006d53b27\",\"type\":\"GlyphRenderer\"},{\"id\":\"79de765a-5474-4ebc-8b9f-68ba5fbc5aed\",\"type\":\"GlyphRenderer\"},{\"id\":\"9fb232d2-f005-427d-9a82-6785c0f0f64d\",\"type\":\"GlyphRenderer\"},{\"id\":\"186dda1b-fe4f-48af-8999-3410305fd852\",\"type\":\"GlyphRenderer\"},{\"id\":\"a617bd9e-2996-4109-a78c-cfdebf9670c5\",\"type\":\"GlyphRenderer\"},{\"id\":\"d4a8d4a2-3522-48c6-afb5-c8baeb63cba9\",\"type\":\"GlyphRenderer\"},{\"id\":\"81cb2756-572e-4a25-a68e-b32c379032aa\",\"type\":\"GlyphRenderer\"},{\"id\":\"80f33fca-902f-4420-9e47-5599be2317fa\",\"type\":\"GlyphRenderer\"},{\"id\":\"900b3ead-948c-4e92-a707-e85c157cb63d\",\"type\":\"LinearAxis\"},{\"id\":\"36986700-82bf-425a-a79b-610d87b4aa91\",\"type\":\"LinearAxis\"},{\"id\":\"a7607e81-9f02-4446-8fd9-3c86d2e3c97f\",\"type\":\"Grid\"}],\"title\":{\"id\":\"174e95b8-c1a6-4557-bd3e-a2faa790eb9e\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"d23b3b10-f50d-45e2-8773-3e1b1ee7798b\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"389e4585-30d9-4abb-939e-ac71efe4081f\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"a99fd482-3d93-4e6e-88bb-c540ff5399f7\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"d4ecaa86-7526-4336-89f9-4036203e4329\",\"type\":\"Range1d\"}},\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.899403, 7.005039]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[1.0],\"label\":[\"(6.899403, 7.005039]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.952221\"],\"y\":[0.5]}},\"id\":\"3006e2a8-cdcd-4e97-be1b-de8af2e57a57\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"2d3f1685-2390-4ada-854b-e9d6f0eb3e08\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"edcb13f1-675f-4c1e-ba55-dc930e565e56\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"028477e0-70bb-4a28-8a7b-4beabbe23e10\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"81cb2756-572e-4a25-a68e-b32c379032aa\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"477eae51-28f6-42db-814c-da342cb2d8bb\",\"type\":\"Rect\"},{\"attributes\":{\"axis_label\":\"Number of counties\",\"formatter\":{\"id\":\"39ba2967-0826-48f2-a514-92480aa7fe77\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"92657081-a4c5-4358-a164-afdac29b91e3\",\"type\":\"BasicTicker\"}},\"id\":\"36986700-82bf-425a-a79b-610d87b4aa91\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_label\":\"Population\",\"formatter\":{\"id\":\"14c0dc0d-b40a-4ac7-b7da-c02f2779ef9c\",\"type\":\"FuncTickFormatter\"},\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"580dacc8-b307-44ea-b2b2-06a879504444\",\"type\":\"BasicTicker\"}},\"id\":\"900b3ead-948c-4e92-a707-e85c157cb63d\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"c7f2853f-b489-430d-8f05-95be71c43c80\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"477eae51-28f6-42db-814c-da342cb2d8bb\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"c1c0273b-0f00-447e-ac32-f797207fa4d5\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"85b6a4f6-bb5e-40e5-a6ef-89645e556fab\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"a4d4442f-c062-4493-9fd5-2f7afbf63511\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"3006e2a8-cdcd-4e97-be1b-de8af2e57a57\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"85b6a4f6-bb5e-40e5-a6ef-89645e556fab\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"80f33fca-902f-4420-9e47-5599be2317fa\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"92657081-a4c5-4358-a164-afdac29b91e3\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"2b607842-7951-454a-80d7-9104c950b098\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"a4d4442f-c062-4493-9fd5-2f7afbf63511\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"32c6ea6c-fe21-485f-82e4-8bd67dc7194e\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"92657081-a4c5-4358-a164-afdac29b91e3\",\"type\":\"BasicTicker\"}},\"id\":\"a7607e81-9f02-4446-8fd9-3c86d2e3c97f\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"580dacc8-b307-44ea-b2b2-06a879504444\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"39ba2967-0826-48f2-a514-92480aa7fe77\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.413406, 3.519042]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[50.0],\"label\":[\"(3.413406, 3.519042]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"3.466224\"],\"y\":[25.0]}},\"id\":\"c9258b99-7d87-489d-a387-f76038fb408e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"c9258b99-7d87-489d-a387-f76038fb408e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"14f55606-db2c-4653-854f-100eb3be89e4\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"2bd13d41-fff8-4a47-a10c-fbc27a99b6cb\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.624679, 3.730315]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[74.0],\"label\":[\"(3.624679, 3.730315]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"3.677497\"],\"y\":[37.0]}},\"id\":\"21c35b27-2d76-4a60-ae56-d3c9fdbbfa97\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"b3a718a8-1137-47ef-b6e9-ce0c7865bd6d\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e67c64ad-b7fe-4e73-8ce1-8149dee8a8e7\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"ddf41316-76ec-427c-a867-11e6a56495a0\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"1364cce7-e31d-44d2-a628-e732176480f5\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"38a594bc-34f3-4385-ab1a-b4c74db15057\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"8ad20502-956a-4185-8360-7a096beeaca6\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"91ca7d93-5ff3-4f09-8c4c-0500276896e2\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e67c64ad-b7fe-4e73-8ce1-8149dee8a8e7\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"d0b5adb7-69ed-4bda-86b5-aa5a62ea1eed\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.730315, 3.835951]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[119.0],\"label\":[\"(3.730315, 3.835951]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"3.7831330000000003\"],\"y\":[59.5]}},\"id\":\"0e9b91fd-2499-45df-9056-cc90112bac63\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5e0ba6b7-fda2-405d-9c6b-25c1b2b599da\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e9912301-7515-4891-bff3-4ed6f7a55faf\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.047224, 4.152860]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[191.0],\"label\":[\"(4.047224, 4.152860]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.100042\"],\"y\":[95.5]}},\"id\":\"1364cce7-e31d-44d2-a628-e732176480f5\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"21c35b27-2d76-4a60-ae56-d3c9fdbbfa97\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5e0ba6b7-fda2-405d-9c6b-25c1b2b599da\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"3eb8a8ce-a5e6-4335-8b75-75ae2083aaad\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"38a594bc-34f3-4385-ab1a-b4c74db15057\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"951069b5-6d6e-42f9-a232-1219a1d4cace\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"dbcab682-4968-420b-b72b-c7ce77b661c4\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e9912301-7515-4891-bff3-4ed6f7a55faf\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"2b0d6d98-167d-40a1-a6c3-0b3a985664e1\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":261.8},\"id\":\"d4ecaa86-7526-4336-89f9-4036203e4329\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"059cfb66-c5f9-4019-97df-495a45cb46f1\",\"type\":\"Rect\"},{\"attributes\":{\"code\":\"return \\\"10^\\\" + tick\"},\"id\":\"14c0dc0d-b40a-4ac7-b7da-c02f2779ef9c\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"0e9b91fd-2499-45df-9056-cc90112bac63\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"059cfb66-c5f9-4019-97df-495a45cb46f1\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5e562038-282b-482c-9a68-3a8b182b145b\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.258496, 4.364133]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[238.0],\"label\":[\"(4.258496, 4.364133]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.3113145\"],\"y\":[119.0]}},\"id\":\"2e40e745-b0ae-4479-852e-8daf8242e8e5\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c59233d1-a983-4e60-9135-625b66530790\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.835951, 3.941587]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[155.0],\"label\":[\"(3.835951, 3.941587]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"3.888769\"],\"y\":[77.5]}},\"id\":\"ec566c11-76cb-41e4-9d00-1bf083f5f363\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.941587, 4.047224]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[194.0],\"label\":[\"(3.941587, 4.047224]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"3.9944055\"],\"y\":[97.0]}},\"id\":\"e9eed1a8-d937-46e9-ab11-b09f7a0ce853\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"ec566c11-76cb-41e4-9d00-1bf083f5f363\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"951069b5-6d6e-42f9-a232-1219a1d4cace\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"4e8877b6-f276-43a7-8c24-aae7cca8332d\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.364133, 4.469769]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[236.0],\"label\":[\"(4.364133, 4.469769]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.416951\"],\"y\":[118.0]}},\"id\":\"f2b1c4dd-f48e-4975-9d0d-a90d45d6c566\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"758983f1-28ac-4805-a34b-3c8abcb5553e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"ddf41316-76ec-427c-a867-11e6a56495a0\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"79ca2c9f-531f-46a3-9ddf-00663656eb0b\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"491e355f-6628-495d-b7d4-d1171d65f8d5\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"e9eed1a8-d937-46e9-ab11-b09f7a0ce853\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"491e355f-6628-495d-b7d4-d1171d65f8d5\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"89f0fcaa-64ab-460f-ac3a-824cd9bc4569\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"615baf75-a8a9-4daf-921a-b326329607a5\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"37277304-d35b-462f-a2ad-f4ac488aee64\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"2e40e745-b0ae-4479-852e-8daf8242e8e5\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"615baf75-a8a9-4daf-921a-b326329607a5\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"d65f01db-4f2b-4ac6-89cb-6ed09bb381f5\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.469769, 4.575405]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[205.0],\"label\":[\"(4.469769, 4.575405]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"4.522587\"],\"y\":[102.5]}},\"id\":\"6fa0a85f-47b1-4400-b156-b5e7ec2f6320\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2b591fc5-1d8c-4bc5-b330-6913ed566a4f\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"f2b1c4dd-f48e-4975-9d0d-a90d45d6c566\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2b591fc5-1d8c-4bc5-b330-6913ed566a4f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"dae598e2-2681-41a9-a686-0e15eb74c400\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"bc33214a-82f4-4003-82bf-0296d219161f\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"301cc716-73ec-443f-931f-40c5fcbd50ea\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"7028594d-87fc-46bf-8710-817328597da9\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.575405, 4.681041]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[221.0],\"label\":[\"(4.575405, 4.681041]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.628223\"],\"y\":[110.5]}},\"id\":\"bf210126-43be-4b6d-9f72-3dc0b182e846\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.103586, 5.209223]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[95.0],\"label\":[\"(5.103586, 5.209223]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"5.1564045\"],\"y\":[47.5]}},\"id\":\"e31e72d4-f936-4767-acf7-59dcd9d2ce9b\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":7.228527569115019,\"start\":1.7110099308849813},\"id\":\"a99fd482-3d93-4e6e-88bb-c540ff5399f7\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5e0d9921-931f-48c5-91b4-74f421847799\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"6fa0a85f-47b1-4400-b156-b5e7ec2f6320\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5e0d9921-931f-48c5-91b4-74f421847799\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5642c3f8-3770-485e-afbf-e488fe75f120\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"301cc716-73ec-443f-931f-40c5fcbd50ea\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.681041, 4.786678]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[159.0],\"label\":[\"(4.681041, 4.786678]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"4.733859499999999\"],\"y\":[79.5]}},\"id\":\"105d055e-2c61-401a-a8c6-a07dcebff844\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9f788bb0-6943-4d61-adf4-2f46c6d3dc01\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"bf210126-43be-4b6d-9f72-3dc0b182e846\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"9f788bb0-6943-4d61-adf4-2f46c6d3dc01\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"7ea85cf9-a8be-4ca0-8ba8-eb0da8ff91df\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"129f5d98-438d-439e-b5d3-4dd6e3e4476e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"89f301df-e0eb-4612-851f-9851a8cc65c8\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"bbdb2f8a-39f5-4a3b-95c8-a75b27dab83a\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.786678, 4.892314]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[147.0],\"label\":[\"(4.786678, 4.892314]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.8394960000000005\"],\"y\":[73.5]}},\"id\":\"68c00d46-a0d8-49a8-9206-0235eace7f91\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"b8e89fe5-79f3-4ba6-9eae-e3d8273fc3b0\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"105d055e-2c61-401a-a8c6-a07dcebff844\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"b8e89fe5-79f3-4ba6-9eae-e3d8273fc3b0\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"5f12891e-eec9-4a77-a6b7-46683dab98cd\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"e31e72d4-f936-4767-acf7-59dcd9d2ce9b\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c59233d1-a983-4e60-9135-625b66530790\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"e48916bf-b07e-42f8-9504-26804930b169\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.892314, 4.997950]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[118.0],\"label\":[\"(4.892314, 4.997950]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"4.945132\"],\"y\":[59.0]}},\"id\":\"dbcab682-4968-420b-b72b-c7ce77b661c4\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"65837423-69a5-4be4-a9e9-959307b8cdd8\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"68c00d46-a0d8-49a8-9206-0235eace7f91\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"65837423-69a5-4be4-a9e9-959307b8cdd8\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"29d63cc0-5a78-45b0-98bf-114429e9d431\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.737404, 5.843040]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[31.0],\"label\":[\"(5.737404, 5.843040]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"5.790222\"],\"y\":[15.5]}},\"id\":\"129f5d98-438d-439e-b5d3-4dd6e3e4476e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.997950, 5.103586]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[104.0],\"label\":[\"(4.997950, 5.103586]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"5.050768\"],\"y\":[52.0]}},\"id\":\"bc33214a-82f4-4003-82bf-0296d219161f\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"89f301df-e0eb-4612-851f-9851a8cc65c8\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.314859, 5.420495]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[55.0],\"label\":[\"(5.314859, 5.420495]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"5.3676770000000005\"],\"y\":[27.5]}},\"id\":\"5309129f-5e5b-44d2-b99c-5d2dd1d5cc98\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.209223, 5.314859]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[80.0],\"label\":[\"(5.209223, 5.314859]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"5.262041\"],\"y\":[40.0]}},\"id\":\"cd76f483-eadb-4574-a788-f8ab226a3b31\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"29b0f093-d17f-4e10-8b99-6dc5308b1176\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9058d247-29ae-4061-b834-97a3d1ee47e8\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"cd76f483-eadb-4574-a788-f8ab226a3b31\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"9058d247-29ae-4061-b834-97a3d1ee47e8\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"30b1d16f-0a2a-4938-ab34-afc07179781b\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.420495, 5.526131]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[58.0],\"label\":[\"(5.420495, 5.526131]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"5.473313\"],\"y\":[29.0]}},\"id\":\"18b56548-cdc3-45bd-964b-557f42bd899e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3af5b945-3148-40b5-a934-ea41bef2f8fe\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"5309129f-5e5b-44d2-b99c-5d2dd1d5cc98\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3af5b945-3148-40b5-a934-ea41bef2f8fe\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"9facc1e1-3d28-457b-bcb1-71bb6ee46a16\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"[1.934498, 2.040135]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"[1.934498, 2.040135]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003761],\"x\":[\"1.9873165\"],\"y\":[1.0]}},\"id\":\"0800a94a-c6f8-4a6b-95b2-6572c22f1c67\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.526131, 5.631768]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[36.0],\"label\":[\"(5.526131, 5.631768]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"5.5789495\"],\"y\":[18.0]}},\"id\":\"6650f11e-5ac4-424b-adfb-6fecb57d9b9a\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.040135, 2.145771]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[0.0],\"label\":[\"(2.040135, 2.145771]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.0929529999999996\"],\"y\":[0.0]}},\"id\":\"8ef94da1-4b63-45cd-9642-a441954079b5\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"33310f18-3c0c-4eaf-9e40-8347eaf556f3\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.054313, 6.159949]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[12.0],\"label\":[\"(6.054313, 6.159949]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"6.107131\"],\"y\":[6.0]}},\"id\":\"7221dffe-dbe3-4fd1-9655-a415b1d5306d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"18b56548-cdc3-45bd-964b-557f42bd899e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"33310f18-3c0c-4eaf-9e40-8347eaf556f3\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"89e81dca-90c6-43c1-9062-ab03e38c5a40\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.631768, 5.737404]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[43.0],\"label\":[\"(5.631768, 5.737404]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"5.6845859999999995\"],\"y\":[21.5]}},\"id\":\"b58bdd42-380e-4bcb-b5a4-536185e8b22a\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5e1f3370-8c76-4890-902e-e3566a23c000\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4a48bbde-3a21-4bed-a52b-568b33f6410f\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"0800a94a-c6f8-4a6b-95b2-6572c22f1c67\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"5e1f3370-8c76-4890-902e-e3566a23c000\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"72bf5e9e-eb75-461d-958f-cd639d69924f\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"f080d20c-3d2d-486b-961f-5103cc3524c4\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6b1ced29-574e-429f-97d8-a07603a899d3\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"29a259b0-c5a2-43e7-8f85-9b2f91c7f655\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.145771, 2.251407]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[0.0],\"label\":[\"(2.145771, 2.251407]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.198589\"],\"y\":[0.0]}},\"id\":\"2e23ee25-8e7f-40c9-b5d3-c5ad03b942aa\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"6b1ced29-574e-429f-97d8-a07603a899d3\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"6650f11e-5ac4-424b-adfb-6fecb57d9b9a\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4a48bbde-3a21-4bed-a52b-568b33f6410f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"80073210-3390-46c0-b893-283e3e21806c\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"0855acb6-fd16-467f-9d80-ca6c32b3fb69\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.568316, 2.673952]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"(2.568316, 2.673952]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"2.6211339999999996\"],\"y\":[1.0]}},\"id\":\"a122063d-0c60-4372-adb6-e62c2dd82c4c\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"f409df6a-f49c-47d2-8e96-4d85c7f77a83\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2001dc38-5c30-4386-a3d9-1f1c9b68b824\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"6f7b82f2-1fc2-4550-ba5a-10247d68dc06\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2d8bc544-1955-4e0f-965c-3f0c94f8f7a3\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"8ef94da1-4b63-45cd-9642-a441954079b5\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"0855acb6-fd16-467f-9d80-ca6c32b3fb69\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"6a15678d-dac2-47bf-9d4e-19449337da68\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.251407, 2.357044]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[0.0],\"label\":[\"(2.251407, 2.357044]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.3042255000000003\"],\"y\":[0.0]}},\"id\":\"99fdbcd5-b901-489e-9330-e2788cb7b9e3\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.843040, 5.948676]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[29.0],\"label\":[\"(5.843040, 5.948676]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"5.8958580000000005\"],\"y\":[14.5]}},\"id\":\"f080d20c-3d2d-486b-961f-5103cc3524c4\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"b58bdd42-380e-4bcb-b5a4-536185e8b22a\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2d8bc544-1955-4e0f-965c-3f0c94f8f7a3\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"970ac765-dc9c-46c2-a75a-ffe8803b46b2\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(5.948676, 6.054313]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[22.0],\"label\":[\"(5.948676, 6.054313]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.0014945\"],\"y\":[11.0]}},\"id\":\"2c27bd47-2ace-445a-b42d-ebb1fa4b0145\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e1d8e3c4-d945-4f2e-bbe5-b4da6c651a1c\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.462680, 2.568316]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[0.0],\"label\":[\"(2.462680, 2.568316]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.515498\"],\"y\":[0.0]}},\"id\":\"271704de-1b66-4e86-800c-55e44d35f1fa\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"2e23ee25-8e7f-40c9-b5d3-c5ad03b942aa\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e1d8e3c4-d945-4f2e-bbe5-b4da6c651a1c\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"c45a33dc-3ebf-4440-a0f8-7aa6e39cb8b5\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(2.357044, 2.462680]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[1.0],\"label\":[\"(2.357044, 2.462680]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003783],\"x\":[\"2.4098620000000004\"],\"y\":[0.5]}},\"id\":\"f409df6a-f49c-47d2-8e96-4d85c7f77a83\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"2c27bd47-2ace-445a-b42d-ebb1fa4b0145\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"29b0f093-d17f-4e10-8b99-6dc5308b1176\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"1c2ae5da-a93e-479d-814b-1a6998acf7ef\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.159949, 6.265585]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[7.0],\"label\":[\"(6.159949, 6.265585]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.2127669999999995\"],\"y\":[3.5]}},\"id\":\"35b064a3-fc8a-4625-80ec-1bfbf4713878\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"f1a056fa-5073-43fd-8583-9330f3763a4e\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"0f8d7663-7274-4bf9-8f0b-048e3fe30cac\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"0f9ec63b-3362-432e-b14f-70b320b8c55c\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"99fdbcd5-b901-489e-9330-e2788cb7b9e3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"f1a056fa-5073-43fd-8583-9330f3763a4e\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"7b7c3c42-fc14-49e4-b393-1abeabcc271a\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"812d8e4c-d5bc-45af-89df-2a5789c6225f\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(3.202134, 3.307770]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[31.0],\"label\":[\"(3.202134, 3.307770]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"3.2549520000000003\"],\"y\":[15.5]}},\"id\":\"5499f1e4-7941-4f57-bffe-7bcbf269e8d9\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.688130, 6.793767]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[1.0],\"label\":[\"(6.688130, 6.793767]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.7409485\"],\"y\":[0.5]}},\"id\":\"82622bef-dd10-434e-ab10-9dcb06b8e37a\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(4.152860, 4.258496]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[237.0],\"label\":[\"(4.152860, 4.258496]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"4.205678000000001\"],\"y\":[118.5]}},\"id\":\"758983f1-28ac-4805-a34b-3c8abcb5553e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"7221dffe-dbe3-4fd1-9655-a415b1d5306d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"812d8e4c-d5bc-45af-89df-2a5789c6225f\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"9d0c2c4b-1e46-4278-b6ba-6369fcf520ed\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1c0eec77-6209-4cda-a6ce-a3176d9f6378\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"19866c2d-f562-4851-af26-d77d6ee26606\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"79de765a-5474-4ebc-8b9f-68ba5fbc5aed\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2001dc38-5c30-4386-a3d9-1f1c9b68b824\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"5499f1e4-7941-4f57-bffe-7bcbf269e8d9\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"0f9ec63b-3362-432e-b14f-70b320b8c55c\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"342379af-14b0-4672-bdb0-b5075cc61767\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"6a235a5a-e771-4865-9dbf-5a682ce8be67\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"271704de-1b66-4e86-800c-55e44d35f1fa\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6a235a5a-e771-4865-9dbf-5a682ce8be67\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"ac8aaa24-2284-4406-9ced-204a34397f83\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"30669a9f-8ade-4231-800f-1089e1daee3c\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"cfc3c203-11da-4569-9d1a-341b11033fe0\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"f82a1875-4c24-4138-aab5-f4ae04c93087\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"a617bd9e-2996-4109-a78c-cfdebf9670c5\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"25e0f9f3-3d1c-4c60-bb36-d9cc320af35f\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"35b064a3-fc8a-4625-80ec-1bfbf4713878\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"30669a9f-8ade-4231-800f-1089e1daee3c\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"a27875e5-1a7a-44b4-b7bc-6c9006d53b27\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"f82a1875-4c24-4138-aab5-f4ae04c93087\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"ceb6768f-3e58-4236-8faf-57f5280c9895\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"19866c2d-f562-4851-af26-d77d6ee26606\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.265585, 6.371222]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[9.0],\"label\":[\"(6.265585, 6.371222]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003827],\"x\":[\"6.3184035000000005\"],\"y\":[4.5]}},\"id\":\"1c0eec77-6209-4cda-a6ce-a3176d9f6378\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"a122063d-0c60-4372-adb6-e62c2dd82c4c\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"ceb6768f-3e58-4236-8faf-57f5280c9895\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"0f307d5a-d179-4b7f-adb3-c9b701121f08\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(6.582494, 6.688130]\"],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"height\":[2.0],\"label\":[\"(6.582494, 6.688130]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[0.10563626323003739],\"x\":[\"6.635312\"],\"y\":[1.0]}},\"id\":\"cfc3c203-11da-4569-9d1a-341b11033fe0\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"2edaa01a-e509-4ab0-b646-a05f9f435720\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"791ce3b8-f99b-4cac-827c-283d776d9107\",\"elementid\":\"83acad52-5c60-4fd8-a2ec-d1291d2287ee\",\"modelid\":\"2edaa01a-e509-4ab0-b646-a05f9f435720\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"83acad52-5c60-4fd8-a2ec-d1291d2287ee\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from bokeh.models import FuncTickFormatter\n", | |
| "\n", | |
| "# Ignore the one county with apparently zero population,\n", | |
| "# to stop the logarithm operation breaking.\n", | |
| "p = Histogram(np.log10(dcf['people_2014'][dcf['people_2014'] > 0]),\n", | |
| " legend=False, palette=palette,\n", | |
| " ylabel='Number of counties', xlabel='Population',\n", | |
| " title='Distribution of county populations')\n", | |
| "# Format the x-axis tick labels as a power of ten.\n", | |
| "p.xaxis.formatter = FuncTickFormatter(code='return \"10^\" + tick')\n", | |
| "\n", | |
| "show(p)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "For the Random Forest model I use here, I don't need to scale features linearly, meaning that numbers that are distributed between zero and one hundred can stay as they are, they don't need to be scaled to lie between zero and one. But numbers that are distributed between one and ten million are typically very unevenly distributed on a linear scale, so putting them on a logarithmic scale makes it easier for the model to distinguish between different magnitudes of values.\n", | |
| "\n", | |
| "For the current data-set, this scaling is appropriate for raw counts of things like people, businesses and land area." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "log_cols = (\n", | |
| " 'people_2014',\n", | |
| " 'people_2010',\n", | |
| " 'people_2010_two',\n", | |
| " 'veterans',\n", | |
| " 'housing_units',\n", | |
| " 'households',\n", | |
| " 'nonemployer_places',\n", | |
| " 'number_firms',\n", | |
| " 'manufacturer_shipments_thousands',\n", | |
| " 'merchant_wholesaler_sales_thousands',\n", | |
| " 'retail_sales_thousands',\n", | |
| " 'accommodation_and_food_services_sales_thousands',\n", | |
| " 'building_permits',\n", | |
| " 'land_area_square_miles',\n", | |
| ")\n", | |
| "dcfp_scaled = dcfp.copy()\n", | |
| "for log_col in log_cols:\n", | |
| " # Replace each raw feature with a log-scaled equivalent.\n", | |
| " # Add one to each feature, because the numbers are never\n", | |
| " # small enough that this would matter,\n", | |
| " # but there are zeros, presumably for 'missing data', that would otherwise \n", | |
| " # break the logarithm operation.\n", | |
| " dcfp_scaled.loc[:, '{}_log'.format(log_col)] = np.log10(dcfp[log_col] + 1)\n", | |
| " dcfp_scaled.drop(log_col, axis=1, inplace=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Train a model\n", | |
| "\n", | |
| "Finally I can train the model. I use [scikit-learn](http://scikit-learn.org), a popular machine learning library in the Python ecosystem. I've chosen to use a [Random Forest](https://www.wikiwand.com/en/Random_forest) regressor, as it allows ranking features by their predictive power, which is the point of this analysis.\n", | |
| "\n", | |
| "A simple linear regression would allow the same analysis, but it could not easily capture interactions between the different features, so it would explain less of the variation between counties, so I would have less confidence in its output. (I tested a linear regression and indeed the explained variance was significantly lower.)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n", | |
| " max_features='auto', max_leaf_nodes=None,\n", | |
| " min_impurity_split=1e-07, min_samples_leaf=1,\n", | |
| " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", | |
| " n_estimators=50, n_jobs=3, oob_score=False,\n", | |
| " random_state=<mtrand.RandomState object at 0x118179558>,\n", | |
| " verbose=0, warm_start=False)" | |
| ] | |
| }, | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "from sklearn.ensemble import RandomForestRegressor\n", | |
| "\n", | |
| "# Get the feature columns: all but the label and county name.\n", | |
| "cols = [c for c in dcfp_scaled.columns\n", | |
| " if c not in ('county', 'dem_adv')]\n", | |
| "\n", | |
| "# Shuffle the rows, to ensure the training and test data is similar.\n", | |
| "inds = np.arange(len(dcfp))\n", | |
| "rng = np.random.RandomState(seed=1)\n", | |
| "rng.shuffle(inds)\n", | |
| "dcfp_shuff = dcfp_scaled.iloc[inds]\n", | |
| "\n", | |
| "X = dcfp_shuff.loc[:, cols].values\n", | |
| "y = dcfp_shuff.loc[:, 'dem_adv'].values\n", | |
| "\n", | |
| "# Split the data into training and test data.\n", | |
| "i_split = int(round(4 * X.shape[0] / 5))\n", | |
| "X_train, X_test = X[:i_split], X[i_split:]\n", | |
| "y_train, y_test = y[:i_split], y[i_split:]\n", | |
| "\n", | |
| "# Specify the model.\n", | |
| "regr = RandomForestRegressor(n_estimators=50, n_jobs=3, random_state=rng)\n", | |
| "\n", | |
| "# Train the model.\n", | |
| "regr.fit(X_train, y_train)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<p>Explained variance: 81%</p>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from IPython.core.display import display, HTML\n", | |
| "\n", | |
| "# This wrapper is because of how I render the notebook to HTML.\n", | |
| "# I hide text output by default, so when I *do* want to show it,\n", | |
| "# I have to pretend it's HTML output.\n", | |
| "display(HTML('<p>Explained variance: {:.0f}%</p>'\n", | |
| " .format(100 * regr.score(X_test, y_test))))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The trained model can explain around 80% of the variation in voting outcomes between counties. We can now see which features are most important in explaining this variation," | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>importance</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>percent_people_under_18</th>\n", | |
| " <td>0.013466</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_high_school_graduate</th>\n", | |
| " <td>0.016210</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_black_only</th>\n", | |
| " <td>0.025043</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>people_per_square_mile</th>\n", | |
| " <td>0.029189</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>building_permits_log</th>\n", | |
| " <td>0.030706</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>median_value_owner_occupied_housing_units</th>\n", | |
| " <td>0.050702</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_bachelors</th>\n", | |
| " <td>0.053230</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_white_only</th>\n", | |
| " <td>0.090893</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_white_non_hispanic</th>\n", | |
| " <td>0.222278</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_housing_units_in_multi_unit_structures</th>\n", | |
| " <td>0.255692</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " importance\n", | |
| "percent_people_under_18 0.013466\n", | |
| "percent_people_high_school_graduate 0.016210\n", | |
| "percent_people_black_only 0.025043\n", | |
| "people_per_square_mile 0.029189\n", | |
| "building_permits_log 0.030706\n", | |
| "median_value_owner_occupied_housing_units 0.050702\n", | |
| "percent_people_bachelors 0.053230\n", | |
| "percent_people_white_only 0.090893\n", | |
| "percent_people_white_non_hispanic 0.222278\n", | |
| "percent_housing_units_in_multi_unit_structures 0.255692" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Get the most important features\n", | |
| "importances = pd.DataFrame({'importance': regr.feature_importances_},\n", | |
| " index=list(cols))\n", | |
| "importances.sort_values('importance', inplace=True)\n", | |
| "importances.iloc[-10:]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The most important feature is the percentage of housing units in multi-unit structures. This presumably measures how urban a county is, since apartments presumably count as multi-unit structures.\n", | |
| "\n", | |
| "The second and third most important features are the percentage of people who are white, and white but non-hispanic, respectively. These are presumably well correlated, so I consider them to measure approximately the same thing.\n", | |
| "\n", | |
| "The fourth is the percentage of people with at least a Bachelor's degree, and the fifth is the median house value.\n", | |
| "\n", | |
| "These outcomes seem sensible to me. As extra validation, let's see a few of the least important features. Hopefully, they will seem intuitively like variables that would not provide much information." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>importance</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>percent_firms_pacific_owned</th>\n", | |
| " <td>0.000137</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_firms_native_mainland_owned</th>\n", | |
| " <td>0.000981</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_firms_asian_owned</th>\n", | |
| " <td>0.001158</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>percent_people_native_pacific</th>\n", | |
| " <td>0.001189</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>people_2010_log</th>\n", | |
| " <td>0.001676</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " importance\n", | |
| "percent_firms_pacific_owned 0.000137\n", | |
| "percent_firms_native_mainland_owned 0.000981\n", | |
| "percent_firms_asian_owned 0.001158\n", | |
| "percent_people_native_pacific 0.001189\n", | |
| "people_2010_log 0.001676" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Get the least important features\n", | |
| "importances.iloc[:5]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "It seems reasonable to me that two of these features relate to Pacific islander and Hawaiian groups, as these numbers are likely not predictive outside of a few counties where these groups are common.\n", | |
| "\n", | |
| "I am a bit surprised that the county population is in this list, since I showed above that it correlates well with the vote share, but this type of feature is actually present in the dataset in three different forms: two measurements of population in 2010, and another in 2014. It is possible the the other two are adding all of the information that this feature contains, so it gives no extra insight." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Investigate some important features\n", | |
| "\n", | |
| "Finally, let's validate these results by looking directly at how well correlated the most important features are with the vote share." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"e5bee881-d42f-4ba8-88e0-f75a25bbb449\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"e5bee881-d42f-4ba8-88e0-f75a25bbb449\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"e5bee881-d42f-4ba8-88e0-f75a25bbb449\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e5bee881-d42f-4ba8-88e0-f75a25bbb449' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"d3bbf0b0-cb0a-4706-8a47-c4cf3f435c2a\":{\"roots\":{\"references\":[{\"attributes\":{\"location\":\"top_left\",\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"a2dcaff3-24b1-41d9-9f0b-019c0965a37e\",\"type\":\"Legend\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"51b19735-098b-4e09-b1c1-ec4bf2ae246a\",\"type\":\"PanTool\"},{\"id\":\"69b12a4a-a9ae-43d6-acaf-d6089950b2eb\",\"type\":\"WheelZoomTool\"},{\"id\":\"fcc45afc-af91-4fd4-97e3-7c2f99724dfe\",\"type\":\"BoxZoomTool\"},{\"id\":\"17dc188c-63d7-4c91-87ab-3d0e6f02050b\",\"type\":\"SaveTool\"},{\"id\":\"e938ab78-502c-4499-9cc0-732a7af9d9cb\",\"type\":\"ResetTool\"},{\"id\":\"61f2d7be-bd20-445e-ae17-8bf5327473fa\",\"type\":\"HelpTool\"}]},\"id\":\"6b9dfe0d-fc87-44d7-984a-f64a9b4cedef\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"8d859e5d-bc70-4c27-9435-5f5659c8422e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6159fd39-2054-4312-bffd-48e2ba9470bf\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"0b612581-5ef8-4b2f-9093-992fad37af67\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"below\":[{\"id\":\"c2a261fb-30a1-4e76-a9c4-ae1f6de1b3d4\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"2b005ec7-d557-4470-b412-9572c9714cab\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"a7e2ee76-c9ae-4244-a6b6-219dba4a09d5\",\"type\":\"BoxAnnotation\"},{\"id\":\"0b612581-5ef8-4b2f-9093-992fad37af67\",\"type\":\"GlyphRenderer\"},{\"id\":\"a2dcaff3-24b1-41d9-9f0b-019c0965a37e\",\"type\":\"Legend\"},{\"id\":\"c2a261fb-30a1-4e76-a9c4-ae1f6de1b3d4\",\"type\":\"LinearAxis\"},{\"id\":\"2b005ec7-d557-4470-b412-9572c9714cab\",\"type\":\"LinearAxis\"},{\"id\":\"0aea54dc-0903-48f6-8a65-2815c46cd3c0\",\"type\":\"Grid\"},{\"id\":\"c69ee931-2c78-4e28-8468-17a8c252b30b\",\"type\":\"Grid\"}],\"title\":{\"id\":\"9e745f6a-eea0-4b80-977a-335da9995259\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"86b13cbe-9d7b-4bbe-b17b-2e48eff4d558\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"6b9dfe0d-fc87-44d7-984a-f64a9b4cedef\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"06998e28-0299-47e9-8890-27d509170a10\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"58cb00d5-c04a-45a6-87d3-e4972d1939c2\",\"type\":\"Range1d\"}},\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"a7e2ee76-c9ae-4244-a6b6-219dba4a09d5\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"fcc45afc-af91-4fd4-97e3-7c2f99724dfe\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"deda6ade-dd77-415e-b709-07b05fde1c55\",\"type\":\"BasicTicker\"}},\"id\":\"0aea54dc-0903-48f6-8a65-2815c46cd3c0\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"61f2d7be-bd20-445e-ae17-8bf5327473fa\",\"type\":\"HelpTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"a7e2ee76-c9ae-4244-a6b6-219dba4a09d5\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"8cdf6b00-29df-4cbd-919d-3de9ada1524d\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"8cdf6b00-29df-4cbd-919d-3de9ada1524d\",\"type\":\"BasicTicker\"}},\"id\":\"c69ee931-2c78-4e28-8468-17a8c252b30b\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Share of housing units in multi-unit structures\",\"formatter\":{\"id\":\"b4454b54-5562-490d-a1d8-5d3086cdd085\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"deda6ade-dd77-415e-b709-07b05fde1c55\",\"type\":\"BasicTicker\"}},\"id\":\"c2a261fb-30a1-4e76-a9c4-ae1f6de1b3d4\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"b4454b54-5562-490d-a1d8-5d3086cdd085\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":null,\"text\":\"Correlation of multi-unit accommodation (apartments?) with vote share\"},\"id\":\"9e745f6a-eea0-4b80-977a-335da9995259\",\"type\":\"Title\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"51b19735-098b-4e09-b1c1-ec4bf2ae246a\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share\",\"formatter\":{\"id\":\"5269c4f2-2046-4336-aad4-c8281d38ff67\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"8cdf6b00-29df-4cbd-919d-3de9ada1524d\",\"type\":\"BasicTicker\"}},\"id\":\"2b005ec7-d557-4470-b412-9572c9714cab\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"5269c4f2-2046-4336-aad4-c8281d38ff67\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"6159fd39-2054-4312-bffd-48e2ba9470bf\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"deda6ade-dd77-415e-b709-07b05fde1c55\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"86b13cbe-9d7b-4bbe-b17b-2e48eff4d558\",\"type\":\"ToolEvents\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"e938ab78-502c-4499-9cc0-732a7af9d9cb\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"end\":108.35,\"start\":-9.850000000000001},\"id\":\"06998e28-0299-47e9-8890-27d509170a10\",\"type\":\"Range1d\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"17dc188c-63d7-4c91-87ab-3d0e6f02050b\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]},\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"8d859e5d-bc70-4c27-9435-5f5659c8422e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"69b12a4a-a9ae-43d6-acaf-d6089950b2eb\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"end\":1.0676061358576345,\"start\":-1.0967245247473882},\"id\":\"58cb00d5-c04a-45a6-87d3-e4972d1939c2\",\"type\":\"Range1d\"}],\"root_ids\":[\"3d6d1e43-333b-4131-93b8-18cfb948c294\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"d3bbf0b0-cb0a-4706-8a47-c4cf3f435c2a\",\"elementid\":\"e5bee881-d42f-4ba8-88e0-f75a25bbb449\",\"modelid\":\"3d6d1e43-333b-4131-93b8-18cfb948c294\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"e5bee881-d42f-4ba8-88e0-f75a25bbb449\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Scatter(dcfp_scaled,\n", | |
| " 'percent_housing_units_in_multi_unit_structures', 'dem_adv',\n", | |
| " xlabel='Share of housing units in multi-unit structures',\n", | |
| " ylabel='Excess democrat vote share',\n", | |
| " title='Correlation of multi-unit accommodation (apartments?) with vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"361e0627-f1a9-457a-a215-1304ad6a41d3\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"361e0627-f1a9-457a-a215-1304ad6a41d3\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"361e0627-f1a9-457a-a215-1304ad6a41d3\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '361e0627-f1a9-457a-a215-1304ad6a41d3' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"7cbded99-ffc1-4cad-a3c1-3ca5dfd7b16e\":{\"roots\":{\"references\":[{\"attributes\":{\"data_source\":{\"id\":\"31ac62ff-842c-4536-9b13-af516963f3e7\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"a056fb89-2372-4e04-88c1-32292b554bd7\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"368c81db-8c19-4543-813d-91ca70a47e85\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":null,\"text\":\"Correlation of white ethnicity with vote share\"},\"id\":\"500302d7-ffcb-4683-b5e4-4a79e9cc623f\",\"type\":\"Title\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"d88aed94-4fa1-4dfb-8405-08a5f7ffc716\",\"type\":\"SaveTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"7788c84b-1aee-497f-b478-c9aabb04ae67\",\"type\":\"PanTool\"},{\"id\":\"31411ba9-09e1-4ba4-9d16-e144f30e76f3\",\"type\":\"WheelZoomTool\"},{\"id\":\"4b00f9b1-4ed7-411d-bab9-9148cb90770b\",\"type\":\"BoxZoomTool\"},{\"id\":\"d88aed94-4fa1-4dfb-8405-08a5f7ffc716\",\"type\":\"SaveTool\"},{\"id\":\"bfd292b3-f570-4cfc-9100-498ff1a26a4b\",\"type\":\"ResetTool\"},{\"id\":\"ea185ece-1549-4e55-b652-893ee97810eb\",\"type\":\"HelpTool\"}]},\"id\":\"21aa7231-08ce-4e88-bdf2-b07acfb4c0c5\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"a056fb89-2372-4e04-88c1-32292b554bd7\",\"type\":\"Circle\"},{\"attributes\":{\"location\":\"top_left\",\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"994a354c-fd55-4391-93f8-23d949c9dd79\",\"type\":\"Legend\"},{\"attributes\":{\"callback\":null,\"end\":108.14999999999999,\"start\":-6.450000000000001},\"id\":\"ac77b651-5db3-4626-87e9-362a54ca3196\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"45549488-2d4d-4975-9903-d1f29d6292b7\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"4b00f9b1-4ed7-411d-bab9-9148cb90770b\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]},\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"31ac62ff-842c-4536-9b13-af516963f3e7\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"dc970a44-7e2b-4590-bddc-093d5944d736\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"bfd292b3-f570-4cfc-9100-498ff1a26a4b\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"7788c84b-1aee-497f-b478-c9aabb04ae67\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"400265f9-5851-4fb3-9d50-fe67cbb17376\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"45549488-2d4d-4975-9903-d1f29d6292b7\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"b7615747-2061-472a-ac81-c628b40a06b8\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"31411ba9-09e1-4ba4-9d16-e144f30e76f3\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"dc970a44-7e2b-4590-bddc-093d5944d736\",\"type\":\"BasicTicker\"}},\"id\":\"b7d2fabd-915d-413d-9898-86e2855c0523\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"5840093f-e20b-495e-9f2d-425b85f8c8e9\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b7615747-2061-472a-ac81-c628b40a06b8\",\"type\":\"BasicTicker\"}},\"id\":\"a949f0c8-bd23-479c-a924-a860708d17fe\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"603445ab-00d4-4279-93c2-c0e4b7263c8f\",\"type\":\"ToolEvents\"},{\"attributes\":{\"axis_label\":\"Share of people white and non-hispanic\",\"formatter\":{\"id\":\"5840093f-e20b-495e-9f2d-425b85f8c8e9\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"dc970a44-7e2b-4590-bddc-093d5944d736\",\"type\":\"BasicTicker\"}},\"id\":\"028b7c23-d6e0-4467-b805-dec42cdf2fb6\",\"type\":\"LinearAxis\"},{\"attributes\":{\"below\":[{\"id\":\"028b7c23-d6e0-4467-b805-dec42cdf2fb6\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"fa134a2d-e462-43ab-809a-855be708bedb\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"45549488-2d4d-4975-9903-d1f29d6292b7\",\"type\":\"BoxAnnotation\"},{\"id\":\"368c81db-8c19-4543-813d-91ca70a47e85\",\"type\":\"GlyphRenderer\"},{\"id\":\"994a354c-fd55-4391-93f8-23d949c9dd79\",\"type\":\"Legend\"},{\"id\":\"028b7c23-d6e0-4467-b805-dec42cdf2fb6\",\"type\":\"LinearAxis\"},{\"id\":\"fa134a2d-e462-43ab-809a-855be708bedb\",\"type\":\"LinearAxis\"},{\"id\":\"b7d2fabd-915d-413d-9898-86e2855c0523\",\"type\":\"Grid\"},{\"id\":\"a949f0c8-bd23-479c-a924-a860708d17fe\",\"type\":\"Grid\"}],\"title\":{\"id\":\"500302d7-ffcb-4683-b5e4-4a79e9cc623f\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"603445ab-00d4-4279-93c2-c0e4b7263c8f\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"21aa7231-08ce-4e88-bdf2-b07acfb4c0c5\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"ac77b651-5db3-4626-87e9-362a54ca3196\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"4ceba570-7940-4bb5-80e2-9aa7a892dd6c\",\"type\":\"Range1d\"}},\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"ea185ece-1549-4e55-b652-893ee97810eb\",\"type\":\"HelpTool\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share\",\"formatter\":{\"id\":\"400265f9-5851-4fb3-9d50-fe67cbb17376\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"0298b4c1-5147-4573-a330-b19c18f408c9\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b7615747-2061-472a-ac81-c628b40a06b8\",\"type\":\"BasicTicker\"}},\"id\":\"fa134a2d-e462-43ab-809a-855be708bedb\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"end\":1.0676061358576345,\"start\":-1.0967245247473882},\"id\":\"4ceba570-7940-4bb5-80e2-9aa7a892dd6c\",\"type\":\"Range1d\"}],\"root_ids\":[\"0298b4c1-5147-4573-a330-b19c18f408c9\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"7cbded99-ffc1-4cad-a3c1-3ca5dfd7b16e\",\"elementid\":\"361e0627-f1a9-457a-a215-1304ad6a41d3\",\"modelid\":\"0298b4c1-5147-4573-a330-b19c18f408c9\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"361e0627-f1a9-457a-a215-1304ad6a41d3\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Scatter(dcfp_scaled, 'percent_people_white_non_hispanic', 'dem_adv',\n", | |
| " xlabel='Share of people white and non-hispanic',\n", | |
| " ylabel='Excess democrat vote share',\n", | |
| " title='Correlation of white ethnicity with vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"cd9fbc54-070e-4014-967a-76512c1f9192\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"cd9fbc54-070e-4014-967a-76512c1f9192\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"cd9fbc54-070e-4014-967a-76512c1f9192\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'cd9fbc54-070e-4014-967a-76512c1f9192' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"e49ee854-65a6-45f4-a25a-370c8ef73d2f\":{\"roots\":{\"references\":[{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"1f501111-0a59-4593-b356-fdb635df8132\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"end\":1019170.0,\"start\":-54470.0},\"id\":\"e4a373d2-1e4b-435c-b3f4-fd6e63a81db8\",\"type\":\"Range1d\"},{\"attributes\":{\"data_source\":{\"id\":\"24e5c83f-1f7a-476c-a822-697b8e27849f\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1f501111-0a59-4593-b356-fdb635df8132\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"3d55dbec-a123-45e3-98b7-fc996b256c12\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":1.0676061358576345,\"start\":-1.0967245247473882},\"id\":\"161ddbb2-9fb8-463f-aafa-e36a999cf1bf\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":[136200,168600,89200,90500,117100,70600,74700,100600,81200,99400,102600,58200,85600,79900,100800,131000,99300,69600,75100,88800,70800,106100,99400,75700,93400,144600,84100,100000,71400,82300,78100,72700,79900,97000,122300,93400,140800,66800,114300,94200,146900,134500,71400,75700,164500,89600,78700,114000,124300,76900,122900,120500,58000,81900,101000,88600,104400,134600,193000,74100,92600,94900,153300,82100,83900,67000,82500,83100,146200,220400,134000,122200,81000,88800,176500,133900,112200,167500,120200,140000,184100,118000,75500,62500,120000,147500,106400,62900,58300,120000,54700,86600,62400,117900,78300,78900,86100,120700,102800,99500,78400,59200,55100,83300,137800,93000,88200,130500,100800,99100,73100,81300,74500,88900,73900,56500,81100,88700,52200,59800,54700,59300,80900,81100,120600,92800,92700,92900,75300,52200,76400,64600,74600,70000,77700,59500,75200,71300,82700,110200,72400,140500,74100,65600,138600,82100,85100,114500,68800,73800,88100,75000,86700,148800,100100,58400,91200,493800,333600,270500,225900,254800,181600,404000,198400,359500,195400,217700,288300,147300,236100,161700,176900,183600,185500,420200,182000,781900,235000,323600,146400,164100,344500,362400,428600,357300,519600,342000,243700,231000,234200,343000,222300,402100,744600,208000,426600,722200,453000,645600,557500,220000,231400,200800,262400,407400,172900,188500,177100,257400,163100,269400,442200,314300,171000,186600,137300,230700,279700,73500,75500,350900,275900,262300,81700,268500,109700,93800,78800,216200,191200,249100,121800,335600,453300,333600,213500,159500,302700,281700,282000,329500,261700,152400,123200,262400,79400,121600,164400,339400,247100,151500,115000,119800,210100,275000,176500,189400,193700,137000,91800,383900,247300,132700,611200,86100,138700,200400,129500,390100,135400,242300,448000,81400,460000,226900,110500,191500,136600,432100,241500,263600,292000,256900,252900,254800,211100,199500,246300,236600,445200,167900,124300,157600,108000,144900,181500,70000,143700,117400,158600,261300,108700,89900,85300,151400,130100,169300,143900,111200,102300,87700,120200,73500,85800,81400,117400,93600,160000,83400,157400,88100,121100,116600,142700,149400,183300,92200,78800,81000,165400,119400,197900,201000,381200,181100,182100,105300,167800,129900,199700,120000,151500,111400,89600,242900,122900,162300,175000,184300,194100,98400,87400,89200,142800,138300,159500,85900,75600,75000,77000,72700,103900,140200,127000,128500,79700,80100,123000,79900,68500,101400,182400,134900,80000,125400,53000,154500,86700,118500,130200,76100,174500,97100,72400,190400,156600,72300,97500,62900,196700,80700,83500,170400,83100,176400,90800,95600,112800,186000,102900,168900,70000,67600,101700,135700,82400,71600,155400,84500,69900,89700,161300,231500,114800,258200,114800,238200,142200,70000,162900,116100,110800,145200,171300,137900,165300,67800,106800,203800,118400,93200,147500,132900,83400,161300,120200,79900,67200,63400,65000,138900,122600,111800,85200,159000,126900,103700,111900,133700,165900,106100,103700,65500,127800,87000,91200,83200,77900,148300,74300,175700,94100,133300,125600,238200,120800,135500,120000,166300,79600,152800,107900,87300,140600,62300,168300,70300,100900,149900,93000,77000,71200,113900,106600,50600,90300,76500,68300,86100,60800,58300,78800,127000,117300,88100,164000,64300,121300,83800,54700,198300,86600,104700,157100,79600,66700,82300,80400,48800,54200,169600,122800,71200,95200,71600,75400,309800,556300,484500,523700,183600,150500,142600,129700,136000,135400,375000,195600,222200,154700,174300,110300,163000,122800,116300,125900,111700,138300,150600,136800,156800,147600,150400,123800,150900,157500,135200,188800,189100,186900,116600,120300,169600,108500,165900,126100,121200,132700,125600,123200,222700,148900,221200,122700,104200,54400,103300,158800,83600,101200,112300,100100,76100,149500,82400,87800,75300,127300,90200,231200,76600,83800,173000,107100,99300,286500,72900,65800,115200,82900,89600,64300,80600,61100,75200,182200,72800,81600,72600,83700,109800,96500,100600,88100,86300,117900,138000,89800,223100,145900,210800,81100,254800,125200,65900,112100,110200,97200,86400,220500,157200,93300,93900,124600,70300,100600,82100,80200,119100,98100,193900,79500,91000,95400,149500,123200,78000,120800,74700,98900,55300,126500,92100,78100,113800,123700,70500,126200,76600,82900,86100,88300,101800,132000,87500,75300,80900,81500,107900,75700,72200,99400,219400,93700,123400,158600,116100,112700,134900,84300,70400,179000,157400,103900,81900,127400,91300,97300,83300,105500,160400,112000,107800,89600,133200,121700,81700,150400,88800,150100,95600,104400,80100,88800,215600,155400,122100,159800,94200,98500,97100,117100,146200,79300,111500,89700,144300,84100,132200,160200,136600,122800,98200,92800,118000,124600,88500,84100,156300,108300,141200,112000,112700,137900,88100,101900,87600,97300,85800,165700,127900,94900,125800,76200,132000,104700,115100,101400,125000,113300,96900,123000,77600,110800,130900,108300,103200,112900,75100,91600,95000,99500,146300,101500,94100,112500,109800,126300,90900,85200,114400,77600,71100,131500,123600,117300,145300,122200,97700,100400,72200,105700,88100,132800,110800,80200,95900,84900,105400,102400,110300,83100,184100,99700,77700,125300,93900,159700,145900,82200,85400,90200,87500,94100,78200,123700,97100,91400,85300,89900,108200,103700,91800,84900,76400,138000,110000,113100,92400,186000,122100,75700,91100,83100,144300,95400,82700,105700,160700,100900,132000,105400,149400,108100,77800,95200,79600,124400,93000,75600,77700,83400,129800,60600,154400,126300,117600,78500,79700,143600,104700,131200,162200,101300,66400,91600,69700,78800,154100,121800,62300,84300,91900,151500,97900,96900,71700,63300,96300,87000,61900,75300,78400,77100,127800,81100,46500,71600,76700,59800,85700,66100,98200,54100,80600,83800,53500,106700,83300,180300,56500,52100,138400,73300,109700,88800,119700,136500,71500,63800,90900,105900,78500,56800,75100,66100,111600,103300,76500,118200,125800,56500,210900,91700,86700,102800,66100,58200,165800,63500,98000,72700,93100,124600,83000,81700,85500,162500,74600,71200,81900,82100,95200,68900,57200,66000,99000,51200,93400,73700,64400,153700,79000,66700,90600,49200,74200,170400,62500,57300,65000,119500,104800,124000,90000,120300,77900,74200,60800,60900,81000,86200,85500,97200,74500,112200,61900,58300,71100,63200,50900,93800,78600,96800,132300,94400,105400,65400,67300,172700,139900,96900,130700,90700,47400,82700,145500,87300,86600,114800,146300,73800,99500,74500,70400,101700,141000,57800,68000,72500,63400,110500,90600,71400,71900,165800,78700,70000,139300,60400,98400,121400,124300,85900,87700,70100,92000,90800,140600,52000,109400,78900,99400,123300,62400,83300,62100,149100,154300,78700,144300,59600,71400,101000,91300,80200,62200,44700,54900,59900,88500,74400,89100,105500,117200,65000,79000,141100,43700,100200,101800,84400,99000,120500,77300,128400,78800,72300,109300,74500,79500,124500,84900,78800,245700,96800,56200,105000,65600,66400,77800,106700,81900,74800,96700,86600,161300,165000,115200,170300,96800,85000,115000,107300,74900,140700,107300,80500,70500,71500,52800,185900,88600,79600,167400,98100,86600,93900,58100,146300,121700,118300,66200,112900,68500,70500,75000,87900,166000,48500,116600,80000,75200,78300,101200,93300,77800,172500,86600,162500,126500,73900,116900,152500,69500,74600,97200,183700,118200,176900,113100,120400,78700,76900,75300,127200,186400,80600,125000,149900,83600,97300,88800,194500,135400,58900,131600,79700,96400,90800,81900,79300,141900,68500,196300,64300,154800,90800,241800,132400,198300,152800,195700,208000,137200,137700,105000,189700,111100,156000,103500,227800,121300,340000,253300,357000,212800,325900,254800,297900,191100,307000,168600,281800,428100,258200,446300,269800,348100,304700,153600,327400,206100,181900,253400,157900,366700,206600,278100,665300,349400,219500,197900,262600,398200,929700,391100,332100,358700,259200,102800,117100,140200,96400,141300,90200,84000,133900,93800,149700,129300,98000,98300,124800,151400,112500,101600,80000,156300,96400,100200,85500,138300,167700,91700,103300,66800,168300,86600,103700,88400,96100,120500,111000,90300,75100,119800,112800,136700,98800,137500,101700,79700,137600,235600,116900,183100,79400,119300,123100,109900,126600,117000,112200,95300,128600,99400,139100,95000,93700,100900,104100,170500,106100,89500,72600,90500,83000,116600,153200,95000,92000,97800,121600,108900,96500,86200,108300,95700,118700,198400,86800,100100,168700,192300,171500,147100,158200,91300,158100,121900,159000,264700,177100,101100,197000,155200,118300,240500,86800,180300,223300,161100,187300,85800,135200,104000,181800,98600,230900,156500,170400,172000,152200,97700,145600,161800,68700,101200,80200,153200,121500,180100,86100,136000,155400,97800,88100,102600,156000,146600,153600,106000,95300,169800,107800,84000,171100,159700,107900,145500,90600,128100,148000,198200,87800,90500,97600,187500,119300,103800,137500,244400,193400,136900,167600,155400,127500,91700,130000,66400,154000,114600,142700,241900,95700,107300,158000,195000,97600,80900,84300,70300,71200,81200,83500,61500,68800,64600,70600,54500,59900,80600,55600,74100,71800,152600,117500,63700,94400,83200,86500,133900,143000,106400,49000,63000,60800,79300,123300,72700,61500,78300,84200,65500,163000,163900,87400,79600,73800,108300,69200,84900,115700,201200,77900,83700,78500,68600,75900,72100,59000,129200,77500,111600,81200,82200,80000,73200,49200,148900,68600,64900,80800,77600,107000,69500,64000,112600,74800,72900,74000,85500,85100,103600,73700,68400,70900,59400,76300,67800,64100,102600,127700,76400,90500,107500,84700,99400,106400,96600,162200,109700,89700,83600,124500,170200,137500,83900,98300,154900,88500,74700,142600,71300,153700,142900,142400,119800,105100,78200,101400,104700,110400,86000,102900,67800,150500,116000,80400,128100,72700,71300,95700,98700,78900,96400,97700,78800,126800,98300,152100,139200,64900,96800,117300,93700,82300,149400,68600,98500,86300,83600,86100,116300,102200,67600,112000,60600,112100,89500,101500,110500,75400,107700,101800,72400,123100,89900,64300,123100,98200,111700,90100,184900,109800,121600,100300,108400,84600,117600,86100,76200,189100,81600,121600,98900,174500,85700,73600,70900,96600,80300,71500,83800,145000,74200,129100,98000,83700,151300,73000,75100,116800,57900,86700,119200,173400,89300,76200,174000,205900,82400,157900,114200,112100,96800,122200,117800,106700,113800,228100,261900,113300,80200,89300,200500,122600,230100,106800,218600,203600,102800,158200,101600,239600,115700,167300,237500,106100,204500,83200,86600,99000,105200,120900,69800,233700,153000,70100,110900,166500,109500,121900,185900,192700,134700,106300,67500,102300,78400,102700,181500,98000,74300,76400,85000,57200,85000,90000,54500,58900,139800,85700,99200,146700,89100,86000,95500,104100,76100,87900,88300,81600,103300,100700,88200,67400,76300,109200,143300,69100,73300,56200,74200,56400,101600,61800,86100,104100,45600,57500,113200,113300,75100,66100,62300,90500,63300,101200,70400,75300,96400,91500,80000,77900,74000,148600,112800,101700,71100,142300,109000,85300,76300,67000,84400,52300,118000,57200,88500,100700,97000,115400,95200,84200,62600,65200,94400,162400,147600,102600,142600,65800,82000,86500,98900,61200,79200,68500,78100,169700,103200,67300,87100,108500,153300,165000,271400,184300,81400,117400,147400,103300,140600,133400,95500,112600,138100,167700,203300,113800,198900,219900,226200,195400,128500,212000,249900,231000,282100,220600,171700,237400,451400,252500,210700,312800,168900,364800,224700,347200,404300,286900,330000,389900,432400,268100,351000,190200,398800,285800,362300,271100,186800,158900,96800,83800,117100,119600,79200,139100,110400,125300,88400,66300,76800,97200,156300,284500,89800,74900,96200,102400,68900,133300,111300,180900,148700,116700,278400,93900,122800,204800,105200,86500,133600,209300,69600,374500,107900,81100,106600,83500,94300,90600,122900,221600,105700,133200,289400,124300,146600,97100,106000,105000,183300,164700,92500,131800,557100,107200,119300,121100,136000,101200,454500,828100,105200,110500,132300,138100,276900,91100,93000,137900,372200,450900,178200,441000,435300,84400,230700,166500,146000,94400,94400,86800,383400,172100,108400,169200,232400,189400,148300,109300,518400,100200,118200,137000,121300,156100,79400,150900,140800,117000,79100,81800,186600,191200,110900,167800,105800,220200,199200,98900,133000,211400,145000,129100,154700,106100,84500,152400,128700,223800,293900,134000,162100,87600,180600,80600,150600,123300,123600,150200,125700,137100,88500,156000,86100,132600,156900,185500,84200,141300,76400,166700,172800,141200,97600,131300,94200,154600,101200,165400,161700,84600,181900,117300,88900,201600,117300,215200,80000,151700,272600,157500,171600,155600,170700,118800,134900,170200,121900,77500,66800,102900,130200,108600,89200,77100,125100,118100,109900,132500,171600,107100,194300,99600,229000,98300,89000,228700,108600,111700,111500,121100,135100,106300,87900,52800,108900,84200,115100,77900,172800,158900,68700,76700,72200,104800,58800,70200,88700,83800,152100,67200,61900,74400,71500,76500,58600,77300,55600,123800,117000,113600,147900,89400,54000,98900,72200,83100,89600,87400,95200,101800,63400,72500,58300,70700,61100,166200,73700,98600,60600,94400,68100,155800,65700,151400,92900,105000,122100,110800,115500,129400,88500,116300,157400,110400,124600,106400,154500,118600,96000,93300,87300,125700,110600,106100,246300,135200,163700,107000,150800,128900,95500,224700,158000,94000,144400,127800,95600,83500,114000,101800,109800,151400,118800,89600,86400,133500,151300,97200,149500,118600,140700,108700,144100,95800,98600,181000,82600,124200,133700,89100,112800,89000,127400,108500,77300,136000,92300,93100,149200,96200,150300,116700,133500,103500,111100,110400,88200,97900,123400,122400,135600,97400,108700,171800,88600,75700,188500,108600,135300,98600,149500,103500,75300,62600,79800,86200,103400,68000,88900,74900,139200,90600,103900,71600,64700,141300,68400,111700,74600,86800,105800,110600,105200,77400,75900,89400,83800,108400,62800,63000,43400,68500,78000,66200,87400,59500,77200,75700,115000,56600,71200,80100,92600,135700,80500,139300,71500,79600,85300,83700,96200,82200,92200,85200,74300,69300,126500,77100,93900,81000,83500,130800,86800,99100,96400,71000,81300,143600,70500,85800,89300,89000,52800,134100,138400,111000,76500,80700,104300,147700,270500,300600,256500,213200,177000,173000,230100,249500,171300,116400,136400,112300,321700,225100,165900,220900,155000,144100,218900,237200,173600,132600,192200,119800,271600,217400,135400,226500,142700,156600,199900,181600,282400,123700,224900,198200,122400,94100,115400,120200,170600,106500,119900,309900,169700,87100,69500,146700,192600,325200,106200,85100,110900,135000,102700,184500,158800,234100,92100,115100,84200,83600,177500,159300,89400,115000,103000,86800,138200,144100,188200,96700,164300,196600,121000,131000,72700,104600,95700,191800,292600,153200,212100,98200,158400,142500,193100,96500,93500,133700,98400,137000,139000,116000,154300,81000,88700,143600,179900,133600,155100,174200,341000,220200,355800,224100,321900,91200,124600,65400,123400,74700,72400,275500,150400,100600,236100,83600,82500,79400,85900,89900,87200,64400,167400,109500,91900,114900,158800,153600,104900,79400,159600,90200,116000,142200,81800,65000,140100,112500,77800,58200,107400,136300,84700,123900,149800,90400,121300,107300,74000,67100,159300,68800,87500,54300,69700,147400,133900,92500,38800,111900,52100,74500,69000,133800,134800,48900,192000,123300,76800,93700,57500,70900,84000,89700,65200,100500,58400,74400,108100,86400,102700,69400,160900,71000,68700,52600,69900,67600,82000,118500,167100,184900,74200,101100,55800,93200,157100,54100,63000,149600,101000,156100,56700,60000,83000,68200,64000,110900,88200,40200,72200,93200,150300,73000,126700,70100,127000,114600,80100,106100,163900,138900,91500,116400,80500,101100,152900,102300,94900,96400,99700,116900,85700,142200,167500,83100,115100,138500,99500,175100,93300,104800,87700,100000,91400,110800,80100,125000,154200,75900,86300,98000,108900,94500,94400,91300,100400,87300,108000,102900,121800,101200,157400,72700,77600,97900,94400,109400,177600,119000,86100,97900,112700,118900,105900,136300,101800,115300,141800,135200,90700,89100,91900,86800,96300,109300,135100,104400,120300,153100,159100,81500,119300,159400,132700,113800,118900,121700,176600,139100,115500,115900,95800,77400,92400,145300,74700,88400,98000,334900,190100,82000,88600,84800,130900,100300,94100,82900,150000,56500,143600,117700,72800,73000,122600,123700,162500,100000,90800,95100,148000,151400,111000,51600,47300,87600,87800,152600,104000,98100,74300,78300,103100,87700,77400,68500,144900,76300,62700,81600,35500,70400,60900,206100,66400,109600,205000,73700,76100,117100,97400,41400,66800,56200,55400,46600,70700,128300,55700,80200,71600,184100,80700,48400,49900,61100,52700,61200,91200,70500,137500,111800,111100,60800,92600,130300,62200,61200,37500,183600,92800,76900,62900,93000,148600,72000,216600,119100,111600,77500,68000,104500,121300,92900,156000,70800,42700,91500,72900,46800,100400,131400,108700,143700,45200,175600,97800,87800,78100,83400,79300,150900,94000,74300,65900,41400,93500,63300,76100,76700,84400,82200,104300,96200,50700,69000,113900,61500,75000,129500,274400,56200,64300,150700,85100,91000,65800,74500,40900,85300,56900,129100,48200,92800,118400,90300,84400,83200,89400,85500,159000,86000,108700,70200,69300,108300,63200,94200,72900,72200,170100,92000,86300,112900,56400,148600,78400,104100,45800,86000,166200,85600,69900,59800,101700,79500,77500,52200,110300,80100,83700,91900,85200,83900,152900,86400,64300,78600,85900,48500,96300,141900,66200,102200,69200,40100,66300,104600,77400,187800,59100,93000,69300,68100,88200,89800,71300,86400,87200,66200,72000,81900,120800,139900,62900,72400,71900,49900,80700,62600,136400,95800,57000,64900,57500,91600,99000,219200,80100,75100,89400,48500,68600,91900,96900,110200,109900,133400,57300,147800,108800,95600,76600,89800,62000,48800,178900,143500,45100,121900,99900,71100,84300,55700,39900,144800,166100,189100,122700,162500,222600,168000,122500,154300,218800,168300,162600,162300,132800,264400,152800,156600,232100,127400,164100,151400,485700,177500,187900,222100,307600,212900,173500,170000,234500,214800,164300,267500,122200,204400,254300,218800,183900,156300,176800,205000,206800,216300,153600,319200,114600,180700,148700,145400,584600,194600,152600,195400,95200,213100,105600,68200,128800,150300,188400,102900,147500,98900,226500,342500,136500,250600,142400,75700,165300,160800,476600,350600,144700,225700,163700,226900,105300,228700,338500,97900,237500,99600,106600,262000,219900,94600,171700,249600,327100,154200,278900,199700,233400,74300,437700,197700,100400,240900,238500,120900,247100,200200,192900,253700,168800,239000,137600,230500,180200,110500,109600,269700,153400,199600,321400,133900,394800,155700,193700,179500,195300,91100,91000,205300,91200,150000,249100,299300,161600,118000,88000,219000,131500,180900,83900,112100,316800,476700,110800,118900,293000,261600,181300,66900,87800,104000,456700,660900,186700,314300,112900,195400,208100,139400,262700,145800,245000,213300,86800,200100,202800,88000,122500,302400,175600,144000,196400,134700,170300,169400,242000,267600,165600,311800,224100,133600,173600,176700,254500,222200,232500,147900,181500,205100,156300,161600,139500,154700,157600,292100,284100,377300,268200,244700,194700,180200,155700,210200,160800,162000,186400,240400,472900,261400,248200,292500,184700,173500,244900,195600,195200,277000,182300,156300,87900,165000,77600,80400,82300,105400,75900,84500,80700,72000,72500,112900,96700,123800,84700,123100,94600,101800,214400,101600,91400,76700,77600,35000,91500,86000,83900,79400,114800,69000,161800,102200,161200,75500,98700,90600,97300,104500,106300,142900,93900,99000,73400,81900,79600,89900,105000,78700,100500,79500,64100,79000,73100,106400,57500,135600,107400,134900,158600,158700,140900,147600,164300,147700,111700,175000,121100,228800,154000,192200,130600,156200,150000,131100,145800,122400,124800,158300,140500,160500,108300,124000,176900,116000,169600,149000,154700,121800,108000,129100,125200,142300,108200,142000,88500,158400,135300,147700,165200,155700,250200,134800,191300,159100,145600,114100,170100,124000,133000,106800,206900,168800,162500,129900,152300,126100,135200,138200,186000,194900,146000,222900,253800,136300,136800,141300,119300,201500,131000,201900,143500,180900,172200,181000,139700,143900,228800,181700,190900,178300,147700,212100,147100,220400,282800,177300,660100,181700,162600,136000],\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"24e5c83f-1f7a-476c-a822-697b8e27849f\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share (normalized)\",\"formatter\":{\"id\":\"b8aa0dd0-ecc8-4ee4-8eaa-552e8d5e0349\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"2d6329a7-3016-45f0-a4dd-f44224223d37\",\"type\":\"BasicTicker\"}},\"id\":\"b7abb726-2c8f-45bc-91a4-9ec0f952212e\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"7ee124b2-0218-4a5f-9ebd-fa661b0e432f\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"e97bcf42-a16b-4a5e-8bd7-431e0f25f395\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"7ee124b2-0218-4a5f-9ebd-fa661b0e432f\",\"type\":\"BasicTicker\"}},\"id\":\"98e61f7b-06b3-494c-b6a6-8f519aab0dfd\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2d6329a7-3016-45f0-a4dd-f44224223d37\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"2d6329a7-3016-45f0-a4dd-f44224223d37\",\"type\":\"BasicTicker\"}},\"id\":\"91f72c8e-a333-4541-8192-c8a0c330ed10\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2c7bcde0-f8e3-4ba6-94a7-29f27422c734\",\"type\":\"ToolEvents\"},{\"attributes\":{\"below\":[{\"id\":\"421d47f3-0d57-4bb3-95e6-f47da68277cb\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"b7abb726-2c8f-45bc-91a4-9ec0f952212e\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"d40a0989-0a70-4076-963f-38b9f07a87cd\",\"type\":\"BoxAnnotation\"},{\"id\":\"3d55dbec-a123-45e3-98b7-fc996b256c12\",\"type\":\"GlyphRenderer\"},{\"id\":\"b2a22f33-d2ba-4a11-b486-67fc089fa88f\",\"type\":\"Legend\"},{\"id\":\"421d47f3-0d57-4bb3-95e6-f47da68277cb\",\"type\":\"LinearAxis\"},{\"id\":\"b7abb726-2c8f-45bc-91a4-9ec0f952212e\",\"type\":\"LinearAxis\"},{\"id\":\"98e61f7b-06b3-494c-b6a6-8f519aab0dfd\",\"type\":\"Grid\"},{\"id\":\"91f72c8e-a333-4541-8192-c8a0c330ed10\",\"type\":\"Grid\"}],\"title\":{\"id\":\"312af6ef-408a-474d-af6d-66d95ba604ff\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"2c7bcde0-f8e3-4ba6-94a7-29f27422c734\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"2b809cf1-3dda-4166-99ac-8a66f9390a62\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"e4a373d2-1e4b-435c-b3f4-fd6e63a81db8\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"161ddbb2-9fb8-463f-aafa-e36a999cf1bf\",\"type\":\"Range1d\"}},\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"plot\":null,\"text\":\"Correlation of house value with vote share\"},\"id\":\"312af6ef-408a-474d-af6d-66d95ba604ff\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2dc9a68e-2a08-4ed2-bbfe-52d49b327fe3\",\"type\":\"PanTool\"},{\"id\":\"fe8cf90f-092f-47f3-b809-ba423e1f906b\",\"type\":\"WheelZoomTool\"},{\"id\":\"1c083ac3-def5-4721-afc1-aa9a048fe7aa\",\"type\":\"BoxZoomTool\"},{\"id\":\"52fe2a4c-4d46-43bf-a916-b047ba8df3b5\",\"type\":\"SaveTool\"},{\"id\":\"79e87d05-912d-48b8-b8ed-3aa6a0844aaf\",\"type\":\"ResetTool\"},{\"id\":\"d71067f4-a229-450a-a85a-1273dd07c0ae\",\"type\":\"HelpTool\"}]},\"id\":\"2b809cf1-3dda-4166-99ac-8a66f9390a62\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"Median house value of owner-occupied housing units\",\"formatter\":{\"id\":\"e97bcf42-a16b-4a5e-8bd7-431e0f25f395\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"7ee124b2-0218-4a5f-9ebd-fa661b0e432f\",\"type\":\"BasicTicker\"}},\"id\":\"421d47f3-0d57-4bb3-95e6-f47da68277cb\",\"type\":\"LinearAxis\"},{\"attributes\":{\"location\":\"top_left\",\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"b2a22f33-d2ba-4a11-b486-67fc089fa88f\",\"type\":\"Legend\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"d40a0989-0a70-4076-963f-38b9f07a87cd\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"2dc9a68e-2a08-4ed2-bbfe-52d49b327fe3\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"b8aa0dd0-ecc8-4ee4-8eaa-552e8d5e0349\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"fe8cf90f-092f-47f3-b809-ba423e1f906b\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"d40a0989-0a70-4076-963f-38b9f07a87cd\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"1c083ac3-def5-4721-afc1-aa9a048fe7aa\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"52fe2a4c-4d46-43bf-a916-b047ba8df3b5\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"79e87d05-912d-48b8-b8ed-3aa6a0844aaf\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"d71067f4-a229-450a-a85a-1273dd07c0ae\",\"type\":\"HelpTool\"}],\"root_ids\":[\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"e49ee854-65a6-45f4-a25a-370c8ef73d2f\",\"elementid\":\"cd9fbc54-070e-4014-967a-76512c1f9192\",\"modelid\":\"b1ba4c47-642a-44fd-b432-8c40f2ba3081\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"cd9fbc54-070e-4014-967a-76512c1f9192\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Scatter(dcfp_scaled, 'median_value_owner_occupied_housing_units', 'dem_adv',\n", | |
| " xlabel='Median house value of owner-occupied housing units',\n", | |
| " ylabel='Excess democrat vote share (normalized)',\n", | |
| " title='Correlation of house value with vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Indeed, it does look like there is some correlation in these quantities, which could help a prediction.\n", | |
| "\n", | |
| "Let's look at some of the least important features, to see if this agrees with our intuition." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"bc760fb2-62aa-46ed-8eb2-f9b790fdf595\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"bc760fb2-62aa-46ed-8eb2-f9b790fdf595\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"bc760fb2-62aa-46ed-8eb2-f9b790fdf595\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'bc760fb2-62aa-46ed-8eb2-f9b790fdf595' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"39f4afce-f268-4d50-9da2-bc4390c36bba\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"5e5c670e-ecfb-443f-902d-9f717caac9d5\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"6e5616c6-5ddf-47ed-8d44-13f5cea88f75\",\"type\":\"ToolEvents\"},{\"attributes\":{\"plot\":null,\"text\":\"Correlation of Pacific islander firm ownership with vote share\"},\"id\":\"a2760a3d-f22e-46b4-9c94-610a691f2c37\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"fcf3e5aa-3f48-4f52-a8dc-eed3e915540d\",\"type\":\"PanTool\"},{\"id\":\"f24727a9-6fd8-4a71-ba35-a7513a7fdfb4\",\"type\":\"WheelZoomTool\"},{\"id\":\"8962ea35-6579-4652-9953-086907d8012d\",\"type\":\"BoxZoomTool\"},{\"id\":\"b150589c-96cd-4095-b683-4a8df0248846\",\"type\":\"SaveTool\"},{\"id\":\"660c9d04-a3b7-4d2b-a646-7fbe82018f00\",\"type\":\"ResetTool\"},{\"id\":\"ba5c7730-9902-474d-954f-55017f31f875\",\"type\":\"HelpTool\"}]},\"id\":\"89114d29-5452-4f19-873b-9b6d62025b92\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"Percentage of firms owned by Pacific islanders\",\"formatter\":{\"id\":\"892682fc-911a-42a1-82dc-f877dc6bba36\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"f2be3675-a091-424e-b656-4e4f3e234842\",\"type\":\"BasicTicker\"}},\"id\":\"476b2156-35ac-4ba0-beec-bc896271bd15\",\"type\":\"LinearAxis\"},{\"attributes\":{\"location\":\"top_left\",\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"5b97867c-979a-46a8-a6d4-1190e234001d\",\"type\":\"Legend\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"acf78227-8133-4d57-863e-0739b558b626\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null,\"end\":11.55,\"start\":-1.05},\"id\":\"cb38c8dc-bd9a-42b9-9081-1ae3b6207783\",\"type\":\"Range1d\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"fcf3e5aa-3f48-4f52-a8dc-eed3e915540d\",\"type\":\"PanTool\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"f24727a9-6fd8-4a71-ba35-a7513a7fdfb4\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"acf78227-8133-4d57-863e-0739b558b626\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"8962ea35-6579-4652-9953-086907d8012d\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"b150589c-96cd-4095-b683-4a8df0248846\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"660c9d04-a3b7-4d2b-a646-7fbe82018f00\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"ba5c7730-9902-474d-954f-55017f31f875\",\"type\":\"HelpTool\"},{\"attributes\":{\"below\":[{\"id\":\"476b2156-35ac-4ba0-beec-bc896271bd15\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"ed820157-3f1f-4d3a-9e9c-1efa1d49c8be\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"acf78227-8133-4d57-863e-0739b558b626\",\"type\":\"BoxAnnotation\"},{\"id\":\"4f534615-90e6-4b74-9c1f-306b8013c02a\",\"type\":\"GlyphRenderer\"},{\"id\":\"5b97867c-979a-46a8-a6d4-1190e234001d\",\"type\":\"Legend\"},{\"id\":\"476b2156-35ac-4ba0-beec-bc896271bd15\",\"type\":\"LinearAxis\"},{\"id\":\"ed820157-3f1f-4d3a-9e9c-1efa1d49c8be\",\"type\":\"LinearAxis\"},{\"id\":\"7c3f9358-379c-439c-bb04-9819b20f5b90\",\"type\":\"Grid\"},{\"id\":\"a359483e-268c-48a4-bc83-e0cfce03f307\",\"type\":\"Grid\"}],\"title\":{\"id\":\"a2760a3d-f22e-46b4-9c94-610a691f2c37\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"6e5616c6-5ddf-47ed-8d44-13f5cea88f75\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"89114d29-5452-4f19-873b-9b6d62025b92\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"cb38c8dc-bd9a-42b9-9081-1ae3b6207783\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"00b52637-bd86-4572-a1a8-08f178088fe8\",\"type\":\"Range1d\"}},\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"60d2d6f6-2e9b-49cc-b6b4-10808989c879\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"f2be3675-a091-424e-b656-4e4f3e234842\",\"type\":\"BasicTicker\"}},\"id\":\"7c3f9358-379c-439c-bb04-9819b20f5b90\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"892682fc-911a-42a1-82dc-f877dc6bba36\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"626fb852-8fd5-4185-8c94-ea6f146e7b31\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"b025bf1c-f18e-48e6-9dd3-051b99b62ba8\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"626fb852-8fd5-4185-8c94-ea6f146e7b31\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"4f534615-90e6-4b74-9c1f-306b8013c02a\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":1.0676061358576345,\"start\":-1.0967245247473882},\"id\":\"00b52637-bd86-4572-a1a8-08f178088fe8\",\"type\":\"Range1d\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"60d2d6f6-2e9b-49cc-b6b4-10808989c879\",\"type\":\"BasicTicker\"}},\"id\":\"a359483e-268c-48a4-bc83-e0cfce03f307\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnZPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzPTPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzPTPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzPTPwAAAAAAAAAAMzMzMzMz0z8zMzMzMzPTP5qZmZmZmck/mpmZmZmZ2T8AAAAAAAAAAAAAAAAAAOA/AAAAAAAAAACamZmZmZnZPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzMiQDMzMzMzMyJAZmZmZmZmJEAAAAAAAAAlQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZ2T8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZ2T8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnZPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzPTPzMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[3111]},\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"b025bf1c-f18e-48e6-9dd3-051b99b62ba8\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share (normalized)\",\"formatter\":{\"id\":\"5e5c670e-ecfb-443f-902d-9f717caac9d5\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"60d2d6f6-2e9b-49cc-b6b4-10808989c879\",\"type\":\"BasicTicker\"}},\"id\":\"ed820157-3f1f-4d3a-9e9c-1efa1d49c8be\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"f2be3675-a091-424e-b656-4e4f3e234842\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"1634b757-50a0-4802-bbee-b7c293e03ff8\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"39f4afce-f268-4d50-9da2-bc4390c36bba\",\"elementid\":\"bc760fb2-62aa-46ed-8eb2-f9b790fdf595\",\"modelid\":\"1634b757-50a0-4802-bbee-b7c293e03ff8\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"bc760fb2-62aa-46ed-8eb2-f9b790fdf595\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Scatter(dcfp_scaled, 'percent_firms_pacific_owned', 'dem_adv',\n", | |
| " xlabel='Percentage of firms owned by Pacific islanders',\n", | |
| " ylabel='Excess democrat vote share (normalized)',\n", | |
| " title='Correlation of Pacific islander firm ownership with vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <div class=\"bk-plotdiv\" id=\"b744f4af-2138-4b19-b803-26bcc887131a\"></div>\n", | |
| " </div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " \n", | |
| " (function(global) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| " \n", | |
| " var force = false;\n", | |
| " \n", | |
| " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_onload_callbacks = [];\n", | |
| " window._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " window._bokeh_timeout = Date.now() + 0;\n", | |
| " window._bokeh_failed_load = false;\n", | |
| " }\n", | |
| " \n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| " \n", | |
| " function display_loaded() {\n", | |
| " if (window.Bokeh !== undefined) {\n", | |
| " document.getElementById(\"b744f4af-2138-4b19-b803-26bcc887131a\").textContent = \"BokehJS successfully loaded.\";\n", | |
| " } else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| " \n", | |
| " function run_callbacks() {\n", | |
| " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " delete window._bokeh_onload_callbacks\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| " \n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " window._bokeh_onload_callbacks.push(callback);\n", | |
| " if (window._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " window._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " window._bokeh_is_loading--;\n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"b744f4af-2138-4b19-b803-26bcc887131a\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'b744f4af-2138-4b19-b803-26bcc887131a' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| " \n", | |
| " var js_urls = [];\n", | |
| " \n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " (function() {\n", | |
| " var fn = function() {\n", | |
| " var docs_json = {\"0aded8c6-e8be-4048-ac0f-39fa7efb93c5\":{\"roots\":{\"references\":[{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"a11b3d24-cd49-4abe-ad5c-5349e224080c\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"a11b3d24-cd49-4abe-ad5c-5349e224080c\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"3039354c-1852-4881-bed7-b8dcaeefb089\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"778cf54d-a2af-4702-9520-65c20ee8f751\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"7c95812a-29f4-436a-a970-149b38bc4ccc\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"9a45c0cd-7729-4ffd-be37-8637ae0a2713\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#f22c40\"},\"line_color\":{\"value\":\"#f22c40\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"field\":\"x_values\"},\"y\":{\"field\":\"y_values\"}},\"id\":\"3c0bd5bb-a0fa-4b2a-ba5d-07f2be117ad3\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"0f336bd1-e7b6-4ff0-9c83-434c133aff9d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3c0bd5bb-a0fa-4b2a-ba5d-07f2be117ad3\",\"type\":\"Circle\"},\"hover_glyph\":null,\"nonselection_glyph\":null,\"selection_glyph\":null},\"id\":\"dbafe7d2-27c4-4468-8869-b7aff5d2f71c\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x_values\",\"y_values\"],\"data\":{\"chart_index\":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],\"x_values\":{\"__ndarray__\":\"mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P2ZmZmZmZuY/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZ2T+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAZmZmZmZm5j+amZmZmZm5P5qZmZmZmbk/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5PzMzMzMzM9M/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmdk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT+amZmZmZm5P5qZmZmZmdk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT+amZmZmZm5PzMzMzMzM9M/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZ2T+amZmZmZm5P5qZmZmZmbk/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnZP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAADMzMzMzM+M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmdk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8zMzMzMzPTPwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAABECamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAADwPwAAAAAAAAAAmpmZmZmZyT8zMzMzMzPTP5qZmZmZmck/MzMzMzMz4z8zMzMzMzPjP5qZmZmZmck/mpmZmZmZyT8zMzMzMzPTP5qZmZmZmck/MzMzMzMz0z+amZmZmZnJP5qZmZmZmbk/MzMzMzMz0z8zMzMzMzPTPzMzMzMzM9M/MzMzMzMz4z+amZmZmZnZPzMzMzMzM9M/MzMzMzMz0z+amZmZmZnJPzMzMzMzM9M/mpmZmZmZ2T8zMzMzMzPTPzMzMzMzM9M/MzMzMzMz4z+amZmZmZnZP5qZmZmZmck/mpmZmZmZ2T+amZmZmZnJP5qZmZmZmbk/mpmZmZmZ2T8zMzMzMzPzP5qZmZmZmdk/AAAAAAAA4D8zMzMzMzPjPwAAAAAAAOA/ZmZmZmZm5j+amZmZmZnJP5qZmZmZmfk/mpmZmZmZyT8AAAAAAADgP5qZmZmZmck/mpmZmZmZyT+amZmZmZm5PzMzMzMzM9M/AAAAAAAA8D+amZmZmZnZP83MzMzMzOw/mpmZmZmZ2T+amZmZmZnJP5qZmZmZmck/mpmZmZmZyT+amZmZmZnJPzMzMzMzM9M/MzMzMzMz4z8AAAAAAADgP5qZmZmZmck/MzMzMzMz0z+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmdk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmdk/mpmZmZmZuT+amZmZmZnJPzMzMzMzM9M/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/MzMzMzMz0z+amZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/MzMzMzMz0z8zMzMzMzPTP5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/MzMzMzMz0z+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZnJPwAAAAAAAPA/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAzMzMzMzPTP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmek/MzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/MzMzMzMz0z+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAADgPwAAAAAAAAAAmpmZmZmZyT+amZmZmZnZP5qZmZmZmck/mpmZmZmZyT+amZmZmZm5PzMzMzMzM9M/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PzMzMzMzM+M/AAAAAAAAAAAAAAAAAADgP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAM3MzMzMzPw/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmbk/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8zMzMzMzPTP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT9mZmZmZmYpQM3MzMzMzCJAMzMzMzMzIkBmZmZmZmYlQJqZmZmZmck/mpmZmZmZuT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJP5qZmZmZmck/mpmZmZmZ2T+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/MzMzMzMz0z+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZ2T+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/mpmZmZmZyT+amZmZmZnJP5qZmZmZmck/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZyT+amZmZmZnZPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT+amZmZmZnJP5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAADMzMzMzM9M/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADNzMzMzMzsPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmdk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAMzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZmZmZmZm5j8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PzMzMzMzM9M/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZ6T8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzMzMzMzPTP5qZmZmZmck/AAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/AAAAAAAAAAAzMzMzMzPTP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT+amZmZmZnJPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmdk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAOA/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnZP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAOA/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAA4D8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZ2T8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPA/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnJP5qZmZmZmdk/AAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAADgPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PzMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8zMzMzMzPjPwAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAA+D+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT/NzMzMzMzsPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PzMzMzMzM9M/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAOA/AAAAAAAAAABmZmZmZmbmPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAzMzMzMzPzP5qZmZmZmbk/AAAAAAAAAACamZmZmZnxPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAADMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/MzMzMzMz0z8AAAAAAADgP5qZmZmZmbk/AAAAAAAAAAAzMzMzMzPTPzMzMzMzM+M/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZ2T+amZmZmZm5PzMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADgPwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnZP5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZnZPwAAAAAAAAAAmpmZmZmZuT8zMzMzMzPTP5qZmZmZmek/mpmZmZmZyT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZuT8zMzMzMzPTPwAAAAAAAAAAMzMzMzMz0z8zMzMzMzPTP5qZmZmZmck/AAAAAAAA4D8zMzMzMzPTP5qZmZmZmdk/ZmZmZmZm5j+amZmZmZnJPzMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnJPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAMzMzMzMz0z+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAADMzMzMzM9M/mpmZmZmZuT+amZmZmZnJPzMzMzMzM9M/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZ2T+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAADMzMzMzM9M/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJP2ZmZmZmZuY/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZnZP5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZ2T+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZnZPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAMzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/MzMzMzMz0z8AAAAAAAAAADMzMzMzM9M/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMzMzMzMz0z8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAABmZmZmZmbmP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAzczMzMzMAECamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZ6T8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnxPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnZP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8zMzMzMzPTPzMzMzMzM9M/MzMzMzMz0z+amZmZmZnJP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZyT9mZmZmZmbmP5qZmZmZmck/AAAAAAAAAACamZmZmZnJPzMzMzMzM9M/MzMzMzMz0z+amZmZmZnJP5qZmZmZmck/mpmZmZmZuT8zMzMzMzPTP5qZmZmZmck/mpmZmZmZyT+amZmZmZnJP83MzMzMzOw/MzMzMzMz0z8zMzMzMzPjPzMzMzMzM9M/mpmZmZmZuT8zMzMzMzPTP5qZmZmZmck/zczMzMzM9D+amZmZmZm5P2ZmZmZmZuY/AAAAAAAA4D8zMzMzMzPTP5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PzMzMzMzM9M/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT8AAAAAAADwP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAADMzMzMzM9M/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnZPwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJP5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAOA/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZnJPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZ6T+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZ6T+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAADgPwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8zMzMzMzPTPwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJPwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P83MzMzMzOw/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/MzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmdk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZyT8AAAAAAADgP5qZmZmZmck/AAAAAAAA4D+amZmZmZnJP5qZmZmZmbk/ZmZmZmZm5j+amZmZmZnZP5qZmZmZmbk/MzMzMzMz0z+amZmZmZm5P5qZmZmZmdk/mpmZmZmZyT+amZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZ+T+amZmZmZm5PzMzMzMzM+M/mpmZmZmZyT+amZmZmZnJPwAAAAAAAOA/AAAAAAAA4D/NzMzMzMzsP5qZmZmZmck/zczMzMzM7D8zMzMzMzPTPzMzMzMzM9M/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZnZP5qZmZmZmck/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmck/mpmZmZmZyT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAMzMzMzMz0z+amZmZmZm5P5qZmZmZmbk/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5PzMzMzMzM9M/mpmZmZmZyT+amZmZmZnJP5qZmZmZmck/mpmZmZmZuT+amZmZmZm5P5qZmZmZmck/MzMzMzMz0z8AAAAAAAAAAJqZmZmZmck/mpmZmZmZyT8AAAAAAAAAAJqZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5P5qZmZmZmck/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmck/mpmZmZmZyT+amZmZmZnJP5qZmZmZmek/MzMzMzMz0z8zMzMzMzPTP5qZmZmZmck/mpmZmZmZyT+amZmZmZnZPwAAAAAAAAAAmpmZmZmZyT8zMzMzMzPTPwAAAAAAAOA/mpmZmZmZyT+amZmZmZnpPwAAAAAAAPA/mpmZmZmZyT+amZmZmZnJP5qZmZmZmck/mpmZmZmZuT+amZmZmZnZP5qZmZmZmck/mpmZmZmZyT+amZmZmZm5PwAAAAAAAPg/mpmZmZmZuT8zMzMzMzPTP5qZmZmZmbk/AAAAAAAA4D+amZmZmZnZP5qZmZmZmck/AAAAAAAA8D+amZmZmZnJPzMzMzMzM9M/MzMzMzMz0z8zMzMzMzPTP5qZmZmZmck/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAJqZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZ2T+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAAAAAAAAAAAAAJqZmZmZmbk/AAAAAAAAAACamZmZmZm5PwAAAAAAAAAAAAAAAAAAAACamZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZm5P5qZmZmZmbk/AAAAAAAAAACamZmZmZm5P5qZmZmZmbk/mpmZmZmZuT8AAAAAAAAAAJqZmZmZmck/mpmZmZmZuT+amZmZmZm5PwAAAAAAAAAAmpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/mpmZmZmZuT+amZmZmZnJP5qZmZmZmbk/mpmZmZmZyT+amZmZmZm5PwAAAAAAAAAA\",\"dtype\":\"float64\",\"shape\":[3111]},\"y_values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[3111]}}},\"id\":\"0f336bd1-e7b6-4ff0-9c83-434c133aff9d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":1.0676061358576345,\"start\":-1.0967245247473882},\"id\":\"fb8b24cc-f187-4226-89da-9141a41e523e\",\"type\":\"Range1d\"},{\"attributes\":{\"below\":[{\"id\":\"4c52c54a-084b-46eb-a359-bbd4f738fb3a\",\"type\":\"LinearAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"752e3d70-0509-4c50-89f7-3cbedf1a0666\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"a11b3d24-cd49-4abe-ad5c-5349e224080c\",\"type\":\"BoxAnnotation\"},{\"id\":\"dbafe7d2-27c4-4468-8869-b7aff5d2f71c\",\"type\":\"GlyphRenderer\"},{\"id\":\"4f192944-d0e7-41f7-a261-c7a111ba0e8a\",\"type\":\"Legend\"},{\"id\":\"4c52c54a-084b-46eb-a359-bbd4f738fb3a\",\"type\":\"LinearAxis\"},{\"id\":\"752e3d70-0509-4c50-89f7-3cbedf1a0666\",\"type\":\"LinearAxis\"},{\"id\":\"09934a98-a4bd-4cfd-825f-0b71690933f7\",\"type\":\"Grid\"},{\"id\":\"00ce99a2-c0cd-4414-94d8-074d1de3b803\",\"type\":\"Grid\"}],\"title\":{\"id\":\"d1abe015-1a07-4c1a-993c-f9b8c22092ea\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"a94c0552-f40a-435b-8024-65e3fca0064b\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"0c055636-83c8-4c11-9b21-2e9a93d4d64a\",\"type\":\"Toolbar\"},\"x_mapper_type\":\"auto\",\"x_range\":{\"id\":\"9287e083-e98e-4aea-9644-22c56d98f7cf\",\"type\":\"Range1d\"},\"y_mapper_type\":\"auto\",\"y_range\":{\"id\":\"fb8b24cc-f187-4226-89da-9141a41e523e\",\"type\":\"Range1d\"}},\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"Share of people Pacific islanders\",\"formatter\":{\"id\":\"cfeb165c-04af-4227-b2c2-f4888a13fcdc\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"c557ca6e-4ebc-4c13-9a80-3c21cc30470d\",\"type\":\"BasicTicker\"}},\"id\":\"4c52c54a-084b-46eb-a359-bbd4f738fb3a\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"a94c0552-f40a-435b-8024-65e3fca0064b\",\"type\":\"ToolEvents\"},{\"attributes\":{\"location\":\"top_left\",\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"4f192944-d0e7-41f7-a261-c7a111ba0e8a\",\"type\":\"Legend\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"84236d8e-40a8-4585-82cb-bc1c7284b0fe\",\"type\":\"PanTool\"},{\"id\":\"7c95812a-29f4-436a-a970-149b38bc4ccc\",\"type\":\"WheelZoomTool\"},{\"id\":\"3039354c-1852-4881-bed7-b8dcaeefb089\",\"type\":\"BoxZoomTool\"},{\"id\":\"488e265c-90d3-45b6-8a0e-c67add97be9f\",\"type\":\"SaveTool\"},{\"id\":\"778cf54d-a2af-4702-9520-65c20ee8f751\",\"type\":\"ResetTool\"},{\"id\":\"9a45c0cd-7729-4ffd-be37-8637ae0a2713\",\"type\":\"HelpTool\"}]},\"id\":\"0c055636-83c8-4c11-9b21-2e9a93d4d64a\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"Excess democrat vote share (normalized)\",\"formatter\":{\"id\":\"4dd22279-d9ee-4d25-af05-c6b4d9930613\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d0b39b09-87cc-408e-a4fd-1738e9b19a77\",\"type\":\"BasicTicker\"}},\"id\":\"752e3d70-0509-4c50-89f7-3cbedf1a0666\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"c557ca6e-4ebc-4c13-9a80-3c21cc30470d\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"cfeb165c-04af-4227-b2c2-f4888a13fcdc\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"c557ca6e-4ebc-4c13-9a80-3c21cc30470d\",\"type\":\"BasicTicker\"}},\"id\":\"09934a98-a4bd-4cfd-825f-0b71690933f7\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"d0b39b09-87cc-408e-a4fd-1738e9b19a77\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d0b39b09-87cc-408e-a4fd-1738e9b19a77\",\"type\":\"BasicTicker\"}},\"id\":\"00ce99a2-c0cd-4414-94d8-074d1de3b803\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"4dd22279-d9ee-4d25-af05-c6b4d9930613\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"end\":13.969999999999999,\"start\":-1.27},\"id\":\"9287e083-e98e-4aea-9644-22c56d98f7cf\",\"type\":\"Range1d\"},{\"attributes\":{\"plot\":null,\"text\":\"Correlation of Pacific island ethnicity with vote share\"},\"id\":\"d1abe015-1a07-4c1a-993c-f9b8c22092ea\",\"type\":\"Title\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"84236d8e-40a8-4585-82cb-bc1c7284b0fe\",\"type\":\"PanTool\"},{\"attributes\":{\"plot\":{\"id\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"488e265c-90d3-45b6-8a0e-c67add97be9f\",\"type\":\"SaveTool\"}],\"root_ids\":[\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.4\"}};\n", | |
| " var render_items = [{\"docid\":\"0aded8c6-e8be-4048-ac0f-39fa7efb93c5\",\"elementid\":\"b744f4af-2138-4b19-b803-26bcc887131a\",\"modelid\":\"89fd3b36-d7bb-4126-b9e1-9f5ec9184676\"}];\n", | |
| " \n", | |
| " Bokeh.embed.embed_items(docs_json, render_items);\n", | |
| " };\n", | |
| " if (document.readyState != \"loading\") fn();\n", | |
| " else document.addEventListener(\"DOMContentLoaded\", fn);\n", | |
| " })();\n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " }\n", | |
| " ];\n", | |
| " \n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((window.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i](window.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < window._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!window._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " window._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"b744f4af-2138-4b19-b803-26bcc887131a\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| " \n", | |
| " }\n", | |
| " \n", | |
| " if (window._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| " }(this));\n", | |
| "</script>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "show(Scatter(dcfp_scaled, 'percent_people_native_pacific', 'dem_adv',\n", | |
| " xlabel='Share of people Pacific islanders',\n", | |
| " ylabel='Excess democrat vote share (normalized)',\n", | |
| " title='Correlation of Pacific island ethnicity with vote share'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Indeed, for these variables it seems like, except for a few counties, the range of values is low, and not very well correlated.\n", | |
| "\n", | |
| "By the way, if you are thinking at this point, \"Boy, I wish the author had clipped the x-axis to exclude those outliers, so I can see the distribution of the main body\", then you're thinking in the wrong century: there's a zoom tool on that figure, go do it yourself! I don't want to bias your interpretation by putting my opinions on the axis limits." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Conclusion\n", | |
| "\n", | |
| "I wanted to do this analysis because I was curious about how much changes in demographics like income, age, population density and education could explain changes in voting patterns. For example, I think it's interesting that the outcome of a vote can change as the percentage of older people increases, even if the typical political belief of a person in any given age group stays constant. Although seemingly obvious, this isn't an observation that I see made very often, and I think it might sometimes be able to explain some trends better than more ephemeral and hard-to-measure societal shifts." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Acknowledgments\n", | |
| "\n", | |
| "Thanks to,\n", | |
| "\n", | |
| "- Jake Vanderplas for writing the plugin allowing me to host this notebook on my blog\n", | |
| "- Michael W. Kearney for gathering the voting data\n", | |
| "- The US Census Bureau, for gathering and providing demograpic data\n", | |
| "- Toby Searle for providing common sense" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Links\n", | |
| "\n", | |
| "- Find this notebook [here](https://gist.github.com/eddiejessup/0e769a6d35434df80d972b857ecdfbd9)" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.0" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
We can't make this file beautiful and searchable because it's too large.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| fips,area_name,state_abbreviation,PST045214,PST040210,PST120214,POP010210,AGE135214,AGE295214,AGE775214,SEX255214,RHI125214,RHI225214,RHI325214,RHI425214,RHI525214,RHI625214,RHI725214,RHI825214,POP715213,POP645213,POP815213,EDU635213,EDU685213,VET605213,LFE305213,HSG010214,HSG445213,HSG096213,HSG495213,HSD410213,HSD310213,INC910213,INC110213,PVY020213,BZA010213,BZA110213,BZA115213,NES010213,SBO001207,SBO315207,SBO115207,SBO215207,SBO515207,SBO415207,SBO015207,MAN450207,WTN220207,RTN130207,RTN131207,AFN120207,BPS030214,LND110210,POP060210 | |
| 0,United States,,318857056,308758105,3.3,308745538,6.2,23.1,14.5,50.8,77.4,13.2,1.2,5.4,0.2,2.5,17.4,62.1,84.9,12.9,20.7,86.0,28.8,21263779,25.5,133957180,64.9,26.0,176700,115610216,2.63,28155,53046,15.4,7488353,118266253,2.0,23005620,27092908,7.1,0.9,5.7,0.1,8.3,28.8,5319456312,4174286516,3917663456,12990,613795732,1046363,3531905.43,87.4 | |
| 1000,Alabama,,4849377,4780127,1.4,4779736,6.1,22.8,15.3,51.5,69.7,26.7,0.7,1.3,0.1,1.5,4.1,66.2,85.0,3.5,5.2,83.1,22.6,388865,24.2,2207912,69.7,15.9,122500,1838683,2.55,23680,43253,18.6,97578,1603100,1.1,311578,382350,14.8,0.8,1.8,0.1,1.2,28.1,112858843,52252752,57344851,12364,6426342,13369,50645.33,94.4 | |
| 1001,Autauga County,AL,55395,54571,1.5,54571,6.0,25.2,13.8,51.4,77.9,18.7,0.5,1.1,0.1,1.8,2.7,75.6,85.0,1.6,3.5,85.6,20.9,5922,26.2,22751,76.8,8.3,136200,20071,2.71,24571,53682,12.1,817,10120,2.1,2947,4067,15.2,0.0,1.3,0.0,0.7,31.7,0,0,598175,12003,88157,131,594.44,91.8 | |
| 1003,Baldwin County,AL,200111,182265,9.8,182265,5.6,22.2,18.7,51.2,87.1,9.6,0.7,0.9,0.1,1.6,4.6,83.0,82.1,3.6,5.5,89.1,27.7,19346,25.9,107374,72.6,24.4,168600,73283,2.52,26766,50221,13.9,4871,54988,3.7,16508,19035,2.7,0.4,1.0,0.0,1.3,27.3,1410273,0,2966489,17166,436955,1384,1589.78,114.6 | |
| 1005,Barbour County,AL,26887,27457,-2.1,27457,5.7,21.2,16.5,46.6,50.2,47.6,0.6,0.5,0.2,0.9,4.5,46.6,84.8,2.9,5.0,73.7,13.4,2120,24.6,11799,67.7,10.6,89200,9200,2.66,16829,32911,26.7,464,6611,-5.6,1546,1667,0.0,0.0,0.0,0.0,0.0,27.0,0,0,188337,6334,0,8,884.88,31.0 | |
| 1007,Bibb County,AL,22506,22919,-1.8,22915,5.3,21.0,14.8,45.9,76.3,22.1,0.4,0.2,0.1,0.9,2.1,74.5,86.6,1.2,2.1,77.5,12.1,1327,27.6,8978,79.0,7.3,90500,7091,3.03,17427,36447,18.1,275,3145,7.5,1126,1385,14.9,0.0,0.0,0.0,0.0,0.0,0,0,124707,5804,10757,19,622.58,36.8 | |
| 1009,Blount County,AL,57719,57322,0.7,57322,6.1,23.6,17.0,50.5,96.0,1.8,0.6,0.3,0.1,1.2,8.7,87.8,88.7,4.3,7.3,77.0,12.1,4540,33.9,23826,81.0,4.5,117100,21108,2.7,20730,44145,15.8,660,6798,3.4,3563,4458,0.0,0.0,0.0,0.0,0.0,23.2,341544,0,319700,5622,20941,3,644.78,88.9 | |
| 1011,Bullock County,AL,10764,10915,-1.4,10914,6.3,21.4,14.9,45.3,26.9,70.1,0.8,0.3,0.7,1.1,7.5,22.1,84.7,5.4,5.2,67.8,12.5,636,26.9,4461,74.3,8.7,70600,3741,2.73,18628,32033,21.6,112,0,0.0,470,417,0.0,0.0,0.0,0.0,0.0,38.8,0,0,43810,3995,3670,1,622.81,17.5 | |
| 1013,Butler County,AL,20296,20946,-3.1,20947,6.1,23.6,18.0,53.6,53.9,44.0,0.4,0.9,0.0,0.8,1.2,53.1,94.6,0.8,1.7,76.3,14.0,1497,24.0,9916,70.3,13.3,74700,8235,2.47,17403,29918,28.4,393,5711,2.7,1095,1769,0.0,0.0,3.3,0.0,0.0,0.0,399132,56712,229277,11326,28427,2,776.83,27.0 | |
| 1015,Calhoun County,AL,115916,118586,-2.3,118572,5.7,22.2,16.0,51.8,75.8,21.1,0.5,0.9,0.1,1.7,3.5,72.9,83.6,2.4,4.5,78.6,16.1,11385,22.5,53289,68.7,13.8,100600,45196,2.54,20828,39962,21.9,2311,34871,0.6,6352,8713,7.2,0.0,1.6,0.0,0.5,24.7,2679991,0,1542981,13678,186533,114,605.87,195.7 | |
| 1017,Chambers County,AL,34076,34170,-0.3,34215,5.9,21.4,18.3,52.3,58.3,39.5,0.3,0.8,0.1,1.1,2.0,56.8,85.8,1.1,1.3,75.1,11.8,2691,24.6,16894,67.9,11.1,81200,13722,2.46,19291,32402,24.1,515,6431,-0.2,2354,1981,0.0,0.0,0.0,0.0,0.0,29.3,667283,0,264650,7620,23237,8,596.53,57.4 | |
| 1019,Cherokee County,AL,26037,25986,0.2,25989,4.8,20.4,20.9,50.2,93.0,4.6,0.5,0.3,0.0,1.6,1.5,91.6,90.6,0.7,1.1,78.3,12.8,2174,26.9,16241,76.1,4.6,99400,11656,2.2,22030,34907,21.2,379,3864,5.5,1560,2180,0.0,0.0,0.0,0.0,0.0,14.5,307439,62293,186321,7613,13948,2,553.7,46.9 | |
| 1021,Chilton County,AL,43931,43631,0.7,43643,6.4,24.2,15.2,50.8,87.1,10.6,0.5,0.4,0.2,1.2,7.7,80.3,88.8,5.2,7.4,76.0,12.9,3308,31.8,19221,74.5,4.1,102600,16232,2.67,20701,41250,19.5,703,7396,8.8,2719,0,0.0,0.0,0.0,0.0,0.0,0.0,0,155139,359910,8496,34073,78,692.85,63.0 | |
| 1023,Choctaw County,AL,13323,13858,-3.9,13859,4.9,20.6,20.8,52.5,56.6,42.4,0.2,0.3,0.0,0.5,0.8,56.1,91.4,0.3,1.3,75.2,11.8,938,33.4,7231,83.7,4.0,58200,5518,2.45,20323,33941,21.5,255,2900,1.4,809,1102,26.2,0.0,0.0,0.0,0.0,44.1,0,52904,84633,5969,11345,0,913.5,15.2 | |
| 1025,Clarke County,AL,24945,25840,-3.5,25833,5.6,22.6,18.0,52.8,54.0,44.2,0.4,0.5,0.0,0.8,1.3,53.1,92.5,0.3,1.3,78.3,11.2,1583,25.5,12583,72.9,6.8,85600,9631,2.63,18979,29357,29.3,586,6648,3.7,1640,2374,0.0,0.0,0.0,0.0,0.0,28.6,571454,85803,344311,13034,23596,11,1238.47,20.9 | |
| 1027,Clay County,AL,13552,13932,-2.7,13932,5.3,21.6,19.4,50.6,82.8,14.5,0.6,0.3,0.0,1.8,3.4,79.7,88.3,2.2,3.3,76.5,9.2,1076,30.7,6736,75.0,10.0,79900,5649,2.38,18694,34002,19.0,190,2993,4.6,792,1005,0.0,0.0,0.0,0.0,0.0,0.0,330878,0,70558,5123,4352,0,603.96,23.1 | |
| 1029,Cleburne County,AL,15080,14972,0.7,14972,5.7,23.3,18.4,50.4,94.5,3.6,0.4,0.2,0.1,1.2,2.5,92.3,89.1,1.5,2.3,76.0,9.0,989,31.4,6690,77.6,6.3,100800,5601,2.64,19108,38019,18.4,152,1548,-4.8,930,1280,0.0,0.0,0.0,0.0,0.0,17.7,0,5888,133407,9080,4134,1,560.1,26.7 | |
| 1031,Coffee County,AL,50909,49948,1.9,49948,6.1,23.7,15.9,50.5,76.4,17.7,1.4,1.6,0.4,2.5,6.4,71.3,83.3,5.1,7.5,82.4,22.5,6066,21.3,22852,69.9,13.5,131000,18820,2.65,23380,43768,18.6,954,12762,0.3,2602,4032,6.0,0.0,1.3,0.0,0.7,29.3,613758,131594,639623,13665,50080,58,678.97,73.6 | |
| 1033,Colbert County,AL,54543,54428,0.2,54428,5.7,21.7,18.5,51.8,80.8,16.3,0.6,0.5,0.1,1.7,2.6,78.8,87.2,2.0,2.6,83.5,17.7,4376,22.7,26192,72.1,12.3,99300,22260,2.42,21572,39077,17.9,1226,19820,6.2,3630,4757,0.0,0.0,0.0,0.0,0.0,22.8,2083166,351388,821284,15040,61935,143,592.62,91.8 | |
| 1035,Conecuh County,AL,12670,13228,-4.2,13228,5.5,21.4,20.4,51.9,52.1,46.2,0.4,0.1,0.0,1.2,1.8,51.1,96.9,0.6,2.2,77.3,8.8,1101,27.2,7055,79.1,7.2,69600,4994,2.61,15605,24658,32.7,194,2197,-1.5,756,980,0.0,0.0,0.0,0.0,0.0,23.0,183544,76736,71232,5430,8667,3,850.16,15.6 | |
| 1037,Coosa County,AL,10886,11758,-7.4,11539,4.8,18.3,18.5,49.5,66.1,31.8,0.6,0.2,0.2,1.2,2.3,64.8,87.2,1.8,3.3,75.0,9.8,934,30.2,6458,83.0,3.0,75100,4506,2.42,18493,37277,20.9,93,992,3.9,367,545,0.0,0.0,0.0,0.0,0.0,0.0,89585,31647,20531,1904,575,0,650.93,17.7 | |
| 1039,Covington County,AL,37914,37765,0.4,37765,5.9,22.1,19.8,51.6,84.3,13.0,0.6,0.5,0.0,1.6,1.6,83.1,86.7,1.4,2.1,78.4,14.2,3433,23.3,18778,75.1,6.0,88800,15041,2.48,20391,35869,20.0,834,10824,0.7,2201,2957,0.0,0.0,0.0,0.0,0.0,0.0,561168,338692,424873,11544,30271,8,1030.46,36.6 | |
| 1041,Crenshaw County,AL,13977,13906,0.5,13906,6.1,22.7,18.0,51.1,72.0,24.0,0.5,1.8,0.1,1.6,1.7,70.6,86.3,2.3,3.2,76.7,12.7,1098,30.3,6708,69.9,8.0,70800,5601,2.46,21343,36275,19.1,211,3139,1.0,811,1027,25.8,0.0,0.0,0.0,0.0,30.2,270809,131874,75456,5491,5640,2,608.84,22.8 | |
| 1043,Cullman County,AL,81289,80410,1.1,80406,5.9,22.5,17.6,50.5,96.2,1.4,0.6,0.5,0.0,1.2,4.4,92.1,87.0,3.0,4.6,79.8,14.8,6167,26.4,37131,75.0,8.2,106100,31342,2.53,20760,38847,18.8,1714,22185,3.6,5549,7873,1.1,0.0,1.1,0.0,0.0,23.9,1393437,0,867058,10757,102291,77,734.84,109.4 | |
| 1045,Dale County,AL,49484,50251,-1.5,50251,6.3,23.6,15.4,50.5,75.2,19.7,0.8,1.3,0.1,2.8,6.1,70.2,78.4,3.7,6.3,84.1,17.0,6730,20.9,22832,61.1,13.6,99400,19345,2.52,22685,44889,17.4,766,11924,-1.6,2444,2951,0.0,0.0,0.0,0.0,0.0,0.0,114991,69341,332503,6889,37229,17,561.15,89.6 | |
| 1047,Dallas County,AL,41711,43820,-4.8,43820,6.7,25.2,15.6,53.7,29.0,69.5,0.2,0.5,0.0,0.7,1.0,28.5,86.7,0.8,1.3,77.5,14.2,2897,22.0,20240,60.9,19.3,75700,16173,2.63,17245,26519,35.5,757,10420,-1.0,2179,3148,49.1,0.0,4.4,0.0,0.0,28.8,1174763,0,437359,10223,33708,17,978.7,44.8 | |
| 1049,DeKalb County,AL,71065,71115,-0.1,71109,6.2,24.7,15.7,50.7,92.4,2.1,2.1,0.4,0.7,2.2,14.2,80.6,90.9,7.5,11.2,70.6,10.7,4371,23.3,31035,76.3,6.7,93400,24923,2.82,18149,37851,19.9,1082,16841,3.9,4679,5908,0.0,0.8,0.6,0.0,0.0,25.8,1831626,0,635185,9303,67915,31,777.09,91.5 | |
| 1051,Elmore County,AL,80977,79296,2.1,79303,5.9,23.0,14.0,51.5,76.0,21.2,0.4,0.7,0.1,1.6,2.7,73.7,85.4,2.1,3.6,86.6,21.0,8364,28.2,33326,75.5,8.1,144600,28324,2.62,23856,54766,13.4,1135,14056,-2.3,4850,6513,9.1,0.0,0.0,0.0,0.0,28.3,766344,104885,618313,7982,47884,259,618.49,128.2 | |
| 1053,Escambia County,AL,37733,38319,-1.5,38319,6.1,22.0,16.7,48.8,62.2,32.4,3.4,0.3,0.1,1.7,2.1,60.6,93.4,0.6,1.4,76.2,11.7,2995,23.5,16402,72.5,9.0,84100,13681,2.59,16540,30687,25.4,723,9977,1.0,2111,2765,9.0,3.2,0.0,0.0,0.0,21.3,665336,93125,379587,10089,31909,26,945.08,40.5 | |
| 1055,Etowah County,AL,103531,104427,-0.9,104430,5.7,22.1,17.3,51.6,81.2,15.5,0.5,0.8,0.3,1.6,3.7,78.4,85.0,2.2,3.1,81.8,14.8,8638,23.9,47505,72.4,12.1,100000,40217,2.55,20204,38013,19.0,2008,29796,-0.5,6988,9147,6.1,0.0,0.0,0.0,0.6,25.7,1252962,518424,1114841,10801,137966,79,534.99,195.2 | |
| 1057,Fayette County,AL,16874,17241,-2.1,17241,5.4,21.7,19.6,50.5,86.2,11.9,0.4,0.3,0.0,1.1,1.4,85.0,87.8,0.6,0.8,74.9,13.2,1221,27.5,8404,74.9,8.7,71400,6956,2.41,18494,33838,19.9,306,3323,-3.8,1073,1378,5.1,0.0,0.0,0.0,0.0,24.3,186247,22463,130362,7433,10869,0,627.66,27.5 | |
| 1059,Franklin County,AL,31601,31709,-0.3,31704,6.6,24.3,15.9,50.3,91.9,4.6,1.5,0.4,0.2,1.5,16.1,78.0,86.4,8.4,13.2,72.5,11.0,1860,26.2,14048,69.5,12.0,82300,12437,2.52,18888,36415,21.9,510,9369,-8.0,1863,2357,0.0,0.0,0.0,0.0,0.0,23.2,671954,67398,269096,8786,25389,13,633.82,50.0 | |
| 1061,Geneva County,AL,26712,26790,-0.3,26790,5.8,22.2,19.2,50.8,87.1,9.7,1.0,0.4,0.1,1.7,3.6,84.1,82.7,1.8,3.0,77.2,10.4,2336,25.6,12646,72.1,5.6,78100,10945,2.43,20199,35625,21.2,400,3791,2.8,1584,1736,0.0,0.0,0.0,0.0,0.0,0.0,153342,231687,170044,6612,10402,8,574.41,46.6 | |
| 1063,Greene County,AL,8553,9045,-5.4,9045,5.9,23.3,17.9,52.5,18.5,80.5,0.2,0.2,0.0,0.6,1.0,17.9,92.4,0.2,1.4,76.2,12.8,502,28.0,4988,73.2,8.9,72700,3264,2.72,14930,24226,32.9,99,1379,16.3,506,657,60.3,0.0,0.0,0.0,0.0,36.1,0,0,33639,3697,1226,4,647.11,14.0 | |
| 1065,Hale County,AL,15184,15760,-3.7,15760,6.2,23.3,17.3,52.8,40.8,58.1,0.2,0.3,0.0,0.6,1.3,40.0,90.6,1.2,2.7,77.4,12.8,995,27.1,7639,78.0,6.1,79900,5969,2.56,18812,30051,26.6,195,1966,0.2,762,882,0.0,0.0,0.0,0.0,0.0,0.0,0,0,86735,4794,3136,8,643.94,24.5 | |
| 1067,Henry County,AL,17190,17302,-0.6,17302,5.5,21.2,20.8,51.8,70.4,27.3,0.3,0.7,0.0,1.2,2.6,68.4,91.9,2.9,5.0,80.1,16.6,1497,26.0,8961,77.7,4.6,97000,7001,2.44,21924,41650,14.4,293,2754,-2.4,1034,1091,0.0,0.0,0.0,0.0,0.0,18.2,425821,0,92574,5559,7415,17,561.75,30.8 | |
| 1069,Houston County,AL,104193,101547,2.6,101547,6.2,23.7,16.1,52.1,70.0,26.7,0.5,0.9,0.1,1.8,3.3,67.3,86.3,2.4,4.4,83.9,19.7,9254,20.8,46442,64.6,14.6,122300,39250,2.58,23316,40948,18.0,2702,43139,0.5,6819,10151,12.1,0.0,1.4,0.0,1.3,25.5,1310677,0,1909615,19608,177224,311,579.82,175.1 | |
| 1071,Jackson County,AL,52665,53226,-1.1,53227,5.4,21.7,18.6,50.7,91.5,3.6,1.6,0.5,0.1,2.6,2.9,89.4,91.2,2.2,3.4,74.6,13.0,4000,26.4,24755,75.2,6.9,93400,20765,2.53,20486,37634,16.0,856,12440,4.2,3098,4337,0.0,4.3,0.0,0.0,0.0,26.8,1525396,0,410988,7784,39315,39,1077.87,49.4 | |
| 1073,Jefferson County,AL,660793,658350,0.4,658466,6.6,23.1,14.3,52.8,54.0,42.9,0.3,1.6,0.1,1.1,3.8,50.8,83.8,4.1,5.9,87.4,30.0,46613,23.4,305040,64.7,24.2,140800,259634,2.48,26906,45429,18.0,16232,319199,2.0,44987,55470,23.4,0.4,2.4,0.0,1.3,29.8,10260950,13756797,11066328,16730,1268154,2280,1111.28,592.5 | |
| 1075,Lamar County,AL,14086,14564,-3.3,14564,5.0,21.7,20.5,51.2,87.1,11.3,0.2,0.1,0.0,1.4,1.4,85.8,87.8,0.6,1.0,76.1,9.5,1127,25.7,7326,71.5,9.0,66800,6084,2.32,19026,36028,22.3,241,2943,4.6,932,1340,0.0,0.0,0.0,0.0,0.0,25.8,234908,0,70780,4887,6008,0,604.85,24.1 | |
| 1077,Lauderdale County,AL,93096,92709,0.4,92709,5.2,20.5,18.2,52.1,86.7,10.4,0.5,0.9,0.1,1.5,2.4,84.7,86.1,2.1,3.0,83.8,21.1,7000,24.5,44353,69.9,15.4,114300,38458,2.36,23510,42844,17.2,1967,25839,3.4,6576,8317,5.5,0.0,0.8,0.0,0.0,27.6,1083658,514555,1131585,12783,136587,54,667.7,138.8 | |
| 1079,Lawrence County,AL,33477,34339,-2.5,34339,5.3,21.7,16.8,51.3,78.1,11.4,5.8,0.2,0.0,4.4,2.2,76.4,90.5,1.0,1.9,77.1,11.9,1891,27.8,15171,80.1,5.9,94200,13382,2.52,20181,38551,17.5,407,4232,-6.3,1990,2289,0.0,0.0,0.0,0.0,1.1,0.0,0,23787,166958,4889,22719,0,690.68,49.7 | |
| 1081,Lee County,AL,154255,140296,9.9,140247,5.8,21.6,10.3,50.7,70.9,23.7,0.4,3.3,0.1,1.5,3.9,67.7,76.4,5.1,6.9,86.7,32.5,10045,21.4,65566,61.7,23.8,146900,55864,2.49,23506,43542,22.0,2500,38782,3.4,9361,10319,16.2,0.0,2.0,0.4,0.0,28.2,0,0,1451634,11099,201205,943,607.54,230.8 | |
| 1083,Limestone County,AL,90787,82782,9.7,82782,5.9,23.4,13.8,49.7,82.0,13.5,0.8,1.4,0.2,2.1,5.8,77.2,88.1,4.3,6.4,81.5,22.7,6964,26.3,35445,76.6,8.9,134500,31794,2.56,25020,48619,14.7,1308,15305,1.3,5417,5914,4.8,1.1,0.8,0.0,1.3,25.8,947299,248292,723200,9785,68140,140,559.94,147.8 | |
| 1085,Lowndes County,AL,10580,11299,-6.4,11299,6.7,23.1,17.4,52.3,25.8,72.9,0.3,0.2,0.0,0.8,1.2,25.3,90.4,0.2,0.7,73.9,14.4,626,30.4,5089,74.9,9.5,71400,4212,2.61,18368,26230,26.7,98,1835,-1.3,685,682,57.3,0.0,0.0,0.0,0.0,35.2,1156888,0,103636,8184,595,5,715.91,15.8 | |
| 1087,Macon County,AL,19425,21450,-9.4,21452,4.7,18.3,16.8,54.2,16.7,81.5,0.2,0.3,0.0,1.4,1.5,16.2,83.8,1.1,4.2,80.0,19.6,1662,23.1,10217,65.7,15.5,75700,8107,2.29,16826,30724,27.3,217,5381,3.2,1166,1584,66.7,0.0,0.0,0.0,0.0,0.0,0,0,87509,3932,19354,1,608.89,35.2 | |
| 1089,Madison County,AL,350299,334811,4.6,334811,5.8,22.4,13.7,51.2,69.4,24.6,0.8,2.6,0.1,2.5,4.7,65.5,84.7,5.4,7.1,90.0,38.5,34203,21.0,154452,69.3,21.4,164500,132975,2.5,31933,58434,12.8,8095,153304,0.8,22681,26467,12.3,1.4,3.5,0.0,1.3,29.2,8650700,2970410,4438653,14145,596324,2677,801.59,417.7 | |
| 1091,Marengo County,AL,20110,21029,-4.4,21027,6.0,23.0,18.6,53.2,47.4,51.0,0.3,0.3,0.2,0.8,2.4,45.6,87.4,0.7,1.2,83.7,17.4,1462,22.4,10207,71.3,9.1,89600,8464,2.42,22072,35079,24.0,478,5876,1.8,1019,1604,0.0,0.0,0.0,0.0,0.0,21.4,542135,64589,197221,9274,16684,0,976.88,21.5 | |
| 1093,Marion County,AL,30271,30777,-1.6,30776,5.4,21.2,20.1,50.4,93.9,4.2,0.3,0.3,0.1,1.2,2.5,91.7,86.6,1.0,2.5,74.6,9.5,2287,24.0,14704,75.9,9.6,78700,12700,2.34,19576,32888,20.9,547,8006,5.0,1828,2224,0.0,0.0,0.0,0.0,0.0,0.0,794483,162519,209924,7116,19081,0,742.29,41.5 | |
| 1095,Marshall County,AL,94636,93019,1.7,93019,6.6,24.5,16.3,50.9,93.7,2.7,1.1,0.7,0.3,1.6,12.9,82.3,86.1,8.0,11.5,76.2,15.2,7192,23.9,40328,71.9,9.5,114000,34250,2.7,20382,39526,19.5,1795,30306,0.1,6781,8700,0.0,0.0,0.9,0.0,1.0,24.9,3029491,1138701,1357696,15434,103539,28,565.84,164.4 | |
| 1097,Mobile County,AL,415123,413143,0.5,412992,6.7,24.0,14.5,52.2,60.1,35.3,1.0,2.0,0.1,1.5,2.8,57.8,85.8,3.2,5.0,83.9,20.7,33586,23.9,181611,66.6,17.4,124300,155178,2.6,22501,43028,19.8,8567,147574,-0.4,29500,34836,18.8,0.0,2.4,0.0,1.2,29.5,12407151,3268730,5225494,12895,562436,746,1229.44,335.9 | |
| 1099,Monroe County,AL,21947,23070,-4.9,23068,5.5,23.4,17.9,52.6,55.5,41.1,1.3,0.4,0.0,1.6,1.2,54.7,91.8,0.9,1.3,76.1,10.6,1237,23.3,11274,74.0,6.8,76900,8333,2.71,15749,29203,28.6,393,5029,-1.8,1265,2257,23.6,0.0,0.0,0.0,0.0,24.5,1251911,92815,212618,9342,14796,0,1025.68,22.5 | |
| 1101,Montgomery County,AL,226189,229363,-1.4,229363,6.8,24.0,13.3,52.6,38.9,56.7,0.3,2.6,0.1,1.3,3.4,36.3,78.1,4.3,5.7,85.6,31.5,20008,19.3,103434,61.4,22.4,122900,88844,2.49,24975,44790,21.2,5533,101517,1.2,15129,21463,35.6,0.7,2.4,0.0,1.3,30.9,7956627,3275567,3238175,14351,402861,734,784.25,292.5 | |
| 1103,Morgan County,AL,119607,119486,0.1,119490,6.0,23.1,15.9,50.8,83.5,12.5,1.1,0.7,0.1,2.0,7.9,76.6,86.4,5.1,8.0,81.4,19.9,9518,23.7,51496,71.5,15.1,120500,46192,2.55,23764,44800,15.7,2589,42569,2.0,7506,10034,5.9,1.8,1.0,0.0,0.0,21.3,0,1213925,1637628,14222,154700,136,579.34,206.3 | |
| 1105,Perry County,AL,9826,10581,-7.1,10591,5.5,22.4,17.9,53.4,31.1,67.5,0.2,0.4,0.1,0.7,1.3,30.3,92.2,0.5,0.8,70.2,10.4,670,26.8,4691,67.0,11.0,58000,3400,2.84,13716,28209,25.6,125,1570,4.0,488,854,55.7,0.0,0.0,0.0,0.0,41.3,0,10360,34121,3181,2632,0,719.66,14.7 | |
| 1107,Pickens County,AL,20365,19746,3.1,19746,5.2,20.5,17.8,50.6,58.1,40.2,0.2,0.3,0.4,0.9,4.1,54.7,91.9,0.3,2.6,79.7,11.0,1610,29.3,9441,72.0,10.7,81900,7926,2.42,17153,28741,27.2,266,2707,-1.2,1073,1268,0.0,0.0,0.0,0.0,0.0,10.0,107619,36581,113222,5805,6302,3,881.41,22.4 | |
| 1109,Pike County,AL,33389,32899,1.5,32899,5.7,19.4,14.1,51.9,58.5,36.9,0.7,2.2,0.1,1.6,2.2,57.1,79.3,4.0,5.8,81.0,23.0,2516,18.7,15807,57.8,18.5,101000,12959,2.4,19715,33090,27.6,628,11009,1.4,1970,2527,0.0,0.0,0.0,0.0,0.0,0.0,0,0,367926,12189,45692,44,672.09,48.9 | |
| 1111,Randolph County,AL,22539,22914,-1.6,22913,5.7,22.0,19.6,51.4,77.6,20.2,0.5,0.3,0.1,1.4,2.9,75.0,87.9,1.7,3.4,72.6,11.1,1598,26.8,11928,72.3,5.7,88600,9013,2.48,19830,35213,24.5,340,3481,0.0,1388,1550,7.1,0.0,0.0,0.0,0.0,0.0,401677,26751,161410,7209,9241,0,580.55,39.5 | |
| 1113,Russell County,AL,59608,52949,12.6,52947,7.6,25.3,12.5,51.3,53.1,42.9,0.6,0.8,0.2,2.4,5.0,49.5,81.7,2.2,5.0,80.4,16.0,5977,23.6,26787,61.3,19.8,104400,21142,2.6,19678,36143,22.0,783,10489,-1.9,3523,3823,33.9,0.0,0.0,0.0,1.0,32.4,0,0,428236,8526,56392,244,641.14,82.6 | |
| 1115,St. Clair County,AL,86697,83593,3.7,83593,6.1,23.0,15.3,50.1,87.9,9.5,0.4,0.8,0.1,1.3,2.3,85.9,86.8,1.8,2.5,82.0,15.5,6928,30.0,35844,81.5,5.1,134600,31353,2.63,23872,50786,15.2,1266,15265,1.0,5172,6061,2.4,1.0,1.4,0.0,0.0,28.1,985409,317458,581324,7404,70254,80,631.9,132.3 | |
| 1117,Shelby County,AL,206655,195218,5.9,195085,6.0,24.4,13.0,51.2,84.0,12.1,0.4,2.2,0.0,1.3,6.0,78.5,86.6,6.0,8.3,91.2,40.3,13991,29.0,83498,79.0,12.1,193000,74144,2.64,33313,68770,7.9,4845,76137,2.1,15634,18393,5.7,0.6,0.0,0.0,2.0,30.5,1723017,4385596,2520488,13737,301893,896,784.93,248.5 | |
| 1119,Sumter County,AL,13166,13763,-4.3,13763,4.8,19.7,16.3,55.0,25.5,73.5,0.1,0.4,0.0,0.5,1.1,24.8,87.9,0.9,1.9,75.5,14.9,706,23.4,6748,64.7,16.3,74100,5060,2.57,14156,22186,38.0,202,2966,8.1,823,730,57.5,0.0,0.0,0.0,0.0,0.0,0,76499,59636,4494,8199,3,903.89,15.2 | |
| 1121,Talladega County,AL,81322,82291,-1.2,82291,5.5,22.3,16.1,51.4,65.2,32.5,0.4,0.4,0.0,1.5,2.3,63.4,85.0,1.6,2.8,78.9,13.0,6691,23.9,37177,71.2,11.6,92600,31486,2.5,19410,35439,22.9,1230,23763,4.8,3988,4872,0.0,0.0,1.5,0.0,0.0,26.6,9054200,0,730728,9113,67078,65,736.78,111.7 | |
| 1123,Tallapoosa County,AL,41165,41618,-1.1,41616,5.8,21.1,19.6,51.4,70.6,27.3,0.4,0.5,0.0,1.2,2.3,68.9,86.0,1.9,2.9,79.2,16.3,3631,23.9,22029,72.2,10.1,94900,16373,2.49,21434,39130,19.8,721,10771,4.1,2478,3528,13.0,0.0,0.0,0.0,0.0,35.0,0,0,362304,8881,28222,16,716.52,58.1 | |
| 1125,Tuscaloosa County,AL,202212,194653,3.9,194656,6.0,21.1,11.7,51.7,66.0,31.0,0.3,1.5,0.1,1.1,3.3,63.2,81.2,3.5,5.8,86.6,27.0,12198,21.8,87795,64.4,27.9,153300,67882,2.76,22637,45408,18.9,4009,72917,3.0,11107,14729,13.3,0.9,0.0,0.0,0.0,22.5,10852479,760623,2445850,13664,327429,1375,1321.76,147.3 | |
| 1127,Walker County,AL,65471,67023,-2.3,67023,5.8,22.1,18.2,51.4,91.3,6.4,0.5,0.4,0.1,1.3,2.3,89.4,85.3,1.2,1.4,76.4,10.5,5353,29.3,30669,75.0,5.7,82100,25751,2.55,20698,37566,20.9,1250,15669,4.1,3509,5365,0.0,0.0,0.6,0.0,0.0,23.8,314804,256377,903643,13162,73895,8,791.19,84.7 | |
| 1129,Washington County,AL,16834,17583,-4.3,17581,4.9,22.5,17.0,51.2,66.0,24.6,7.9,0.1,0.1,1.3,1.4,65.1,91.3,0.9,1.9,80.5,9.5,1025,31.8,8377,86.5,2.0,83900,6620,2.59,20395,42156,18.4,217,5756,-4.7,1031,1288,0.0,0.0,0.0,0.0,0.0,25.6,1153449,32856,76343,4458,0,2,1080.21,16.3 | |
| 1131,Wilcox County,AL,11098,11665,-4.9,11670,5.7,24.8,17.7,52.4,28.1,71.0,0.2,0.1,0.0,0.6,1.0,27.6,93.8,0.1,0.9,76.1,11.1,462,21.6,5615,74.5,5.7,67000,3866,2.9,13379,23642,39.2,189,1738,-1.1,613,928,66.2,0.0,0.0,0.0,0.0,37.6,0,21337,75708,6018,12949,0,888.5,13.1 | |
| 1133,Winston County,AL,24150,24483,-1.4,24484,5.0,20.9,20.0,50.9,96.3,1.0,0.9,0.3,0.2,1.4,2.9,94.0,83.4,1.1,1.8,72.7,10.4,1721,27.0,13406,74.9,5.3,82500,9489,2.52,18995,32900,24.0,439,6321,-4.3,1641,2380,0.0,0.0,0.0,0.0,0.0,19.6,797845,165638,166709,6853,16564,7,612.98,39.9 | |
| 2000,Alaska,,736732,710249,3.7,710231,7.4,25.3,9.4,47.4,66.9,3.9,14.8,6.1,1.3,7.1,6.8,61.9,80.3,7.0,16.2,91.6,27.5,71004,18.8,308583,63.8,24.0,241800,251899,2.75,32651,70760,9.9,20519,266627,3.3,52991,68728,1.5,10.0,3.1,0.3,0.0,25.9,8204030,4563605,9303387,13635,1851293,1518,570640.95,1.2 | |
| 2013,Aleutians East Borough,AK,3360,3141,7.0,3141,2.8,10.1,6.6,30.9,22.8,12.0,20.5,40.7,0.6,3.4,13.2,11.5,77.4,56.6,63.7,78.5,12.0,99,4.8,747,54.7,15.7,118500,435,2.46,26535,61250,16.7,59,0,0.0,241,188,0.0,71.8,0.0,0.0,0.0,0.0,0,0,9326,3309,0,0,6981.94,0.4 | |
| 2016,Aleutians West Census Area,AK,5750,5561,3.4,5561,3.6,12.3,5.4,32.4,37.8,7.6,13.0,34.5,2.3,4.7,14.1,26.9,81.5,34.9,47.4,82.7,13.3,354,6.4,1932,36.4,44.2,218400,1033,3.52,31790,81853,9.2,117,4668,1.9,254,285,0.0,0.0,0.0,0.0,0.0,26.3,634809,62073,46785,9823,14684,2,4390.28,1.3 | |
| 2020,Anchorage Municipality,AK,301010,291826,3.1,291826,7.4,24.9,8.9,48.6,66.1,6.3,8.2,9.2,2.4,7.8,8.9,59.7,79.5,9.4,17.3,92.5,32.8,30292,19.4,114332,60.6,33.6,282800,105208,2.73,36214,77454,7.9,8609,152377,4.5,19252,26726,2.5,5.7,5.3,0.0,3.1,30.2,0,2914025,4482714,16096,933301,770,1704.68,171.2 | |
| 2050,Bethel Census Area,AK,17868,17013,5.0,17013,11.1,36.1,6.6,48.3,12.1,0.8,81.7,1.1,0.2,4.1,1.8,11.5,85.2,1.2,66.7,79.5,11.7,909,7.4,5920,64.2,13.0,189600,4358,3.9,18497,51689,22.8,232,3174,0.3,1079,1238,0.0,54.7,0.0,0.0,0.0,20.8,0,3454,96755,5658,4091,11,40570.0,0.4 | |
| 2060,Bristol Bay Borough,AK,957,997,-4.0,997,5.2,20.1,9.7,44.3,46.1,0.0,35.2,1.0,0.3,17.3,4.3,44.1,83.4,0.6,5.2,91.7,19.4,91,10.2,965,57.3,12.7,175000,384,2.42,37024,79531,7.9,66,299,-7.4,220,250,0.0,0.0,0.0,0.0,0.0,0.0,0,0,12785,12823,13278,2,503.84,2.0 | |
| 2068,Denali Borough,AK,1921,1826,5.2,1826,4.7,18.8,8.5,45.6,86.0,1.8,3.7,3.6,0.1,4.8,3.7,82.7,82.1,7.4,10.3,88.8,28.1,198,15.2,1760,68.9,9.8,192500,716,2.26,35295,72500,11.4,103,408,0.0,155,316,0.0,0.0,0.0,0.0,0.0,0.0,0,0,11046,6120,37099,0,12751.41,0.1 | |
| 2070,Dillingham Census Area,AK,4988,4847,2.9,4847,11.0,31.9,7.9,48.6,18.7,0.7,70.4,0.9,0.2,9.1,3.1,17.6,84.2,1.5,39.9,83.7,17.8,214,8.7,2422,57.8,15.2,194000,1339,3.59,21498,54150,18.1,92,1264,-1.2,790,789,0.0,58.3,0.0,0.0,0.0,9.1,0,0,42742,8612,7197,4,18568.78,0.3 | |
| 2090,Fairbanks North Star Borough,AK,99357,97581,1.8,97581,7.7,24.1,8.0,45.9,77.3,5.4,7.3,3.1,0.5,6.3,7.7,71.3,73.8,5.7,10.3,93.1,29.0,11048,19.2,41684,59.2,24.9,212500,35588,2.67,32143,69223,8.4,2471,27466,2.2,5249,6481,2.0,3.8,3.4,0.0,2.3,32.5,0,0,1574267,16072,221600,54,7338.21,13.3 | |
| 2100,Haines Borough,AK,2566,2508,2.3,2508,3.7,19.1,16.8,51.0,79.1,0.7,10.4,1.1,0.0,8.8,2.5,77.5,78.8,5.0,7.9,96.4,30.1,282,11.7,1639,64.2,15.0,171900,1245,2.01,31096,52866,7.8,134,635,-0.5,395,489,0.0,0.0,0.0,0.0,0.0,37.2,0,0,16185,6991,6351,6,2318.6,1.1 | |
| 2105,Hoonah-Angoon Census Area,AK,2082,2149,-3.1,2150,5.2,19.4,16.5,46.5,48.8,0.6,39.5,0.7,0.1,10.3,5.1,47.2,85.9,3.0,13.7,88.4,26.9,172,9.7,1755,63.4,7.3,200500,930,2.23,28806,49545,14.9,71,216,-6.9,287,718,0.0,0.0,0.0,0.0,0.0,20.8,0,0,52012,23610,20660,8,7524.92,0.3 | |
| 2110,Juneau City and Borough,AK,32406,31275,3.6,31275,5.9,22.1,10.6,48.8,69.9,1.6,11.9,6.2,1.1,9.3,6.5,65.5,81.0,6.5,9.9,95.5,36.7,2739,15.1,13207,64.5,32.2,309900,12099,2.58,37558,81490,6.2,1135,10932,-1.0,2572,3500,1.0,5.2,3.6,0.0,0.0,26.5,0,0,465334,15235,86874,204,2701.93,11.6 | |
| 2122,Kenai Peninsula Borough,AK,57477,55400,3.7,55400,6.4,23.1,14.2,47.6,84.5,0.8,7.3,1.4,0.3,5.7,4.0,81.4,83.7,2.6,8.2,92.8,23.7,6137,19.1,30698,72.7,11.7,204900,21720,2.5,31256,61793,8.6,2058,14734,3.2,6160,8698,0.0,0.0,0.9,0.0,0.0,0.0,0,193745,666923,12527,131217,125,16075.33,3.4 | |
| 2130,Ketchikan Gateway Borough,AK,13787,13477,2.3,13477,6.5,22.8,12.5,47.9,68.4,0.9,13.8,7.5,0.2,9.1,4.9,65.2,78.3,7.3,9.8,93.5,25.4,1421,13.7,6239,58.5,39.4,265600,5295,2.5,31589,62519,10.2,583,4722,4.5,1317,1472,0.0,2.4,3.0,0.0,0.0,16.4,0,0,268880,20488,45557,37,4858.41,2.8 | |
| 2150,Kodiak Island Borough,AK,13986,13606,2.8,13592,8.0,26.0,8.6,46.2,57.2,1.5,13.0,20.7,0.9,6.7,8.7,50.8,79.4,14.2,22.7,89.6,20.0,1097,11.1,5327,56.9,29.3,224500,4501,2.97,28562,68718,11.7,478,4787,6.1,1551,1847,0.0,21.5,0.0,0.0,8.8,0.0,0,0,108173,8274,26252,12,6549.58,2.1 | |
| 2164,Lake and Peninsula Borough,AK,1631,1635,-0.2,1631,9.3,28.1,9.0,47.1,25.1,1.0,63.4,0.3,0.3,9.9,3.2,23.6,88.0,1.7,15.8,86.8,15.4,79,6.4,1501,64.4,2.9,136400,508,2.83,21616,51786,21.1,51,135,7.1,298,371,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,23652.01,0.1 | |
| 2170,Matanuska-Susitna Borough,AK,97882,88995,10.0,88995,7.2,27.3,9.6,47.5,83.8,1.3,6.4,1.4,0.4,6.7,4.7,80.3,84.0,3.4,7.0,92.4,21.3,9600,32.8,41313,76.7,11.1,218900,31123,2.89,29534,71037,9.9,2070,16807,1.7,6351,7646,0.0,4.1,1.0,0.0,0.0,25.7,0,136960,853888,10362,113679,117,24607.9,3.6 | |
| 2180,Nome Census Area,AK,9817,9492,3.4,9492,11.1,34.9,7.3,47.6,17.3,0.7,74.5,1.2,0.1,6.3,2.0,16.5,83.5,1.4,28.7,84.1,17.1,600,6.7,4045,55.1,18.1,142800,2797,3.37,20271,49974,27.7,167,1910,-1.5,572,629,0.0,45.2,0.0,0.0,0.0,0.0,0,0,63167,6785,10198,10,22961.76,0.4 | |
| 2185,North Slope Borough,AK,9703,9430,2.9,9430,8.6,25.8,4.8,37.5,33.9,1.5,52.1,5.8,1.6,5.1,3.9,32.1,81.1,5.3,36.0,86.0,14.5,604,8.9,2586,48.3,26.4,154600,1990,3.48,46457,80761,10.3,155,3414,18.3,255,263,0.0,11.4,0.0,0.0,0.0,11.8,0,135221,70105,10574,56347,15,88695.41,0.1 | |
| 2188,Northwest Arctic Borough,AK,7717,7523,2.6,7523,11.5,36.1,6.9,45.8,13.1,1.0,78.8,0.9,0.2,6.0,2.1,12.1,83.1,1.2,33.9,78.7,11.0,367,7.6,2704,56.0,17.5,131000,1828,4.0,21461,61607,22.0,72,1591,-4.3,219,189,0.0,51.9,0.0,0.0,0.0,39.7,0,0,41576,5599,0,20,35572.58,0.2 | |
| 2195,Petersburg Borough,AK,3160,3207,-1.5,3815,6.7,22.3,13.3,48.2,77.9,1.6,9.8,3.1,0.3,7.3,5.6,73.6,86.4,4.6,9.7,95.7,25.7,345,7.7,1646,69.2,14.5,215100,1643,2.2,34183,63934,13.5,167,1079,-4.1,755,1395,0.0,0.0,0.0,0.0,0.0,22.2,128982,20426,68451,17606,8300,9,3281.98,1.2 | |
| 2198,Prince of Wales-Hyder Census Area,AK,6396,6172,3.6,5559,6.5,24.1,11.4,45.3,47.2,0.4,42.4,0.7,0.4,9.0,3.3,45.5,82.2,1.4,4.8,91.0,15.7,492,14.6,3319,70.7,10.5,162500,2240,2.49,24581,46071,15.1,134,894,-7.8,540,905,0.0,15.8,0.0,0.0,0.0,9.1,0,0,41561,7514,10917,4,3922.87,1.4 | |
| 2220,Sitka City and Borough,AK,8900,8881,0.2,8881,6.1,22.2,13.2,48.7,67.0,1.1,15.9,6.6,0.3,9.1,6.0,63.6,84.0,7.7,13.3,91.2,34.1,757,12.3,4122,56.2,27.2,323200,3554,2.42,32521,69405,10.0,382,2867,-0.1,1275,1938,0.0,12.8,0.0,0.0,0.0,16.3,0,0,94916,10875,27072,17,2870.34,3.1 | |
| 2230,Skagway Municipality,AK,1036,968,7.0,968,5.2,13.1,10.6,47.6,89.9,0.3,5.0,0.7,0.2,4.0,4.3,86.2,83.0,8.9,12.2,95.2,24.3,47,4.4,662,59.2,27.6,305600,412,2.23,37139,71667,5.5,109,337,10.5,127,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,2,452.33,2.1 | |
| 2240,Southeast Fairbanks Census Area,AK,6931,7029,-1.4,7029,7.7,25.6,12.0,44.4,80.0,1.5,11.6,1.3,0.5,5.2,4.9,76.2,76.9,9.1,23.4,93.1,23.1,973,12.2,3890,66.5,16.9,175000,2326,2.84,29437,56801,13.3,172,1265,-0.7,542,567,0.0,0.0,0.0,0.0,0.0,0.0,0,0,47342,6906,22181,0,24768.81,0.3 | |
| 2261,Valdez-Cordova Census Area,AK,9488,9636,-1.5,9636,7.1,24.5,10.1,47.3,74.0,0.9,13.5,4.0,0.7,6.9,4.7,70.7,80.5,4.6,8.9,91.0,23.9,895,12.2,6089,74.5,18.1,177700,3424,2.73,32579,74878,8.3,461,2786,-2.2,1258,1574,0.0,8.1,2.0,0.0,0.0,18.9,543389,81239,79692,8422,23148,3,34239.88,0.3 | |
| 2270,Wade Hampton Census Area,AK,8010,7459,7.4,7459,13.7,42.0,5.2,47.5,5.2,0.2,91.7,0.3,0.0,2.6,1.1,4.9,89.5,0.6,50.0,76.6,5.4,351,6.0,2183,71.1,3.4,109300,1744,4.39,11210,40176,31.4,71,575,-18.3,474,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,39514,5211,0,0,17081.43,0.4 | |
| 2275,Wrangell City and Borough,AK,2364,2365,0.0,2369,4.8,20.3,17.9,48.2,70.6,0.4,16.9,1.9,0.0,10.3,2.2,69.2,86.4,2.8,6.0,89.0,16.7,364,9.5,1422,71.4,17.2,157400,1149,2.01,28474,45841,9.5,86,524,-3.9,356,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,6,2541.48,0.9 | |
| 2282,Yakutat City and Borough,AK,635,662,-4.1,662,5.7,19.2,12.8,44.6,39.8,2.5,36.1,4.6,1.7,15.3,3.3,37.2,81.8,5.9,19.6,93.2,22.7,58,5.4,450,49.6,13.8,147500,254,2.15,34317,72500,5.9,30,147,-2.6,110,158,0.0,0.0,0.0,0.0,0.0,25.3,0,9957,0,0,3757,3,7649.46,0.1 | |
| 2290,Yukon-Koyukuk Census Area,AK,5547,5588,-0.7,5588,8.3,27.8,13.3,46.3,23.2,0.6,70.7,0.3,0.1,5.0,2.0,22.0,85.9,1.1,17.3,80.3,9.3,419,8.3,4024,70.4,2.1,106500,2056,2.72,19729,34710,24.2,99,434,-4.8,337,426,0.0,56.6,0.0,0.0,0.0,33.8,0,0,41553,7151,5429,0,145504.79,0.0 | |
| 4000,Arizona,,6731484,6392310,5.3,6392017,6.4,24.1,15.9,50.3,83.7,4.7,5.3,3.3,0.3,2.7,30.5,56.2,80.4,13.4,26.8,85.7,26.9,522382,24.6,2909218,64.4,20.7,165100,2370289,2.67,25358,49774,17.9,132762,2173205,1.8,420233,491529,2.0,1.9,3.3,0.0,10.7,28.1,57977827,57573459,86758801,13637,13268514,26997,113594.08,56.3 | |
| 4001,Apache County,AZ,71828,71518,0.4,71518,7.6,29.3,13.5,50.6,23.4,0.9,73.5,0.4,0.1,1.8,6.4,19.0,91.7,1.7,57.0,74.5,10.4,4109,30.0,32651,76.5,5.8,83100,19055,3.7,12709,31476,36.2,463,6796,-2.4,2644,3732,0.0,31.0,0.0,0.0,6.2,0.0,0,18138,276872,3997,47781,38,11197.52,6.4 | |
| 4003,Cochise County,AZ,127448,131357,-3.0,131346,6.5,22.4,19.9,49.2,87.9,4.7,1.7,2.2,0.4,3.1,34.6,56.1,80.9,11.6,27.4,85.8,22.5,18795,18.9,60504,68.8,13.3,146200,49174,2.47,23608,45755,17.1,2245,26387,-3.1,6369,8740,2.5,0.7,2.3,0.0,15.5,33.0,181316,102250,1313671,10284,171397,261,6165.69,21.3 | |
| 4005,Coconino County,AZ,137682,134437,2.4,134421,6.1,21.8,11.1,50.6,66.4,1.6,27.3,1.8,0.2,2.8,13.9,54.9,79.8,5.3,23.5,87.6,31.1,8084,18.7,64217,59.5,19.1,220400,46198,2.74,23382,49555,23.0,3518,44834,0.9,8342,11407,0.0,7.6,2.1,0.0,5.6,31.1,1526810,475616,1691664,13273,717689,560,18618.89,7.2 | |
| 4007,Gila County,AZ,53119,53597,-0.9,53597,5.7,20.4,26.6,50.4,80.2,0.9,16.5,0.8,0.1,1.6,18.8,63.2,88.3,3.4,14.4,84.3,16.1,6166,20.8,33099,75.8,5.2,134000,20601,2.54,20792,39954,21.6,1013,10780,-5.5,3387,5250,0.0,4.3,0.0,0.0,0.0,28.7,0,0,550763,10545,106693,101,4757.93,11.3 | |
| 4009,Graham County,AZ,37957,37220,2.0,37220,7.7,28.3,12.3,46.5,81.1,2.1,14.0,0.7,0.2,1.8,32.1,51.4,83.7,5.0,20.1,84.4,12.3,2695,22.2,13238,74.3,9.8,122200,11031,3.01,17168,44943,22.3,487,6499,2.4,1314,1603,0.0,0.0,0.0,0.0,0.0,0.0,0,67967,389416,11211,34671,87,4622.6,8.1 | |
| 4011,Greenlee County,AZ,9346,8437,10.8,8437,6.8,28.1,11.6,47.7,91.5,1.8,3.3,0.8,0.2,2.3,46.6,47.8,83.7,4.7,24.3,84.3,11.1,820,17.5,4416,46.1,6.6,81000,3386,2.54,20516,47992,16.0,90,4834,5.8,220,538,0.0,0.0,0.0,0.0,0.0,0.0,0,0,35595,4587,4888,1,1843.13,4.6 | |
| 4012,La Paz County,AZ,20231,20489,-1.3,20489,4.6,17.4,36.1,48.9,77.1,1.2,17.8,0.9,0.1,2.9,25.7,59.3,88.7,13.5,18.8,75.3,9.3,3044,12.4,16209,74.0,4.1,88800,10221,1.97,22200,35776,19.4,345,3739,-2.7,793,1241,0.0,2.7,0.0,0.0,0.0,32.0,0,65901,394370,19588,37986,26,4499.63,4.6 | |
| 4013,Maricopa County,AZ,4087191,3817357,7.1,3817117,6.7,25.1,13.8,50.6,84.4,5.7,2.8,4.1,0.3,2.8,30.3,57.0,80.0,14.9,26.3,86.4,29.8,271518,25.4,1680068,62.5,25.1,176500,1411727,2.72,27256,53596,16.7,86045,1491582,2.3,275014,311765,2.4,1.2,3.9,0.0,9.2,27.3,40182099,49760315,58688328,15153,8408940,18597,9200.14,414.9 | |
| 4015,Mohave County,AZ,203361,200186,1.6,200186,4.6,18.7,26.9,49.7,92.0,1.3,2.9,1.2,0.2,2.3,15.8,78.0,79.0,6.9,10.9,83.8,11.9,26193,18.9,112313,69.4,10.2,133900,80230,2.43,20833,39200,19.4,3603,39476,0.1,10217,14568,1.1,2.6,1.6,0.0,4.6,25.9,1349965,423845,2837691,14489,274299,535,13311.08,15.0 | |
| 4017,Navajo County,AZ,108101,107494,0.6,107449,7.3,28.0,15.8,49.8,51.0,1.3,44.9,0.7,0.1,2.0,11.1,42.2,86.6,2.6,36.8,80.6,14.9,7144,22.3,57408,72.0,7.7,112200,34343,3.05,16626,36927,30.3,1692,16802,-0.8,5261,6709,0.0,11.8,0.0,0.0,0.0,24.7,0,209493,1237467,11148,191458,191,9950.42,10.8 | |
| 4019,Pima County,AZ,1004516,980263,2.5,980263,5.9,21.9,17.7,50.8,85.5,4.1,4.3,3.1,0.2,2.8,36.1,53.3,79.6,12.8,28.5,87.2,29.8,92409,24.0,448843,62.7,22.7,167500,384041,2.5,25269,45841,19.2,19962,305393,0.1,60686,75853,1.3,1.4,3.4,0.0,14.1,30.1,10365206,3056767,11928538,11969,2135243,3250,9187.04,106.7 | |
| 4021,Pinal County,AZ,401918,375770,7.0,375770,6.0,24.4,18.0,47.8,83.2,4.9,6.8,1.9,0.4,2.8,29.2,57.9,79.8,10.1,21.9,84.7,18.0,35852,31.1,165710,74.4,5.9,120200,123733,2.87,20910,50027,15.6,3311,46431,3.4,15902,15591,3.1,1.9,0.0,0.0,12.7,27.0,2149874,450438,2033110,6718,341933,1744,5365.61,70.0 | |
| 4023,Santa Cruz County,AZ,46695,47420,-1.5,47420,7.3,28.3,15.8,52.0,96.2,0.9,1.3,0.7,0.1,0.8,82.8,15.6,86.9,33.5,76.9,72.5,19.8,2223,19.8,18101,66.3,17.6,140000,15078,3.11,17664,37745,26.3,1145,10954,-0.1,4032,4599,0.6,0.0,1.6,0.0,47.1,25.0,0,0,681267,15958,67226,44,1236.92,38.3 | |
| 4025,Yavapai County,AZ,218844,211015,3.7,211033,4.1,17.4,28.1,51.1,93.6,0.9,2.1,1.0,0.1,2.2,14.2,80.9,80.7,6.8,10.4,90.2,24.2,27950,22.2,112523,70.0,10.7,184100,91349,2.28,25186,42987,15.8,5548,53338,1.0,17762,23563,0.0,0.8,1.0,0.0,6.9,25.4,763989,831416,2695406,12714,456458,968,8123.5,26.0 | |
| 4027,Yuma County,AZ,203247,195750,3.8,195751,7.5,26.2,17.4,48.8,91.3,2.7,2.2,1.5,0.3,2.0,61.7,32.9,82.7,25.3,51.2,71.9,14.3,15380,18.8,89918,69.6,12.3,118000,70122,2.73,18840,41595,20.2,2851,39710,-0.6,8290,10158,0.0,2.4,2.1,0.0,33.9,29.8,891604,0,2004643,10596,271852,594,5513.99,35.5 | |
| 5000,Arkansas,,2966369,2915958,1.7,2915918,6.5,23.8,15.7,50.9,79.7,15.6,1.0,1.5,0.3,1.9,7.0,73.4,83.6,4.5,7.2,83.7,20.1,237311,21.3,1341033,66.7,15.7,107300,1129723,2.53,22170,40768,19.2,64772,978094,0.0,191530,238994,5.5,1.1,1.4,0.1,2.3,24.5,60735582,29659789,32974282,11602,3559795,7666,52035.48,56.0 | |
| 5001,Arkansas County,AR,18594,19018,-2.2,19019,6.8,23.0,17.5,51.6,72.6,24.5,0.4,1.0,0.0,1.5,3.0,70.2,81.6,2.2,2.8,84.1,12.4,1389,15.5,9441,67.5,9.3,75500,7883,2.36,23045,39633,15.8,527,8181,-0.9,1285,1791,0.0,0.0,0.0,0.0,0.0,29.4,1702196,134593,286337,14825,15452,18,988.77,19.2 | |
| 5003,Ashley County,AR,20948,21853,-4.1,21853,6.5,23.6,18.4,51.8,71.9,25.6,0.8,0.3,0.1,1.4,5.2,67.7,87.4,2.1,4.7,84.2,12.2,1370,18.5,10106,75.6,6.9,62500,8656,2.47,19761,35683,18.9,414,6845,-0.9,1078,1486,0.0,0.0,0.0,0.0,0.0,19.4,0,107302,170779,7673,15276,0,925.35,23.6 | |
| 5005,Baxter County,AR,40857,41513,-1.6,41513,4.4,17.8,30.0,51.8,96.8,0.4,0.7,0.6,0.0,1.5,2.0,95.2,84.9,1.9,2.5,87.6,16.5,5725,17.1,22633,76.5,9.4,120000,18155,2.24,21334,35343,15.5,1039,12604,-0.8,3042,4635,0.0,0.0,0.6,0.0,0.0,22.8,550061,0,486791,11633,60260,8,554.28,74.9 | |
| 5007,Benton County,AR,242321,221344,9.5,221339,7.2,27.0,13.0,50.5,90.0,1.9,1.9,3.4,0.4,2.3,16.2,74.9,82.4,10.9,15.5,85.8,28.7,16452,20.1,97542,68.6,15.5,147500,82150,2.74,26715,54515,12.2,5454,98642,0.5,15567,18799,0.9,1.3,2.3,0.0,5.2,23.7,0,0,2390591,11332,295747,2218,847.36,261.2 | |
| 5009,Boone County,AR,37196,36903,0.8,36903,6.0,22.6,19.8,50.8,96.3,0.4,0.8,0.6,0.1,1.8,2.3,94.3,83.8,1.3,2.5,85.4,15.4,3280,19.7,16904,72.6,9.5,106400,15086,2.43,22160,38506,16.6,864,11897,-2.8,2722,3748,0.0,0.0,0.0,0.0,0.0,29.3,0,0,466894,12738,41893,12,590.23,62.5 | |
| 5011,Bradley County,AR,11148,11508,-3.1,11508,6.9,23.4,18.3,51.1,68.3,27.6,1.9,0.5,0.0,1.6,14.3,56.3,89.4,6.7,10.2,76.0,10.8,765,20.1,5820,68.8,11.3,62900,4789,2.32,19386,30409,31.3,250,2621,1.5,525,640,0.0,0.0,0.0,0.0,4.2,0.0,176955,42794,71522,5978,6240,1,649.23,17.7 | |
| 5013,Calhoun County,AR,5202,5368,-3.1,5368,5.0,18.1,19.8,49.2,75.7,22.0,0.5,0.2,0.0,1.6,3.9,72.3,89.1,0.0,0.3,80.5,7.4,391,24.9,2886,80.0,2.5,58300,2046,2.55,17763,30980,14.9,66,435,-2.5,191,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,17859,3263,802,0,628.58,8.5 | |
| 5015,Carroll County,AR,27744,27446,1.1,27446,5.5,22.1,21.1,50.7,94.5,0.8,1.3,0.9,0.6,2.0,14.6,81.1,81.0,6.8,13.6,84.6,17.3,2961,19.1,13568,73.2,9.3,120000,11019,2.47,20637,36584,18.8,698,8142,-1.8,2444,3078,0.0,0.0,0.0,0.0,0.0,19.1,0,24110,265358,9728,53966,10,630.09,43.6 | |
| 5017,Chicot County,AR,11180,11800,-5.3,11800,6.7,23.2,19.2,50.8,43.5,54.6,0.5,0.5,0.0,0.9,5.6,39.2,90.1,3.3,5.0,74.2,12.6,905,21.4,5403,66.3,9.7,54700,4510,2.41,16538,26201,33.0,225,2207,-5.5,551,916,12.2,0.0,0.0,0.0,0.0,25.1,0,120552,67030,5446,6074,6,644.3,18.3 | |
| 5019,Clark County,AR,22576,22995,-1.8,22995,4.9,19.2,16.1,52.1,73.4,24.0,0.6,0.7,0.0,1.4,4.4,69.6,81.2,2.6,5.2,86.2,21.4,1804,19.9,10435,63.5,17.1,86600,8341,2.41,17960,32721,24.3,498,6584,2.2,1246,1689,0.0,0.0,0.0,0.0,0.0,26.8,433867,0,247757,10461,32727,3,866.07,26.6 | |
| 5021,Clay County,AR,15118,16083,-6.0,16083,4.3,20.4,21.4,51.1,97.4,0.6,0.4,0.2,0.0,1.3,1.8,95.7,87.6,0.9,1.9,76.1,9.5,1230,22.8,8037,72.6,8.8,62400,6814,2.3,18509,31502,20.2,307,2683,-6.4,814,1109,0.0,0.0,0.0,0.0,0.0,25.2,111760,116882,132637,8255,6345,3,639.47,25.2 | |
| 5023,Cleburne County,AR,25634,25969,-1.3,25970,4.8,19.8,25.4,50.7,97.0,0.5,0.7,0.3,0.0,1.4,2.6,94.8,83.0,2.0,2.9,84.5,16.8,3158,24.9,15849,76.9,5.0,117900,10286,2.47,23044,40246,15.8,577,5882,-6.2,2143,3180,0.0,0.0,0.0,0.0,0.0,27.1,205550,54394,282382,11169,29180,26,553.69,46.9 | |
| 5025,Cleveland County,AR,8449,8689,-2.8,8689,5.1,23.4,19.1,51.1,86.6,11.4,0.5,0.1,0.0,1.3,2.2,84.7,94.7,0.4,0.9,84.8,13.8,630,27.4,4048,77.5,3.0,78300,3346,2.56,20622,39420,17.7,81,584,1.2,404,297,0.0,0.0,0.0,0.0,0.0,0.0,0,1230,12265,1404,0,0,597.78,14.5 | |
| 5027,Columbia County,AR,23933,24552,-2.5,24552,5.8,21.6,16.6,52.0,61.1,36.2,0.5,0.9,0.0,1.3,2.7,59.4,82.1,2.9,4.7,85.4,20.3,1508,16.6,11562,68.9,11.6,78900,9449,2.43,19439,35128,25.4,596,7538,-2.8,1215,1859,0.0,0.0,0.0,0.0,0.0,23.1,1164275,0,197935,8143,21775,49,766.05,32.1 | |
| 5029,Conway County,AR,21083,21271,-0.9,21273,5.9,23.1,18.3,50.9,85.0,11.4,0.8,0.6,0.0,2.1,4.0,81.5,87.1,1.9,4.5,84.5,14.7,1534,22.2,9720,74.0,8.4,86100,8154,2.57,20040,35225,24.0,409,4894,-2.5,1337,1876,0.0,0.0,0.0,0.0,0.0,16.9,432551,124901,270351,13074,16218,10,552.25,38.5 | |
| 5031,Craighead County,AR,102518,96443,6.3,96443,6.9,24.9,13.0,51.3,82.2,14.5,0.6,1.1,0.1,1.6,4.7,78.0,76.9,3.7,5.2,84.9,24.4,6727,17.5,43311,58.3,21.1,120700,37834,2.51,23138,41393,20.6,2476,38113,0.6,7113,8387,0.0,0.0,1.2,0.0,1.3,0.0,1830332,605938,1440936,15768,146652,671,707.21,136.4 | |
| 5033,Crawford County,AR,61697,61948,-0.4,61948,6.0,25.1,15.3,50.7,91.5,1.6,2.5,1.6,0.1,2.8,6.7,85.6,85.1,4.1,6.6,82.2,14.3,5321,22.0,26458,74.3,10.4,102800,23368,2.62,19477,39479,20.2,1061,20016,-0.8,3573,4489,0.0,1.7,1.1,0.0,1.8,21.5,847991,0,452539,7666,53249,43,593.09,104.4 | |
| 5035,Crittenden County,AR,49548,50902,-2.7,50902,7.7,27.9,12.1,52.6,45.9,51.8,0.4,0.7,0.0,1.2,2.3,44.1,82.3,1.7,2.9,79.1,13.9,3541,20.2,21624,56.3,21.5,99500,18309,2.72,19665,37751,26.3,824,13445,1.2,3542,3399,22.6,0.9,3.4,0.0,0.0,25.2,701251,795836,750517,14399,65142,95,609.76,83.5 | |
| 5037,Cross County,AR,17227,17866,-3.6,17870,6.9,24.0,17.6,51.4,74.9,22.9,0.3,0.5,0.0,1.3,1.9,73.3,88.6,0.7,1.2,79.0,11.4,1189,23.8,7888,65.4,10.4,78400,6818,2.57,18701,38085,17.4,359,4100,1.8,1381,1589,0.0,0.0,0.0,0.0,0.0,26.3,0,174748,185706,9970,12504,18,616.38,29.0 | |
| 5039,Dallas County,AR,7755,8116,-4.4,8116,5.5,22.3,20.5,51.7,56.4,41.3,0.5,0.2,0.0,1.5,2.7,54.1,88.1,2.5,3.4,82.1,10.2,444,20.2,4289,66.4,8.9,59200,3269,2.32,16838,28931,19.7,195,2305,-7.1,364,459,9.6,0.0,0.0,0.0,0.0,12.9,184521,10852,79676,9727,4648,1,667.39,12.2 | |
| 5041,Desha County,AR,12264,13008,-5.7,13008,6.8,25.6,17.1,53.2,50.1,47.9,0.4,0.4,0.1,1.0,4.8,46.6,89.1,1.8,4.1,76.9,12.7,754,21.5,6306,55.9,17.3,55100,5305,2.39,19822,28680,30.1,312,3412,1.0,732,840,0.0,0.0,0.0,0.0,0.0,27.4,400820,230922,119201,8691,9790,7,768.15,16.9 | |
| 5043,Drew County,AR,18622,18509,0.6,18509,6.3,22.4,16.1,51.2,69.6,28.0,0.4,0.9,0.0,1.1,2.9,67.0,85.9,1.9,3.4,81.3,19.1,983,20.8,8481,61.2,13.4,83300,7496,2.37,17057,31171,28.5,405,4478,-0.9,1006,1460,6.4,0.0,0.0,0.0,0.0,0.0,156135,87552,198993,10645,19657,4,828.36,22.3 | |
| 5045,Faulkner County,AR,120768,113237,6.7,113237,6.6,23.9,11.2,51.1,84.6,11.3,0.7,1.2,0.1,2.0,4.1,81.1,81.8,2.9,4.8,89.4,27.2,8027,24.2,48849,65.2,19.6,137800,42413,2.62,24401,50314,14.6,2439,35228,-1.6,7738,9464,4.5,0.0,0.7,0.0,3.6,24.4,1587628,266098,1227650,11730,137881,341,647.88,174.8 | |
| 5047,Franklin County,AR,17805,18125,-1.8,18125,5.9,23.6,18.0,50.5,95.2,0.9,1.3,0.9,0.1,1.6,3.0,92.5,85.0,0.8,1.8,82.1,12.4,1643,25.0,8024,74.0,3.4,93000,6769,2.61,19135,36766,20.5,278,3424,1.1,1025,1139,0.0,0.0,0.0,0.0,0.0,19.6,327694,3128,140227,7748,10416,0,608.86,29.8 | |
| 5049,Fulton County,AR,12125,12245,-1.0,12245,4.8,20.4,25.4,50.5,96.8,0.6,0.7,0.3,0.0,1.6,1.2,95.8,83.2,1.1,1.5,83.7,10.0,1358,25.5,6762,78.1,4.3,88200,5140,2.35,19326,35522,18.7,162,1460,-4.5,790,1047,0.0,0.0,0.0,0.0,0.0,21.9,0,8179,42434,3598,5299,1,618.19,19.8 | |
| 5051,Garland County,AR,97322,96024,1.4,96024,5.7,20.9,21.7,51.7,87.7,8.5,0.7,0.8,0.1,2.3,5.3,82.9,83.5,3.6,5.6,86.8,20.9,10575,21.7,50542,68.6,17.2,130500,39881,2.37,23170,39162,20.7,2696,32235,-0.3,7724,10369,2.0,0.9,0.0,0.0,2.3,22.8,661675,0,1443438,14958,203277,43,677.78,141.7 | |
| 5053,Grant County,AR,18144,17853,1.6,17853,5.7,23.5,16.1,50.3,94.8,2.8,0.5,0.4,0.0,1.4,2.6,92.7,90.3,1.9,3.1,84.9,17.6,1594,29.9,7837,77.8,4.7,100800,6855,2.59,23239,49004,9.9,274,2876,2.8,1155,1696,0.0,0.0,0.0,0.0,0.0,25.4,489875,48526,107622,6148,10188,9,631.81,28.3 | |
| 5055,Greene County,AR,43694,42090,3.8,42090,6.6,24.6,15.0,50.8,96.9,0.9,0.5,0.3,0.0,1.4,2.7,94.5,81.6,1.1,2.5,82.8,14.7,3801,20.4,18439,63.3,15.1,99100,16603,2.53,19652,38413,17.1,767,15717,6.3,2718,3205,0.0,0.0,0.0,0.0,0.0,25.4,1434062,0,373077,9257,37645,193,577.7,72.9 | |
| 5057,Hempstead County,AR,22327,22609,-1.2,22609,7.3,26.4,16.3,51.6,66.8,29.9,0.7,0.5,0.1,1.9,12.6,55.3,87.6,5.7,10.3,81.7,14.1,1556,19.7,10423,68.0,9.5,73100,8296,2.67,17376,32056,27.4,386,6036,-9.3,1060,1578,0.0,0.0,0.0,0.0,0.0,25.9,0,32782,204433,8807,21236,3,727.52,31.1 | |
| 5059,Hot Spring County,AR,33368,32923,1.4,32923,5.3,21.6,17.2,48.1,85.6,11.6,0.6,0.4,0.1,1.8,3.3,82.7,87.8,0.9,1.7,83.4,12.3,3202,27.7,14283,72.5,4.8,81300,12231,2.58,19286,41193,14.2,472,5876,-3.7,1793,2636,0.0,0.0,0.0,0.0,0.0,23.8,858460,77002,207424,6511,16843,0,615.2,53.5 | |
| 5061,Howard County,AR,13500,13789,-2.1,13789,6.9,26.1,16.9,51.3,75.8,20.9,1.0,0.7,0.1,1.4,11.0,65.7,88.8,6.2,12.4,76.0,12.0,875,18.7,6236,63.3,7.9,74500,5208,2.6,18707,35879,23.2,300,5881,-1.0,740,955,0.0,0.0,0.0,0.0,0.0,0.0,1081066,45101,160839,11402,9151,3,588.55,23.4 | |
| 5063,Independence County,AR,36959,36647,0.9,36647,6.4,24.0,17.0,51.3,94.5,2.3,0.7,0.8,0.2,1.5,5.9,89.3,83.4,3.6,4.3,82.5,14.4,2826,19.7,16260,70.6,6.8,88900,14544,2.46,20289,35026,23.7,779,13970,-8.9,2431,3110,0.0,0.0,0.0,0.0,0.8,26.3,920041,174997,384242,11132,34685,48,763.95,48.0 | |
| 5065,Izard County,AR,13486,13696,-1.5,13696,4.5,18.2,25.0,47.6,95.4,1.8,1.1,0.3,0.0,1.4,1.9,93.8,86.6,2.3,2.5,79.8,11.7,1605,23.4,7214,78.0,4.5,73900,5682,2.26,18040,30661,18.7,206,1988,3.2,847,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,104699,8035,3275,3,580.58,23.6 | |
| 5067,Jackson County,AR,17534,17998,-2.6,17997,5.6,20.4,16.7,50.3,79.6,17.6,0.7,0.4,0.1,1.6,2.9,77.1,79.1,0.8,1.7,75.6,8.8,1352,19.1,7589,67.2,11.4,56500,6541,2.28,15609,30284,28.4,327,3890,1.9,842,1110,0.0,0.0,0.0,0.0,0.0,17.0,0,95424,190887,11203,9669,5,633.94,28.4 | |
| 5069,Jefferson County,AR,72297,77435,-6.6,77435,6.2,23.3,15.1,50.8,41.7,55.5,0.4,0.9,0.1,1.3,1.9,40.3,85.1,1.4,3.1,83.0,17.5,5858,21.3,33242,64.5,14.8,81100,28367,2.47,19353,37140,23.9,1371,21243,-3.4,3802,4083,28.1,0.0,2.9,0.0,0.0,25.6,0,0,867380,10922,87074,55,870.75,88.9 | |
| 5071,Johnson County,AR,26005,25540,1.8,25540,7.1,24.8,15.8,50.3,93.4,2.1,1.2,1.2,0.1,1.9,13.5,81.1,86.2,6.3,12.1,79.7,14.7,1887,20.5,11351,66.2,11.9,88700,10046,2.49,19366,31003,20.1,394,7204,-4.5,1376,2100,0.0,0.0,0.0,0.0,0.0,28.6,546790,44214,196775,7942,20545,3,659.8,38.7 | |
| 5073,Lafayette County,AR,7111,7645,-7.0,7645,4.7,20.2,21.5,51.7,61.1,37.1,0.4,0.5,0.0,1.0,2.0,59.7,89.7,0.7,1.2,77.5,10.7,534,24.9,4342,72.7,6.5,52200,2722,2.7,17212,29732,24.1,111,780,0.8,321,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,32850,4257,1519,0,528.27,14.5 | |
| 5075,Lawrence County,AR,16931,17412,-2.8,17415,5.6,22.6,19.3,50.5,97.1,1.0,0.5,0.2,0.0,1.2,1.3,96.0,88.8,0.6,1.4,77.4,10.4,1443,25.1,7979,70.7,8.7,59800,6580,2.52,15971,32239,25.4,274,2790,-1.0,1154,1434,0.0,0.0,0.0,0.0,0.0,24.1,0,57963,163661,9703,9250,3,587.61,29.6 | |
| 5077,Lee County,AR,9860,10424,-5.4,10424,5.4,19.6,16.7,44.0,43.1,54.2,0.6,0.5,0.0,1.6,2.7,41.0,87.7,0.8,1.0,70.1,7.1,485,20.4,4364,57.0,14.8,54700,3491,2.54,12529,25034,31.5,127,907,-5.1,643,532,0.0,0.0,0.0,0.0,0.0,23.7,0,84657,35796,3345,2793,0,602.62,17.3 | |
| 5079,Lincoln County,AR,13970,14134,-1.2,14134,4.4,17.8,13.5,38.9,67.7,30.3,0.4,0.3,0.0,1.2,3.6,64.8,88.2,1.5,3.3,73.5,7.9,901,26.2,4858,69.7,7.1,59300,4188,2.53,15023,32697,27.0,155,1636,6.9,575,586,0.0,0.0,0.0,0.0,0.0,32.8,0,0,57549,4202,0,0,561.52,25.2 | |
| 5081,Little River County,AR,12532,13168,-4.8,13171,5.3,22.2,19.5,50.9,75.7,19.7,1.9,0.4,0.0,2.2,3.1,73.3,84.9,1.4,3.0,83.4,10.6,1218,23.4,6446,78.0,8.0,80900,5315,2.41,19880,39673,14.0,162,2713,0.0,598,863,0.0,0.0,0.0,0.0,0.0,21.4,0,13527,88228,6846,6101,1,532.25,24.7 | |
| 5083,Logan County,AR,21958,22353,-1.8,22353,5.6,22.4,19.2,50.2,93.7,1.5,1.2,1.9,0.0,1.7,2.7,91.4,84.9,1.2,2.6,81.3,11.7,2058,26.0,10125,75.4,6.0,81100,8233,2.63,19046,34996,17.6,377,4054,3.7,1218,1924,0.0,0.0,0.0,0.0,0.0,0.0,692089,0,178072,7855,10022,8,708.13,31.6 | |
| 5085,Lonoke County,AR,71557,68354,4.7,68356,6.7,26.4,12.6,50.5,90.4,6.2,0.7,0.9,0.1,1.8,4.0,86.8,85.3,2.1,2.5,86.7,18.2,7426,25.6,28618,73.2,9.3,120600,25052,2.74,23218,52582,13.2,1002,10181,2.7,4220,5253,4.1,0.0,0.7,0.0,2.2,21.5,0,161592,497238,7821,46387,263,770.73,88.7 | |
| 5087,Madison County,AR,15740,15720,0.1,15717,6.2,23.5,17.5,49.9,95.2,0.4,1.7,0.8,0.4,1.6,5.4,90.4,88.3,2.3,4.7,76.6,10.3,1279,29.6,7485,76.5,3.1,92800,6048,2.58,18754,35771,22.6,189,2422,1.7,1237,1202,0.0,0.0,0.0,0.0,0.0,0.0,0,0,114683,7381,3245,0,834.26,18.8 | |
| 5089,Marion County,AR,16367,16653,-1.7,16653,4.4,17.3,26.8,50.3,96.5,0.4,0.9,0.3,0.1,1.8,2.3,94.6,88.5,2.4,1.9,83.6,12.9,2267,24.1,9333,79.5,5.1,92700,7036,2.34,18188,34494,18.9,213,3002,2.6,1165,2094,0.0,0.0,0.0,0.0,0.0,0.0,350144,0,87884,5291,8605,2,597.01,27.9 | |
| 5091,Miller County,AR,43428,43462,-0.1,43462,7.0,24.1,15.2,50.8,71.7,25.1,0.8,0.6,0.1,1.8,3.1,69.3,80.8,0.9,3.2,85.1,13.9,3406,20.2,19415,67.2,19.2,92900,16950,2.49,20636,41319,19.5,704,10926,-3.1,2423,3160,11.3,0.0,1.1,0.0,0.0,18.9,712872,0,407683,9503,43650,37,625.58,69.5 | |
| 5093,Mississippi County,AR,44235,46480,-4.8,46480,7.0,26.7,13.4,51.3,62.8,34.9,0.5,0.5,0.0,1.3,4.0,59.4,82.1,1.8,4.2,77.8,13.0,3002,18.2,20506,58.8,17.3,75300,17058,2.64,18905,36428,24.9,836,17787,17.0,2083,2231,13.4,0.0,0.0,0.0,0.0,28.9,5010206,0,421872,9051,45822,30,900.57,51.6 | |
| 5095,Monroe County,AR,7582,8150,-7.0,8149,5.8,21.2,20.3,52.5,56.7,40.3,0.7,0.6,0.0,1.7,2.2,55.1,87.6,0.8,1.5,75.3,11.3,629,19.5,4432,63.5,14.6,52200,3393,2.33,16939,27263,28.8,197,1723,1.4,534,832,0.0,0.0,0.0,0.0,0.0,0.0,0,64682,82241,9599,8190,1,607.12,13.4 | |
| 5097,Montgomery County,AR,9082,9487,-4.3,9487,4.3,19.2,25.4,50.1,95.1,0.6,1.3,0.7,0.0,2.3,3.6,92.3,86.1,1.7,3.8,82.3,12.9,1139,25.9,5747,79.8,3.2,76400,3873,2.39,19021,31345,22.0,141,920,2.6,740,922,0.0,0.0,0.0,0.0,0.0,0.0,0,0,32370,3570,18197,0,779.88,12.2 | |
| 5099,Nevada County,AR,8723,8997,-3.0,8997,6.4,22.7,19.4,50.6,67.1,30.5,0.5,0.4,0.1,1.6,3.3,64.1,87.0,1.0,2.7,82.1,12.8,762,25.1,4542,73.1,5.9,64600,3622,2.41,18695,33694,26.5,123,1948,3.1,471,622,0.0,0.0,0.0,0.0,0.0,0.0,0,0,136792,14660,3228,0,617.84,14.6 | |
| 5101,Newton County,AR,7904,8330,-5.1,8330,4.8,19.5,24.3,49.5,95.5,0.3,1.5,0.3,0.0,2.4,1.8,94.0,94.2,0.8,0.9,79.8,12.7,838,37.7,4667,82.5,3.3,74600,3507,2.32,17884,30038,23.5,83,759,15.3,697,1027,0.0,0.0,0.0,0.0,0.0,0.0,0,0,13268,1596,3264,1,820.9,10.1 | |
| 5103,Ouachita County,AR,24828,26121,-5.0,26120,6.2,23.0,18.3,52.6,57.0,40.3,0.4,0.5,0.1,1.8,2.2,55.4,89.4,1.0,1.6,84.7,15.5,2039,22.7,13067,66.3,8.9,70000,10733,2.36,18975,32015,23.1,530,7423,-2.4,1292,2153,13.6,0.0,0.0,0.0,0.0,0.0,0,0,185662,7135,14614,3,732.78,35.6 | |
| 5105,Perry County,AR,10245,10441,-1.9,10445,5.2,22.1,17.9,50.3,94.8,2.2,0.8,0.2,0.0,2.0,2.8,92.4,87.6,0.8,0.8,84.6,11.9,1002,34.8,4900,79.5,2.5,77700,3903,2.61,22047,42455,15.6,107,816,0.5,700,636,0.0,0.0,0.0,0.0,0.0,0.0,0,1528,32763,3162,1718,1,551.4,18.9 | |
| 5107,Phillips County,AR,19930,21757,-8.4,21757,8.0,27.2,16.3,53.0,36.5,61.6,0.4,0.4,0.0,1.2,1.7,35.6,82.1,0.6,1.9,72.8,12.0,1271,18.3,10163,54.5,17.2,59500,8339,2.52,16830,26737,33.5,414,4195,1.2,1419,1791,26.7,0.0,0.0,0.0,0.0,33.4,0,0,229411,10468,13481,34,695.66,31.3 | |
| 5109,Pike County,AR,11024,11291,-2.4,11291,5.8,22.8,18.6,50.2,93.3,3.5,1.1,0.7,0.0,1.5,6.6,87.6,84.3,3.7,5.5,80.1,13.8,862,24.1,5569,73.1,6.1,75200,4325,2.55,18377,32206,24.8,201,1792,5.0,866,964,0.0,0.0,0.0,0.0,0.0,15.1,0,92105,52793,4876,6825,0,600.62,18.8 | |
| 5111,Poinsett County,AR,24246,24583,-1.4,24583,6.4,23.7,17.1,51.4,89.8,8.0,0.3,0.3,0.0,1.6,2.7,87.5,81.7,1.3,2.3,73.3,8.6,1835,23.5,10937,62.5,12.7,71300,9369,2.56,16919,32089,28.1,365,3546,-1.9,1424,1682,0.0,0.0,0.0,0.0,0.0,20.3,172016,0,193122,7762,11615,9,758.39,32.4 | |
| 5113,Polk County,AR,20225,20662,-2.1,20662,5.9,23.4,21.7,50.8,94.5,0.5,2.0,0.6,0.0,2.4,6.4,88.6,88.1,2.8,4.7,85.1,12.3,2163,20.3,10034,77.0,5.3,82700,8069,2.53,19116,32835,23.1,453,5036,-2.0,1461,1931,0.0,0.0,0.0,0.0,0.0,22.6,303468,47813,176896,8785,14410,2,857.68,24.1 | |
| 5115,Pope County,AR,63201,61754,2.3,61754,6.2,22.8,14.4,50.1,92.4,3.2,1.0,1.2,0.1,2.1,8.4,84.8,83.4,3.5,6.9,81.9,20.7,4459,19.5,25915,69.8,14.2,110200,22603,2.63,19918,40453,19.3,1536,23438,0.5,3684,5192,0.0,0.0,0.0,0.0,1.8,21.3,1436684,234454,919267,15530,79437,53,812.55,76.0 | |
| 5117,Prairie County,AR,8304,8715,-4.7,8715,5.0,20.2,22.0,50.6,86.7,11.7,0.4,0.1,0.0,1.0,1.2,85.7,90.2,0.3,0.8,78.6,9.3,824,24.4,4493,72.9,7.6,72400,3737,2.26,18137,34855,21.2,157,905,0.3,496,572,0.0,0.0,0.0,0.0,0.0,9.3,0,28389,39496,4481,4266,11,647.96,13.4 | |
| 5119,Pulaski County,AR,392702,382796,2.6,382748,7.0,23.7,13.5,52.0,59.2,36.0,0.5,2.2,0.1,2.0,6.0,54.0,83.3,5.2,7.9,89.2,31.2,31984,19.8,181406,60.4,26.3,140500,153720,2.47,27414,46013,17.2,12010,204171,0.7,26975,35392,14.1,1.2,2.0,0.0,2.1,26.7,5969537,13418974,6163074,16435,809950,1142,759.76,503.8 | |
| 5121,Randolph County,AR,17571,17969,-2.2,17969,5.7,22.5,19.9,50.9,96.8,0.9,0.5,0.4,0.0,1.3,1.9,95.2,85.4,0.6,1.6,80.4,12.3,1405,29.2,8522,75.3,7.7,74100,7244,2.42,18871,34418,21.8,325,3500,5.4,1252,1427,0.0,0.0,0.0,0.0,0.0,14.2,148093,39297,137421,7618,13904,11,652.19,27.6 | |
| 5123,St. Francis County,AR,26899,28258,-4.8,28258,6.4,22.5,13.9,45.1,44.5,52.7,0.7,0.6,0.0,1.5,4.4,41.1,83.8,2.4,5.9,76.0,11.7,1905,20.6,10929,55.3,15.6,65600,9358,2.57,15511,30873,28.4,462,5148,-5.0,1882,2007,33.3,0.0,0.0,0.0,1.4,38.8,0,0,353772,13206,28530,0,634.77,44.5 | |
| 5125,Saline County,AR,115719,107118,8.0,107118,6.0,23.8,17.1,51.0,90.3,6.6,0.6,1.1,0.1,1.4,4.2,86.6,88.4,2.2,4.3,89.2,23.4,10509,25.6,46701,77.7,8.0,138600,41287,2.62,25962,55348,8.6,1837,19290,1.5,7532,9517,1.7,0.0,1.5,0.0,0.0,23.9,366948,265183,1157723,12137,81237,326,723.6,148.0 | |
| 5127,Scott County,AR,10693,11233,-4.8,11233,5.7,23.6,18.7,49.6,91.1,0.7,2.3,3.8,0.0,2.1,7.6,84.3,85.6,4.8,9.4,77.0,11.6,961,23.0,5183,73.0,8.3,82100,4324,2.55,18934,37448,20.0,154,2178,0.3,613,776,0.0,0.0,0.0,0.0,0.0,0.0,203046,9183,48651,4308,3086,42,892.32,12.6 | |
| 5129,Searcy County,AR,7929,8195,-3.2,8195,5.0,20.3,23.6,49.6,95.5,0.3,1.4,0.2,0.0,2.5,2.1,93.7,91.8,0.8,1.5,74.1,12.0,745,29.4,4895,77.5,5.1,85100,3296,2.43,16731,30779,26.1,116,1083,3.3,754,728,0.0,0.0,0.0,0.0,0.0,19.8,0,0,59109,7339,2859,0,666.1,12.3 | |
| 5131,Sebastian County,AR,126776,125744,0.8,125744,6.8,24.5,14.5,51.0,82.9,6.8,2.3,4.5,0.3,3.4,13.4,71.1,84.7,9.5,14.5,82.2,19.2,10175,17.7,56034,62.8,22.6,114500,49294,2.53,23222,40471,21.2,3482,61045,-2.4,8225,10763,2.5,1.5,3.4,0.0,2.2,0.0,5676530,1313822,1825534,14995,207768,414,531.91,236.4 | |
| 5133,Sevier County,AR,17426,17058,2.2,17058,7.7,28.8,13.6,50.3,89.0,4.5,3.3,0.5,0.3,2.4,32.7,58.6,83.8,16.9,28.6,66.3,8.6,1055,21.4,6882,69.6,5.2,68800,5745,2.95,16021,35153,24.4,270,4148,-21.1,779,908,0.0,0.0,0.0,0.0,3.6,25.3,0,0,160591,9806,6925,8,565.13,30.2 | |
| 5135,Sharp County,AR,16906,17267,-2.1,17264,5.2,20.4,25.7,50.6,95.9,0.8,1.0,0.4,0.0,1.9,2.1,94.0,87.6,1.4,3.4,83.0,11.0,2092,27.9,9821,80.0,5.1,73800,7023,2.42,16714,30861,23.9,309,2394,-1.8,1276,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,155959,8792,12969,8,604.44,28.6 | |
| 5137,Stone County,AR,12494,12394,0.8,12394,4.9,20.1,25.4,50.4,96.6,0.4,0.8,0.4,0.0,1.8,1.8,95.0,84.5,0.8,1.3,78.9,14.2,1342,21.1,6757,78.3,4.1,88100,5135,2.41,17403,29832,25.5,234,2024,-2.0,1183,1918,0.0,0.0,0.0,0.0,0.0,17.8,0,32552,108393,9100,12052,8,606.41,20.4 | |
| 5139,Union County,AR,40227,41639,-3.4,41639,6.5,23.9,16.6,51.4,64.4,32.6,0.6,0.8,0.1,1.5,3.6,61.5,86.1,2.1,4.0,82.4,16.1,3090,18.2,19676,69.3,8.2,75000,16596,2.45,20718,37435,21.5,1140,16689,2.3,2733,3612,10.5,0.0,0.7,0.0,0.0,27.4,3901892,0,526384,12261,39958,87,1039.21,40.1 | |
| 5141,Van Buren County,AR,16851,17294,-2.6,17295,4.9,19.7,24.6,50.3,96.3,0.5,0.9,0.4,0.0,1.9,3.1,93.5,88.0,1.6,2.8,81.4,13.6,1901,28.7,10341,78.1,9.5,86700,7063,2.4,18782,32517,24.5,338,3484,-4.2,1259,1819,0.0,0.0,0.0,0.0,0.0,0.0,0,50733,152073,9238,12534,3,708.14,24.4 | |
| 5143,Washington County,AR,220792,203060,8.7,203065,7.4,25.3,10.7,49.9,87.3,3.5,1.5,2.6,2.5,2.6,16.2,72.2,75.2,11.6,18.0,82.6,28.7,12056,20.6,89775,55.9,31.3,148800,79214,2.53,23264,41248,20.7,4934,79392,0.5,14580,17653,0.0,1.5,1.2,0.0,4.4,22.4,3497554,1328121,2723279,13987,355688,1131,941.97,215.6 | |
| 5145,White County,AR,78592,77076,2.0,77076,6.5,23.8,15.1,51.1,92.2,4.6,0.7,0.7,0.1,1.9,4.2,88.4,82.8,2.5,4.3,82.6,18.1,6022,22.8,33198,68.4,14.2,100100,29632,2.5,21793,42487,17.5,1519,22276,-4.6,5198,7525,1.0,0.6,0.0,0.0,0.7,17.2,1168164,0,803511,10907,79764,116,1035.08,74.5 | |
| 5147,Woodruff County,AR,6910,7264,-4.9,7260,5.7,21.9,21.2,52.0,70.7,26.9,0.3,0.2,0.1,1.7,1.5,69.5,89.8,0.7,0.5,73.6,10.1,581,19.3,3882,62.9,13.5,58400,3070,2.29,19087,28259,24.3,138,1307,1.0,393,391,0.0,0.0,0.0,0.0,0.0,24.6,0,90943,64736,8451,1311,0,586.79,12.4 | |
| 5149,Yell County,AR,21951,22185,-1.1,22185,6.5,25.1,17.1,50.2,93.9,2.1,1.0,1.6,0.1,1.4,18.9,76.1,84.7,12.7,19.1,71.3,9.4,1426,20.4,9732,66.4,10.2,91200,7917,2.74,16992,35535,22.7,307,4940,1.0,1159,1297,0.0,0.0,0.0,0.0,0.0,24.3,449599,5811,109292,5001,9171,1,929.98,23.9 | |
| 6000,California,,38802500,37254503,4.2,37253956,6.5,23.6,12.9,50.3,73.2,6.5,1.7,14.4,0.5,3.7,38.6,38.5,84.2,27.0,43.7,81.2,30.7,1893539,27.2,13900766,55.3,31.0,366400,12542460,2.94,29527,61094,15.9,874243,13401863,3.5,2983996,3425510,4.0,1.3,14.9,0.3,16.5,30.3,491372092,598456486,455032270,12561,80852787,83645,155779.22,239.1 | |
| 6001,Alameda County,CA,1610921,1510261,6.7,1510271,6.1,21.4,12.5,51.0,51.7,12.1,1.1,28.9,1.0,5.2,22.7,32.8,84.1,30.8,43.1,86.4,41.8,63738,28.8,592355,53.2,38.2,493800,545071,2.76,35763,72112,12.5,37108,598309,1.9,124216,140342,6.8,0.0,24.4,0.0,8.9,32.2,25236865,35674007,17909054,12359,2807766,3438,739.02,2043.6 | |
| 6003,Alpine County,CA,1116,1175,-5.0,1175,3.3,20.0,21.1,48.0,70.3,0.3,24.7,1.3,0.0,3.4,9.6,64.7,84.8,3.8,9.9,90.4,31.2,177,23.7,1765,81.5,35.7,333600,394,2.9,25527,58636,16.6,36,176,-71.5,101,122,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,3,738.33,1.6 | |
| 6005,Amador County,CA,36742,38091,-3.5,38091,3.7,15.3,25.1,46.9,90.7,2.1,2.2,1.4,0.2,3.3,13.0,79.6,86.1,5.7,9.6,88.1,19.3,4631,30.0,18249,76.1,8.5,270500,14262,2.32,27347,53684,12.6,786,7768,2.9,2678,3491,0.0,0.0,0.0,0.0,0.0,23.0,142958,0,1800754,46797,61202,22,594.58,64.1 | |
| 6007,Butte County,CA,224241,220000,1.9,220000,5.4,20.2,17.0,50.5,86.6,1.8,2.5,4.6,0.3,4.2,15.5,73.5,79.1,7.5,13.6,87.7,24.4,18453,20.3,97486,60.1,20.0,225900,84816,2.53,23787,43752,20.4,4637,56166,4.6,13031,17307,1.2,0.0,2.7,0.0,0.0,30.9,987397,796397,2400652,11025,355840,550,1636.46,134.4 | |
| 6009,Calaveras County,CA,44624,45578,-2.1,45578,3.9,17.7,25.1,50.0,91.9,1.0,1.9,1.5,0.2,3.5,11.5,82.1,89.3,4.2,7.0,92.8,21.2,5216,35.5,28053,78.4,4.6,254800,18702,2.38,29329,55295,10.9,881,5729,1.3,3521,5365,0.0,0.0,0.0,0.0,0.0,24.7,0,24179,292762,6249,42359,70,1020.01,44.7 | |
| 6011,Colusa County,CA,21419,21419,0.0,21419,7.4,28.0,13.1,48.6,91.6,1.2,2.6,1.8,0.6,2.3,58.1,36.7,82.4,23.3,46.3,69.4,13.8,1126,21.2,7938,63.3,12.0,181600,6853,3.07,21579,52158,12.5,376,3956,1.3,974,1234,0.0,0.0,0.0,0.0,0.0,25.9,288416,183229,208543,9884,91604,58,1150.73,18.6 | |
| 6013,Contra Costa County,CA,1111339,1049197,5.9,1049025,5.8,23.4,14.2,51.3,67.3,9.6,1.0,16.4,0.6,5.1,25.2,45.6,85.3,23.5,33.3,88.8,39.0,57474,33.3,406772,65.9,23.6,404000,375855,2.81,38219,78756,10.5,22338,306661,3.5,82405,95688,4.1,1.4,14.8,0.3,10.9,31.2,32021431,6643987,11763753,11641,1562250,2001,715.94,1465.2 | |
| 6015,Del Norte County,CA,27212,28610,-4.9,28610,5.8,21.2,15.6,45.2,78.6,3.5,9.0,3.7,0.2,5.0,19.0,63.3,78.5,6.5,15.3,79.1,14.0,2770,14.2,11336,60.2,12.1,198400,9593,2.58,19072,37909,21.8,417,3966,-0.1,1210,1604,0.0,0.0,0.0,0.0,0.0,28.0,0,0,206291,7176,32195,9,1006.37,28.4 | |
| 6017,El Dorado County,CA,183087,181057,1.1,181058,4.4,20.9,18.0,49.9,89.8,1.0,1.3,4.0,0.2,3.6,12.7,78.7,85.5,8.7,12.5,93.2,32.0,16792,28.8,88866,74.8,11.8,359500,67885,2.64,34884,69297,9.0,4236,40712,2.2,15627,21265,0.0,0.0,2.4,0.0,6.5,26.9,662228,363644,1619711,9216,301718,190,1707.88,106.0 | |
| 6019,Fresno County,CA,965974,930452,3.8,930450,8.3,28.9,11.2,50.1,77.2,5.9,3.0,10.7,0.3,3.0,51.9,30.9,83.6,21.9,43.7,73.1,19.6,42944,22.1,324126,53.8,25.9,195400,289811,3.18,20208,45563,26.0,15973,239776,2.0,49304,58745,3.9,0.0,11.3,0.0,21.4,29.4,7827264,7846791,9808267,11022,1147177,1892,5957.99,156.2 | |
| 6021,Glenn County,CA,27955,28122,-0.6,28122,7.0,26.7,14.9,49.6,90.0,1.2,2.9,3.0,0.2,2.7,40.4,53.0,86.6,17.2,36.1,72.3,14.6,1514,21.8,10917,63.1,13.3,217700,9628,2.87,22148,43023,18.8,453,4574,0.1,1353,1903,0.0,0.0,0.0,0.0,16.6,26.1,278276,148410,203958,7320,30980,30,1313.95,21.4 | |
| 6023,Humboldt County,CA,134809,134623,0.1,134623,5.4,19.5,15.4,50.0,84.0,1.4,6.2,2.8,0.3,5.4,10.8,75.5,81.2,5.7,9.7,90.4,27.5,10437,17.5,62348,55.9,19.9,288300,53296,2.44,23540,41426,20.4,3169,32396,0.2,11071,14689,0.0,2.9,0.0,0.0,0.0,26.9,877020,0,1726357,13428,209017,234,3567.99,37.7 | |
| 6025,Imperial County,CA,179091,174528,2.6,174528,8.3,28.5,12.0,48.9,89.7,3.5,2.6,2.3,0.2,1.7,82.3,12.3,84.0,32.3,74.5,64.5,13.3,6405,20.8,56972,56.4,21.3,147300,48099,3.42,16763,41807,23.3,2419,31319,3.9,9691,10129,2.6,2.6,0.0,0.0,52.2,28.8,1207866,0,1727258,10771,167799,246,4176.6,41.8 | |
| 6027,Inyo County,CA,18410,18546,-0.7,18546,6.0,20.6,21.4,49.9,81.4,1.0,12.8,1.6,0.1,3.1,20.9,64.3,88.2,10.4,14.9,88.1,21.4,1720,14.8,9513,64.1,11.0,236100,7873,2.3,27441,44796,12.8,525,5085,-2.4,1298,1709,0.0,0.0,0.0,0.0,0.0,0.0,0,0,241967,13876,91666,7,10180.88,1.8 | |
| 6029,Kern County,CA,874589,839631,4.2,839631,8.4,29.4,9.9,48.7,82.7,6.3,2.6,5.0,0.3,3.0,51.5,36.2,80.4,20.6,42.1,72.4,15.0,44753,23.6,291454,58.0,18.5,161700,255271,3.19,20295,48552,22.9,12344,195927,3.1,43515,53051,4.4,2.3,0.0,0.2,24.0,31.4,9456205,5730521,7876043,10037,940340,2297,8131.92,103.3 | |
| 6031,Kings County,CA,150269,152982,-1.8,152982,7.9,27.5,9.1,44.8,81.3,7.3,3.0,4.4,0.3,3.6,53.2,33.7,81.1,20.1,42.8,71.0,12.9,10609,21.4,44864,51.8,19.7,176900,40785,3.28,18429,48133,21.0,1575,23441,0.6,4180,6194,0.0,1.1,6.8,0.0,27.1,35.0,2107702,0,1035901,7017,360069,434,1389.42,110.1 | |
| 6033,Lake County,CA,64184,64665,-0.7,64665,5.8,20.4,20.6,50.0,87.7,2.1,4.1,1.4,0.3,4.5,19.1,72.1,80.7,8.6,14.2,85.4,16.2,6777,27.5,35657,62.7,7.7,183600,26505,2.38,21537,36548,25.0,1032,9233,1.0,3929,4961,0.9,0.0,0.0,0.0,0.0,31.6,0,0,557902,8630,68069,45,1256.46,51.5 | |
| 6035,Lassen County,CA,31749,34895,-9.0,34895,4.5,17.0,12.5,36.3,81.6,8.8,4.2,1.4,0.6,3.4,18.5,66.0,71.1,7.0,17.7,79.4,13.1,3119,19.4,12741,62.9,13.4,185500,9945,2.36,19931,53107,16.9,409,3947,12.5,1031,1829,0.0,0.0,0.0,0.0,0.0,20.3,0,0,260422,7440,29679,6,4541.18,7.7 | |
| 6037,Los Angeles County,CA,10116705,9818664,3.0,9818605,6.4,22.8,12.2,50.7,71.3,9.2,1.5,14.8,0.4,2.9,48.4,26.8,86.4,35.1,56.8,76.6,29.7,331642,29.3,3482516,46.9,42.2,420200,3230383,3.01,27749,55909,17.8,253227,3799831,3.8,945941,1046940,5.7,1.4,17.5,0.3,21.6,30.2,153343705,198435837,119111840,12236,20238148,17659,4057.88,2419.6 | |
| 6039,Madera County,CA,154548,150865,2.4,150865,7.5,27.6,12.8,51.9,86.0,4.3,4.5,2.5,0.3,2.4,56.1,35.8,87.4,21.5,44.1,68.5,13.6,8266,25.5,49891,60.8,10.6,182000,42516,3.37,17847,45625,22.8,1883,25438,2.6,6970,9543,0.0,0.0,5.1,0.0,23.7,26.3,1452945,353109,1010216,6956,125079,214,2137.07,70.6 | |
| 6041,Marin County,CA,260750,252409,3.3,252409,4.8,20.5,19.4,51.2,86.0,2.9,1.1,6.1,0.3,3.7,16.0,72.2,85.0,19.0,23.0,92.4,54.6,15439,28.6,112295,62.8,26.9,781900,102912,2.39,56791,90839,7.7,9654,98110,4.0,36468,42712,0.9,0.0,0.0,0.0,0.0,33.9,397211,2373072,4589300,18648,626574,390,520.31,485.1 | |
| 6043,Mariposa County,CA,17682,18250,-3.1,18251,4.4,16.7,24.5,49.2,90.1,1.1,3.4,1.4,0.2,3.8,10.3,81.4,87.4,4.7,8.6,87.7,21.3,2153,32.0,10329,71.6,5.9,235000,7238,2.36,26988,49820,16.1,349,3246,-1.8,1232,1437,0.0,0.0,0.0,0.0,0.0,0.0,0,0,84507,4705,132992,24,1448.82,12.6 | |
| 6045,Mendocino County,CA,87869,87840,0.0,87841,6.2,21.9,18.9,50.2,86.3,1.0,6.3,2.2,0.3,4.0,24.1,66.2,84.2,12.5,21.2,85.2,22.0,6798,18.6,40718,58.2,12.5,323600,33878,2.52,23306,43469,20.0,2466,22157,2.6,8223,11015,0.3,1.9,0.0,0.0,0.0,27.6,773447,0,1259064,14716,194204,109,3506.34,25.1 | |
| 6047,Merced County,CA,266353,255798,4.1,255793,8.1,30.0,10.5,49.5,82.0,4.2,2.5,8.1,0.4,3.0,57.5,29.5,82.2,25.6,52.5,66.7,12.6,11102,26.3,84167,53.6,17.3,146400,75409,3.36,18177,42591,25.4,2852,41183,1.1,10521,12639,2.6,0.0,9.1,0.0,24.8,30.2,3954248,0,2001290,8233,219430,169,1934.97,132.2 | |
| 6049,Modoc County,CA,9023,9686,-6.8,9686,4.7,20.1,23.2,49.5,88.9,1.2,5.1,1.2,0.3,3.2,14.8,77.6,84.7,7.1,12.8,84.8,18.7,996,16.9,5238,68.8,4.8,164100,3983,2.23,21200,36212,21.0,158,1228,-7.3,555,893,0.0,0.0,0.0,0.0,0.0,0.0,0,0,53025,5827,8787,8,3917.77,2.5 | |
| 6051,Mono County,CA,13997,14202,-1.4,14202,5.0,19.5,11.8,46.7,91.6,0.8,2.9,1.8,0.3,2.7,27.9,65.8,75.1,17.0,22.4,83.8,29.8,850,16.2,14002,55.6,45.3,344500,5268,2.65,28046,61757,8.5,562,6264,12.5,1346,2137,0.0,0.0,0.0,0.0,0.0,21.3,0,0,154316,12032,217352,29,3048.98,4.7 | |
| 6053,Monterey County,CA,431344,415057,3.9,415057,7.7,26.4,12.0,49.0,82.6,3.5,2.7,6.9,0.6,3.7,57.4,31.2,84.1,29.9,52.6,71.0,23.0,21572,22.5,140144,49.7,26.5,362400,125428,3.2,24775,59168,17.0,8408,101020,1.9,23865,31711,2.4,1.3,7.5,0.0,21.8,32.5,2227640,0,4541144,11293,1197083,361,3280.6,126.5 | |
| 6055,Napa County,CA,141667,136530,3.8,136484,5.4,21.8,16.8,50.3,84.8,2.4,1.2,8.1,0.4,3.2,33.7,53.7,86.0,22.4,35.0,83.1,31.3,9410,23.6,55317,60.6,19.7,428600,49431,2.69,34795,70443,10.1,4043,58272,1.9,11274,12794,0.0,1.3,5.4,0.0,10.3,31.1,4529328,0,1665005,12619,620353,147,748.36,182.4 | |
| 6057,Nevada County,CA,98893,98748,0.1,98764,4.2,17.8,23.4,50.8,93.6,0.6,1.2,1.4,0.2,3.0,9.2,85.6,86.2,6.0,7.7,94.3,32.3,10085,24.6,53080,72.6,10.1,357300,40991,2.38,32346,57353,12.0,2966,26259,3.1,11651,14492,0.0,0.0,0.0,0.0,0.0,28.7,664601,0,1077159,11111,199443,290,957.77,103.1 | |
| 6059,Orange County,CA,3145515,3010269,4.5,3010232,6.1,23.0,13.1,50.6,73.5,2.1,1.1,19.6,0.4,3.3,34.3,42.0,84.9,30.4,45.5,83.8,36.8,131229,26.3,1072011,58.7,34.2,519600,995512,3.02,34057,75422,12.4,89496,1381148,2.4,278270,329380,1.3,1.0,19.2,0.3,12.4,28.4,49131942,97963621,45022513,15221,8247828,9291,790.57,3807.7 | |
| 6061,Placer County,CA,371694,348494,6.7,348432,5.4,22.9,17.8,51.2,85.9,1.7,1.1,7.1,0.2,4.0,13.5,74.2,85.1,10.6,15.0,93.6,35.1,29780,26.9,157446,70.6,16.7,342000,132709,2.66,34886,72725,8.7,9707,129592,3.2,29974,36890,1.2,0.0,6.6,0.0,5.3,28.3,3023419,3898601,6180067,18622,773617,1990,1407.01,247.6 | |
| 6063,Plumas County,CA,18606,20007,-7.0,20007,4.4,17.2,24.7,49.8,90.9,1.2,3.2,1.1,0.1,3.5,8.4,84.0,85.9,5.1,9.7,89.9,22.6,2276,22.9,15692,69.7,6.0,243700,8997,2.13,29806,45794,15.2,593,3656,-2.0,1529,2277,0.0,0.0,0.0,0.0,0.0,23.0,130591,0,175272,8506,30078,32,2553.04,7.8 | |
| 6065,Riverside County,CA,2329271,2189757,6.4,2189641,6.8,26.3,13.2,50.3,80.5,7.0,1.9,6.8,0.4,3.4,47.4,37.4,82.8,21.9,39.9,79.6,20.5,135139,32.0,819936,66.5,16.3,231000,683144,3.21,23591,56529,16.2,34773,493307,3.4,152801,163248,5.2,0.0,8.0,0.0,24.0,30.4,13623526,16912263,24146447,11745,4835331,6761,7206.48,303.8 | |
| 6067,Sacramento County,CA,1482026,1418742,4.5,1418788,6.7,24.4,12.8,51.1,64.6,10.9,1.5,15.8,1.2,6.0,22.5,46.6,79.8,19.9,31.2,85.9,28.0,94398,25.7,561842,56.7,26.7,234200,517243,2.72,26739,55064,17.6,27571,428475,5.5,95166,108950,6.4,1.2,14.9,0.3,8.5,32.1,7282833,15728050,15599967,11357,2252889,1761,964.64,1470.8 | |
| 6069,San Benito County,CA,58267,55269,5.4,55269,6.7,26.8,11.4,49.8,88.4,1.3,3.1,3.5,0.4,3.3,58.3,36.0,83.1,20.1,38.6,76.9,18.2,2715,30.2,18113,61.6,13.6,343000,16995,3.28,25914,66237,11.9,927,10161,7.2,3307,3652,0.0,0.0,0.0,0.0,0.0,30.3,630311,319609,352941,6475,50184,105,1388.71,39.8 | |
| 6071,San Bernardino County,CA,2112619,2035215,3.8,2035210,7.3,27.2,10.3,50.2,77.3,9.5,2.0,7.3,0.5,3.4,51.7,30.6,82.7,21.1,41.1,78.2,18.7,104576,29.9,708297,61.9,19.8,222300,603879,3.33,21332,54090,18.7,32426,538336,3.4,135455,151888,7.9,0.0,11.5,0.3,27.7,30.6,18907342,27579924,21717402,10897,2754662,3405,20056.94,101.5 | |
| 6073,San Diego County,CA,3263431,3095308,5.4,3095313,6.6,22.3,12.7,49.8,76.3,5.6,1.3,11.9,0.6,4.3,33.2,46.7,83.9,23.4,37.4,85.5,34.6,234211,24.4,1187625,53.8,35.8,402100,1076483,2.83,30668,62962,14.4,78379,1181133,2.0,246649,291124,2.9,1.3,10.0,0.3,15.2,29.9,27541073,33704921,38710620,13009,9551513,6875,4206.63,735.8 | |
| 6075,San Francisco County,CA,852469,805195,5.9,805235,4.6,13.4,14.4,49.1,53.8,5.8,0.8,34.9,0.5,4.2,15.3,41.2,84.1,35.6,45.0,86.3,52.4,29478,30.5,386564,36.6,67.7,744600,345344,2.31,48486,75604,13.5,32360,542366,3.8,89078,105030,2.7,0.0,24.0,0.2,6.6,30.1,2077457,10562176,12399960,15516,5039171,2711,46.87,17179.1 | |
| 6077,San Joaquin County,CA,715597,685308,4.4,685306,7.3,27.8,11.8,50.2,68.1,8.1,2.0,15.9,0.7,5.2,40.5,34.0,81.7,23.1,39.9,77.3,18.1,35277,29.4,237542,58.3,17.9,208000,215563,3.14,22589,53380,18.2,10668,166252,2.2,34735,41137,5.7,0.0,16.2,0.4,17.4,31.0,8272476,9001313,7109680,10687,745809,1265,1391.32,492.6 | |
| 6079,San Luis Obispo County,CA,279083,269593,3.5,269637,4.8,18.1,17.5,49.1,89.0,2.2,1.4,3.8,0.2,3.4,22.0,69.5,78.9,10.4,18.0,89.6,31.5,21244,21.1,119143,58.4,18.4,426600,102154,2.5,29954,58697,14.3,7873,86125,2.7,23558,29920,0.0,1.1,3.6,0.0,7.9,27.7,2548202,955049,3548407,13559,767899,983,3298.57,81.7 | |
| 6081,San Mateo County,CA,758581,718498,5.6,718451,6.1,21.5,14.7,50.8,62.5,3.0,0.9,27.7,1.6,4.4,25.3,40.4,87.6,34.0,46.0,88.6,44.4,32332,25.7,273539,59.4,33.2,722200,257941,2.79,45732,88202,7.6,20342,347658,4.4,63460,74604,1.6,0.9,18.6,0.5,11.7,29.9,17918237,12607786,10198837,14625,2107180,1461,448.41,1602.2 | |
| 6083,Santa Barbara County,CA,440668,423939,3.9,423895,6.4,22.4,14.0,49.9,85.9,2.4,2.2,5.7,0.2,3.5,44.4,45.9,79.0,23.4,40.2,79.1,31.3,26102,19.4,154401,52.6,29.6,453000,141720,2.89,30352,62779,16.0,11211,137623,2.5,32058,39834,0.0,1.1,5.9,0.0,13.9,28.3,3174119,4023586,4983368,12443,1361476,755,2735.09,155.0 | |
| 6085,Santa Clara County,CA,1894605,1781672,6.3,1781642,6.5,23.1,12.2,49.7,56.4,2.9,1.3,34.9,0.5,4.0,26.6,33.3,84.5,37.1,51.2,86.5,46.5,66749,25.0,651156,57.5,33.0,645600,609377,2.92,41513,91702,10.2,46212,926766,3.5,128730,156084,0.0,1.0,28.5,0.4,10.8,29.7,45088754,60644055,26491464,15367,4147579,9932,1290.1,1381.0 | |
| 6087,Santa Cruz County,CA,271804,262362,3.6,262382,5.6,20.1,13.5,50.4,87.7,1.4,1.8,4.8,0.2,4.1,33.2,58.2,84.1,18.3,31.0,84.9,37.0,12471,25.4,105275,58.8,20.4,557500,93504,2.72,32295,66519,14.6,6779,70493,2.9,23649,29122,0.0,0.0,4.8,0.0,0.0,34.2,1502419,0,3725362,14894,513826,291,445.17,589.4 | |
| 6089,Shasta County,CA,179804,177223,1.5,177223,5.8,21.6,19.2,51.0,88.5,1.1,3.1,3.0,0.2,4.2,9.4,80.9,82.4,5.2,8.7,88.4,18.8,17765,20.1,77915,64.2,16.0,220000,68980,2.54,23670,44651,17.5,4126,47159,1.5,11542,0,0.0,0.0,0.0,0.0,0.0,0.0,662910,829031,2526411,14088,280996,242,3775.4,46.9 | |
| 6091,Sierra County,CA,3003,3240,-7.3,3240,3.3,15.7,26.8,50.0,94.8,0.4,1.9,0.5,0.1,2.3,9.7,86.2,93.6,7.1,9.4,89.4,18.5,440,27.5,2341,77.8,4.2,231400,1253,2.45,24996,39009,19.4,67,198,22.2,235,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,4,953.21,3.4 | |
| 6093,Siskiyou County,CA,43628,44900,-2.8,44900,5.4,20.3,22.7,50.3,87.2,1.4,4.7,1.3,0.3,5.0,11.9,77.5,82.8,5.4,9.7,89.0,23.9,4744,18.8,24106,62.7,13.4,200800,19417,2.26,22293,37709,21.0,1075,8222,1.2,3249,4549,0.0,0.0,0.0,0.0,5.2,29.3,257841,169098,403309,9120,78518,19,6277.89,7.2 | |
| 6095,Solano County,CA,431131,413344,4.3,413344,6.0,22.9,13.5,50.3,60.6,14.8,1.3,15.6,1.0,6.7,25.6,39.6,82.0,20.1,29.6,87.2,24.3,34948,28.9,154981,61.7,21.9,262400,141464,2.85,28929,67177,13.0,6677,103470,3.6,21658,27428,8.9,1.4,15.5,0.0,11.3,30.9,8377320,0,4827955,11892,573269,646,821.77,503.0 | |
| 6097,Sonoma County,CA,500292,483880,3.4,483878,5.3,20.6,16.7,51.0,87.4,1.9,2.2,4.3,0.4,3.8,26.1,64.6,85.3,16.6,25.5,86.7,32.2,33151,25.3,207232,60.1,19.1,407400,185660,2.57,32835,63356,11.9,13370,152105,2.9,43454,52458,0.0,1.0,0.0,0.0,7.8,30.4,5841879,3953592,6427191,13929,1005419,663,1575.85,307.1 | |
| 6099,Stanislaus County,CA,531997,514451,3.4,514453,7.3,27.3,12.1,50.5,84.1,3.3,1.9,5.9,0.9,3.9,44.1,44.3,81.4,20.5,40.7,76.4,16.4,25311,26.6,180278,58.1,16.8,172900,166883,3.07,21663,49297,20.3,8516,128728,2.3,25939,31324,2.6,1.4,8.6,0.0,16.2,30.0,9475984,3759083,5661922,11180,615119,454,1494.83,344.2 | |
| 6101,Sutter County,CA,95847,94737,1.2,94737,6.7,26.4,14.5,50.3,74.0,2.5,2.3,16.5,0.4,4.3,29.9,47.8,82.0,22.7,37.0,78.3,18.7,6740,27.4,34096,59.6,19.1,188500,31725,2.95,23602,50408,16.7,1696,19962,4.2,5193,6625,0.0,0.0,0.0,0.0,0.0,28.2,494893,879004,1065391,11644,100653,79,602.41,157.3 | |
| 6103,Tehama County,CA,63067,63461,-0.6,63463,6.2,24.0,17.8,50.2,90.7,1.0,3.4,1.4,0.2,3.4,24.1,69.4,81.6,8.9,18.8,81.1,13.5,5608,23.3,27239,67.5,9.4,177100,23374,2.66,20439,41924,19.7,956,11381,2.6,3232,4272,0.0,0.0,0.0,0.0,0.0,32.0,556745,0,735399,12103,56074,78,2949.71,21.5 | |
| 6105,Trinity County,CA,13170,13786,-4.5,13786,4.9,16.9,24.0,49.0,87.9,0.5,5.3,0.9,0.2,5.2,7.3,82.6,87.2,3.4,7.2,91.3,21.3,1648,18.3,8784,71.2,5.0,257400,5668,2.35,22905,36890,19.2,253,1477,6.1,970,1481,0.0,0.0,0.0,0.0,0.0,0.0,0,0,69188,4966,14624,30,3179.25,4.3 | |
| 6107,Tulare County,CA,458198,442182,3.6,442179,8.9,31.6,10.4,49.9,88.3,2.2,2.8,4.0,0.2,2.4,62.9,30.3,84.9,22.8,49.2,68.0,13.3,18289,21.3,145503,57.5,14.4,163100,131642,3.35,17894,42708,26.2,6142,88795,2.0,19668,24881,1.4,1.9,0.0,0.0,26.1,27.2,5015960,0,3900853,9373,379422,1092,4824.22,91.7 | |
| 6109,Tuolumne County,CA,53831,55365,-2.8,55365,4.2,16.8,23.5,47.8,90.8,2.1,2.2,1.3,0.2,3.3,11.5,81.1,84.8,4.8,7.6,89.1,19.5,5375,25.1,31361,69.9,8.4,269400,22025,2.31,25943,48426,14.5,1289,12223,2.4,4033,5706,0.0,0.0,0.0,0.0,0.0,0.0,222524,0,582426,10460,86532,55,2220.88,24.9 | |
| 6111,Ventura County,CA,846178,823420,2.8,823318,6.4,24.2,13.6,50.5,84.8,2.2,1.9,7.5,0.3,3.3,42.0,46.6,86.5,22.8,37.8,82.8,31.4,47834,24.6,284504,64.9,21.1,442200,267076,3.06,32930,76544,11.1,20089,247116,2.6,64224,80179,1.3,1.6,7.0,0.0,15.0,28.8,8769037,0,11083611,14036,1478160,1314,1843.13,446.7 | |
| 6113,Yolo County,CA,207590,200850,3.4,200849,5.8,21.7,11.5,51.3,75.9,3.0,1.8,13.8,0.6,5.0,31.5,48.3,76.0,21.7,34.7,84.3,37.9,10321,21.6,76720,52.9,30.6,314300,70347,2.76,27730,55918,19.1,3878,60719,1.4,11858,14782,0.0,0.0,10.5,0.0,11.2,29.9,1853300,6483616,1765735,9106,840344,218,1014.69,197.9 | |
| 6115,Yuba County,CA,73966,72155,2.5,72155,8.1,27.8,11.4,49.2,79.4,4.0,3.0,7.3,0.5,5.9,27.2,56.6,76.3,12.3,24.7,79.0,13.7,6420,29.5,28015,59.1,18.5,171000,24300,2.93,19244,44902,21.6,820,9130,4.9,3141,4111,0.0,0.0,0.0,0.0,11.0,41.6,169975,0,423597,5908,52440,201,631.84,114.2 | |
| 8000,Colorado,,5355866,5029324,6.5,5029196,6.3,23.3,12.7,49.8,87.7,4.5,1.6,3.1,0.2,2.9,21.2,69.0,80.7,9.7,16.8,90.2,37.0,399458,24.5,2276184,65.4,25.9,236200,1977591,2.53,31109,58433,13.2,154875,2090975,2.7,447586,547770,1.7,0.8,2.6,0.1,6.2,29.2,46331953,53598986,65896788,13609,11440395,28686,103641.89,48.5 | |
| 8001,Adams County,CO,480718,441687,8.8,441603,7.6,27.7,9.6,49.6,87.0,3.7,2.1,4.1,0.2,2.9,38.8,51.9,82.4,14.9,28.4,81.4,20.9,27662,28.4,166243,65.6,23.9,186600,152803,2.93,24195,56270,14.2,8559,137849,3.0,28546,32777,1.6,0.0,3.8,0.0,14.0,29.8,6161531,11193392,4848908,11556,578044,1115,1167.65,378.2 | |
| 8003,Alamosa County,CO,16177,15445,4.7,15445,7.7,23.9,12.6,49.6,87.8,1.9,5.5,1.6,0.3,3.0,45.5,49.5,78.6,6.7,22.6,84.7,24.2,1121,15.0,6684,61.5,17.5,137300,5891,2.51,19487,34520,26.5,475,5383,-2.7,1096,1341,0.0,0.0,0.0,0.0,19.4,25.4,0,85315,262997,17193,30297,52,722.64,21.4 | |
| 8005,Arapahoe County,CO,618821,572158,8.2,572003,6.5,24.5,11.9,50.7,78.3,10.9,1.1,5.6,0.2,3.7,18.8,62.1,80.6,14.9,22.1,91.4,38.8,42954,26.9,243745,62.7,34.4,230700,225552,2.58,32595,60651,12.1,17284,259423,5.3,50623,61951,4.1,0.8,5.2,0.1,6.2,28.4,2042979,5774128,9931962,18277,1008531,1897,798.1,716.7 | |
| 8007,Archuleta County,CO,12244,12084,1.3,12084,4.9,18.3,22.9,49.9,92.7,0.5,3.3,1.1,0.1,2.4,18.6,76.9,87.7,3.3,10.7,91.7,32.9,1162,19.6,8943,73.7,12.6,279700,4881,2.45,29793,48933,9.7,490,2965,8.1,1892,2521,0.0,0.0,0.0,0.0,0.0,17.4,0,8772,142696,11435,33162,75,1350.18,8.9 | |
| 8009,Baca County,CO,3645,3788,-3.8,3788,6.6,21.3,25.7,50.1,94.4,1.1,2.0,0.4,0.0,2.1,10.5,85.5,88.9,2.8,5.2,87.3,17.2,330,12.6,2232,74.4,4.1,73500,1651,2.2,22318,38829,15.2,90,525,-5.4,363,0,0.0,0.0,0.0,0.0,0.0,0.0,0,52654,32910,8570,0,0,2554.97,1.5 | |
| 8011,Bent County,CO,5630,6499,-13.4,6499,3.7,16.2,16.9,35.6,86.5,7.2,3.2,1.3,0.1,1.7,31.8,58.0,85.6,5.9,17.8,79.4,8.8,614,17.7,2217,63.5,5.1,75500,1873,2.17,15081,37340,19.1,57,551,-1.8,219,331,0.0,0.0,0.0,0.0,0.0,0.0,0,0,16419,2838,2990,0,1512.86,4.3 | |
| 8013,Boulder County,CO,313333,294571,6.4,294567,5.0,20.3,12.2,49.8,90.8,1.1,0.8,4.5,0.1,2.6,13.8,78.3,76.2,10.9,16.5,93.9,58.3,15432,22.7,130938,63.1,28.9,350900,120521,2.42,38011,67956,14.2,11696,139136,0.9,35710,42506,0.5,0.5,2.4,0.0,3.5,30.2,3855872,2782109,4039254,13660,668939,1371,726.29,405.6 | |
| 8014,Broomfield County,CO,62138,55860,11.2,55889,6.0,24.7,12.2,50.4,88.8,1.4,0.8,6.3,0.1,2.5,12.0,78.0,81.1,8.6,13.8,94.9,47.5,3824,26.2,25900,68.3,25.0,275900,22016,2.59,37442,77998,7.1,1810,33426,7.1,5010,6284,1.3,0.0,3.9,0.0,2.0,0.0,2255472,0,1139808,21240,163445,820,33.03,1691.9 | |
| 8015,Chaffee County,CO,18363,17809,3.1,17809,4.0,15.8,23.0,47.2,94.4,1.7,1.5,0.8,0.1,1.5,10.2,85.4,86.7,3.5,6.3,91.1,33.9,2264,14.9,10319,76.2,8.3,262300,7832,2.15,27182,46504,8.0,860,5367,-3.6,2113,3369,0.0,0.0,0.0,0.0,4.0,27.8,0,23550,252573,14982,49240,105,1013.4,17.6 | |
| 8017,Cheyenne County,CO,1871,1836,1.9,1836,8.3,25.0,18.2,48.5,96.3,0.7,1.3,0.6,0.1,1.0,12.7,84.3,86.0,8.5,11.4,87.0,21.3,137,13.0,970,76.5,5.0,81700,839,2.55,23647,51641,7.2,58,745,9.9,197,304,0.0,0.0,0.0,0.0,0.0,0.0,0,51173,12958,7276,407,1,1778.28,1.0 | |
| 8019,Clear Creek County,CO,9187,9088,1.1,9088,3.8,15.4,17.9,48.0,95.3,0.9,1.2,0.8,0.1,1.6,5.5,90.7,88.6,4.0,4.3,96.6,39.8,903,32.6,5690,81.3,10.5,268500,4024,2.21,41716,67259,10.2,327,2574,5.4,978,1193,0.0,0.0,0.0,0.0,0.0,0.0,0,6955,73119,8185,25036,11,395.23,23.0 | |
| 8021,Conejos County,CO,8265,8256,0.1,8256,6.5,27.1,17.4,50.2,92.5,0.7,3.7,0.6,0.2,2.3,54.1,43.5,90.1,3.1,34.5,82.6,19.1,502,24.3,4293,77.3,5.7,109700,3099,2.64,17316,34526,19.4,106,697,2.2,623,893,0.0,0.0,0.0,0.0,0.0,0.0,0,3595,33081,4132,4499,13,1287.39,6.4 | |
| 8023,Costilla County,CO,3568,3524,1.2,3524,3.9,18.2,25.8,47.6,88.3,1.9,5.6,1.4,0.4,2.4,64.3,32.0,91.9,10.3,50.1,76.5,19.5,445,20.1,2686,79.6,2.4,93800,1361,2.61,20742,29145,22.2,42,255,19.7,241,370,0.0,0.0,0.0,0.0,0.0,0.0,0,0,5702,1726,0,30,1226.95,2.9 | |
| 8025,Crowley County,CO,5360,5823,-8.0,5823,4.3,14.3,13.0,30.2,84.0,9.3,3.4,1.4,0.1,1.8,30.3,56.4,86.2,5.7,14.7,75.2,12.3,453,24.1,1547,79.6,5.7,78800,1173,3.4,17187,31477,29.1,33,478,-18.3,163,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,15707,2427,0,7,787.42,7.4 | |
| 8027,Custer County,CO,4361,4255,2.5,4255,2.5,14.6,29.0,49.1,95.9,1.2,0.8,0.6,0.0,1.6,5.3,91.2,84.1,2.1,5.9,94.6,32.7,790,34.7,4167,80.6,5.1,216200,2048,2.06,25761,32427,14.6,143,543,7.3,655,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,58746,14820,5545,43,738.63,5.8 | |
| 8029,Delta County,CO,29870,30952,-3.5,30952,5.1,20.9,23.5,50.1,95.2,0.7,1.3,0.8,0.1,1.8,14.7,82.2,85.6,4.5,9.8,87.8,18.3,3493,24.8,14485,75.7,5.7,191200,12671,2.33,24771,42078,15.5,818,6620,-1.1,2656,4029,0.0,0.0,0.0,0.0,0.0,0.0,141382,60887,312871,10353,26912,47,1142.05,27.1 | |
| 8031,Denver County,CO,663862,600025,10.6,600158,6.8,20.9,10.9,50.0,80.7,10.2,2.0,3.8,0.2,3.1,30.8,53.4,77.3,15.8,26.9,85.4,42.9,34001,24.6,298864,50.2,45.7,249100,266069,2.27,33251,50313,19.1,22834,399744,2.2,59296,67500,4.3,1.1,3.7,0.0,8.7,30.2,5189894,14920938,6835351,11810,2279048,5958,153.0,3922.6 | |
| 8033,Dolores County,CO,1978,2064,-4.2,2064,4.9,20.4,22.0,48.0,93.2,0.3,3.6,0.3,0.1,2.6,5.1,88.6,84.4,1.1,2.1,88.8,18.4,169,23.0,1450,80.8,1.8,121800,780,2.19,22880,37750,14.9,53,0,0.0,149,349,0.0,0.0,0.0,0.0,0.0,0.0,0,19209,15039,7961,1659,1,1067.05,1.9 | |
| 8035,Douglas County,CO,314638,285465,10.2,285465,6.3,28.3,9.9,50.3,91.3,1.4,0.5,4.3,0.1,2.4,8.3,83.9,85.4,6.4,8.8,97.5,55.8,19635,27.7,113777,80.9,15.8,335600,103780,2.82,43634,101591,3.9,8040,91934,5.2,28689,32992,0.0,0.0,2.4,0.0,3.1,27.7,1950842,0,3765450,13846,435099,3230,840.25,339.7 | |
| 8037,Eagle County,CO,52921,52197,1.4,52197,6.1,23.2,8.1,47.0,95.1,1.0,1.4,1.2,0.1,1.2,30.0,67.1,87.8,19.2,29.6,88.7,47.0,1763,20.0,31528,66.0,38.9,453300,17966,2.9,39497,74456,10.9,3217,29062,-3.3,6887,9437,0.0,1.0,0.0,0.0,3.6,26.3,0,0,928788,18367,469696,256,1684.53,31.0 | |
| 8039,Elbert County,CO,24195,23086,4.8,23086,3.9,22.5,13.9,49.8,95.4,0.8,0.8,1.0,0.2,1.9,6.4,89.7,88.8,4.1,5.2,96.6,29.6,2328,41.3,9084,90.4,1.3,333600,8240,2.81,36077,82118,6.5,564,2271,9.0,2629,3269,0.0,0.0,0.0,0.0,0.0,26.2,0,13792,80718,3558,6884,116,1850.85,12.5 | |
| 8041,El Paso County,CO,663519,622261,6.6,622263,6.9,25.1,11.5,49.6,83.7,7.0,1.3,3.0,0.4,4.6,16.3,70.3,77.8,7.2,11.6,93.6,35.2,81330,21.7,262154,63.7,22.3,213500,237039,2.6,28867,57125,12.4,16008,221972,3.3,45032,57475,2.5,0.7,3.0,0.1,4.9,31.4,0,2810614,7950151,13578,1153810,3533,2126.8,292.6 | |
| 8043,Fremont County,CO,46502,46824,-0.7,46824,4.0,16.5,20.3,42.3,91.5,4.0,1.9,0.8,0.1,1.7,13.0,79.4,82.9,4.0,11.0,84.1,15.6,5491,23.3,19223,70.7,10.9,159500,16938,2.1,18954,39943,17.6,821,7420,-2.9,2692,4110,0.0,0.0,0.0,0.0,0.0,26.2,168772,0,352422,7444,40834,55,1533.07,30.5 | |
| 8045,Garfield County,CO,57461,56389,1.9,56389,7.1,25.9,10.7,48.9,94.2,1.2,1.8,0.8,0.2,1.9,28.1,68.8,79.2,15.0,24.8,85.2,26.6,3465,27.5,23361,64.8,20.5,302700,20163,2.76,26603,57022,11.9,2410,18983,2.8,5918,8595,0.0,0.6,0.0,0.0,5.7,25.1,0,442167,1184677,22367,161174,83,2947.56,19.1 | |
| 8047,Gilpin County,CO,5851,5441,7.5,5441,3.8,18.7,13.2,47.3,93.1,1.8,1.2,1.5,0.3,2.2,6.4,87.4,86.5,2.6,4.3,94.4,29.1,722,32.0,3581,75.5,10.6,281700,2504,2.16,38022,63885,10.8,111,4970,4.9,493,723,0.0,0.0,0.0,0.0,0.0,0.0,0,0,3225,636,291507,13,149.9,36.3 | |
| 8049,Grand County,CO,14546,14843,-2.0,14843,4.2,18.4,13.9,47.0,95.6,0.5,0.8,0.9,0.1,2.0,8.0,88.8,83.8,4.7,9.6,94.4,32.8,1467,18.8,16724,74.9,30.4,282000,5227,2.72,31684,64664,11.1,797,7582,5.5,1803,2624,0.0,0.0,0.0,0.0,0.0,22.5,0,5107,193138,14227,73865,137,1846.33,8.0 | |
| 8051,Gunnison County,CO,15725,15324,2.6,15324,4.8,17.9,11.2,45.9,94.5,0.5,2.5,0.7,0.0,1.8,9.3,87.5,73.3,4.3,9.2,93.3,54.5,1031,13.4,11574,59.1,28.3,329500,6293,2.27,27654,52332,17.7,1053,6056,-1.6,2243,3300,0.0,0.0,0.0,0.0,0.0,21.3,0,0,211576,14116,89685,58,3239.1,4.7 | |
| 8053,Hinsdale County,CO,786,843,-6.8,843,6.2,18.7,25.7,48.2,95.9,0.5,1.1,0.6,0.0,1.8,3.7,92.6,87.1,1.7,9.1,93.8,42.2,111,8.2,1413,78.9,4.9,261700,388,2.06,36365,56667,5.1,75,183,3.4,167,326,0.0,0.0,0.0,0.0,0.0,0.0,0,0,7808,9362,3567,6,1117.25,0.8 | |
| 8055,Huerfano County,CO,6462,6711,-3.7,6711,3.8,15.5,29.7,49.6,89.3,1.0,5.4,1.1,0.2,3.0,34.4,61.7,81.3,4.8,14.9,84.7,28.0,832,22.9,5128,72.5,7.5,152400,3059,2.0,24058,33298,20.6,156,1188,0.3,580,938,0.0,0.0,0.0,0.0,0.0,0.0,0,0,55321,7180,9712,13,1591.0,4.2 | |
| 8057,Jackson County,CO,1396,1394,0.1,1394,3.4,17.8,20.9,46.7,95.9,0.1,1.7,0.4,0.0,1.9,11.0,86.3,87.8,3.0,7.0,88.7,22.2,145,18.9,1290,72.2,3.5,123200,648,2.08,25936,43606,8.9,71,279,3.7,175,127,0.0,0.0,0.0,0.0,0.0,0.0,0,0,19370,14149,2416,0,1613.72,0.9 | |
| 8059,Jefferson County,CO,558503,534583,4.5,534543,5.3,20.9,14.7,50.3,92.2,1.3,1.2,2.8,0.1,2.3,15.2,78.8,84.1,6.2,10.3,93.7,40.7,42215,26.2,233275,70.6,25.1,262400,219562,2.42,36087,68984,8.6,16222,188932,0.4,51004,62249,0.6,0.6,2.7,0.0,5.2,30.2,6566636,2514091,7282158,13782,960467,2519,764.21,699.5 | |
| 8061,Kiowa County,CO,1402,1398,0.3,1398,6.4,20.5,24.1,50.8,96.6,0.7,0.9,0.0,0.3,1.5,6.3,91.4,92.0,2.7,4.0,92.2,20.6,83,17.2,811,72.8,5.2,79400,559,2.49,22482,40813,17.4,36,0,0.0,145,0,0.0,0.0,0.0,0.0,0.0,0.0,0,27022,8036,6158,0,0,1767.77,0.8 | |
| 8063,Kit Carson County,CO,8072,8270,-2.4,8270,6.2,22.5,17.2,44.8,94.1,2.5,1.1,0.6,0.2,1.5,19.3,76.1,83.2,9.0,15.2,84.0,13.5,799,12.5,3514,65.8,11.2,121600,3046,2.43,21850,44157,13.8,263,1952,0.7,657,834,0.0,0.0,0.0,0.0,0.0,39.3,0,166345,84356,10717,10306,2,2160.82,3.8 | |
| 8065,Lake County,CO,7357,7310,0.6,7310,6.5,23.1,11.0,46.7,93.9,0.7,2.6,0.6,0.1,2.2,37.8,59.2,75.8,15.0,28.8,86.8,28.1,516,29.3,4273,65.6,12.2,164400,3079,2.33,25029,44610,14.3,205,1226,-1.0,608,796,0.0,0.0,0.0,0.0,0.0,26.6,0,0,51369,6540,12573,0,376.91,19.4 | |
| 8067,La Plata County,CO,53989,51334,5.2,51334,5.1,19.4,14.2,49.2,89.2,0.6,6.8,0.8,0.1,2.5,12.6,79.2,79.6,3.5,9.7,94.2,41.4,3963,20.5,26475,66.5,17.9,339400,20947,2.39,30151,58080,11.4,2296,20661,8.0,5970,8231,0.0,2.2,0.0,0.0,0.0,25.9,0,0,790433,15914,206242,278,1692.08,30.3 | |
| 8069,Larimer County,CO,324122,299630,8.2,299630,5.4,20.5,13.9,50.2,93.2,1.1,1.0,2.2,0.1,2.4,11.1,83.5,78.8,5.4,9.0,94.4,43.8,22809,22.6,138534,65.6,21.8,247100,121423,2.45,30740,58626,14.1,9723,112150,2.0,28499,34660,0.4,0.5,1.8,0.0,3.6,29.7,3226757,1265188,3922871,13672,604358,2498,2596.0,115.4 | |
| 8071,Las Animas County,CO,14052,15507,-9.4,15507,5.1,19.0,22.3,48.4,91.4,1.8,3.5,1.1,0.1,2.1,42.5,52.7,85.2,3.2,14.4,84.3,16.3,1221,21.2,8244,69.4,10.1,151500,5992,2.43,22180,42261,17.8,371,3228,-8.3,911,1558,0.0,0.0,0.0,0.0,13.0,25.9,0,51612,164359,10393,22369,5,4772.67,3.2 | |
| 8073,Lincoln County,CO,5510,5469,0.7,5467,5.6,19.7,17.4,40.9,90.6,5.6,1.1,1.0,0.1,1.7,13.4,78.4,82.9,5.4,10.9,81.5,15.6,486,18.3,2427,68.3,11.5,115000,1845,2.11,19703,41910,13.7,123,1114,-1.9,392,626,0.0,0.0,0.0,0.0,0.0,29.4,0,0,134696,25671,8400,2,2577.63,2.1 | |
| 8075,Logan County,CO,22524,22709,-0.8,22709,5.0,18.8,15.7,43.5,91.6,4.3,1.6,0.9,0.1,1.5,16.1,76.9,80.7,5.7,10.5,88.7,15.8,1999,17.1,8952,69.4,12.0,119800,8015,2.68,22581,40415,17.6,577,5312,1.7,1219,1396,0.0,0.0,0.0,0.0,2.9,21.9,0,0,281292,13454,23276,19,1838.55,12.4 | |
| 8077,Mesa County,CO,148255,146723,1.0,146723,6.3,22.4,16.9,50.3,94.2,1.0,1.5,0.9,0.1,2.2,14.1,82.0,80.9,4.1,8.2,89.6,25.7,13870,21.2,63779,71.7,15.1,210100,58598,2.45,26700,49471,14.7,4431,49355,-1.1,11002,16079,0.0,0.9,0.0,0.0,4.0,26.7,539590,1179281,2389507,17279,268843,504,3328.97,44.1 | |
| 8079,Mineral County,CO,698,712,-2.0,712,4.7,12.6,26.5,47.6,97.1,0.4,0.9,0.4,0.0,1.1,4.4,92.8,92.3,1.1,3.2,96.5,39.3,111,14.6,1225,83.7,0.0,275000,393,1.85,42255,47083,6.4,66,220,7.3,151,510,0.0,0.0,0.0,0.0,0.0,0.0,0,0,6008,6239,9476,6,875.67,0.8 | |
| 8081,Moffat County,CO,12928,13795,-6.3,13795,6.9,25.9,12.9,48.1,95.2,0.5,1.5,0.8,0.1,1.9,14.3,82.2,85.2,5.6,10.5,89.2,15.6,1193,21.8,6162,75.9,12.1,176500,5062,2.61,24577,53231,11.5,415,3527,3.5,951,0,0.0,0.0,0.0,0.0,0.0,0.0,0,73158,213043,15717,35307,9,4743.29,2.9 | |
| 8083,Montezuma County,CO,25772,25535,0.9,25535,6.2,22.7,19.1,50.3,83.1,0.5,13.0,0.9,0.1,2.4,12.2,73.2,82.0,2.3,13.4,89.9,27.3,2319,22.6,11981,70.5,8.4,189400,10688,2.36,23548,43188,19.3,758,6746,0.0,2219,3068,0.0,2.1,0.0,0.0,0.0,31.4,0,52094,301379,12003,84913,15,2029.53,12.6 | |
| 8085,Montrose County,CO,40873,41278,-1.0,41276,5.6,22.5,21.3,50.8,94.3,0.7,1.8,0.8,0.3,2.0,20.2,76.5,82.8,7.3,13.3,85.7,24.5,3280,20.3,18338,73.1,8.7,193700,16586,2.44,22897,45718,16.0,1270,11253,5.8,3557,5538,0.0,0.0,0.0,0.0,5.1,29.7,218197,0,610875,15484,51053,89,2240.7,18.4 | |
| 8087,Morgan County,CO,28328,28159,0.6,28159,7.6,26.4,15.4,50.2,92.8,3.1,1.6,0.7,0.3,1.5,35.3,60.1,80.6,12.6,26.5,78.8,15.1,1638,16.5,11474,63.5,14.8,137000,10446,2.65,20680,43774,13.3,667,8794,-2.3,1701,2137,0.0,0.0,0.0,0.0,7.9,24.1,0,0,232820,8450,27652,20,1280.43,22.0 | |
| 8089,Otero County,CO,18488,18831,-1.8,18831,6.5,24.3,19.0,50.4,91.4,1.2,3.6,0.9,0.2,2.7,41.0,55.4,85.2,4.1,18.5,83.0,15.5,1615,17.5,8881,64.7,13.1,91800,7427,2.45,19078,33848,25.2,442,4256,-4.9,1008,1586,0.0,0.0,0.0,0.0,12.1,37.3,0,59844,171450,9166,20313,2,1261.96,14.9 | |
| 8091,Ouray County,CO,4629,4434,4.4,4436,3.4,17.0,24.6,50.9,96.8,0.2,0.5,0.6,0.1,1.8,5.5,91.9,79.8,2.9,6.4,98.4,47.5,551,22.8,3151,75.4,10.6,383900,1943,2.3,33015,64601,5.6,263,963,4.0,873,1117,0.0,0.0,0.0,0.0,0.0,26.5,0,1022,26977,6131,21247,33,541.59,8.2 | |
| 8093,Park County,CO,16345,16201,0.9,16206,3.7,16.7,16.2,47.3,94.6,0.6,1.3,1.1,0.0,2.3,6.2,89.5,87.0,3.4,3.8,95.6,32.0,1992,44.2,14171,88.5,1.2,247300,7038,2.27,31504,61570,9.1,434,1196,2.3,1720,2313,0.0,0.0,0.0,0.0,0.0,28.0,0,3435,55409,3266,11083,88,2193.85,7.4 | |
| 8095,Phillips County,CO,4363,4442,-1.8,4442,6.1,24.0,20.8,50.4,96.1,1.0,0.8,0.6,0.1,1.4,20.6,76.6,78.4,12.2,19.8,85.6,16.8,343,13.9,2088,69.2,8.3,132700,1668,2.59,20720,43011,19.9,135,909,-9.4,413,324,0.0,0.0,0.0,0.0,0.0,27.5,0,150858,45616,10207,1880,9,687.93,6.5 | |
| 8097,Pitkin County,CO,17626,17148,2.8,17148,3.7,16.3,15.6,47.6,95.7,0.8,0.5,1.4,0.1,1.5,9.9,86.5,84.2,12.2,16.5,96.0,56.8,950,17.0,13039,68.7,38.8,611200,7507,2.27,51814,72745,10.1,1559,16314,3.1,3528,5100,0.0,0.0,0.0,0.0,2.9,26.5,0,64678,399540,26461,270848,98,970.7,17.7 | |
| 8099,Prowers County,CO,12034,12551,-4.1,12551,6.9,26.2,16.1,49.9,95.3,0.8,1.8,0.4,0.0,1.7,36.4,61.0,80.7,12.5,26.1,79.2,14.1,1010,14.4,5885,65.8,15.2,86100,4935,2.45,18941,34391,23.3,340,2901,1.4,833,1328,0.0,0.0,0.0,0.0,0.0,13.2,0,81975,146970,11300,16282,1,1638.4,7.7 | |
| 8101,Pueblo County,CO,161875,159063,1.8,159063,6.0,23.2,17.1,50.7,90.8,2.5,3.0,1.0,0.2,2.5,42.5,52.9,82.1,4.0,14.6,87.1,21.5,15351,20.4,70054,65.7,15.0,138700,62439,2.49,21940,41777,19.1,3036,46754,1.4,7860,10232,0.6,1.5,1.7,0.0,17.1,29.1,1705822,431008,1864599,12080,220852,157,2386.1,66.7 | |
| 8103,Rio Blanco County,CO,6707,6666,0.6,6666,6.8,24.6,13.7,48.1,94.2,1.1,1.5,0.5,0.1,2.4,11.1,84.1,78.9,6.8,10.0,91.3,23.1,556,19.6,3346,68.8,16.7,200400,2638,2.24,27586,60128,14.9,229,2131,1.2,576,825,0.0,0.0,0.0,0.0,0.0,30.7,0,0,54732,8831,11303,10,3220.93,2.1 | |
| 8105,Rio Grande County,CO,11607,11982,-3.1,11982,6.3,23.9,18.6,50.1,93.4,0.7,3.3,0.5,0.0,2.0,44.2,53.0,83.3,7.0,25.0,84.1,20.3,1000,19.0,6617,67.4,10.1,129500,4722,2.46,20557,38993,19.2,348,2646,1.8,1017,1791,0.0,0.0,0.0,0.0,16.1,24.6,0,218177,110165,9480,14191,12,911.96,13.1 | |
| 8107,Routt County,CO,23865,23509,1.5,23509,4.4,19.2,12.3,47.6,96.4,0.6,0.6,0.8,0.1,1.5,7.0,90.1,81.3,3.5,4.7,96.9,48.0,1171,17.3,16387,70.6,33.0,390100,9647,2.38,34873,62002,9.1,1592,16630,-7.3,3543,4913,0.0,0.5,0.0,0.0,0.0,20.3,0,187821,421473,18866,184368,132,2362.03,10.0 | |
| 8109,Saguache County,CO,6196,6108,1.4,6108,6.4,22.5,18.9,49.5,92.7,0.8,3.0,0.9,0.0,2.7,38.3,57.4,87.4,11.0,34.7,78.0,23.8,521,19.0,3930,66.9,5.4,135400,2692,2.29,20726,34600,24.7,117,799,4.6,576,501,0.0,0.0,0.0,0.0,0.0,0.0,0,57075,20857,3039,0,32,3168.53,1.9 | |
| 8111,San Juan County,CO,720,699,3.0,699,2.1,13.6,20.4,43.1,94.9,0.1,1.0,1.3,0.0,2.8,14.2,82.1,83.0,3.2,5.6,94.4,24.8,60,11.9,757,59.8,31.7,242300,321,2.05,24711,39583,17.1,68,203,-8.6,106,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,6624,11540,5079,0,387.49,1.8 | |
| 8113,San Miguel County,CO,7840,7359,6.5,7359,4.7,18.9,10.4,46.9,95.3,0.7,1.4,0.9,0.1,1.6,9.6,87.1,78.8,8.4,10.0,96.1,53.5,396,19.3,6736,64.4,41.7,448000,3234,2.31,40827,63594,10.6,614,4430,3.2,1660,2294,0.0,0.0,0.0,0.0,3.1,23.3,0,0,97815,13114,77135,36,1286.61,5.7 | |
| 8115,Sedgwick County,CO,2348,2379,-1.3,2379,5.2,20.3,24.4,50.0,95.4,0.5,1.0,1.4,0.0,1.7,15.1,82.1,78.5,3.2,10.3,86.8,15.0,230,18.9,1408,68.6,12.9,81400,943,2.47,21536,40221,18.9,71,510,3.9,188,282,0.0,0.0,0.0,0.0,0.0,0.0,0,0,33331,14305,1697,1,548.04,4.3 | |
| 8117,Summit County,CO,29404,27994,5.0,27994,4.6,16.3,10.8,45.9,95.4,1.0,1.1,1.0,0.1,1.4,14.7,82.3,79.2,11.9,15.2,95.7,47.7,1417,16.8,30405,65.9,56.5,460000,11138,2.48,34025,63697,13.7,2140,18614,2.0,4139,5751,0.0,0.0,0.0,0.0,0.0,27.5,0,0,641013,24434,281619,207,608.36,46.0 | |
| 8119,Teller County,CO,23389,23350,0.2,23350,3.8,18.5,18.0,49.1,94.7,0.7,1.2,0.9,0.1,2.4,6.2,89.6,89.9,2.4,5.1,93.6,31.6,3349,31.7,12742,81.4,5.3,226900,9434,2.44,31075,59040,7.0,673,5377,7.8,2388,3429,0.0,0.0,0.0,0.0,0.0,31.0,0,26287,169017,7771,128005,140,557.06,41.9 | |
| 8121,Washington County,CO,4780,4814,-0.7,4814,5.1,22.0,20.8,48.5,97.0,0.8,0.3,0.4,0.1,1.4,9.5,88.0,82.2,2.5,5.5,90.4,18.5,433,20.6,2414,73.3,7.2,110500,2019,2.27,24977,44683,13.1,105,524,2.5,371,265,0.0,0.0,0.0,0.0,0.0,0.0,0,42615,23053,5015,1542,5,2518.03,1.9 | |
| 8123,Weld County,CO,277670,252837,9.8,252825,7.3,26.9,11.1,49.6,93.1,1.4,1.7,1.5,0.2,2.1,28.8,66.7,80.7,8.5,18.5,85.6,25.9,16805,26.2,100070,70.1,16.2,191500,90465,2.79,25468,57180,14.7,5376,71783,2.9,19020,23024,0.6,1.4,1.5,0.0,0.0,25.4,4193672,0,2246115,9272,217231,2708,3987.24,63.4 | |
| 8125,Yuma County,CO,10202,10043,1.6,10043,7.5,26.5,17.4,50.0,97.3,0.4,0.8,0.5,0.2,0.8,21.9,76.6,83.5,10.9,15.5,88.0,17.7,630,14.7,4429,67.4,9.0,136600,3811,2.61,22498,44308,8.2,370,2535,1.5,943,1031,0.0,0.0,0.0,0.0,0.0,0.0,0,193564,106085,11074,8777,3,2364.41,4.2 | |
| 9000,Connecticut,,3596677,3574096,0.6,3574097,5.3,21.6,15.5,51.2,81.2,11.5,0.5,4.5,0.1,2.2,15.0,68.8,88.0,13.6,21.5,89.2,36.5,217947,24.8,1493564,67.8,34.4,278900,1355849,2.55,37892,69461,10.2,88498,1473605,0.7,263511,332150,4.4,0.5,3.3,0.0,4.2,28.1,58404898,107917037,52165480,14953,9138437,5329,4842.36,738.1 | |
| 9001,Fairfield County,CT,945438,916828,3.1,916829,5.7,23.6,14.4,51.2,79.8,12.2,0.5,5.5,0.1,2.0,18.7,63.8,88.8,20.3,28.2,89.0,44.8,41615,28.2,364954,69.0,35.1,432100,332655,2.73,48721,82283,9.1,26972,403375,-0.5,88363,108910,4.7,0.4,3.3,0.0,5.9,28.6,20028377,78881637,15702222,17661,1861946,1889,624.89,1467.2 | |
| 9003,Hartford County,CT,897985,894029,0.4,894014,5.4,21.7,15.6,51.5,76.8,15.2,0.5,5.1,0.1,2.3,17.0,63.4,87.5,14.9,24.6,88.1,34.9,52781,22.1,374695,65.5,38.4,241500,347874,2.49,34698,64967,11.6,22613,446375,1.2,56271,72906,6.3,0.5,3.9,0.0,4.1,25.9,15016177,15631406,13820736,15811,1637963,962,735.1,1216.2 | |
| 9005,Litchfield County,CT,184993,189927,-2.6,189927,4.2,19.4,18.4,50.7,94.4,1.8,0.3,1.8,0.1,1.6,5.5,89.9,91.3,7.1,9.8,91.3,33.4,14785,26.5,87434,78.1,21.0,263600,75755,2.45,37667,71338,6.4,4782,51115,-1.1,16961,21435,1.6,0.6,1.5,0.0,1.1,28.5,0,0,2458157,13043,245161,145,920.56,206.3 | |
| 9007,Middlesex County,CT,164943,165676,-0.4,165676,4.5,19.4,17.7,51.2,89.4,5.4,0.2,3.0,0.1,1.9,5.8,84.6,89.4,7.3,10.4,93.8,39.1,11973,25.2,75274,76.2,23.0,292000,66141,2.41,39992,76994,6.4,4147,60406,0.9,13156,15693,1.3,0.4,3.4,0.2,1.5,28.0,3336020,953882,2129195,12980,293408,228,369.3,448.6 | |
| 9009,New Haven County,CT,861277,862474,-0.1,862477,5.3,21.1,15.6,51.8,78.8,14.2,0.5,4.2,0.1,2.2,16.8,65.0,88.0,11.7,21.4,88.3,32.9,51106,24.0,362262,63.7,40.2,256900,328013,2.54,32523,61996,12.4,19431,331081,1.6,57091,74477,5.0,0.5,3.7,0.0,4.4,28.2,10493031,9890749,11785336,13970,1345875,1140,604.51,1426.7 | |
| 9011,New London County,CT,273676,274046,-0.1,274055,5.1,20.3,16.0,49.9,83.9,6.9,1.1,4.5,0.2,3.5,9.9,76.3,85.2,8.6,13.9,90.5,31.3,25314,22.8,121248,67.5,27.8,252900,107066,2.44,33782,66583,8.7,5698,103244,-1.5,15978,21733,2.1,0.9,2.8,0.0,2.6,28.2,0,0,3882978,14682,3444661,646,664.88,412.2 | |
| 9013,Tolland County,CT,151367,152682,-0.9,152691,4.0,18.5,14.0,49.8,90.3,3.6,0.2,4.1,0.1,1.8,5.0,86.2,85.7,6.9,10.6,93.0,36.9,10916,25.8,58529,74.4,24.5,254800,54327,2.52,34392,80529,6.5,2398,30798,1.7,9190,11698,0.0,0.0,2.9,0.0,1.8,32.5,1021759,214311,1206302,8140,173091,203,410.21,372.2 | |
| 9015,Windham County,CT,116998,118434,-1.2,118428,5.2,20.7,14.7,50.4,92.8,2.9,0.6,1.4,0.1,2.2,10.9,83.8,86.8,4.9,12.8,86.8,22.3,9457,26.3,49168,70.1,26.7,211100,44018,2.57,27893,59333,11.4,2092,29397,-1.6,6501,8491,0.9,0.8,1.9,0.0,0.0,24.4,1776526,546686,1180554,10120,136332,116,512.91,230.9 | |
| 10000,Delaware,,935614,897936,4.2,897934,6.0,21.8,16.4,51.6,70.8,22.2,0.7,3.8,0.1,2.5,8.9,63.7,86.3,8.4,12.6,87.7,28.9,75081,24.8,417437,72.5,17.6,235800,335707,2.63,29819,59878,11.7,24151,382128,5.1,56861,74573,8.7,0.0,4.0,0.0,2.1,26.1,25679939,5727401,14202083,16421,1910770,5194,1948.54,460.8 | |
| 10001,Kent County,DE,171987,162344,5.9,162310,6.5,23.6,15.6,51.8,68.3,25.2,0.7,2.3,0.1,3.4,6.9,63.3,86.3,5.3,8.9,85.2,21.4,18340,25.8,67874,72.3,13.3,199500,58524,2.74,24851,55149,12.9,3166,48071,0.4,9126,11242,10.4,0.8,3.8,0.0,2.5,26.2,2361835,0,2589237,17024,447861,998,586.18,276.9 | |
| 10003,New Castle County,DE,552778,538477,2.7,538479,6.1,22.2,13.8,51.6,67.1,24.9,0.4,5.2,0.1,2.3,9.4,59.5,85.6,10.0,14.6,89.4,33.8,36340,24.8,220118,70.0,22.5,246300,200739,2.62,32406,64537,10.7,15452,270062,6.4,32974,43660,10.1,0.0,5.1,0.0,2.1,26.5,20268769,0,8633413,16358,999186,1908,426.29,1263.2 | |
| 10005,Sussex County,DE,210849,197115,7.0,197145,5.6,19.5,24.2,51.5,82.5,12.8,1.2,1.2,0.1,2.1,9.3,75.0,88.0,6.8,10.1,85.6,22.2,20401,24.2,129445,79.0,11.2,236600,76444,2.58,26908,52710,13.4,5343,61111,2.3,14761,20285,4.5,0.5,1.6,0.0,1.7,24.3,3049335,0,2979433,16103,463723,2288,936.08,210.6 | |
| 11000,District Of Columbia,,658893,601767,9.5,601723,6.5,17.5,11.3,52.6,43.6,49.0,0.6,4.0,0.2,2.6,10.4,35.8,80.6,13.8,15.8,88.4,52.4,30520,29.7,306174,42.1,62.3,445200,263649,2.2,45290,65830,18.6,21919,491130,1.7,52262,55887,28.2,0.9,5.9,0.0,6.1,34.5,332844,2117990,3843716,6555,4278171,4189,61.05,9856.5 | |
| 11001,District of Columbia,DC,658893,601767,9.5,601723,6.5,17.5,11.3,52.6,43.6,49.0,0.6,4.0,0.2,2.6,10.4,35.8,80.6,13.8,15.8,88.4,52.4,30520,29.7,306174,42.1,62.3,445200,263649,2.2,45290,65830,18.6,21919,491130,1.7,52262,55887,28.2,0.9,5.9,0.0,6.1,34.5,332844,2117990,3843716,6555,4278171,4189,61.05,9856.6 | |
| 12000,Florida,,19893297,18804623,5.8,18801310,5.5,20.4,19.1,51.1,77.8,16.8,0.5,2.8,0.1,2.0,24.1,55.8,83.7,19.4,27.4,86.1,26.4,1569406,25.9,9144250,67.1,30.1,160200,7158980,2.61,26236,46956,16.3,510389,7134644,2.9,1838864,2009589,9.0,0.5,3.2,0.1,22.4,28.9,104832907,221641518,262341127,14353,41922059,84075,53624.76,350.6 | |
| 12001,Alachua County,FL,256380,247335,3.7,247336,5.6,18.1,12.5,51.7,70.6,20.5,0.3,5.9,0.1,2.6,9.1,62.6,74.2,10.7,13.8,91.2,40.5,17015,19.9,114060,54.1,37.4,167900,96043,2.43,24857,42149,24.9,5850,84425,2.0,16536,20676,7.8,0.0,3.8,0.0,6.7,31.6,0,0,3152244,13124,493980,762,875.02,282.7 | |
| 12003,Baker County,FL,27093,27115,-0.1,27115,6.3,24.8,12.9,47.9,83.9,13.5,0.4,0.7,0.0,1.6,2.4,81.9,85.2,1.0,2.2,80.1,10.0,1979,29.4,9620,79.7,3.7,124300,8216,3.01,19852,49236,17.3,388,5150,0.6,1181,1727,0.0,0.0,0.0,0.0,0.0,26.2,0,0,180555,7052,19819,47,585.23,46.3 | |
| 12005,Bay County,FL,178985,168852,6.0,168852,6.1,21.6,16.1,50.2,82.4,11.3,0.8,2.3,0.1,3.1,5.7,77.7,79.6,4.9,6.3,87.0,21.1,22243,21.3,100322,62.5,31.1,157600,67561,2.48,24498,47461,14.7,4380,56839,0.5,12463,15465,0.0,0.0,0.0,0.3,2.7,29.0,1254295,644966,2471968,15138,480359,601,758.46,222.6 | |
| 12007,Bradford County,FL,26702,28520,-6.4,28520,5.8,20.2,17.6,45.6,78.2,19.1,0.4,0.5,0.1,1.7,3.8,74.9,87.2,2.5,2.9,75.5,9.2,2741,27.1,10909,77.8,6.7,108000,8857,2.72,17749,40259,18.2,421,4067,-4.5,1161,2106,0.0,0.0,0.0,0.0,0.0,0.0,0,0,215629,7436,37088,2,293.96,97.0 | |
| 12009,Brevard County,FL,556885,543378,2.5,543376,4.6,18.7,22.6,51.2,83.8,10.7,0.5,2.4,0.1,2.5,9.3,75.8,85.4,8.7,10.1,90.2,26.3,68817,23.7,272297,73.5,23.1,144900,220277,2.44,27009,48039,13.5,13084,161218,-0.9,39045,45939,6.1,0.4,2.9,0.0,5.3,30.4,6767571,1852661,6593988,12339,855503,1286,1015.66,535.0 | |
| 12011,Broward County,FL,1869235,1748148,6.9,1748066,5.8,21.5,15.3,51.4,64.9,28.9,0.4,3.7,0.1,2.1,27.5,39.8,83.3,31.5,37.8,87.8,29.9,92575,27.2,817277,65.9,47.8,181500,663458,2.67,28205,51251,14.3,57607,626529,1.2,225162,237524,16.4,0.5,3.7,0.1,22.1,29.8,7160772,31411627,30886257,17680,4209090,2462,1209.79,1444.9 | |
| 12013,Calhoun County,FL,14532,14625,-0.6,14625,5.5,20.8,17.3,45.5,81.8,13.6,1.3,0.8,0.2,2.2,5.8,76.8,87.5,2.7,6.0,73.5,7.8,1598,28.8,5928,79.0,2.2,70000,4696,2.7,14675,32780,23.5,191,1729,1.6,767,1034,0.0,0.0,0.0,0.0,0.0,0.0,0,0,64750,4791,9289,8,567.33,25.8 | |
| 12015,Charlotte County,FL,168474,159989,5.3,159978,3.1,13.0,37.7,51.3,90.5,6.2,0.3,1.4,0.1,1.5,6.7,84.7,84.1,9.7,11.0,88.8,21.2,24867,23.3,101365,79.0,19.6,143700,70545,2.24,26286,44378,12.6,3692,35239,3.3,11764,13987,0.0,0.0,0.0,0.0,0.0,26.4,0,211715,1898114,12072,178021,610,680.28,235.2 | |
| 12017,Citrus County,FL,139377,141236,-1.3,141236,3.8,15.0,35.2,51.6,93.3,3.1,0.4,1.6,0.0,1.5,5.2,88.7,88.0,4.8,5.9,86.0,16.6,21097,25.9,77717,82.6,5.6,117400,60319,2.29,23148,39100,16.8,2665,26477,1.6,8790,12451,2.5,0.0,0.0,0.0,0.0,30.9,0,0,1405565,10051,109681,233,581.7,242.8 | |
| 12019,Clay County,FL,199798,190865,4.7,190865,5.5,24.2,14.2,50.8,82.4,10.9,0.5,3.2,0.2,2.9,9.2,74.8,85.3,6.6,9.8,90.2,24.0,26014,32.1,77439,76.6,11.8,158600,67805,2.82,26577,59482,9.8,3596,36060,2.5,11616,15242,6.3,0.0,4.2,0.0,4.5,28.8,0,394349,2005718,10997,213775,915,604.36,315.8 | |
| 12021,Collier County,FL,348777,321520,8.5,321520,4.8,18.3,29.4,50.8,89.7,7.2,0.5,1.4,0.1,1.1,26.7,64.3,84.8,22.9,31.6,85.8,31.7,30603,23.6,203070,74.1,48.6,261300,122972,2.64,36439,55843,14.1,10622,108607,2.0,34947,38309,3.3,0.0,1.8,0.0,15.5,26.8,606697,1649037,5186468,16546,1037152,3610,1998.32,160.9 | |
| 12023,Columbia County,FL,67857,67532,0.5,67531,5.9,21.8,17.3,48.2,78.0,18.5,0.5,1.1,0.1,1.8,5.6,73.1,78.8,3.4,7.2,82.6,13.3,7694,22.3,28309,70.8,9.5,108700,23604,2.69,19306,38070,19.8,1320,17648,0.5,3691,5089,5.7,0.0,0.0,0.0,3.4,24.7,351463,478597,862158,12692,103321,80,797.57,84.7 | |
| 12027,DeSoto County,FL,35012,34862,0.4,34862,5.5,20.9,19.7,43.7,83.5,13.2,1.1,0.8,0.2,1.2,30.5,55.2,82.0,17.6,29.2,71.3,10.6,2802,24.6,14729,71.8,10.8,89900,10622,2.89,15088,34963,29.6,427,4876,1.7,1572,1899,0.0,0.0,0.0,0.0,0.0,24.0,0,0,280786,8001,24311,112,637.06,54.7 | |
| 12029,Dixie County,FL,15907,16422,-3.1,16422,5.6,19.1,22.0,46.0,88.5,9.1,0.4,0.4,0.0,1.5,3.7,85.1,87.1,2.7,2.9,78.5,8.4,2085,25.7,9155,78.5,3.0,85300,6130,2.49,16851,33981,17.4,184,1411,1.5,775,919,0.0,0.0,0.0,0.0,0.0,0.0,0,0,49120,3303,7395,24,705.05,23.3 | |
| 12031,Duval County,FL,897698,864263,3.9,864263,6.8,22.9,12.8,51.6,62.0,30.1,0.4,4.7,0.1,2.7,8.6,55.0,81.5,9.5,13.2,87.9,26.4,85376,23.6,395841,61.6,29.5,151400,330897,2.58,26143,48323,16.9,23807,403647,1.6,62201,69495,14.1,0.3,4.9,0.0,6.3,29.8,11222050,17205787,13316700,15688,1719352,3446,762.19,1133.9 | |
| 12033,Escambia County,FL,310659,297619,4.4,297619,6.0,20.8,15.7,50.1,69.9,22.8,0.9,3.1,0.2,3.1,5.5,65.5,80.9,5.6,7.9,87.9,23.7,34292,22.2,138636,64.1,23.6,130100,111689,2.51,23441,43918,18.1,6581,98366,-1.4,19187,24187,9.5,0.0,3.7,0.1,2.4,30.6,2117030,1838916,4055667,13404,493882,698,656.46,453.4 | |
| 12035,Flagler County,FL,102408,95696,7.0,95696,4.2,18.1,28.4,52.0,83.7,11.5,0.4,2.4,0.1,1.9,9.8,75.3,88.2,13.4,15.5,90.2,23.3,11345,26.4,49562,80.2,11.3,169300,35647,2.71,24497,47233,16.6,1863,15920,0.0,8112,9695,0.0,0.0,0.0,0.0,0.0,0.0,235664,0,684121,7766,114760,548,485.46,197.1 | |
| 12037,Franklin County,FL,11815,11549,2.3,11549,4.3,16.6,20.1,42.2,82.7,14.4,0.6,0.7,0.1,1.5,5.1,78.0,80.0,3.2,7.3,79.3,14.4,1235,22.3,8569,69.7,13.3,143900,4294,2.23,19843,38328,20.6,304,2226,1.3,1270,1758,0.0,0.0,0.0,0.0,0.0,0.0,0,0,92324,8191,37568,8,534.73,21.6 | |
| 12039,Gadsden County,FL,46281,47746,-3.1,46389,6.1,22.2,15.5,49.5,42.3,55.2,0.6,0.7,0.2,1.1,10.5,33.2,89.4,6.6,9.5,77.2,14.9,3285,28.0,19432,71.2,7.7,111200,16662,2.62,17615,35380,26.5,640,9016,3.4,2780,2765,35.1,0.0,0.0,0.0,0.0,29.8,262901,383966,440290,9422,18920,23,516.33,89.8 | |
| 12041,Gilchrist County,FL,16997,16939,0.3,16939,5.3,20.4,19.4,48.0,91.7,5.7,0.7,0.5,0.1,1.2,5.2,87.1,85.1,3.0,4.4,79.8,11.1,1815,31.3,7229,79.7,1.8,102300,6240,2.51,20180,38406,24.1,214,1424,5.8,913,1104,0.0,0.0,0.0,0.0,0.0,0.0,0,2348,52477,3102,8145,37,349.68,48.4 | |
| 12043,Glades County,FL,13635,12884,5.8,12884,4.0,17.1,26.5,43.7,78.7,14.0,5.6,0.7,0.1,1.0,21.7,60.4,87.5,14.7,20.7,78.0,12.2,1205,24.5,6825,72.1,5.7,87700,3843,3.05,16011,34694,24.5,106,881,6.0,517,354,0.0,0.0,0.0,0.0,0.0,29.4,0,0,13064,1191,4894,14,806.01,16.0 | |
| 12045,Gulf County,FL,15944,15863,0.5,15863,4.3,15.5,18.1,39.8,78.0,19.1,0.5,0.6,0.0,1.8,5.0,73.4,85.1,3.2,4.6,79.5,13.6,1384,24.4,9181,71.3,11.1,120200,5414,2.49,18546,40455,16.4,275,2023,2.7,1063,1232,0.0,0.0,0.0,0.0,0.0,0.0,0,0,76286,4840,18763,92,564.01,28.1 | |
| 12047,Hamilton County,FL,14048,14799,-5.1,14799,5.4,19.3,15.9,42.9,63.0,33.5,1.0,0.8,0.0,1.8,9.5,55.0,82.9,3.7,8.8,75.1,9.4,1311,24.2,5704,75.1,5.5,73500,4657,2.45,16295,37716,23.6,166,1890,-3.9,556,816,0.0,0.0,0.0,0.0,0.0,35.5,0,0,103218,7243,7863,9,513.79,28.8 | |
| 12049,Hardee County,FL,27469,27731,-0.9,27731,7.2,26.7,14.8,46.5,88.5,7.6,1.2,1.2,0.1,1.4,43.1,47.5,86.4,20.8,40.7,64.2,8.8,1388,25.6,9618,70.5,9.1,85800,7463,3.38,15366,37125,29.6,380,4172,-5.0,1272,1363,0.0,0.0,0.0,0.0,22.0,0.0,0,0,400142,13878,17883,17,637.78,43.5 | |
| 12051,Hendry County,FL,38505,39140,-1.6,39140,7.7,28.1,12.7,48.0,82.0,13.2,2.2,1.3,0.2,1.1,50.9,33.9,83.4,24.9,44.8,64.4,9.9,1820,27.5,14376,69.6,8.2,81400,11223,3.15,16133,35425,26.7,546,5579,3.4,2707,2489,0.0,0.0,0.0,0.0,34.3,0.0,0,212095,345685,8774,37321,24,1152.75,34.0 | |
| 12053,Hernando County,FL,175855,172777,1.8,172778,4.4,18.7,27.5,52.1,90.5,5.7,0.5,1.4,0.1,1.9,11.6,80.2,85.3,6.5,10.5,86.5,15.5,21514,30.0,84623,79.3,4.8,117400,70210,2.44,21411,41024,15.4,2984,29704,-1.0,10326,13476,3.6,0.8,0.0,0.0,8.7,26.6,312518,177905,1654088,9789,166197,378,472.54,365.6 | |
| 12055,Highlands County,FL,98236,98786,-0.6,98786,4.7,17.8,33.8,51.5,85.6,10.6,0.6,1.5,0.1,1.6,18.4,68.7,84.4,10.9,18.9,81.0,14.9,12995,21.9,54894,77.9,11.7,93600,39931,2.42,20072,35560,20.1,1862,18901,-4.6,5719,7360,0.0,0.0,3.7,0.0,14.4,24.1,306138,0,1089559,11060,100789,92,1016.62,97.2 | |
| 12057,Hillsborough County,FL,1316298,1229224,7.1,1229226,6.4,23.2,13.1,51.3,75.3,17.5,0.6,4.0,0.1,2.5,26.5,51.6,81.7,15.5,26.4,86.8,29.5,94536,25.7,554070,60.0,29.3,160000,471340,2.63,27149,49596,16.8,33302,538119,3.2,106573,114841,8.6,0.6,4.5,0.0,19.9,28.6,9444867,17752902,19110290,16335,2619799,7490,1020.21,1204.9 | |
| 12059,Holmes County,FL,19650,19927,-1.4,19927,5.0,20.3,18.9,46.6,89.4,6.8,0.9,0.7,0.1,2.1,2.7,87.0,87.6,2.6,3.8,75.5,12.0,1872,29.7,8559,79.3,4.2,83400,6808,2.65,16845,35511,23.8,267,1804,-5.2,1091,937,0.0,0.0,0.0,0.0,0.0,20.3,0,0,73133,3825,8328,31,478.78,41.6 | |
| 12061,Indian River County,FL,144755,138028,4.9,138028,4.4,17.5,30.0,52.0,87.3,9.4,0.5,1.5,0.0,1.4,11.9,76.3,84.3,10.4,14.3,87.0,26.6,15463,21.8,77340,74.9,25.0,157400,58038,2.37,30532,44772,15.1,3976,39372,0.8,12372,15401,4.9,0.0,0.0,0.0,6.0,0.0,413041,0,1851697,13940,190526,707,502.87,274.5 | |
| 12063,Jackson County,FL,48801,49761,-1.9,49746,4.9,18.8,18.0,44.8,69.8,27.0,0.8,0.6,0.2,1.7,4.8,65.7,86.1,2.8,5.7,78.0,14.2,5114,24.0,20821,74.3,7.2,88100,16244,2.55,17525,36809,19.9,767,8740,-1.9,2687,3106,0.0,0.0,0.0,0.0,2.4,27.1,180603,70612,541943,11070,43151,29,917.76,54.2 | |
| 12065,Jefferson County,FL,14050,14761,-4.8,14761,4.9,17.5,20.1,47.7,62.1,35.4,0.4,0.5,0.0,1.6,4.1,58.8,90.1,2.3,7.4,81.2,16.9,1753,26.9,6589,75.5,5.2,121100,5347,2.36,21184,44170,17.2,239,1490,0.5,1015,1092,0.0,0.0,0.0,0.0,0.0,0.0,0,43717,88713,6403,7035,17,598.1,24.7 | |
| 12067,Lafayette County,FL,8835,8870,-0.4,8870,5.1,20.1,14.0,40.0,82.5,15.2,0.7,0.2,0.1,1.3,12.5,71.0,85.1,8.2,12.5,78.4,9.3,765,24.3,3300,79.9,2.8,116600,2710,2.75,18660,39722,20.2,94,762,1.1,325,247,0.0,0.0,0.0,0.0,0.0,0.0,0,0,66528,8292,2663,11,543.41,16.3 | |
| 12069,Lake County,FL,315690,297047,6.3,297052,5.0,19.8,26.0,51.6,84.6,10.6,0.6,2.2,0.1,1.8,13.8,72.4,85.1,8.5,12.5,86.4,20.5,34327,27.7,146687,75.3,12.1,142700,117250,2.53,24183,45035,13.8,6526,70757,3.9,22148,26755,5.6,0.0,0.0,0.0,8.7,27.5,825472,726344,3441893,11391,436028,2488,938.38,316.6 | |
| 12071,Lee County,FL,679513,618754,9.8,618754,4.9,18.7,26.3,51.0,87.0,9.1,0.5,1.7,0.1,1.6,19.6,69.2,80.9,15.1,21.2,86.9,24.7,63839,26.9,375682,70.8,27.5,149400,241531,2.59,27348,47439,15.4,16403,184629,2.8,57794,64852,4.2,0.0,2.3,0.0,13.6,26.5,1181824,2271601,9193114,15708,1191997,4095,784.51,788.7 | |
| 12073,Leon County,FL,283988,275480,3.1,275487,5.2,19.1,11.4,52.5,62.6,31.6,0.3,3.3,0.1,2.1,6.1,57.5,72.8,6.5,9.6,91.8,44.2,17802,19.9,126724,53.8,31.7,183300,110377,2.4,26196,46369,23.2,7396,94117,2.1,19062,24022,15.0,0.0,3.1,0.0,4.1,29.8,593440,791172,3533827,13451,551621,1114,666.85,413.1 | |
| 12075,Levy County,FL,39613,40801,-2.9,40801,5.0,19.8,22.9,50.8,87.2,9.5,0.7,0.7,0.1,1.7,8.1,80.0,83.4,3.2,6.0,81.1,11.1,4599,28.1,19856,77.5,5.2,92200,15582,2.54,18304,34348,23.7,703,5121,-0.2,2599,3663,0.0,0.0,0.0,0.0,0.0,22.8,130976,62754,346356,8920,32401,49,1118.21,36.5 | |
| 12077,Liberty County,FL,8360,8365,-0.1,8365,4.8,19.0,11.8,37.6,77.0,19.7,1.3,0.4,0.0,1.6,6.6,71.4,79.4,3.4,8.1,75.6,12.8,645,28.7,3324,78.7,0.1,78800,2305,2.91,16266,39681,24.1,79,1334,-4.4,371,489,0.0,0.0,0.0,0.0,0.0,0.0,0,0,24403,3129,3368,9,835.56,10.0 | |
| 12079,Madison County,FL,18518,19226,-3.7,19224,5.5,20.0,17.9,47.2,58.7,38.9,0.6,0.4,0.0,1.4,5.0,54.5,88.0,4.1,6.9,78.2,9.7,1562,27.5,8422,75.8,7.4,81000,6739,2.52,15538,33833,22.5,298,2775,7.6,938,1092,0.0,0.0,0.0,0.0,0.0,0.0,0,0,124831,6578,12314,33,695.95,27.6 | |
| 12081,Manatee County,FL,351746,322833,9.0,322833,5.0,19.5,25.5,51.6,86.4,9.3,0.5,2.0,0.1,1.7,15.7,72.1,82.7,12.7,16.5,87.4,26.6,33883,23.9,179035,71.4,24.8,165400,131197,2.48,27322,47876,15.1,7925,85188,-0.3,26634,29906,3.8,0.0,2.6,0.0,7.5,27.9,2985063,1725496,3874822,12339,443809,3565,742.93,434.5 | |
| 12083,Marion County,FL,339167,331303,2.4,331298,4.9,18.8,27.9,52.0,82.9,13.2,0.5,1.6,0.1,1.7,11.9,72.2,84.6,7.6,11.9,85.0,17.4,39952,24.8,163542,76.7,9.9,119400,134002,2.43,21992,39453,18.1,6787,74910,2.6,22900,29443,7.5,0.0,2.4,0.0,8.2,27.6,1841509,1639464,4218810,13060,353110,754,1584.55,209.1 | |
| 12085,Martin County,FL,153392,146850,4.5,146318,4.1,16.8,29.3,50.4,90.4,5.7,1.1,1.3,0.2,1.3,12.9,79.3,85.7,9.8,14.5,88.8,29.9,16999,24.4,78948,76.2,29.3,197900,59891,2.41,34057,49846,13.0,5141,49754,-0.1,14370,18387,1.7,0.0,2.2,0.0,5.8,27.6,856090,741647,2470433,17790,279037,432,543.46,269.2 | |
| 12086,Miami-Dade County,FL,2662874,2498017,6.6,2496435,5.8,20.6,15.2,51.4,77.9,18.9,0.3,1.7,0.0,1.2,66.2,14.8,86.9,51.3,72.2,78.8,26.3,60168,29.0,1004371,55.7,47.4,201000,828031,3.02,23174,43100,19.9,78629,886497,2.9,407551,403672,11.4,0.5,2.2,0.1,60.5,28.9,9347116,60760055,34530470,14074,6005856,7731,1897.72,1315.5 | |
| 12087,Monroe County,FL,77136,73090,5.5,73090,4.6,15.3,20.5,47.5,89.8,6.6,0.4,1.3,0.1,1.8,22.4,68.6,84.0,17.4,22.9,89.9,28.0,7691,18.8,52935,61.7,23.6,381200,28503,2.54,33974,53607,13.5,3615,29697,2.1,11729,13973,3.4,0.0,1.6,0.0,0.0,24.7,0,0,1387603,18900,748100,188,983.28,74.3 | |
| 12089,Nassau County,FL,76619,73314,4.5,73314,5.1,20.4,20.0,50.8,90.4,6.5,0.5,1.0,0.1,1.5,3.8,87.2,86.9,2.6,3.7,89.4,22.8,9109,29.0,35972,78.4,13.9,181100,28044,2.62,28926,55315,12.6,1648,15434,1.2,5403,6273,2.7,0.0,0.0,0.0,0.0,27.5,696212,0,630924,9219,286967,587,648.64,113.0 | |
| 12091,Okaloosa County,FL,196512,180822,8.7,180822,6.7,22.2,15.1,49.2,81.7,10.1,0.7,3.2,0.3,3.9,8.5,74.7,81.0,6.6,9.6,90.9,27.4,30257,22.9,95055,66.1,26.0,182100,73253,2.47,28600,54684,13.4,5031,58285,-0.8,14078,18467,0.0,0.4,4.2,0.0,4.1,27.8,656730,236877,3031043,16754,491894,590,930.25,194.4 | |
| 12093,Okeechobee County,FL,39149,39996,-2.1,39996,6.2,22.7,17.9,46.2,87.4,8.8,1.4,1.0,0.1,1.3,25.3,63.6,88.7,12.1,24.3,67.8,10.2,3063,25.3,18223,73.9,5.3,105300,12999,2.86,17787,34570,26.9,738,6486,-1.7,2078,2828,0.0,0.9,0.0,0.0,0.0,0.0,0,85257,430587,10758,46949,17,768.91,52.0 | |
| 12095,Orange County,FL,1253001,1145954,9.3,1145956,6.2,22.7,10.8,50.9,69.0,22.2,0.6,5.6,0.2,2.5,29.2,43.3,79.5,19.0,33.5,87.2,30.1,66314,26.3,508051,57.4,33.0,167800,415790,2.76,24877,47581,17.0,33317,640229,3.0,110458,113155,10.9,0.0,6.1,0.1,20.9,29.9,10921814,17080688,19195634,18005,6645089,9246,903.43,1268.5 | |
| 12097,Osceola County,FL,310211,268687,15.5,268685,6.4,25.1,12.7,51.0,80.0,13.4,0.8,3.0,0.2,2.6,49.7,36.1,85.4,19.9,47.8,83.8,17.6,16395,30.6,133981,63.1,26.8,129900,90413,3.07,19007,43891,17.9,5090,65594,3.8,25694,24646,0.0,0.6,5.4,0.0,37.6,29.0,644949,3044187,2868737,11107,890451,3414,1327.45,202.4 | |
| 12099,Palm Beach County,FL,1397710,1320134,5.9,1320134,5.1,19.5,22.7,51.6,76.1,18.8,0.6,2.7,0.1,1.7,20.7,57.3,85.0,22.6,28.4,87.5,32.4,99057,24.5,674844,71.2,40.6,199700,526007,2.51,32858,52432,14.5,44234,466399,3.7,151331,163433,8.9,0.5,3.1,0.0,14.4,27.8,4240652,12017516,19321650,15278,3088613,5066,1969.76,670.2 | |
| 12101,Pasco County,FL,485331,464701,4.4,464697,5.0,20.5,22.5,51.4,89.4,5.6,0.4,2.4,0.1,2.0,13.4,77.4,87.0,9.0,13.9,87.2,20.4,50239,30.0,232348,76.5,12.1,120000,182707,2.53,23736,43888,13.9,8784,84928,3.5,31285,38812,0.0,1.0,3.3,0.0,9.1,28.3,745172,807398,4746208,10328,432390,2785,746.89,622.2 | |
| 12103,Pinellas County,FL,938098,916812,2.3,916542,4.5,17.1,23.0,52.1,83.1,10.9,0.4,3.4,0.1,2.0,8.8,75.4,84.3,11.4,13.2,88.9,27.5,94997,23.4,504674,67.0,36.9,151500,401708,2.24,29262,45535,14.1,26751,365099,4.7,76324,98528,4.6,0.3,3.8,0.0,5.0,29.4,8062020,12378394,14826852,16244,1925067,1733,273.8,3347.5 | |
| 12105,Polk County,FL,634638,602095,5.4,602095,5.9,22.8,19.5,51.0,79.7,15.7,0.6,1.9,0.1,2.0,19.6,62.1,83.7,10.2,19.2,82.4,18.1,51949,25.8,282730,70.5,14.3,111400,219540,2.71,21285,43113,18.2,10922,166924,1.1,38465,45012,7.1,0.0,3.3,0.0,12.8,25.4,7178034,13241719,6420144,11195,699617,2559,1797.84,334.9 | |
| 12107,Putnam County,FL,72143,74364,-3.0,74364,5.7,21.6,21.1,50.7,80.3,16.6,0.6,0.7,0.1,1.7,9.6,71.7,88.2,4.8,8.9,77.5,11.4,8293,28.1,36662,76.3,7.0,89600,28047,2.57,18377,32497,26.4,1232,11917,0.7,3853,5259,8.5,0.0,0.0,0.0,0.0,0.0,982580,0,671648,9108,48880,29,727.62,102.2 | |
| 12109,St. Johns County,FL,217919,190039,14.7,190039,4.8,22.0,18.2,51.3,89.5,5.7,0.3,2.6,0.1,1.8,6.1,84.0,83.3,6.4,8.1,93.2,41.4,19172,25.7,96900,77.0,19.1,242900,75558,2.57,36836,64876,9.6,5305,49016,6.1,18006,19871,2.3,0.5,2.7,0.0,4.9,26.1,533263,871130,2039710,11601,507634,2786,600.66,316.4 | |
| 12111,St. Lucie County,FL,291028,277257,5.0,277789,5.2,20.8,22.6,51.2,75.1,20.2,0.6,1.9,0.1,2.1,17.6,59.5,83.5,14.9,20.5,85.2,19.5,26490,28.3,137339,73.0,20.5,122900,106060,2.62,23285,43413,18.4,5062,53629,-0.8,21562,24858,12.8,0.0,2.4,0.0,13.9,31.7,916481,693623,3697675,14197,268322,962,571.93,485.7 | |
| 12113,Santa Rosa County,FL,163422,151372,8.0,151372,5.7,22.6,14.5,48.9,87.1,6.6,0.9,2.2,0.2,3.1,5.2,82.8,81.3,4.4,6.5,89.4,25.9,20921,27.1,67604,73.6,11.2,162300,57368,2.64,26861,57703,12.3,2469,22056,0.6,10394,12874,2.2,0.0,0.0,0.0,2.6,31.5,74894,148932,1107974,7499,135111,1127,1011.61,149.6 | |
| 12115,Sarasota County,FL,396962,379437,4.6,379448,3.7,15.0,33.9,52.2,91.6,5.0,0.3,1.6,0.1,1.5,8.7,83.7,84.8,12.0,13.0,91.9,30.8,47357,21.9,230987,74.5,25.0,175000,170555,2.21,32313,49052,12.2,12905,127514,1.7,38127,46390,2.1,0.2,1.5,0.0,5.3,26.2,1366676,1560297,5599478,15181,844369,2093,555.87,682.6 | |
| 12117,Seminole County,FL,442516,422718,4.7,422718,5.2,21.4,14.3,51.6,80.6,12.2,0.4,4.1,0.1,2.5,19.2,63.6,86.9,11.8,18.8,91.8,35.0,30528,26.3,185882,70.5,25.3,184300,147529,2.87,28675,58175,11.3,12639,152363,1.6,38346,46725,5.4,0.3,3.4,0.0,11.2,28.8,1634749,2852650,6872148,16831,764148,967,309.22,1367.0 | |
| 12119,Sumter County,FL,114350,93420,22.4,93420,2.0,7.4,52.9,49.3,89.6,8.3,0.4,0.8,0.1,0.9,5.6,84.6,85.3,5.8,7.4,87.8,25.2,18121,24.6,64510,90.2,2.3,194100,43507,2.04,27504,48493,12.0,1319,17523,6.5,5521,5207,0.0,0.0,0.0,0.0,4.5,31.4,367864,0,672106,9244,79933,2570,546.93,170.8 | |
| 12121,Suwannee County,FL,44022,41551,5.9,41551,5.8,21.4,19.6,47.8,83.5,13.6,0.7,0.7,0.1,1.5,9.1,75.3,85.2,5.9,8.1,79.8,9.8,4324,26.0,18848,72.2,5.3,98400,15712,2.64,18431,35698,23.6,671,7738,-3.4,2307,3112,5.2,0.0,0.0,0.0,3.4,0.0,0,108657,353760,8962,31870,41,688.55,60.3 | |
| 12123,Taylor County,FL,22582,22568,0.1,22570,5.3,19.0,18.0,43.6,75.8,20.7,0.9,0.8,0.0,1.7,4.0,72.3,86.7,2.4,5.8,76.5,11.6,2310,21.1,10872,78.1,5.3,87400,7672,2.55,17045,36356,16.7,401,4447,-2.1,930,1475,0.0,0.0,0.0,0.0,0.0,0.0,595497,0,207073,9886,19967,24,1043.31,21.6 | |
| 12125,Union County,FL,15190,15535,-2.2,15535,5.3,19.2,12.4,35.4,74.7,22.9,0.4,0.4,0.0,1.5,5.3,70.3,83.9,2.6,4.9,73.9,10.0,1931,22.9,4458,66.5,6.7,89200,3807,2.79,13590,42660,19.6,135,1822,3.2,518,722,0.0,0.0,0.0,0.0,0.0,37.1,0,0,42047,2855,10512,22,243.56,63.8 | |
| 12127,Volusia County,FL,507531,494597,2.6,494593,4.7,18.0,23.2,51.2,84.5,11.1,0.5,1.9,0.1,1.9,12.2,73.8,85.6,7.0,12.7,87.6,20.8,54343,25.4,256093,72.0,21.9,142800,195907,2.47,23973,42457,16.8,11972,131926,1.9,37963,46499,4.1,0.0,2.7,0.0,6.8,0.0,1948646,2002931,6099931,12230,899154,1373,1101.03,449.2 | |
| 12129,Wakulla County,FL,31432,30783,2.1,30776,5.3,20.8,13.2,44.7,81.4,15.2,0.7,0.6,0.1,2.0,3.8,78.2,80.2,2.8,5.1,87.7,17.2,3447,30.4,12838,78.7,4.9,138300,10455,2.61,21797,52691,14.4,413,3101,4.8,1981,2750,0.0,1.3,0.0,0.0,0.0,0.0,0,7019,167697,5544,20092,106,606.42,50.8 | |
| 12131,Walton County,FL,61530,55043,11.8,55043,5.4,20.2,18.7,49.1,89.4,5.9,0.9,1.1,0.2,2.5,6.1,84.2,83.5,5.0,7.5,84.5,24.1,6636,25.5,47807,73.3,27.0,159500,22639,2.41,25845,43640,17.9,1873,17445,-2.5,6588,7065,0.0,0.0,0.0,0.0,0.0,24.3,0,205148,705008,13387,312686,1076,1037.63,53.0 | |
| 12133,Washington County,FL,24451,24896,-1.8,24896,4.9,19.8,17.3,45.2,80.0,15.6,1.4,0.7,0.1,2.2,3.5,77.2,86.4,2.8,4.5,80.3,11.4,2088,28.1,10680,78.6,3.0,85900,8533,2.63,17385,38501,20.1,378,3751,-1.2,1400,1273,0.0,0.0,0.0,0.0,0.0,40.1,0,0,177286,7747,18080,21,582.8,42.7 | |
| 13000,Georgia,,10097343,9688681,4.2,9687653,6.6,24.7,12.4,51.2,62.1,31.5,0.5,3.8,0.1,2.0,9.3,54.3,83.6,9.7,13.3,84.7,28.0,690208,27.0,4151190,65.1,20.5,151300,3518097,2.71,25182,49179,18.2,217559,3458050,2.0,816360,901105,20.4,0.7,5.1,0.1,3.6,30.9,144280774,141962359,117516907,12326,16976235,39423,57513.49,168.4 | |
| 13001,Appling County,GA,18540,18236,1.7,18236,6.9,25.4,15.6,49.9,77.8,19.7,0.5,0.8,0.2,1.0,9.3,69.8,90.8,5.5,10.1,76.8,12.8,1009,20.9,8414,69.6,5.9,75600,6934,2.59,19643,36786,22.9,364,5222,-2.7,1170,1627,0.0,0.0,0.0,0.0,2.7,21.5,347120,58142,179447,10022,15835,3,507.08,36.0 | |
| 13003,Atkinson County,GA,8223,8382,-1.9,8375,8.4,28.1,11.8,49.6,77.0,17.9,1.3,0.8,1.0,2.0,23.9,56.9,87.6,12.2,20.5,64.6,7.7,540,21.2,3461,69.9,7.4,75000,2758,3.0,15958,30049,32.2,89,1115,1.5,514,582,0.0,0.0,0.0,0.0,0.0,27.5,0,0,35656,4367,937,0,339.38,24.7 | |
| 13005,Bacon County,GA,11281,11096,1.7,11096,6.9,26.0,14.1,50.8,81.0,16.5,0.4,0.5,0.2,1.4,8.0,74.1,85.9,5.2,8.6,72.2,12.1,502,24.2,4739,67.5,6.8,77000,4036,2.66,18558,33757,19.0,214,2553,4.6,652,716,0.0,0.0,0.0,0.0,0.0,26.3,165420,120704,68612,6495,5947,0,258.58,42.9 | |
| 13007,Baker County,GA,3255,3451,-5.7,3451,5.1,20.6,17.8,52.1,51.6,45.6,0.4,1.2,0.1,1.2,4.8,47.9,95.5,0.6,0.6,79.5,10.9,136,26.9,1628,72.0,4.2,72700,1374,2.47,17019,27353,31.8,23,218,-5.2,193,133,0.0,0.0,0.0,0.0,0.0,30.1,0,0,5320,1421,0,0,341.94,10.1 | |
| 13009,Baldwin County,GA,45909,45835,0.2,45720,5.2,19.3,14.2,49.6,54.9,41.8,0.3,1.7,0.1,1.2,2.1,53.3,80.2,2.6,3.7,81.7,19.0,3079,20.5,20226,57.2,20.0,103900,16338,2.55,18622,32751,30.0,815,12245,-1.8,2976,4071,0.0,0.0,1.6,0.0,1.0,26.6,0,0,524150,11267,57925,39,257.84,177.3 | |
| 13011,Banks County,GA,18295,18395,-0.5,18395,5.3,23.2,15.9,49.3,93.8,2.9,0.6,1.3,0.1,1.3,6.5,88.1,91.1,3.4,4.6,75.5,11.6,1262,29.4,7540,77.3,3.5,140200,6772,2.71,20231,41141,16.7,264,2947,6.0,1236,0,0.0,0.0,0.0,0.0,0.0,0.0,0,23263,233863,14223,44269,17,232.09,79.3 | |
| 13013,Barrow County,GA,73240,69367,5.6,69367,7.2,27.4,11.2,50.7,81.8,11.7,0.5,3.8,0.1,2.2,9.6,73.4,87.2,7.3,12.2,82.1,17.1,4968,33.4,26833,78.2,6.5,127000,23413,2.97,21379,53274,13.7,1072,13953,0.9,5317,6370,0.0,0.0,0.0,0.0,0.0,30.2,768413,466296,660898,9839,125078,444,160.31,432.7 | |
| 13015,Bartow County,GA,101736,100157,1.6,100157,6.4,25.2,12.8,50.7,85.6,10.9,0.6,1.0,0.1,1.9,8.0,78.7,82.9,4.6,6.9,80.4,15.9,6556,28.1,39827,67.7,11.7,128500,34567,2.88,21022,47197,17.1,1853,28229,3.7,7663,9679,7.0,0.0,2.5,0.0,0.0,28.2,3723604,648966,1177422,12699,140737,221,459.54,217.9 | |
| 13017,Ben Hill County,GA,17464,17634,-1.0,17634,7.7,25.4,15.4,52.5,61.8,35.5,0.6,0.8,0.0,1.3,6.3,56.5,87.2,1.6,3.2,76.9,9.8,1133,16.9,7893,64.4,13.9,79700,6110,2.83,14204,28547,38.1,318,4597,1.1,1154,1372,14.2,0.0,0.0,0.0,0.0,27.8,0,0,224967,12693,20020,11,250.12,70.5 | |
| 13019,Berrien County,GA,18700,19286,-3.0,19286,6.1,23.5,16.5,50.7,86.6,11.1,0.4,0.6,0.0,1.2,5.0,82.4,89.0,2.7,4.9,76.8,12.8,1453,25.5,8640,76.8,3.8,80100,7040,2.69,16784,32258,22.5,254,2815,-7.2,1061,1210,0.0,0.0,0.0,0.0,0.0,33.1,415852,68412,129158,7739,9253,15,451.9,42.7 | |
| 13021,Bibb County,GA,153905,155510,-1.0,155547,7.2,25.2,14.0,53.0,42.6,53.8,0.3,1.9,0.1,1.3,3.2,40.3,81.3,3.8,5.1,82.4,22.5,11498,20.7,70297,54.4,27.8,123000,56585,2.63,20982,37550,24.9,4060,71200,0.2,12382,14851,32.5,0.4,3.3,0.0,0.0,35.1,1693877,1613732,2536200,16374,306252,92,249.76,622.8 | |
| 13023,Bleckley County,GA,12795,13063,-2.1,13063,5.4,21.5,16.7,52.2,70.9,26.8,0.1,1.0,0.0,1.1,2.6,68.9,82.0,2.0,3.2,79.5,14.9,946,26.3,5276,71.3,10.0,79900,3955,2.9,20156,36073,23.3,163,1469,-24.4,758,769,0.0,0.0,0.0,0.0,0.0,36.4,0,16882,76320,5950,6646,16,215.87,60.5 | |
| 13025,Brantley County,GA,18417,18410,0.0,18411,5.7,25.0,14.7,50.6,94.4,3.5,0.4,0.3,0.0,1.5,2.1,92.5,88.3,0.7,1.7,76.8,6.4,1327,32.2,7923,80.4,3.7,68500,6550,2.79,16938,36070,21.9,187,1232,-0.6,973,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,62404,4043,4259,11,442.36,41.6 | |
| 13027,Brooks County,GA,15418,16324,-5.6,16243,6.7,21.9,18.6,51.2,62.2,35.4,0.4,0.6,0.2,1.2,5.6,57.6,87.2,3.2,6.8,77.4,11.4,1533,23.0,7659,67.6,5.9,101400,6573,2.39,19409,34419,24.0,199,1986,-0.7,819,940,0.0,0.0,0.0,0.0,0.0,0.0,0,65887,88152,5394,0,15,493.05,32.9 | |
| 13029,Bryan County,GA,33906,30238,12.1,30233,7.3,29.1,10.2,50.2,78.9,15.4,0.5,2.0,0.2,3.0,6.3,74.0,83.2,3.5,4.4,88.0,30.6,3253,28.7,12908,70.2,9.7,182400,11230,2.79,27556,64707,11.7,597,5686,7.2,2258,2749,0.0,0.0,0.0,0.0,0.0,30.6,0,154440,224984,7479,34786,412,435.97,69.3 | |
| 13031,Bulloch County,GA,72087,70217,2.7,70217,5.6,20.4,10.3,50.6,67.0,29.1,0.4,1.7,0.1,1.6,3.7,64.2,78.0,4.0,5.0,85.9,27.7,4028,21.2,29771,50.9,27.4,134900,25254,2.61,18587,35840,31.3,1373,17227,-0.3,4308,6025,0.0,0.0,0.0,0.0,0.0,22.2,523827,0,733425,11044,95340,521,672.81,104.4 | |
| 13033,Burke County,GA,22709,23316,-2.6,23316,7.0,26.2,14.1,52.0,49.2,48.4,0.3,0.5,0.1,1.4,3.0,47.0,90.9,1.7,3.0,76.9,9.9,1490,26.7,9829,70.2,9.1,80000,7881,2.91,16171,31494,33.5,300,4993,-10.5,1381,1797,28.3,0.0,0.0,0.0,0.0,36.2,0,0,177473,7776,11108,43,826.97,28.2 | |
| 13035,Butts County,GA,23368,23655,-1.2,23655,5.8,22.0,14.3,47.1,70.2,27.7,0.3,0.5,0.0,1.2,3.1,67.6,83.5,3.0,3.0,74.7,8.4,1534,30.9,9281,75.2,7.9,125400,7776,2.74,20363,49754,14.5,347,4048,4.6,1461,1731,0.0,0.0,0.0,0.0,0.0,21.0,287017,465389,295450,12496,17970,12,184.39,128.3 | |
| 13037,Calhoun County,GA,6463,6694,-3.5,6694,4.8,19.0,12.5,40.0,36.1,61.2,0.6,0.6,0.3,1.3,4.7,32.9,74.2,4.9,8.5,68.6,11.5,420,19.0,2383,70.6,9.4,53000,1804,2.19,14868,26986,38.7,74,725,-0.7,295,428,0.0,0.0,0.0,0.0,0.0,0.0,0,16497,19557,3266,946,0,280.37,23.9 | |
| 13039,Camden County,GA,52027,50513,3.0,50513,7.6,25.2,11.3,48.6,75.0,19.5,0.7,1.7,0.2,2.9,6.2,70.0,80.3,2.1,4.8,90.4,19.5,6625,21.9,21389,63.1,15.7,154500,18386,2.69,22701,51990,15.5,792,8460,5.9,2319,3332,0.0,0.0,0.0,0.0,0.0,33.0,0,0,648346,13688,71770,126,613.03,82.4 | |
| 13043,Candler County,GA,10888,10998,-1.0,10998,6.3,25.6,16.7,50.4,73.2,24.5,0.2,0.8,0.1,1.2,11.2,62.8,85.0,6.9,9.4,78.5,14.6,770,24.0,4697,64.0,7.4,86700,3861,2.78,17974,35070,25.9,200,2182,-4.4,776,1085,0.0,0.0,0.0,0.0,0.0,24.0,0,24255,114511,10977,14749,0,243.04,45.3 | |
| 13045,Carroll County,GA,114093,110591,3.2,110527,6.4,24.2,12.5,50.9,77.3,19.1,0.5,1.0,0.1,2.0,6.5,71.8,80.4,4.4,7.7,79.7,18.3,7343,28.5,44757,66.7,13.7,118500,39494,2.72,21227,46147,18.9,1988,31002,2.1,8017,9582,8.3,0.0,0.0,0.0,1.3,25.7,3175562,985854,1252468,11190,142419,111,499.08,221.5 | |
| 13047,Catoosa County,GA,65621,63940,2.6,63942,5.8,23.6,16.0,51.3,93.7,2.8,0.4,1.4,0.1,1.6,2.8,91.4,86.3,2.3,3.7,82.3,17.5,4805,22.3,26803,72.6,12.9,130200,23941,2.68,21690,47087,13.9,892,11569,-0.1,4002,4789,0.0,0.0,3.1,0.0,0.0,28.5,562058,151178,795089,12730,76458,144,162.16,394.3 | |
| 13049,Charlton County,GA,12897,12171,6.0,12171,5.6,19.0,13.3,39.7,65.0,32.0,0.6,0.6,0.0,1.8,3.5,62.1,79.9,7.6,7.4,74.3,9.4,1247,28.7,4414,77.9,3.2,76100,3727,3.12,17102,40111,19.7,146,1804,1.5,507,763,0.0,0.0,0.0,0.0,0.0,21.4,0,45988,68423,6460,9831,7,773.58,15.7 | |
| 13051,Chatham County,GA,283379,265133,6.9,265128,6.9,22.2,13.6,51.8,54.5,40.1,0.3,2.8,0.2,2.1,6.0,49.8,84.8,6.5,8.0,88.7,31.3,24730,21.1,122600,57.5,27.9,174500,102484,2.55,25093,45794,19.1,7229,120438,2.3,19018,23990,23.5,0.0,4.4,0.0,1.1,33.0,0,3780143,4004232,16107,872885,1317,426.44,621.7 | |
| 13053,Chattahoochee County,GA,11837,11267,5.1,11267,9.5,22.6,4.1,32.7,72.2,19.3,1.3,2.8,0.8,3.6,15.0,60.0,50.8,5.6,13.9,92.5,27.5,581,14.2,3343,28.8,28.1,97100,2613,3.54,20042,48758,11.9,97,1690,-5.0,251,341,36.4,0.0,0.0,0.0,0.0,29.3,0,0,12987,934,804,3,248.74,45.3 | |
| 13055,Chattooga County,GA,24939,26015,-4.1,26015,5.6,22.6,16.5,48.8,86.6,10.4,0.4,0.6,0.3,1.6,4.8,82.8,87.7,3.1,4.6,69.0,7.7,1540,23.4,10883,69.7,9.5,72400,9457,2.52,16045,33228,24.0,295,4390,0.2,1348,2104,0.0,0.0,0.0,0.0,0.0,22.9,629589,66428,147194,5478,0,0,313.34,83.0 | |
| 13057,Cherokee County,GA,230985,214346,7.8,214346,6.2,26.0,11.9,50.7,89.0,6.6,0.5,1.9,0.1,1.9,10.1,80.1,87.0,8.6,12.4,88.9,34.2,14589,31.9,85507,79.1,9.7,190400,76144,2.85,29615,67261,9.8,4830,42481,3.9,20922,22759,3.3,0.0,1.9,0.0,3.9,28.1,823737,848952,2114906,10373,246874,2123,421.67,508.3 | |
| 13059,Clarke County,GA,120938,116707,3.6,116714,5.8,17.6,9.7,52.3,65.5,27.7,0.4,4.4,0.1,1.9,10.8,56.0,75.6,10.4,13.5,85.1,39.5,5581,19.0,51781,43.9,44.1,156600,41358,2.61,19295,33060,36.7,2912,44643,3.5,7804,10181,0.0,0.3,3.2,0.0,3.1,26.0,1971235,1782494,1669122,14711,293388,538,119.2,979.1 | |
| 13061,Clay County,GA,3102,3183,-2.5,3183,6.6,21.8,23.3,53.1,38.6,59.5,0.3,0.5,0.1,1.0,1.1,37.6,87.1,1.2,3.3,77.9,7.9,234,26.4,2083,66.6,6.8,72300,1235,2.49,12982,21192,44.5,37,0,0.0,200,186,0.0,0.0,0.0,0.0,0.0,42.5,0,1533,11021,3465,0,5,195.38,16.3 | |
| 13063,Clayton County,GA,267542,259467,3.1,259424,7.8,28.3,8.3,52.6,23.6,68.3,0.6,5.3,0.1,2.1,13.1,13.5,79.1,15.2,20.5,81.7,18.0,18030,29.4,104535,55.3,29.3,97500,86274,2.99,17950,40606,24.0,3767,70120,1.8,25549,23186,51.5,0.0,11.8,0.0,4.3,38.1,1604635,3582346,3207049,11760,398890,340,141.57,1832.5 | |
| 13065,Clinch County,GA,6831,6798,0.5,6798,7.6,25.9,15.0,51.0,69.0,28.3,0.8,0.2,0.1,1.6,4.2,65.7,86.6,2.6,3.2,71.1,12.5,479,21.1,2967,68.7,11.7,62900,2586,2.53,17815,30345,29.1,127,1806,7.8,428,513,0.0,0.0,0.0,0.0,0.0,22.8,0,0,39791,5714,3333,4,800.22,8.5 | |
| 13067,Cobb County,GA,730981,688076,6.2,688078,6.6,24.6,10.6,51.6,64.6,27.3,0.5,5.1,0.1,2.4,12.7,53.9,81.2,15.1,20.3,90.8,43.7,44559,29.5,292870,66.4,24.9,196700,261242,2.64,33069,63920,12.8,19159,302767,-0.3,71103,77945,18.6,0.7,4.8,0.1,5.5,31.7,5651641,15524844,10480711,15157,1393471,3103,339.55,2026.4 | |
| 13069,Coffee County,GA,42811,42356,1.1,42356,6.7,24.7,12.3,48.7,69.4,28.0,0.4,0.9,0.1,1.3,10.9,59.4,88.5,6.1,9.8,75.5,12.9,2488,19.9,16925,69.4,7.3,80700,14497,2.73,17031,35693,24.3,830,11855,-1.5,2837,3452,9.8,0.0,0.0,0.0,2.0,25.1,0,323863,458699,11367,47137,35,575.1,73.7 | |
| 13071,Colquitt County,GA,46102,45498,1.3,45498,7.8,26.8,14.0,50.4,73.1,23.2,1.4,1.0,0.1,1.2,18.3,57.1,82.4,10.9,17.1,72.1,13.1,2367,21.1,18291,66.2,11.5,83500,15918,2.81,17025,32484,26.7,872,11360,2.6,2854,3290,0.0,0.0,0.0,0.0,0.0,25.2,599465,184865,432377,9669,35043,88,544.15,83.6 | |
| 13073,Columbia County,GA,139257,124053,12.3,124053,6.3,26.0,11.8,51.1,75.4,16.9,0.4,4.2,0.2,2.9,6.2,70.5,86.8,6.8,9.5,91.3,34.1,13290,24.5,53375,78.9,7.4,170400,43975,2.9,30949,69306,8.3,2092,26336,1.8,8724,10081,7.4,0.6,5.7,0.0,3.0,32.0,2411210,357458,1406298,12919,119074,1289,290.09,427.6 | |
| 13075,Cook County,GA,17214,17212,0.0,17212,6.7,26.6,14.7,51.6,69.8,27.8,0.4,0.8,0.1,1.2,6.1,64.4,81.7,3.4,6.0,74.8,12.4,1147,25.3,7241,73.4,4.7,83100,6308,2.67,18592,34985,23.1,299,2782,7.5,1002,1023,0.0,0.0,0.0,0.0,0.0,0.0,360662,51503,118054,7198,18080,33,227.16,75.8 | |
| 13077,Coweta County,GA,135571,127317,6.5,127317,6.2,25.7,12.4,51.2,77.7,18.0,0.4,1.9,0.1,1.9,6.7,71.9,85.4,5.8,8.5,87.8,26.9,10406,30.6,52000,74.5,11.1,176400,46912,2.74,26757,60813,12.7,2109,28918,5.6,10042,11408,0.0,0.0,3.7,0.0,3.1,32.0,2270118,524585,1290974,10852,146607,745,440.89,288.8 | |
| 13079,Crawford County,GA,12387,12630,-1.9,12630,5.0,21.2,16.9,49.4,76.2,21.3,0.6,0.4,0.1,1.4,3.1,73.7,90.0,0.8,2.7,78.7,13.0,887,28.2,5250,79.0,3.2,90800,4620,2.7,20556,41586,20.6,101,548,0.2,851,560,0.0,0.0,0.0,0.0,0.0,34.1,0,0,18191,1451,1372,20,324.89,38.9 | |
| 13081,Crisp County,GA,22934,23439,-2.2,23439,6.8,24.9,16.0,52.4,53.8,43.6,0.3,1.0,0.1,1.2,3.2,51.3,86.1,1.5,4.2,79.5,15.5,1664,19.1,10712,59.8,16.1,95600,8832,2.61,18185,35240,31.2,514,6614,3.7,1610,1847,0.0,0.0,0.0,0.0,0.0,0.0,410798,0,326453,14719,39028,12,272.58,86.0 | |
| 13083,Dade County,GA,16389,16633,-1.5,16633,5.4,19.8,17.0,50.8,95.6,1.4,0.5,1.1,0.1,1.2,2.1,93.9,88.4,1.6,1.8,80.3,17.0,1342,27.4,7260,77.8,7.4,112800,6325,2.44,21690,43205,15.9,214,2718,2.3,1069,1411,0.0,0.0,0.0,0.0,0.0,27.4,187845,0,189274,11687,15778,1,173.98,95.6 | |
| 13085,Dawson County,GA,22957,22339,2.8,22330,5.1,21.8,17.9,49.9,96.4,0.9,0.4,0.7,0.1,1.5,4.0,93.0,87.1,3.8,4.8,85.8,24.4,1913,31.8,10595,73.7,5.1,186000,8506,2.61,27330,53525,15.6,588,6340,0.3,2055,3229,0.0,0.0,0.0,0.0,0.0,16.2,0,103913,466567,21598,49886,177,210.83,105.9 | |
| 13087,Decatur County,GA,27220,27842,-2.2,27842,6.9,24.7,15.4,51.4,55.7,41.6,0.8,0.7,0.1,1.1,5.6,51.6,87.6,3.0,4.0,78.4,14.7,1577,23.2,12120,64.3,14.3,102900,10525,2.51,18059,30619,27.1,578,6459,2.2,1854,2725,29.0,1.3,0.0,0.0,2.0,28.0,1021401,0,395435,13854,24104,32,597.14,46.6 | |
| 13089,DeKalb County,GA,722161,691894,4.4,691893,7.3,23.7,10.4,52.5,36.7,54.8,0.5,5.9,0.1,2.0,8.9,29.9,81.2,16.3,18.6,88.4,39.7,41447,30.7,306954,56.7,36.2,168900,264496,2.59,28810,50856,19.0,16052,260194,3.1,71233,73184,39.6,0.9,6.8,0.1,3.6,37.2,7489009,9361148,7973387,10867,1207713,1231,267.58,2585.7 | |
| 13091,Dodge County,GA,20976,21797,-3.8,21796,6.1,20.9,15.2,47.8,68.0,30.0,0.4,0.5,0.2,1.0,3.4,65.6,89.8,2.1,4.3,80.2,15.2,1499,24.2,9744,65.7,8.0,70000,8186,2.36,18114,37292,19.8,338,3507,-1.9,1378,1447,0.0,0.0,0.0,0.0,0.0,0.0,199135,9821,167117,8452,12514,8,495.89,44.0 | |
| 13093,Dooly County,GA,14188,14918,-4.9,14918,4.7,19.8,15.7,46.0,47.6,50.5,0.2,0.7,0.1,0.9,7.3,42.2,88.4,4.2,4.9,70.9,10.1,1214,19.7,6225,66.7,9.2,67600,5133,2.37,14510,29012,29.0,160,1935,-5.9,747,930,30.6,0.0,0.0,0.0,4.4,0.0,303771,61913,151362,13121,6625,0,391.94,38.1 | |
| 13095,Dougherty County,GA,92407,94565,-2.3,94565,7.4,24.9,13.6,53.5,29.0,68.4,0.3,1.0,0.2,1.2,2.6,27.3,81.7,2.4,3.7,79.9,17.8,7326,18.3,40701,47.3,31.3,101700,35661,2.53,18619,31671,31.2,2336,38273,-2.1,6777,6892,34.0,0.0,4.4,0.0,1.2,33.7,0,1175674,1543650,16198,170969,80,328.69,287.7 | |
| 13097,Douglas County,GA,138776,132339,4.9,132403,6.6,26.9,10.3,52.1,51.8,43.5,0.4,1.7,0.2,2.4,8.9,44.9,83.4,8.4,11.9,87.2,24.4,10690,31.8,51861,69.8,17.4,135700,46295,2.86,23626,52691,16.1,2392,33246,2.6,11313,11400,0.0,0.4,2.5,0.0,2.7,33.1,989859,929175,2055804,16536,212285,224,200.07,661.8 | |
| 13099,Early County,GA,10491,11004,-4.7,11008,6.6,25.2,18.4,52.8,48.2,49.9,0.4,0.6,0.0,0.9,2.2,46.5,91.3,0.8,1.5,76.7,12.9,728,22.7,4918,64.7,6.5,82400,4030,2.61,17579,28853,31.6,211,2843,4.1,647,961,0.0,0.0,0.0,0.0,0.0,0.0,832266,131927,75758,6416,6271,9,512.59,21.5 | |
| 13101,Echols County,GA,4003,4034,-0.8,4034,8.8,27.7,11.3,50.7,88.7,5.6,3.1,0.5,0.2,1.8,28.1,63.6,73.4,17.1,23.2,74.7,5.7,292,24.8,1537,62.7,5.6,71600,1382,2.93,15861,31375,31.3,23,114,-5.8,183,177,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,1,414.89,9.7 | |
| 13103,Effingham County,GA,55423,52250,6.1,52250,6.6,26.9,10.8,50.1,82.7,14.0,0.4,0.9,0.1,1.8,3.7,79.6,86.4,2.1,4.5,85.2,16.8,4583,29.8,20549,76.6,7.2,155400,17830,2.96,24824,63030,11.2,673,7394,3.7,3311,4492,6.5,0.0,0.0,0.0,0.0,25.9,0,63037,322581,6345,26103,482,477.7,109.4 | |
| 13105,Elbert County,GA,19438,20166,-3.6,20166,6.0,22.0,19.1,52.1,68.2,29.4,0.4,0.9,0.0,1.1,5.5,63.7,93.0,3.0,5.3,78.3,11.3,1546,21.6,9513,68.4,9.2,84500,7635,2.57,18835,35817,20.4,423,4505,-10.4,1369,1650,0.0,0.0,0.0,0.0,0.0,0.0,515223,106277,136950,6644,14557,12,351.06,57.4 | |
| 13107,Emanuel County,GA,22755,22594,0.7,22598,6.9,25.1,15.8,51.1,63.6,34.2,0.4,0.7,0.0,1.0,4.6,59.8,84.5,1.3,4.7,76.5,11.6,1357,25.3,9879,65.6,4.9,69900,8026,2.71,17064,32046,29.4,385,4899,-1.6,1849,2163,0.0,0.0,0.0,0.0,0.0,31.0,448400,93384,184041,8160,14804,7,680.6,33.2 | |
| 13109,Evans County,GA,10898,11001,-0.9,11000,7.7,26.7,15.1,51.7,65.5,31.2,0.6,1.2,0.3,1.2,12.0,56.2,85.0,6.2,12.5,76.2,14.1,725,19.2,4636,63.7,6.9,89700,4067,2.55,18998,36788,27.9,212,3744,-1.2,692,940,0.0,0.0,0.0,0.0,0.0,36.3,354790,0,153912,13507,6395,20,182.85,60.2 | |
| 13111,Fannin County,GA,23753,23693,0.3,23682,4.5,17.7,25.6,51.1,96.9,0.8,0.4,0.5,0.0,1.3,2.0,95.2,89.5,1.1,3.1,79.0,14.4,2322,25.4,16589,78.2,4.3,161300,9940,2.36,19164,34239,23.0,553,4496,0.8,2648,3558,0.0,0.0,0.0,0.0,0.0,25.0,0,41794,293099,12995,29653,168,386.72,61.2 | |
| 13113,Fayette County,GA,109664,106566,2.9,106567,4.1,23.9,16.2,51.6,70.9,22.0,0.4,4.5,0.1,2.1,7.1,65.0,88.1,9.2,11.6,94.3,42.6,11491,30.4,41344,82.9,8.6,231500,37930,2.81,35344,79977,7.7,3182,38001,1.7,9875,12696,16.0,0.0,4.4,0.0,3.6,29.8,1744689,877241,1390039,13122,171207,314,194.34,548.3 | |
| 13115,Floyd County,GA,96063,96317,-0.3,96317,6.1,23.5,15.7,51.5,80.9,14.8,0.8,1.4,0.3,1.7,10.3,72.3,85.1,6.5,9.7,77.9,18.1,7358,21.5,40428,64.2,16.6,114800,34646,2.66,20500,40821,21.0,1950,32861,0.4,6748,8145,0.0,0.0,3.3,0.0,0.0,28.6,3346076,636186,1039780,10932,144251,75,509.91,188.9 | |
| 13117,Forsyth County,GA,204302,175511,16.4,175511,6.2,28.9,11.1,50.3,85.2,3.5,0.5,9.1,0.1,1.6,9.7,76.4,89.1,13.8,18.1,91.4,43.8,10111,29.9,71045,85.6,4.0,258200,58080,3.14,34582,86569,7.6,5513,64358,5.2,17610,19448,1.9,0.5,4.3,0.0,4.4,27.5,2318605,2503452,1960919,12382,183104,3194,224.02,783.5 | |
| 13119,Franklin County,GA,22264,22084,0.8,22084,5.7,21.9,18.7,51.2,87.3,9.6,0.3,0.9,0.0,1.8,4.3,83.8,91.0,2.7,4.9,72.3,13.0,1375,24.6,10460,73.1,6.9,114800,8618,2.47,18234,34830,18.9,414,5869,-2.7,1591,1915,0.0,0.0,0.0,0.0,0.0,25.3,430397,107788,315062,14431,22760,2,261.5,84.5 | |
| 13121,Fulton County,GA,996319,920579,8.2,920581,6.4,23.2,10.4,51.4,46.7,44.3,0.3,6.7,0.1,2.0,7.6,40.5,79.9,12.9,16.7,90.4,48.2,47038,27.0,448897,53.9,43.9,238200,368184,2.49,36757,56857,17.6,33874,723886,3.1,99463,106113,26.7,0.5,5.4,0.0,3.2,32.3,10428483,40824135,13239670,13363,4133808,8098,526.64,1748.0 | |
| 13123,Gilmer County,GA,28829,28281,1.9,28292,5.3,20.5,22.0,50.1,96.3,0.9,0.6,0.4,0.5,1.2,10.9,86.8,82.8,6.1,9.0,76.5,16.4,2397,27.9,16653,73.4,3.6,142200,11513,2.44,21317,39140,21.7,522,5524,-0.8,2567,2593,0.0,0.0,0.0,0.0,0.0,24.7,354553,45815,370523,12965,36555,102,426.54,66.3 | |
| 13125,Glascock County,GA,3053,3082,-0.9,3082,4.8,24.0,17.4,51.1,87.9,9.9,0.4,0.4,0.0,1.4,1.5,86.5,92.1,1.0,1.3,78.3,9.6,181,28.3,1501,70.8,3.5,70000,1189,2.53,17984,37760,21.4,22,0,0.0,172,216,0.0,0.0,0.0,0.0,0.0,0.0,0,0,4815,1739,0,0,143.74,21.4 | |
| 13127,Glynn County,GA,82175,79626,3.2,79626,6.2,23.1,17.7,52.7,69.5,26.5,0.5,1.5,0.2,1.8,6.5,64.1,80.2,5.7,9.5,86.6,26.1,7954,19.1,41726,61.9,20.8,162900,31547,2.51,26724,46407,19.2,2427,29435,1.5,6218,0,0.0,0.0,0.0,0.0,0.0,0.0,0,270865,1351775,18083,398301,427,419.75,189.7 | |
| 13129,Gordon County,GA,56047,55186,1.6,55186,6.5,25.6,13.3,50.4,92.0,4.4,0.6,1.1,0.4,1.4,15.2,78.2,85.8,9.3,14.6,73.4,14.2,3094,23.0,22254,66.8,15.0,116100,19066,2.88,19177,40926,21.0,986,18965,6.2,3429,4842,0.0,0.0,2.6,0.0,0.0,20.4,2528116,0,659417,12680,62480,63,355.81,155.1 | |
| 13131,Grady County,GA,25359,25012,1.4,25011,6.8,25.7,16.0,51.3,67.4,29.1,1.3,0.6,0.2,1.4,10.9,58.7,89.7,5.6,8.6,72.7,11.3,1743,25.1,10684,58.5,5.0,110800,9290,2.69,15734,30571,30.1,402,3841,-0.4,1483,1843,0.0,0.0,0.0,0.0,0.0,27.3,183214,201332,168147,6750,13083,31,454.53,55.0 | |
| 13133,Greene County,GA,16490,15994,3.1,15994,5.4,19.1,26.2,51.2,61.0,36.6,0.5,0.5,0.2,1.2,6.3,56.0,92.0,3.9,4.4,78.7,21.4,1457,24.6,9006,75.6,6.9,145200,6353,2.5,27828,42565,22.3,420,4549,5.1,1439,1986,14.6,0.0,0.0,0.0,0.0,16.5,673247,31905,137147,8715,60642,203,387.44,41.3 | |
| 13135,Gwinnett County,GA,877922,805324,9.0,805321,6.9,27.8,8.6,51.0,58.1,27.0,0.8,11.5,0.1,2.5,20.5,40.6,85.2,24.9,33.0,87.0,33.9,39586,31.6,298611,68.4,20.2,171300,266952,3.07,25932,60445,13.9,21547,305293,3.0,90033,93820,17.0,1.1,14.2,0.2,9.3,28.6,6480318,28829120,13857021,17939,1264671,3379,430.38,1871.2 | |
| 13137,Habersham County,GA,43752,43041,1.7,43041,5.9,23.2,17.4,52.6,90.7,4.0,1.0,2.5,0.3,1.4,13.6,78.7,91.1,8.6,13.8,77.9,17.1,3319,23.6,18111,76.3,7.5,137900,14805,2.74,18910,39306,20.8,802,11576,-2.2,2865,4315,0.0,0.0,0.0,0.0,0.0,24.0,968514,0,492128,11672,41762,35,276.74,155.5 | |
| 13139,Hall County,GA,190761,179684,6.2,179684,6.9,26.5,13.6,50.1,87.3,8.1,0.9,2.0,0.2,1.5,27.5,61.9,86.1,15.4,26.2,78.8,22.8,10555,25.8,69492,67.8,13.9,165300,61220,2.93,23645,50853,18.7,3953,64743,4.2,13987,17307,0.0,0.6,4.4,0.0,6.9,25.1,6068981,4914547,2220699,12417,224064,722,392.78,457.5 | |
| 13141,Hancock County,GA,8509,9402,-9.5,9429,4.5,16.3,20.0,46.0,25.4,72.6,0.4,0.7,0.0,0.8,1.7,24.3,91.1,1.9,2.4,75.8,9.9,564,25.5,5279,77.7,5.1,67800,2742,2.78,12381,25000,30.6,73,601,-5.4,500,715,55.5,0.0,0.0,0.0,0.0,31.7,0,0,21008,2183,1031,15,471.84,20.0 | |
| 13143,Haralson County,GA,28641,28780,-0.5,28780,5.9,24.4,16.0,51.6,92.3,5.1,0.4,0.7,0.0,1.6,1.4,91.1,84.0,1.4,1.7,74.2,14.1,1916,30.0,12241,70.3,9.9,106800,10806,2.6,19789,39993,22.8,441,5221,5.8,2025,2349,0.0,0.0,0.0,0.0,0.0,22.0,952054,53193,313130,10907,14624,23,282.17,102.0 | |
| 13145,Harris County,GA,32876,32026,2.7,32024,4.7,22.0,16.7,50.2,79.9,17.1,0.4,0.9,0.1,1.6,3.3,77.2,89.6,2.6,4.5,89.2,27.3,3578,26.6,13690,86.7,2.8,203800,11426,2.79,31482,69223,8.0,377,3921,18.2,2338,2514,0.0,0.0,0.0,0.0,0.0,21.1,0,0,66126,2271,43474,113,463.87,69.0 | |
| 13147,Hart County,GA,25377,25213,0.7,25213,5.5,21.4,20.6,50.4,78.4,18.8,0.2,1.0,0.0,1.5,3.6,75.4,87.0,2.1,2.8,80.3,15.5,2148,22.9,12943,73.7,4.6,118400,10009,2.45,20371,35615,25.4,393,5319,-1.5,1798,1725,0.0,0.0,0.0,0.0,0.0,22.7,244785,58960,170726,7077,16806,35,232.39,108.5 | |
| 13149,Heard County,GA,11603,11834,-2.0,11834,5.7,23.6,15.7,50.1,86.4,10.7,0.4,0.6,0.0,1.8,2.5,84.4,84.2,0.2,0.4,72.7,8.2,863,38.6,5103,76.0,5.3,93200,4321,2.68,18964,39909,24.3,118,1181,0.0,705,1038,0.0,0.0,0.0,0.0,0.0,23.4,0,0,24751,2167,1886,15,296.03,40.0 | |
| 13151,Henry County,GA,213869,203879,4.9,203922,5.9,27.1,10.4,52.2,53.4,40.6,0.3,3.4,0.1,2.2,6.4,48.6,85.7,7.4,10.2,89.5,26.1,17462,33.3,77530,75.0,11.2,147500,69238,2.97,25299,60781,11.2,3354,46159,7.1,17787,18508,28.9,0.0,5.4,0.0,2.7,33.6,1695755,3076624,1907354,10315,243225,1047,322.13,633.0 | |
| 13153,Houston County,GA,149111,139910,6.6,139900,6.9,25.7,11.7,51.3,63.6,30.3,0.4,2.8,0.2,2.7,6.6,58.3,83.3,5.8,8.5,88.8,24.0,18505,20.5,60555,67.1,17.3,132900,52330,2.7,25195,54893,15.2,2318,36198,6.7,8976,8657,17.1,0.0,6.2,0.0,2.8,29.1,1422893,0,1524261,11610,206115,602,375.54,372.5 | |
| 13155,Irwin County,GA,9104,9538,-4.6,9538,5.7,22.3,18.2,49.2,71.3,26.7,0.1,0.8,0.0,1.1,3.6,68.4,89.8,0.7,1.4,81.1,10.3,923,22.5,4022,72.4,6.2,83400,3277,2.69,18207,40771,21.2,125,1727,0.2,561,742,10.9,0.0,0.0,0.0,0.0,0.0,0,94087,27252,2734,2608,10,354.34,26.9 | |
| 13157,Jackson County,GA,61870,60485,2.3,60485,6.6,25.7,13.5,50.4,88.8,7.2,0.4,1.9,0.1,1.6,6.7,82.7,88.8,4.4,8.5,81.1,19.5,3962,29.7,23752,77.1,5.9,161300,21293,2.81,23247,53179,15.9,1162,16656,5.3,4692,6073,0.0,0.0,1.5,0.0,3.9,21.1,1801528,568845,559370,9365,33343,455,339.66,178.1 | |
| 13159,Jasper County,GA,13432,13900,-3.4,13900,6.0,24.0,15.5,51.3,76.0,21.5,0.6,0.3,0.0,1.7,4.2,72.5,84.3,3.1,5.4,83.6,13.3,872,36.2,6230,76.1,2.1,120200,5132,2.66,21297,42192,21.7,147,1383,-1.2,1055,1517,0.0,0.0,0.0,0.0,0.0,27.7,187450,0,33351,2442,3412,53,368.17,37.8 | |
| 13161,Jeff Davis County,GA,14859,15068,-1.4,15068,7.4,27.5,14.2,50.5,82.0,15.6,0.8,0.6,0.0,1.0,11.3,72.0,87.8,4.7,9.3,79.6,9.6,773,22.0,6412,71.3,6.1,79900,5509,2.71,17684,36296,24.5,239,3344,5.9,852,1009,0.0,0.0,0.0,0.0,0.0,0.0,242915,35858,204381,15440,9883,1,330.74,45.6 | |
| 13163,Jefferson County,GA,16272,16930,-3.9,16930,6.3,24.1,17.0,51.4,44.5,53.6,0.2,0.7,0.1,0.9,3.3,41.9,85.0,1.2,2.2,73.8,8.8,1109,23.1,7246,65.5,9.6,67200,6220,2.58,14757,26968,31.5,300,3935,-1.8,1139,1266,31.8,0.0,0.0,0.0,0.0,27.6,303595,127174,129391,7897,11202,5,526.49,32.2 | |
| 13165,Jenkins County,GA,9125,8340,9.4,8340,5.7,22.6,15.3,46.8,54.6,43.2,0.4,0.5,0.2,1.0,5.1,51.2,85.3,2.6,4.1,72.6,13.1,605,26.4,4175,69.6,1.9,63400,3354,2.54,17565,26104,29.4,97,946,-1.1,545,716,0.0,0.0,0.0,0.0,0.0,0.0,116890,0,53910,6311,3823,10,347.28,24.0 | |
| 13167,Johnson County,GA,9701,9984,-2.8,9980,4.5,19.6,15.5,43.5,63.5,35.0,0.3,0.3,0.0,0.9,2.2,61.8,83.7,1.7,1.9,75.8,11.5,729,28.9,4066,78.9,5.1,65000,3250,2.71,16807,36722,22.8,120,994,-9.6,599,516,0.0,0.0,0.0,0.0,0.0,21.1,0,0,25209,2678,1384,0,303.01,32.9 | |
| 13169,Jones County,GA,28787,28669,0.4,28669,5.2,24.5,15.4,51.6,73.0,24.9,0.3,0.8,0.0,1.1,1.5,71.9,87.8,2.0,2.4,88.7,17.8,1774,26.5,11576,79.1,4.9,138900,10384,2.73,24485,51497,16.6,315,2523,5.4,1890,2169,0.0,0.0,0.0,0.0,0.0,29.9,0,42353,70608,2588,13415,28,393.93,72.8 | |
| 13171,Lamar County,GA,18207,18317,-0.6,18317,5.5,20.7,16.0,52.3,65.7,31.7,0.3,0.5,0.0,1.7,2.2,64.1,83.1,1.7,2.6,81.9,14.2,1568,30.1,7504,70.1,10.8,122600,6393,2.65,18800,41016,18.9,234,2811,7.8,1145,1544,0.0,0.0,0.0,0.0,0.0,27.8,0,0,113965,6732,12041,18,183.5,99.8 | |
| 13173,Lanier County,GA,10373,10074,3.0,10078,7.8,25.6,12.1,49.6,72.1,22.7,1.1,1.4,0.0,2.7,5.5,68.0,78.0,2.5,5.5,76.4,12.0,784,23.0,4295,60.9,4.9,111800,3725,2.66,17264,39452,26.7,92,757,-6.5,516,731,0.0,0.0,0.0,0.0,0.0,26.7,0,0,0,0,0,15,185.26,54.4 | |
| 13175,Laurens County,GA,47851,48434,-1.2,48434,6.7,24.8,16.2,52.4,61.3,36.2,0.3,1.1,0.0,1.2,2.5,59.3,87.7,2.2,3.3,79.8,15.0,3407,23.5,21283,65.7,10.3,85200,17632,2.67,18625,34793,24.7,1037,14748,0.2,3871,4485,0.0,0.0,0.0,0.0,0.0,27.9,0,252146,613069,12912,66796,9,807.3,60.0 | |
| 13177,Lee County,GA,29191,28298,3.2,28298,6.4,26.8,10.7,49.8,75.1,20.7,0.4,2.4,0.1,1.4,2.6,72.9,86.1,3.5,5.4,83.9,20.5,2267,21.2,10698,76.2,10.4,159000,9773,2.79,26357,60104,11.2,369,3810,20.2,1950,2208,0.0,0.0,0.0,0.0,0.0,30.3,0,118292,123990,3754,6881,175,355.78,79.5 | |
| 13179,Liberty County,GA,65198,63469,2.7,63453,11.1,28.7,7.5,48.8,51.1,40.8,0.8,2.4,0.6,4.3,12.1,42.2,72.9,6.5,10.9,90.9,20.2,10207,20.1,27198,51.1,22.3,126900,23046,2.73,20791,43832,18.7,812,12380,1.7,2805,3667,36.7,0.0,0.0,0.0,3.0,34.7,0,0,539287,8908,62915,242,489.8,129.5 | |
| 13181,Lincoln County,GA,7622,7996,-4.7,7996,4.6,19.1,20.7,50.7,66.6,31.6,0.4,0.5,0.0,0.9,1.3,65.6,92.6,1.1,1.6,82.1,11.4,732,32.6,4779,78.7,2.5,103700,3394,2.3,20641,35625,26.5,135,935,-0.6,502,707,0.0,0.0,0.0,0.0,0.0,34.5,0,9380,39568,4927,5229,17,210.38,38.0 | |
| 13183,Long County,GA,17113,14448,18.4,14464,8.2,28.8,7.7,49.7,68.3,25.6,0.8,1.2,0.5,3.6,11.8,59.1,81.9,4.9,8.2,85.0,14.0,1658,25.1,6205,62.2,4.2,111900,4841,3.11,17158,42651,19.2,71,252,0.0,532,321,0.0,0.0,0.0,0.0,0.0,0.0,0,0,17394,1548,1830,0,400.29,36.1 | |
| 13185,Lowndes County,GA,113523,109233,3.9,109233,7.1,24.8,11.0,51.1,59.0,36.6,0.5,1.7,0.2,2.1,5.5,54.9,78.1,3.8,5.7,84.0,23.1,9100,18.0,45665,53.9,21.1,133700,39722,2.7,18897,37365,24.3,2640,38679,0.3,6635,8867,12.9,0.9,3.7,0.0,3.0,30.0,2237776,756457,1804839,17744,209463,379,496.07,220.2 | |
| 13187,Lumpkin County,GA,31176,29966,4.0,29966,5.0,18.9,15.7,50.2,94.7,1.9,0.7,0.7,0.1,1.8,4.9,90.5,80.3,3.3,4.5,85.0,25.4,2423,30.0,13073,68.2,8.9,165900,10999,2.62,20908,43775,18.1,506,4388,5.1,2309,3187,0.0,0.0,0.0,0.0,0.0,0.0,207779,37439,206576,7764,33394,91,282.93,105.9 | |
| 13189,McDuffie County,GA,21370,21875,-2.3,21875,6.2,25.2,15.9,53.1,56.8,40.7,0.4,0.5,0.1,1.5,2.8,54.7,90.3,1.2,2.7,74.6,13.7,1112,26.4,9248,66.0,9.0,106100,8143,2.62,17922,37487,22.2,433,5938,1.1,1412,1609,0.0,0.0,3.2,0.0,0.0,17.1,0,0,350350,16276,23602,19,257.46,85.0 | |
| 13191,McIntosh County,GA,14214,14332,-0.8,14333,5.4,19.0,21.7,50.8,62.8,34.9,0.5,0.4,0.1,1.2,2.0,61.4,91.4,1.7,2.7,80.5,15.8,1468,26.3,9299,81.5,5.8,103700,4993,2.81,21484,39068,14.9,184,1199,-7.4,884,1217,0.0,0.0,0.0,0.0,0.0,21.2,0,0,113983,9952,19840,24,424.3,33.8 | |
| 13193,Macon County,GA,13792,14740,-6.4,14740,4.9,19.9,14.9,45.9,37.2,59.8,0.4,1.6,0.2,0.8,4.1,34.0,88.9,3.6,6.6,70.5,10.1,895,24.5,6052,66.5,9.2,65500,4887,2.64,13865,30240,29.4,179,2194,2.5,793,1101,0.0,0.0,0.0,0.0,0.0,32.3,397403,39536,47915,3588,5623,3,400.64,36.8 | |
| 13195,Madison County,GA,28312,28120,0.7,28120,5.4,23.1,15.6,50.7,87.7,9.4,0.4,1.2,0.0,1.3,4.7,83.6,92.5,3.1,4.9,78.7,14.9,1787,25.3,11732,73.3,3.2,127800,9732,2.86,19939,42549,17.9,355,2078,2.2,2080,2352,0.0,0.0,0.0,0.0,0.0,0.0,0,57790,119211,4291,7222,66,282.31,99.6 | |
| 13197,Marion County,GA,8797,8742,0.6,8742,6.1,21.8,17.0,50.1,64.0,30.8,0.9,1.0,1.8,1.6,7.6,59.3,85.8,5.8,9.0,75.1,10.6,970,30.9,4109,71.8,9.7,87000,3000,2.87,17479,33301,20.5,81,1357,2.6,436,197,0.0,0.0,0.0,0.0,0.0,38.6,0,0,71742,10179,1021,10,366.0,23.9 | |
| 13199,Meriwether County,GA,21198,21992,-3.6,21992,5.4,22.4,18.6,52.0,58.2,39.4,0.4,0.7,0.0,1.2,2.2,56.5,84.3,0.7,1.7,73.0,8.9,1383,30.2,9911,69.9,4.6,91200,8135,2.62,18821,37333,21.1,302,3248,-2.9,1494,2142,22.9,0.0,0.0,0.0,0.0,28.6,233413,0,100756,4421,14833,24,501.22,43.9 | |
| 13201,Miller County,GA,5958,6129,-2.8,6125,6.2,23.4,19.6,51.6,69.4,28.1,0.5,0.7,0.1,1.2,2.0,68.2,90.4,0.7,1.1,79.9,11.9,354,22.3,2752,74.5,5.8,83200,2458,2.39,19674,32260,23.0,132,1066,-0.8,380,467,0.0,0.0,0.0,0.0,0.0,37.5,0,14952,53450,8671,2935,0,282.42,21.7 | |
| 13205,Mitchell County,GA,22771,23498,-3.1,23498,6.0,23.7,14.9,47.7,49.8,48.0,0.5,0.7,0.1,0.9,4.3,46.3,89.5,2.3,3.7,72.3,9.6,1508,21.2,8938,65.3,10.9,77900,8131,2.61,15694,32054,26.2,365,5868,-9.0,1312,0,0.0,0.0,0.0,0.0,0.0,0.0,0,169162,150978,6268,15388,10,512.09,45.9 | |
| 13207,Monroe County,GA,27051,26461,2.2,26424,5.1,20.9,16.8,49.6,73.9,23.7,0.3,1.0,0.0,1.1,2.3,72.0,88.6,1.7,2.7,79.5,18.7,2069,27.2,10954,76.3,9.5,148300,9550,2.66,22888,48630,12.9,507,6593,2.5,1875,2943,15.2,0.0,0.0,0.0,0.0,26.8,118057,0,114402,4563,23756,77,395.66,66.8 | |
| 13209,Montgomery County,GA,8991,9123,-1.4,9123,5.7,22.2,15.5,48.3,71.4,26.8,0.1,0.4,0.0,1.2,6.0,66.5,92.1,3.8,5.2,82.3,15.5,562,21.4,3886,69.4,5.1,74300,3185,2.6,16460,32702,24.5,111,924,-6.1,544,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,24737,2753,2877,11,239.52,38.1 | |
| 13211,Morgan County,GA,17956,17868,0.5,17868,5.2,23.0,18.2,51.5,74.0,23.2,0.7,0.8,0.0,1.3,3.0,71.7,92.7,1.8,2.1,81.7,22.7,1357,27.2,7497,77.1,5.0,175700,6513,2.71,25933,47729,15.4,445,5451,-0.2,1820,2113,0.0,0.0,0.0,0.0,0.0,31.7,239487,54916,276447,15202,40310,52,347.35,51.4 | |
| 13213,Murray County,GA,39410,39628,-0.6,39628,6.4,25.3,13.3,50.3,95.8,1.4,0.9,0.5,0.2,1.2,14.0,83.3,87.2,8.1,13.1,69.3,9.6,2122,24.8,15777,68.9,6.9,94100,14092,2.79,16449,34888,22.4,395,6831,1.8,1756,2625,0.0,0.0,0.0,0.0,0.0,0.0,1605675,89355,218860,5374,24649,22,344.47,115.0 | |
| 13215,Muscogee County,GA,200887,190545,5.4,189885,7.6,24.3,12.0,50.8,47.9,46.1,0.5,2.5,0.2,2.8,7.5,42.4,74.6,5.4,9.1,85.4,22.6,20679,19.0,83846,52.6,29.8,133300,72243,2.53,22856,41339,19.6,4256,75855,-0.3,13691,15413,37.4,0.0,0.0,0.0,2.5,35.8,2111391,1173616,2889210,15482,428162,585,216.39,877.5 | |
| 13217,Newton County,GA,103675,99958,3.7,99958,6.7,27.1,11.9,52.3,53.6,43.0,0.4,1.1,0.1,1.9,4.9,50.0,82.5,5.7,6.2,84.5,19.4,7341,31.4,38351,73.5,8.1,125600,33840,2.93,21484,50580,15.2,1306,17729,0.8,8657,9515,33.4,0.0,0.0,0.0,0.0,33.4,2205094,226621,679365,7096,93483,181,272.16,367.3 | |
| 13219,Oconee County,GA,35093,32815,6.9,32808,5.3,26.8,13.5,51.1,89.0,5.4,0.3,3.9,0.0,1.3,4.6,84.9,91.7,5.0,7.4,91.3,43.1,2131,23.7,13147,78.9,6.6,238200,11485,2.88,33801,75004,9.3,1000,9398,6.4,3547,4300,0.0,0.0,1.2,0.0,1.4,21.4,0,72919,326375,10357,38870,299,184.29,178.0 | |
| 13221,Oglethorpe County,GA,14673,14899,-1.5,14899,5.3,21.6,18.0,50.7,79.5,17.7,0.3,0.7,0.0,1.8,3.9,76.1,89.7,1.6,3.0,79.0,18.0,1117,27.9,6487,77.0,4.8,120800,5201,2.8,20493,45729,16.4,168,1046,4.9,980,1296,0.0,0.0,0.0,0.0,0.0,21.3,0,8455,69636,4988,1816,27,439.01,33.9 | |
| 13223,Paulding County,GA,148987,142324,4.7,142324,6.5,27.8,9.5,51.2,78.4,18.0,0.4,1.1,0.1,2.1,5.7,73.8,87.0,4.1,6.4,88.5,23.4,10479,37.7,53105,82.1,5.8,135500,47881,2.99,24168,61837,11.4,1716,15576,1.9,10643,11811,14.6,0.0,0.0,0.0,0.0,30.6,255438,176471,973010,7607,108987,930,312.22,455.8 | |
| 13225,Peach County,GA,26922,27696,-2.8,27695,6.0,22.3,13.3,51.7,51.5,45.1,0.5,1.0,0.1,1.8,7.3,45.3,85.4,5.9,9.5,82.7,19.2,2354,22.7,11273,66.6,15.6,120000,9525,2.62,19431,39844,24.6,456,5767,-4.6,1823,1757,0.0,0.0,0.0,0.0,3.6,0.0,1057803,0,317396,12122,28726,161,150.27,184.3 | |
| 13227,Pickens County,GA,29997,29422,2.0,29431,4.9,20.9,20.3,50.7,95.8,1.7,0.5,0.8,0.0,1.3,3.1,93.1,89.3,2.8,3.9,80.8,22.5,2768,28.5,13688,78.9,7.0,166300,11083,2.63,26686,51383,11.9,643,5890,-0.4,2864,4125,0.0,0.0,0.0,0.0,0.0,26.4,104755,112023,320506,10541,27773,53,232.06,126.8 | |
| 13229,Pierce County,GA,18991,18758,1.2,18758,6.6,25.4,15.6,50.4,87.8,9.3,0.8,0.6,0.1,1.3,5.1,83.5,86.8,2.3,4.9,77.6,11.8,1398,26.6,7961,73.3,5.9,79600,6970,2.67,20001,39067,20.5,322,2930,-4.5,1152,1064,0.0,0.0,0.0,0.0,0.0,25.6,0,0,99714,5586,8687,38,316.49,59.3 | |
| 13231,Pike County,GA,17784,17869,-0.5,17869,5.0,24.9,14.6,50.5,87.3,10.5,0.3,0.5,0.0,1.5,1.6,86.0,87.4,1.1,1.8,85.1,17.0,1400,33.2,6819,84.2,4.8,152800,6140,2.86,22191,53865,11.2,240,1463,7.0,1352,1762,0.0,0.0,0.0,0.0,0.0,19.8,0,16741,33873,1970,2432,26,216.09,82.7 | |
| 13233,Polk County,GA,41133,41475,-0.8,41475,6.8,26.0,14.9,50.9,83.6,13.0,0.7,0.8,0.2,1.6,13.0,72.1,85.5,8.1,13.1,72.7,13.1,2804,26.6,16940,70.8,10.5,107900,14645,2.78,18336,39208,23.4,584,9161,-1.3,2581,2391,0.0,0.0,0.0,0.0,0.0,35.8,698637,0,314659,7592,35178,10,310.33,133.6 | |
| 13235,Pulaski County,GA,11483,11999,-4.3,12010,4.5,19.7,18.9,56.8,65.6,31.7,0.4,1.1,0.1,1.1,3.5,62.7,90.9,2.2,5.9,77.5,9.6,932,24.0,5136,68.0,5.7,87300,4034,2.54,17781,41550,15.7,173,1895,-0.5,671,685,0.0,0.0,0.0,0.0,0.0,0.0,0,21369,84491,8619,13668,17,249.03,48.2 | |
| 13237,Putnam County,GA,21192,21218,-0.1,21218,5.9,21.3,21.5,51.5,70.4,27.3,0.4,0.6,0.3,0.9,6.6,65.0,89.6,4.7,8.0,84.5,18.7,2025,28.2,12735,77.1,5.1,140600,8457,2.49,26321,44764,14.0,396,4444,1.8,1733,2259,0.0,0.0,0.0,0.0,1.1,0.0,316112,75508,204112,10073,19813,35,344.64,61.6 | |
| 13239,Quitman County,GA,2315,2513,-7.9,2513,4.5,17.6,27.7,50.6,51.3,47.5,0.3,0.2,0.0,0.7,1.4,50.4,84.5,0.3,1.7,72.3,3.2,223,22.0,2008,77.3,1.7,62300,932,2.57,14201,31068,26.4,38,231,-8.7,136,213,0.0,0.0,0.0,0.0,0.0,29.6,0,0,2769,1045,0,5,151.24,16.6 | |
| 13241,Rabun County,GA,16243,16276,-0.2,16276,4.2,18.3,25.5,50.6,95.2,1.6,0.5,0.9,0.1,1.7,8.4,87.7,92.9,6.8,9.5,85.2,26.6,1503,21.9,12460,73.2,8.0,168300,6997,2.28,22260,35423,21.5,454,3987,0.6,1707,2338,0.0,0.0,0.0,0.0,0.0,31.2,138701,0,234433,14153,41073,47,369.99,44.0 | |
| 13243,Randolph County,GA,7313,7719,-5.3,7719,5.7,20.6,20.9,53.4,37.7,60.9,0.1,0.5,0.1,0.7,2.1,36.3,88.2,3.0,2.9,72.3,17.4,576,19.4,4100,71.2,3.4,70300,3020,2.38,18094,30023,25.4,132,1384,-4.4,423,481,0.0,0.0,0.0,0.0,0.0,0.0,0,41661,44341,6087,3852,0,428.24,18.0 | |
| 13245,Richmond County,GA,201368,200549,0.4,200549,7.2,23.7,12.6,51.6,39.5,55.5,0.4,1.8,0.3,2.6,4.6,36.4,80.7,3.3,5.9,83.7,20.5,20693,20.0,87076,54.5,25.6,100900,72281,2.66,20526,37749,25.1,4313,85077,-0.1,12458,14147,38.1,0.3,2.8,0.0,2.4,36.1,5256290,916435,2505076,12695,395411,730,324.33,618.4 | |
| 13247,Rockdale County,GA,87754,85215,3.0,85215,6.0,25.6,12.8,52.7,44.4,51.0,0.5,1.9,0.1,2.1,10.0,36.4,81.4,10.5,11.3,86.2,26.0,6602,32.3,33286,69.0,19.0,149900,29317,2.89,23461,52579,14.7,1927,28615,2.8,7816,8647,34.8,0.0,0.0,0.0,2.9,29.1,1778787,515574,1450095,17720,196568,133,129.79,656.5 | |
| 13249,Schley County,GA,5163,5010,3.1,5010,5.1,27.7,14.7,52.6,76.9,21.5,0.1,0.8,0.0,0.9,4.4,73.0,88.8,2.2,7.7,73.0,14.2,267,27.6,2159,64.4,7.1,93000,1829,2.73,19037,38425,22.3,58,763,-1.5,296,0,0.0,0.0,0.0,0.0,0.0,0.0,215937,0,18573,4503,879,0,166.91,30.0 | |
| 13251,Screven County,GA,14085,14593,-3.5,14593,6.6,22.7,16.8,51.2,56.2,41.7,0.4,0.5,0.0,1.3,1.7,55.1,88.2,0.4,1.8,78.9,13.0,946,28.7,6650,70.8,5.9,77000,5165,2.72,18640,34848,27.0,213,2384,-5.8,906,1171,0.0,0.0,0.0,0.0,0.0,0.0,183823,17545,93578,6219,8297,10,645.1,22.6 | |
| 13253,Seminole County,GA,8686,8729,-0.5,8729,5.6,21.8,21.8,52.0,64.6,33.0,0.2,0.8,0.0,1.3,2.9,62.3,95.2,1.4,1.6,81.2,12.2,644,22.6,4785,77.0,3.2,71200,3317,2.63,17641,30521,26.0,187,1559,7.1,623,760,23.7,0.0,0.0,0.0,0.0,0.0,0,48751,76470,8485,5449,4,235.23,37.1 | |
| 13255,Spalding County,GA,63988,64073,-0.1,64073,6.6,24.5,16.1,51.7,63.7,33.2,0.4,0.9,0.1,1.7,4.5,60.0,83.4,2.7,4.9,76.6,14.8,5072,27.8,26983,63.1,15.7,113900,22997,2.74,19783,41534,21.5,1117,16590,-5.0,4635,5329,0.0,0.0,2.5,0.0,0.0,36.9,2285175,604327,661569,10492,77353,141,196.47,326.1 | |
| 13257,Stephens County,GA,25480,26175,-2.7,26175,5.8,22.4,18.3,51.8,85.1,11.3,0.4,0.9,0.1,2.2,3.0,82.7,89.9,2.0,2.9,80.4,14.2,1844,22.1,12506,74.7,8.8,106600,9227,2.7,18557,37898,19.8,544,7966,2.4,1620,1962,0.0,0.0,0.0,0.0,0.0,21.7,535710,0,274713,10895,26220,25,179.13,146.1 | |
| 13259,Stewart County,GA,5744,6058,-5.2,6058,4.4,15.4,15.3,38.9,45.1,51.5,0.6,1.0,0.0,1.7,24.5,27.6,80.7,13.6,14.8,63.1,10.0,330,29.4,2336,63.3,6.7,50600,1851,2.74,13238,23451,30.7,62,787,9.3,316,232,0.0,0.0,0.0,0.0,0.0,28.9,0,2608,23878,5203,2689,0,458.73,13.2 | |
| 13261,Sumter County,GA,31232,32817,-4.8,32819,6.5,24.0,14.8,52.6,44.0,52.8,0.6,1.4,0.2,1.0,5.3,40.0,83.8,3.4,7.2,76.2,18.5,1955,19.9,13849,58.2,21.4,90300,11493,2.63,17879,33796,32.3,629,8951,-4.7,1824,2484,23.6,0.0,0.0,0.0,0.0,26.8,411966,238965,326121,10016,33712,11,482.7,68.0 | |
| 13263,Talbot County,GA,6390,6863,-6.9,6865,4.5,18.8,19.1,52.3,41.3,56.6,0.4,0.2,0.0,1.5,2.1,40.1,92.1,0.8,2.8,76.7,12.3,541,31.5,3363,75.9,4.8,76500,2682,2.49,16993,32424,21.8,57,538,-1.5,506,777,46.3,0.0,0.0,0.0,0.0,0.0,0,0,4663,710,0,10,391.39,17.5 | |
| 13265,Taliaferro County,GA,1693,1717,-1.4,1717,6.5,18.5,22.4,51.1,40.5,56.9,0.2,0.8,0.0,1.6,4.0,37.5,85.8,1.6,2.6,68.3,9.3,104,27.9,1005,73.2,4.6,68300,704,2.49,14381,25465,30.0,17,45,-25.0,104,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,1710,925,0,2,194.61,8.8 | |
| 13267,Tattnall County,GA,25224,25519,-1.2,25520,5.9,21.2,12.5,42.3,68.1,29.5,0.6,0.5,0.1,1.1,10.5,58.8,82.7,5.4,11.3,75.1,11.6,1968,24.2,9860,71.3,5.5,86100,7885,2.62,15280,37587,27.4,289,3016,-1.4,1224,1241,0.0,0.0,2.2,0.0,7.7,27.6,0,152023,102403,4457,9522,17,479.4,53.2 | |
| 13269,Taylor County,GA,8442,8906,-5.2,8906,5.1,21.0,18.2,52.5,60.1,38.2,0.1,0.8,0.0,0.8,2.3,58.4,84.7,1.4,1.9,76.4,10.1,668,28.2,4502,69.3,4.8,60800,3681,2.24,17078,27455,28.2,120,855,-6.7,561,765,0.0,0.0,0.0,0.0,0.0,31.9,0,21407,46384,5359,1590,11,376.69,23.6 | |
| 13271,Telfair County,GA,16518,16500,0.1,16500,4.2,17.7,15.3,40.7,61.3,36.6,0.3,0.8,0.1,1.0,14.7,49.4,95.3,10.8,12.3,73.9,10.9,1021,20.5,7208,64.8,9.7,58300,5567,2.27,12489,26634,30.5,190,3171,-1.2,686,1139,0.0,0.0,0.0,0.0,0.0,12.6,0,30505,77349,5817,11149,0,437.3,37.7 | |
| 13273,Terrell County,GA,9132,9507,-3.9,9315,6.9,23.6,17.7,52.5,37.2,60.3,0.6,0.4,0.2,1.3,2.6,35.6,85.3,1.2,2.4,65.6,8.7,668,22.1,4157,63.4,8.7,78800,3351,2.66,16836,32628,31.6,164,1705,-0.5,660,550,0.0,0.0,0.0,0.0,0.0,45.5,0,0,68284,6657,0,3,335.44,27.8 | |
| 13275,Thomas County,GA,44959,44719,0.5,44720,6.5,24.1,16.8,52.6,60.5,36.8,0.5,0.9,0.0,1.3,3.4,57.8,87.0,2.5,4.1,81.8,18.1,3525,20.1,20352,56.5,13.3,127000,17377,2.51,19983,34035,26.5,1051,14947,-2.9,3142,3741,0.0,1.3,0.0,0.0,0.0,29.8,657550,575289,627509,13852,49874,71,544.6,82.1 | |
| 13277,Tift County,GA,40704,40122,1.5,40118,6.6,25.1,14.0,51.9,66.6,30.1,0.4,1.5,0.1,1.3,11.3,56.6,87.1,5.7,11.7,77.5,16.0,1993,18.9,16402,61.1,16.3,117300,13691,2.84,18933,34591,27.9,1017,15454,-1.1,2986,3604,11.1,0.0,0.0,0.0,2.2,28.0,547460,612216,721588,17119,92037,59,258.92,154.9 | |
| 13279,Toombs County,GA,27282,27223,0.2,27223,7.7,27.3,15.2,52.6,70.8,26.0,0.7,0.9,0.2,1.5,11.2,61.1,92.6,5.0,10.0,79.2,15.2,1863,20.4,12089,62.4,15.6,88100,10310,2.6,18716,31189,26.9,673,9231,-2.1,2010,2972,10.9,0.0,10.2,0.0,4.6,33.2,0,665035,386338,13914,42329,23,364.01,74.8 | |
| 13281,Towns County,GA,11098,10471,6.0,10471,3.7,13.8,32.2,52.2,96.9,1.2,0.3,0.7,0.0,0.8,2.6,94.7,87.4,3.1,4.1,86.8,22.7,1303,20.7,7887,84.8,5.8,164000,4261,2.29,20419,36570,16.3,285,2731,-0.9,1108,1499,0.0,0.0,0.0,0.0,0.0,30.6,0,6174,102261,9426,31033,103,166.56,62.9 | |
| 13283,Treutlen County,GA,6778,6885,-1.6,6885,6.3,24.5,15.0,49.7,66.1,32.3,0.3,0.3,0.0,1.1,2.9,63.7,92.8,0.5,1.2,74.4,12.3,342,26.0,2982,68.0,4.5,64300,2515,2.52,19410,37894,25.8,82,571,2.0,425,421,0.0,0.0,0.0,0.0,0.0,0.0,0,0,30428,4407,1792,0,199.44,34.5 | |
| 13285,Troup County,GA,69469,67044,3.6,67044,6.7,25.3,13.7,51.8,60.7,35.4,0.4,1.8,0.2,1.5,3.7,57.8,82.0,4.2,5.9,81.8,18.6,4638,20.9,28250,60.9,17.0,121300,24441,2.7,21443,41161,23.6,1410,33030,2.0,5252,5768,25.8,0.7,1.7,0.0,0.0,31.0,2470774,0,798823,12600,88719,133,413.99,161.9 | |
| 13287,Turner County,GA,8153,8930,-8.7,8930,6.0,26.3,18.6,50.9,58.3,39.4,0.5,0.8,0.2,0.8,4.5,55.0,91.5,3.4,4.4,72.1,9.8,491,24.8,3807,64.7,10.7,83800,3166,2.61,17609,28326,22.0,153,1392,1.2,576,817,0.0,0.0,0.0,0.0,0.0,0.0,0,103211,64546,6881,6479,65,285.39,31.3 | |
| 13289,Twiggs County,GA,8320,9023,-7.8,9023,5.5,19.1,19.6,51.1,57.0,40.9,0.4,0.3,0.0,1.4,1.9,55.7,94.2,0.5,0.8,70.3,10.8,559,28.0,4190,80.0,2.2,54700,3056,2.85,17952,31234,28.7,75,1484,110.8,541,788,0.0,0.0,0.0,0.0,0.0,0.0,0,0,30340,2969,1349,1,358.4,25.2 | |
| 13291,Union County,GA,21984,21356,2.9,21356,3.3,16.8,31.3,51.6,96.7,0.9,0.5,0.6,0.0,1.3,3.1,94.0,89.3,2.0,5.2,84.7,19.6,2544,25.4,14255,78.3,4.3,198300,9141,2.3,22156,40009,17.7,531,4895,0.8,2055,2666,0.0,0.0,0.0,0.0,0.0,18.8,0,38051,246740,11809,21565,87,321.93,66.3 | |
| 13293,Upson County,GA,26256,27153,-3.3,27153,6.4,22.4,17.8,52.3,69.5,28.0,0.4,0.7,0.0,1.3,2.5,67.7,84.6,1.8,2.6,77.6,11.4,1945,22.0,12103,67.0,9.8,86600,10341,2.55,17978,35329,20.5,446,5903,-0.2,1667,1804,0.0,0.0,0.0,0.0,0.0,0.0,526494,0,208661,7575,22893,22,323.44,84.0 | |
| 13295,Walker County,GA,68218,68756,-0.8,68756,5.5,22.7,16.6,50.7,93.0,4.5,0.3,0.5,0.1,1.5,2.0,91.3,83.8,1.1,2.4,79.1,14.0,5925,25.9,30098,72.6,8.9,104700,26191,2.57,20865,39963,16.7,707,9999,-1.8,4151,5297,0.0,0.0,0.0,0.0,0.5,21.7,2060559,0,344223,5332,25369,84,446.38,154.0 | |
| 13297,Walton County,GA,87615,83768,4.6,83768,6.2,25.9,14.2,51.3,79.6,17.0,0.4,1.4,0.1,1.5,3.9,76.5,86.9,4.4,6.4,83.1,18.4,5764,31.3,32544,75.1,9.3,157100,29520,2.84,22824,52369,13.8,1520,15244,1.6,7448,8041,0.0,0.0,0.0,0.0,0.0,22.6,591825,260436,797195,9577,58350,271,325.68,257.2 | |
| 13299,Ware County,GA,35515,36306,-2.2,36312,6.9,23.8,16.2,50.5,67.3,29.3,0.5,1.1,0.1,1.7,3.7,64.3,78.2,3.4,5.8,80.4,13.9,2528,18.9,16408,65.3,12.7,79600,13460,2.48,18842,34572,24.3,849,11477,1.5,1868,2353,0.0,0.0,0.0,0.0,0.0,0.0,0,762673,621068,17285,55465,94,892.46,40.7 | |
| 13301,Warren County,GA,5520,5834,-5.4,5834,5.8,21.5,20.3,53.1,38.2,59.9,0.4,0.4,0.0,1.1,1.1,37.6,88.3,0.9,2.0,73.2,7.3,333,26.7,2946,65.9,7.5,66700,2208,2.55,17884,27796,31.6,65,599,3.6,344,349,0.0,0.0,0.0,0.0,0.0,14.0,0,0,23192,3954,749,0,284.3,20.5 | |
| 13303,Washington County,GA,20635,21187,-2.6,21187,6.1,22.3,16.0,49.6,45.5,52.7,0.2,0.6,0.0,1.0,2.2,43.9,89.3,1.0,2.2,76.2,11.1,1210,22.9,9055,72.5,7.5,82300,7119,2.7,17515,33652,25.0,336,5366,-2.3,1231,1492,0.0,0.0,4.2,0.0,0.0,0.0,0,69978,213695,10248,16524,53,678.45,31.2 | |
| 13305,Wayne County,GA,29949,30099,-0.5,30099,6.8,24.4,14.7,48.1,76.2,20.7,0.6,0.6,0.1,1.9,6.3,71.0,83.8,2.9,5.6,81.3,11.4,2611,23.4,12118,69.1,6.5,80400,10171,2.76,17270,35830,22.7,538,5671,-1.5,1769,2102,0.0,0.0,0.0,0.0,0.0,24.0,663428,0,310344,10703,32909,4,641.78,46.9 | |
| 13307,Webster County,GA,2649,2801,-5.4,2799,3.5,21.3,19.7,50.0,55.6,42.5,0.3,0.3,0.0,1.3,3.7,52.8,88.8,0.2,2.0,77.5,11.2,110,24.9,1504,79.7,2.6,48800,1129,2.45,19082,35718,22.5,29,346,-0.6,148,175,0.0,0.0,0.0,0.0,0.0,23.4,0,3477,4748,2095,0,0,209.12,13.4 | |
| 13309,Wheeler County,GA,7995,7421,7.7,7421,4.3,16.9,12.8,34.8,60.2,38.4,0.2,0.3,0.1,0.9,5.4,55.8,96.4,1.0,1.1,74.8,8.5,445,21.0,2594,66.6,7.2,54200,2096,2.03,8948,24382,31.3,67,1011,3.9,352,325,0.0,0.0,0.0,0.0,0.0,0.0,0,8175,18141,2674,0,0,295.48,25.1 | |
| 13311,White County,GA,27970,27144,3.0,27144,4.8,21.3,20.6,51.0,94.9,2.4,0.6,0.6,0.0,1.5,2.9,92.3,92.4,2.0,2.6,85.2,19.3,2222,30.3,15994,74.3,7.2,169600,11788,2.29,22059,40670,20.1,584,5191,2.8,2482,3143,1.3,0.0,0.0,0.0,0.0,0.0,103902,40427,280664,11284,51128,38,240.69,112.8 | |
| 13313,Whitfield County,GA,103542,102599,0.9,102599,7.1,27.0,12.7,50.3,90.8,4.4,1.4,1.6,0.2,1.6,33.3,60.1,84.4,17.8,30.0,69.1,14.0,5376,20.1,39642,65.7,19.5,122800,34450,2.95,19497,40471,20.5,2175,46606,4.1,5738,7978,0.0,0.0,2.9,0.0,6.2,23.2,7524935,1351910,1440223,15535,144781,99,290.46,353.2 | |
| 13315,Wilcox County,GA,8847,9255,-4.4,9255,5.1,18.8,16.0,41.1,62.2,35.7,0.3,0.7,0.0,1.1,4.1,58.7,82.4,1.7,4.2,75.9,8.6,609,26.7,3480,75.6,3.1,71200,2705,2.6,13228,32928,27.8,92,470,3.1,491,695,0.0,0.0,0.0,0.0,0.0,11.2,0,0,27365,3157,612,0,377.71,24.5 | |
| 13317,Wilkes County,GA,9940,10593,-6.2,10593,5.8,21.7,21.4,52.2,54.9,42.6,0.2,0.8,0.0,1.6,3.9,51.7,89.7,1.5,4.3,76.2,14.5,630,25.5,5155,72.1,7.3,95200,4083,2.47,17120,28983,27.3,197,2235,-8.8,612,732,0.0,0.0,0.0,0.0,0.0,0.0,174306,19021,73407,7168,7075,3,469.49,22.6 | |
| 13319,Wilkinson County,GA,9326,9563,-2.5,9563,6.3,22.7,17.9,51.9,59.0,38.6,0.4,0.5,0.0,1.5,2.7,56.8,93.2,1.5,2.1,79.7,8.2,613,23.1,4439,78.2,3.7,71600,3348,2.81,17228,36173,21.3,149,2049,1.7,651,681,0.0,0.0,0.0,0.0,0.0,0.0,521536,13316,24250,2418,1377,1,447.31,21.4 | |
| 13321,Worth County,GA,20940,21679,-3.4,21679,6.0,22.7,16.9,52.0,69.2,28.9,0.4,0.5,0.1,1.0,2.1,67.6,87.2,1.7,2.5,71.4,8.1,1811,26.8,9196,74.1,6.2,75400,7851,2.74,18551,35792,20.2,282,2578,3.1,1265,1593,18.4,0.0,0.0,0.0,0.0,0.0,0,116373,132224,6203,6544,13,570.7,38.0 | |
| 15000,Hawaii,,1419561,1360301,4.4,1360301,6.4,21.7,16.1,49.4,26.7,2.5,0.4,37.5,10.0,23.0,10.1,23.0,84.9,17.9,25.4,90.4,30.1,112625,26.0,530106,57.6,38.1,503100,449771,2.96,29305,67402,11.2,31622,502530,2.1,98490,120374,0.9,1.3,47.2,9.5,3.6,31.0,8799266,8894672,17611851,13793,8042210,3066,6422.63,211.8 | |
| 15001,Hawaii County,HI,194190,185079,4.9,185079,6.2,22.0,17.5,50.0,34.3,0.9,0.6,22.0,12.7,29.4,12.3,30.6,87.0,10.9,18.7,91.0,25.6,15729,25.4,85163,65.7,19.0,309800,64909,2.83,24635,51250,18.3,3923,50266,3.4,16499,18900,0.0,1.5,31.9,9.1,3.9,26.4,290120,732242,2566012,14816,874735,958,4028.42,45.9 | |
| 15003,Honolulu County,HI,991788,953207,4.0,953207,6.5,21.5,15.8,49.2,23.1,3.1,0.4,42.4,9.4,21.6,9.5,19.6,84.6,19.6,27.8,90.3,32.1,82157,27.2,343017,55.5,44.2,556300,309803,3.0,30361,72764,9.8,21173,347954,2.1,60220,74069,1.1,0.0,56.6,9.1,3.3,32.1,8201881,7377106,11518349,12817,4123825,1578,600.74,1586.7 | |
| 15005,Kalawao County,HI,89,90,-1.1,90,0.0,0.0,29.2,52.8,28.1,0.0,0.0,7.9,48.3,15.7,1.1,27.0,90.1,19.7,33.8,87.7,41.5,3,10.0,113,0.0,25.3,0,46,1.39,45515,59375,14.7,1,0,0.0,0,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,11.99,7.5 | |
| 15007,Kauai County,HI,70475,67090,5.0,67091,6.4,22.3,17.4,49.9,33.7,0.7,0.6,31.3,9.1,24.6,10.8,30.1,87.5,15.1,20.9,90.1,25.1,4680,21.4,30346,62.6,25.1,484500,22390,2.99,26658,62052,11.2,1986,25186,1.1,6621,8316,0.0,3.0,35.5,10.2,5.0,31.8,0,209395,1052671,16730,591483,192,619.96,108.2 | |
| 15009,Maui County,HI,163019,154835,5.3,154834,6.2,22.3,15.1,49.7,35.9,0.9,0.6,28.7,10.7,23.2,11.0,31.3,82.8,17.2,20.7,90.2,25.7,10056,20.8,71467,58.1,37.1,523700,52623,2.93,29517,63512,10.6,4409,60720,-2.1,15150,20097,0.6,1.7,30.3,10.5,3.9,30.0,262749,575929,2474819,17437,2452167,338,1161.52,133.3 | |
| 16000,Idaho,,1634464,1567652,4.3,1567582,7.0,26.4,14.3,49.9,93.5,0.8,1.7,1.4,0.2,2.3,12.0,82.8,82.8,5.9,10.4,88.8,25.1,122955,20.0,685099,69.8,14.9,162100,579797,2.68,22568,46767,15.5,43124,509986,3.3,115043,151671,0.2,0.9,0.8,0.0,2.6,23.5,18010976,14286715,20526631,13691,2415951,8797,82643.12,19.0 | |
| 16001,Ada County,ID,426236,392365,8.6,392365,6.2,25.1,12.6,49.9,92.4,1.3,0.8,2.6,0.2,2.7,7.7,85.5,82.5,5.9,8.4,93.6,36.0,29195,19.6,167215,68.1,16.8,183600,151600,2.6,27452,55210,13.1,12216,174796,2.2,33207,42344,0.4,1.0,1.3,0.0,2.1,25.4,4942388,6006918,5855102,15720,795953,3968,1052.58,372.8 | |
| 16003,Adams County,ID,3861,3976,-2.9,3976,4.2,17.0,24.9,48.5,96.4,0.2,1.0,0.5,0.1,1.8,3.2,93.6,88.3,1.0,2.1,92.8,21.9,545,19.3,2636,81.6,4.7,150500,1707,2.27,21555,35434,16.6,115,455,7.3,360,492,0.0,0.0,0.0,0.0,0.0,18.1,0,0,19965,5627,0,4,1363.06,2.9 | |
| 16005,Bannock County,ID,83347,82839,0.6,82839,7.3,26.8,12.8,50.2,91.6,0.9,3.7,1.4,0.3,2.2,8.0,85.0,80.6,3.1,6.4,91.8,26.8,5638,18.8,33380,68.8,21.5,142600,30271,2.68,21327,43534,15.5,1953,23611,-0.6,5073,6616,0.0,0.5,0.4,0.0,1.5,25.0,0,386587,1099246,13706,117808,162,1111.99,74.5 | |
| 16007,Bear Lake County,ID,5957,5986,-0.5,5986,7.3,27.6,19.6,50.3,97.4,0.3,0.9,0.5,0.0,1.0,4.2,93.7,85.7,1.3,3.3,90.7,16.1,440,20.0,3987,81.3,5.5,129700,2442,2.42,21853,44964,12.9,117,938,2.4,420,645,0.0,0.0,0.0,0.0,0.0,0.0,0,23383,58739,10031,0,35,974.79,6.1 | |
| 16009,Benewah County,ID,9118,9285,-1.8,9285,5.7,22.2,21.2,49.5,86.6,0.4,8.5,0.4,0.1,4.1,3.3,84.5,89.5,2.3,3.3,87.4,13.4,1019,21.7,4614,75.2,6.0,136000,3888,2.34,20198,39049,14.7,228,2190,2.8,540,596,0.0,0.0,0.0,0.0,0.0,26.2,0,6085,93862,10111,0,14,776.62,12.0 | |
| 16011,Bingham County,ID,45269,45607,-0.7,45607,8.6,31.7,12.9,49.8,89.4,0.5,7.5,0.7,0.2,1.8,17.8,74.4,85.9,7.1,16.0,84.6,17.3,2887,21.1,16225,74.8,9.7,135400,14650,3.08,18872,47941,15.2,819,9700,1.3,2685,3193,0.0,2.5,1.0,0.0,3.6,20.0,624524,0,339940,7822,24298,88,2093.98,21.8 | |
| 16013,Blaine County,ID,21482,21378,0.5,21376,5.2,23.2,15.8,49.2,95.5,0.3,1.5,1.0,0.2,1.4,20.7,76.9,85.1,13.6,20.5,90.6,44.7,1347,16.9,15121,70.1,30.4,375000,9207,2.28,35524,64042,8.3,1339,10413,10.2,3337,4416,0.0,0.0,0.0,0.0,2.4,23.7,0,285858,356031,16414,153302,89,2643.59,8.1 | |
| 16015,Boise County,ID,6824,7028,-2.9,7028,3.2,18.6,21.3,48.4,95.3,0.5,1.3,0.5,0.4,2.1,3.6,92.3,84.6,2.2,4.1,89.2,24.1,758,31.5,5339,78.3,1.0,195600,2994,2.29,24324,41056,17.0,151,491,-1.0,564,813,0.0,0.0,0.0,0.0,0.0,27.2,0,0,18745,2465,5741,32,1899.24,3.7 | |
| 16017,Bonner County,ID,41585,40877,1.7,40877,4.9,20.3,21.4,50.0,95.9,0.3,0.9,0.7,0.1,2.2,2.9,93.4,86.5,1.9,2.3,90.7,21.1,4676,23.3,24580,73.1,11.8,222200,17388,2.32,23221,41414,15.2,1398,10977,0.0,3687,5642,0.0,0.0,0.7,0.0,0.0,20.6,498636,149654,485307,11788,63260,55,1734.57,23.6 | |
| 16019,Bonneville County,ID,108623,104304,4.1,104234,8.9,31.3,12.1,50.4,94.9,0.7,1.1,1.0,0.1,2.1,12.5,83.8,84.8,5.6,10.5,90.5,26.0,6919,19.2,40718,73.0,18.8,154700,36066,2.9,22657,50872,11.4,3244,44031,1.7,7757,10995,0.0,0.8,0.9,0.0,1.9,21.8,0,1881605,1871454,19405,153475,398,1866.08,55.9 | |
| 16021,Boundary County,ID,10979,10972,0.1,10972,5.1,22.9,20.5,49.4,94.5,0.5,2.2,0.7,0.1,2.0,4.2,91.0,91.7,2.7,4.3,84.9,15.4,1263,20.1,5247,74.4,9.3,174300,4144,2.59,19877,37003,16.5,355,2340,4.5,871,1133,0.0,0.0,0.0,0.0,0.0,29.1,0,19692,86256,7945,0,51,1268.56,8.6 | |
| 16023,Butte County,ID,2622,2893,-9.4,2891,4.9,25.6,19.6,49.5,96.1,0.2,1.0,0.3,0.2,2.3,5.8,90.6,88.7,2.6,3.4,89.2,17.9,266,21.0,1351,79.5,11.8,110300,1022,2.68,20995,41131,15.7,59,0,0.0,189,95,0.0,0.0,0.0,0.0,0.0,0.0,0,5209,18069,6500,0,5,2231.67,1.3 | |
| 16025,Camas County,ID,1039,1117,-7.0,1117,5.7,24.4,18.6,48.8,94.1,0.5,1.3,0.5,0.1,3.5,7.5,87.3,86.0,11.2,16.8,84.3,22.3,133,25.1,836,67.7,0.7,163000,464,2.73,21830,41154,15.5,27,0,0.0,87,73,0.0,0.0,0.0,0.0,0.0,56.2,0,0,0,0,1518,3,1074.49,1.0 | |
| 16027,Canyon County,ID,203143,188923,7.5,188923,7.9,29.9,12.5,50.6,93.7,0.8,1.7,1.0,0.3,2.5,24.6,71.3,82.1,8.4,18.1,82.7,16.8,13416,23.6,71326,69.3,11.4,122800,63442,2.98,17755,42105,20.4,3627,45609,5.7,11596,14561,0.2,0.7,0.6,0.0,5.9,22.4,0,992925,2176039,12171,140865,1130,587.37,321.6 | |
| 16029,Caribou County,ID,6837,6963,-1.8,6963,7.4,28.6,16.8,49.8,97.1,0.2,0.6,0.6,0.2,1.2,5.3,92.2,89.0,2.8,3.3,88.7,17.5,478,18.7,3217,84.1,3.4,116300,2644,2.56,23586,53586,7.8,193,2639,0.2,451,511,0.0,0.0,0.0,0.0,0.0,26.2,443222,94559,68364,9967,0,9,1764.15,3.9 | |
| 16031,Cassia County,ID,23540,22958,2.5,22952,8.3,32.3,13.5,49.3,95.3,0.6,1.6,0.7,0.1,1.6,26.6,71.0,83.5,9.7,19.4,78.0,15.6,1340,16.3,8434,69.0,8.7,125900,7653,2.96,17801,42039,15.9,644,7301,5.7,1486,2218,0.0,0.0,0.0,0.0,6.6,24.7,371255,335892,318904,15216,33455,46,2565.08,8.9 | |
| 16033,Clark County,ID,867,982,-11.7,982,5.9,28.0,14.8,47.3,93.5,0.8,2.2,1.0,0.0,2.4,42.6,54.0,70.9,34.8,37.8,70.1,11.4,41,14.0,533,59.5,13.8,111700,304,2.41,20032,33200,14.9,18,75,-9.6,53,112,0.0,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,3,1764.19,0.6 | |
| 16035,Clearwater County,ID,8562,8761,-2.3,8761,4.0,16.3,25.4,45.2,94.4,0.5,2.2,0.6,0.1,2.1,3.6,91.3,84.9,2.0,4.8,84.9,15.5,1041,22.8,4479,80.1,7.3,138300,3545,2.19,20256,40134,12.5,229,1867,-1.5,478,927,0.0,0.0,0.0,0.0,0.0,15.1,0,13677,69845,8489,0,19,2457.27,3.6 | |
| 16037,Custer County,ID,4140,4366,-5.2,4368,4.3,17.5,23.8,48.7,97.1,0.2,0.7,0.4,0.1,1.5,4.1,93.2,91.6,1.9,2.6,89.6,26.3,547,22.3,3090,83.5,4.9,150600,1870,2.26,23965,39541,16.1,167,681,9.7,440,318,0.0,0.0,0.0,0.0,0.0,0.0,0,0,35092,8542,11270,0,4920.94,0.9 | |
| 16039,Elmore County,ID,26094,27038,-3.5,27038,8.0,26.4,11.8,47.8,88.6,3.2,1.6,2.8,0.4,3.4,16.2,74.1,79.5,9.9,15.1,84.0,16.9,4308,17.4,12193,62.4,12.2,136800,9555,2.7,20646,42842,16.3,431,3936,3.0,1198,1852,0.0,0.0,0.0,0.0,6.5,19.8,0,53448,241226,8319,26980,57,3074.74,8.8 | |
| 16041,Franklin County,ID,13021,12786,1.8,12786,8.0,34.0,13.6,49.3,97.2,0.3,0.8,0.2,0.1,1.5,6.9,91.1,91.2,2.9,7.5,92.0,17.4,785,23.0,4650,80.9,5.8,156800,4150,3.07,17620,44962,12.2,281,1928,2.3,958,1047,0.0,0.0,0.0,0.0,0.0,16.4,0,49543,113519,9319,5841,35,663.65,19.3 | |
| 16043,Fremont County,ID,12867,13242,-2.8,13242,6.9,28.4,16.0,47.8,96.2,0.8,1.1,0.3,0.1,1.4,12.4,85.2,91.2,5.7,12.1,87.9,19.7,953,22.8,8651,82.5,5.2,147600,4549,2.76,19475,44520,12.4,272,1377,-3.6,1081,1438,0.0,0.0,0.0,0.0,0.0,0.0,0,76724,68167,5412,10050,65,1863.53,7.1 | |
| 16045,Gem County,ID,16866,16719,0.9,16719,5.7,23.6,21.4,50.3,95.0,0.2,0.9,1.4,0.1,2.4,8.2,87.6,82.8,4.4,8.4,86.3,15.8,1656,30.1,7100,74.6,8.3,150400,6323,2.62,20250,44432,18.2,337,2154,-1.0,1238,1753,0.0,0.0,0.0,0.0,0.0,0.0,0,13552,113895,6914,9205,37,560.9,29.8 | |
| 16047,Gooding County,ID,15064,15464,-2.6,15464,6.9,28.2,16.4,48.7,94.8,0.5,1.8,0.9,0.2,1.8,28.6,68.6,88.0,15.8,20.5,74.6,12.1,1125,18.8,6059,70.5,6.1,123800,5552,2.73,18373,37050,20.8,348,2498,0.5,848,1141,0.0,0.0,0.0,0.0,3.4,34.3,0,118908,88226,6158,0,13,728.97,21.2 | |
| 16049,Idaho County,ID,16215,16267,-0.3,16267,5.2,20.0,24.0,47.8,94.0,0.4,3.0,0.5,0.1,2.1,3.1,91.5,86.4,1.2,2.3,88.9,14.8,1877,17.6,8648,78.2,5.1,150900,6534,2.4,19168,37349,17.5,478,3292,4.0,1209,1617,0.0,0.0,0.0,0.0,0.0,23.5,0,64841,97645,6395,14650,1,8477.35,1.9 | |
| 16051,Jefferson County,ID,27021,26140,3.4,26140,8.8,34.8,11.1,49.7,96.0,0.4,1.3,0.5,0.2,1.6,10.3,87.2,86.8,4.2,10.2,89.4,22.0,1587,23.7,8878,83.8,5.8,157500,8058,3.26,19598,52023,13.1,430,3769,12.1,2037,2929,0.0,1.0,0.0,0.0,0.0,0.0,0,0,92388,4058,7387,79,1093.5,23.9 | |
| 16053,Jerome County,ID,22818,22374,2.0,22374,9.2,30.8,12.1,49.3,94.8,0.6,2.4,0.5,0.2,1.5,34.0,63.4,87.9,17.1,24.4,70.2,13.4,1339,17.8,8238,63.5,7.8,135200,7676,2.9,17182,40126,18.3,524,5770,4.3,1101,1719,0.0,0.0,0.0,0.0,0.0,0.0,764164,103712,300421,15013,14045,57,597.19,37.5 | |
| 16055,Kootenai County,ID,147326,138494,6.4,138494,6.1,23.6,17.0,50.6,94.7,0.4,1.4,0.9,0.2,2.4,4.3,91.1,83.2,2.3,3.3,92.1,23.3,13296,20.8,66130,70.6,15.5,188800,55679,2.5,24685,49002,13.4,4345,44971,2.0,10934,15155,0.2,1.2,0.6,0.0,1.8,24.1,992158,843286,2175172,16242,303725,1047,1244.13,111.3 | |
| 16057,Latah County,ID,38411,37244,3.1,37244,5.8,18.5,11.8,48.5,93.3,1.1,0.9,1.9,0.2,2.7,4.1,89.8,70.4,3.8,6.2,95.3,44.1,2141,18.0,16330,56.7,34.2,189100,14941,2.31,22322,41735,20.4,885,8299,-1.2,2444,3444,0.0,0.0,0.0,0.0,0.0,26.2,0,0,361668,9697,55179,136,1076.0,34.6 | |
| 16059,Lemhi County,ID,7726,7936,-2.6,7936,4.0,18.2,27.3,49.3,95.8,0.5,1.2,0.6,0.0,2.0,3.1,93.3,86.6,1.5,2.8,90.4,23.8,1004,15.1,4746,71.3,6.6,186900,3832,2.0,23998,34122,23.3,289,1651,7.7,685,1013,0.0,0.0,0.0,0.0,0.0,27.3,0,0,122983,15806,7704,11,4563.39,1.7 | |
| 16061,Lewis County,ID,3838,3821,0.4,3821,5.3,23.0,24.1,49.8,90.0,0.4,6.0,0.5,0.2,2.8,4.0,86.8,85.5,2.5,4.7,88.3,16.2,468,19.5,1868,74.1,6.8,116600,1660,2.28,19910,36000,17.9,121,763,6.4,310,438,0.0,0.0,0.0,0.0,0.0,0.0,0,0,29657,8193,0,10,478.8,8.0 | |
| 16063,Lincoln County,ID,5316,5206,2.1,5208,7.0,30.9,12.3,48.5,95.6,0.5,1.7,0.5,0.2,1.6,30.2,66.8,85.7,13.8,23.4,74.5,11.8,292,29.7,1958,71.7,3.9,120300,1617,3.21,16530,42433,16.6,87,635,4.3,284,383,0.0,0.0,0.0,0.0,0.0,0.0,0,0,16924,3721,2350,4,1201.41,4.3 | |
| 16065,Madison County,ID,38038,37536,1.3,37536,10.0,27.0,6.0,49.7,95.6,0.7,0.5,1.1,0.4,1.8,7.0,89.4,60.7,4.6,10.1,94.9,33.7,960,17.1,12708,49.1,43.8,169600,10323,3.53,15133,32059,35.8,757,14065,5.5,2421,2942,0.0,0.0,0.0,0.0,0.0,15.2,0,161967,407686,10971,32041,386,469.21,80.0 | |
| 16067,Minidoka County,ID,20323,20063,1.3,20069,8.2,28.9,15.5,49.4,94.5,0.8,2.2,0.6,0.0,1.9,33.7,63.6,86.7,12.4,27.6,75.7,9.9,1387,16.1,7787,72.8,9.7,108500,6994,2.86,19597,43266,13.6,403,4355,3.7,1151,1796,0.0,0.0,0.0,0.0,0.0,17.8,381084,347045,162891,8722,18923,29,757.59,26.5 | |
| 16069,Nez Perce County,ID,40007,39265,1.9,39265,6.2,21.7,18.9,50.5,90.1,0.5,5.8,0.9,0.1,2.5,3.7,87.4,85.4,1.9,4.3,90.0,21.1,4190,16.3,17417,69.3,19.1,165900,16019,2.41,24257,46503,11.1,1110,16434,2.3,2152,3205,0.0,1.2,0.0,0.0,0.8,27.0,0,0,702969,18133,64508,55,848.09,46.3 | |
| 16071,Oneida County,ID,4184,4286,-2.4,4286,6.7,28.0,19.3,50.4,97.4,0.3,0.5,0.6,0.1,1.1,4.1,93.7,92.0,1.5,4.4,93.1,13.2,417,20.4,1935,81.2,3.6,126100,1579,2.67,18920,40842,16.1,88,692,1.8,319,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,24106,5834,2135,18,1200.06,3.6 | |
| 16073,Owyhee County,ID,11353,11526,-1.5,11526,6.4,26.6,16.3,49.1,91.7,0.8,4.5,0.7,0.2,2.0,26.5,68.2,84.8,10.3,21.2,75.4,8.2,922,27.2,4769,64.2,5.4,121200,3911,2.9,15945,32175,24.2,181,1612,5.6,635,999,0.0,0.0,0.0,0.0,4.0,21.6,0,34609,50935,4653,4150,16,7665.51,1.5 | |
| 16075,Payette County,ID,22836,22623,0.9,22623,6.9,27.1,17.0,50.5,94.4,0.4,1.6,1.0,0.1,2.5,16.7,79.2,85.1,5.0,11.0,85.4,16.4,2002,18.0,9070,74.6,8.4,132700,8056,2.79,19165,43649,20.0,483,4326,0.5,1366,2215,0.0,0.0,0.0,0.0,1.9,21.9,0,133096,145621,6401,12757,110,406.87,55.6 | |
| 16077,Power County,ID,7617,7817,-2.6,7817,9.9,30.5,13.9,49.1,92.9,1.0,3.1,0.5,0.1,2.4,31.1,64.3,89.8,13.4,26.9,80.3,15.9,478,17.3,2936,70.8,5.0,125600,2568,2.99,17684,44212,13.9,150,2027,-3.1,372,493,0.0,0.0,0.0,0.0,0.0,0.0,0,0,50445,6572,2596,8,1404.24,5.6 | |
| 16079,Shoshone County,ID,12390,12765,-2.9,12765,5.2,19.7,21.7,49.5,94.9,0.3,1.8,0.5,0.2,2.3,3.4,92.1,80.2,1.7,2.3,84.8,13.5,1605,18.7,6976,68.4,12.1,123200,5714,2.17,20487,38440,17.4,355,4166,-0.4,768,1217,0.0,0.0,0.0,0.0,0.0,18.2,0,25007,623117,48689,11068,7,2629.67,4.9 | |
| 16081,Teton County,ID,10341,10170,1.7,10170,7.8,27.8,8.6,48.2,97.0,0.4,0.7,0.5,0.2,1.2,17.7,80.4,83.3,10.2,16.1,87.8,34.4,420,26.0,5503,72.1,13.7,222700,3583,2.82,22436,53931,11.7,418,1882,5.1,1293,1459,0.0,0.0,0.0,0.0,0.0,0.0,0,0,84074,9987,10730,28,449.46,22.6 | |
| 16083,Twin Falls County,ID,80914,77230,4.8,77230,7.7,27.6,14.8,50.7,94.5,0.7,1.3,1.4,0.2,1.8,15.2,80.8,81.6,8.5,14.4,83.7,16.3,5629,16.6,31772,66.8,13.8,148900,28166,2.72,20588,43886,15.0,2455,27449,8.0,5099,7234,0.0,0.0,0.6,0.0,3.7,22.7,970292,497639,1259106,17270,112044,361,1921.21,40.2 | |
| 16085,Valley County,ID,9826,9862,-0.4,9862,4.3,18.3,21.6,48.1,96.5,0.2,1.1,0.5,0.1,1.6,4.4,92.9,78.6,2.2,7.2,92.4,34.3,1131,15.4,11906,77.8,8.6,221200,3519,2.7,25785,50473,9.5,567,2927,1.4,1224,2058,0.0,0.0,0.0,0.0,0.0,10.4,0,20494,135620,15201,43204,99,3664.52,2.7 | |
| 16087,Washington County,ID,10021,10198,-1.7,10198,5.0,23.4,22.7,50.1,94.9,0.4,1.5,1.0,0.2,2.0,17.2,79.2,86.8,7.5,14.1,81.8,16.7,1034,22.9,4543,76.3,7.9,122700,3938,2.52,20380,37453,15.0,218,1664,-12.7,635,992,0.0,0.0,0.0,0.0,0.0,0.0,0,63380,76253,7645,0,17,1452.98,7.0 | |
| 17000,Illinois,,12880580,12831587,0.4,12830632,6.1,23.2,13.9,50.9,77.5,14.7,0.6,5.3,0.1,1.8,16.7,62.3,86.8,13.8,22.3,87.3,31.4,727919,28.0,5307222,67.5,32.9,182300,4772723,2.63,29666,56797,14.1,315364,5209070,1.7,928461,1123817,9.5,0.5,5.3,0.1,5.0,30.5,257760713,231082768,165450520,12947,25469026,20579,55518.93,231.1 | |
| 17001,Adams County,IL,66988,67103,-0.2,67103,6.2,22.5,18.7,51.1,93.6,3.7,0.2,0.8,0.0,1.7,1.4,92.4,87.6,1.5,2.9,89.7,21.3,5862,16.6,29967,72.0,16.2,104200,26912,2.43,24217,45073,14.4,1833,31182,3.5,3874,5561,0.0,0.5,1.5,0.0,0.0,24.6,0,0,928289,13888,0,83,855.2,78.5 | |
| 17003,Alexander County,IL,7492,8238,-9.1,8238,6.4,22.9,18.2,49.7,60.3,36.6,0.5,0.3,0.1,2.2,2.1,58.8,86.7,1.3,2.5,74.6,8.4,678,25.6,3953,65.8,14.2,54400,2860,2.62,13619,26972,31.6,107,1037,-6.3,416,383,0.0,0.0,0.0,0.0,0.0,43.1,0,0,22853,2785,0,0,235.51,35.0 | |
| 17005,Bond County,IL,17269,17768,-2.8,17768,4.5,19.4,16.5,47.3,90.8,6.5,0.6,0.8,0.0,1.3,3.5,87.8,86.7,1.5,3.4,86.3,19.1,1458,23.6,7094,74.7,10.4,103300,6373,2.65,23195,48163,14.6,303,3825,-0.5,1069,1349,0.0,0.0,0.0,0.0,0.0,26.9,0,217636,104527,5708,13125,12,380.28,46.7 | |
| 17007,Boone County,IL,53869,54167,-0.6,54165,5.7,26.1,14.0,50.2,93.1,2.7,0.6,1.4,0.1,2.1,20.6,74.4,89.6,11.3,19.0,85.8,19.3,3404,30.1,19973,82.5,12.7,158800,17938,3.0,25888,60893,11.3,847,15398,15.7,3056,3425,1.3,0.0,0.0,0.0,0.0,27.8,5553679,146167,454857,8556,40186,11,280.72,193.0 | |
| 17009,Brown County,IL,6832,6937,-1.5,6937,3.8,15.0,13.0,35.6,78.5,19.2,1.2,0.3,0.0,0.7,6.2,74.0,82.5,2.8,5.5,81.5,12.2,454,18.9,2442,78.2,9.2,83600,2105,2.47,20555,42194,12.3,116,2988,9.1,334,373,0.0,0.0,0.0,0.0,0.0,0.0,0,0,30018,4597,0,0,305.61,22.7 | |
| 17011,Bureau County,IL,33840,34978,-3.3,34978,5.0,21.8,19.9,51.0,96.6,0.9,0.4,0.9,0.0,1.1,8.6,88.7,90.3,3.6,7.5,89.2,17.4,2803,20.4,15651,75.7,12.1,101200,13998,2.44,26705,48977,11.6,768,9484,-2.7,1982,2918,0.0,0.0,0.0,0.0,0.0,28.7,0,977575,331951,9525,27440,15,869.03,40.2 | |
| 17013,Calhoun County,IL,4956,5089,-2.6,5089,5.2,20.4,22.8,49.9,98.8,0.3,0.2,0.3,0.0,0.4,1.1,97.7,90.9,1.6,1.6,89.0,14.4,444,39.6,2835,81.5,5.7,112300,2061,2.41,26924,50436,11.9,93,605,-1.1,339,0,0.0,0.0,0.0,0.0,0.0,0.0,0,0,22307,4376,5376,12,253.83,20.0 | |
| 17015,Carroll County,IL,14715,15388,-4.4,15387,4.5,19.1,23.6,50.0,96.6,1.1,0.4,0.6,0.0,1.3,3.4,93.6,89.0,3.3,4.9,88.9,15.1,1395,23.8,8412,76.5,11.3,100100,6671,2.24,27118,47985,13.7,399,3198,-5.6,1051,1669,0.0,0.0,0.0,0.0,0.0,0.0,320789,301803,88717,5593,12957,17,444.81,34.6 | |
| 17017,Cass County,IL,13156,13638,-3.5,13642,6.4,24.5,16.4,49.3,93.5,3.8,0.8,0.6,0.1,1.2,18.9,76.5,87.1,10.3,16.9,86.0,13.0,982,22.2,5781,72.2,8.5,76100,5134,2.59,22257,45734,14.8,254,4471,1.4,690,1166,0.0,0.0,0.0,0.0,0.0,0.0,0,331272,115401,8480,8121,8,375.82,36.3 | |
| 17019,Champaign County,IL,207133,201081,3.0,201081,5.5,19.2,11.1,50.1,73.8,12.8,0.3,10.2,0.1,2.7,5.7,69.1,72.9,11.7,15.9,93.6,42.4,10682,17.6,89194,54.9,35.6,149500,79137,2.35,25713,45808,22.3,4133,67335,-0.9,11532,13525,8.8,0.0,0.0,0.0,1.9,28.3,3248908,2575981,2347059,12163,374499,1458,996.27,201.8 | |
| 17021,Christian County,IL,33892,34800,-2.6,34800,5.5,21.2,18.6,49.1,96.5,1.6,0.2,0.7,0.0,1.0,1.6,95.1,89.3,1.5,2.1,88.2,13.5,3129,24.6,15533,74.7,10.6,82400,14138,2.32,23915,45145,14.9,718,8699,-0.8,1960,2949,0.0,0.0,0.0,0.0,0.0,30.7,392440,0,369948,10703,29295,29,709.38,49.1 | |
| 17023,Clark County,IL,16180,16335,-0.9,16335,5.8,22.8,18.7,50.8,98.1,0.5,0.2,0.3,0.0,0.8,1.4,96.8,88.6,1.0,2.0,89.5,17.6,1459,21.8,7739,75.6,7.6,87800,6568,2.44,24296,47405,12.3,334,3763,-5.5,1089,1452,0.0,0.0,0.0,0.0,0.0,21.4,664438,176069,109618,6513,17035,7,501.42,32.6 | |
| 17025,Clay County,IL,13520,13815,-2.1,13815,6.5,22.9,18.8,50.7,97.6,0.5,0.2,0.7,0.0,0.9,1.5,96.3,92.6,0.9,1.7,87.7,14.0,1054,19.6,6353,79.6,7.3,75300,5486,2.45,22279,40640,15.6,364,4555,1.3,1026,732,0.0,0.0,0.0,0.0,0.0,41.8,737102,168802,114775,8375,0,4,468.32,29.5 | |
| 17027,Clinton County,IL,37857,37762,0.3,37762,5.5,21.5,16.0,48.2,94.3,3.7,0.4,0.5,0.1,1.1,3.1,91.6,89.3,1.6,3.6,88.7,20.3,3558,25.3,15541,82.4,7.4,127300,14051,2.55,27802,61720,8.9,880,8679,-1.9,2248,2876,0.0,0.0,0.0,0.0,0.0,0.0,0,281952,383207,10581,32422,85,474.09,79.7 | |
| 17029,Coles County,IL,53320,53873,-1.0,53873,4.9,18.0,15.0,51.7,93.0,4.1,0.3,1.0,0.0,1.6,2.3,91.1,75.8,1.9,4.1,90.0,24.2,3785,17.0,23434,62.0,24.9,90200,21046,2.33,21970,37040,22.0,1186,17476,-0.7,2671,3872,2.6,0.0,0.0,0.0,0.0,25.6,0,382885,635068,12150,75603,16,508.29,106.0 | |
| 17031,Cook County,IL,5246456,5195060,1.0,5194675,6.5,22.6,12.9,51.5,65.8,24.4,0.8,7.2,0.1,1.8,25.0,43.0,86.5,21.1,34.5,84.5,34.7,213855,31.7,2175146,58.3,53.8,231200,1933335,2.65,30183,54548,16.9,129972,2286711,2.3,447401,510931,16.4,0.6,6.9,0.1,7.2,32.3,77932858,83964561,60585557,11571,13094372,7753,945.33,5495.1 | |
| 17033,Crawford County,IL,19393,19817,-2.1,19817,5.4,19.8,18.3,48.4,93.1,4.9,0.4,0.6,0.0,1.0,2.2,91.3,87.0,1.1,3.0,89.2,17.1,1805,18.0,8637,79.9,7.0,76600,7731,2.41,25214,46216,14.4,427,6607,-0.9,1196,1597,0.0,0.0,0.0,0.0,0.0,26.4,0,90886,164186,8419,15266,5,443.63,44.7 | |
| 17035,Cumberland County,IL,10833,11048,-1.9,11048,5.4,22.8,17.6,49.9,97.6,0.5,0.1,0.7,0.0,1.1,1.0,96.7,88.7,1.1,1.6,88.8,13.8,982,23.6,4838,80.8,5.0,83800,4184,2.59,22952,43958,13.9,178,1657,-5.2,742,626,0.0,0.0,0.0,0.0,0.0,0.0,0,0,22877,2119,3098,0,346.02,31.9 | |
| 17037,DeKalb County,IL,105462,105160,0.3,105160,5.8,21.7,11.1,50.5,87.4,7.6,0.4,2.8,0.1,1.8,10.9,77.6,78.3,6.9,11.8,91.1,29.8,5687,26.1,41003,60.2,29.8,173000,37844,2.59,23696,53375,19.0,1959,26056,-0.2,5934,7815,2.1,0.0,2.1,0.0,2.2,31.3,1435916,249685,1090171,10351,128175,45,631.31,166.6 | |
| 17039,De Witt County,IL,16284,16561,-1.7,16561,5.5,21.6,18.1,50.1,97.2,0.8,0.2,0.5,0.0,1.2,2.3,95.1,88.1,1.1,2.0,92.6,16.8,1373,21.8,7502,77.0,11.1,107100,6802,2.38,26704,51051,14.0,397,4445,-3.3,866,1165,0.0,0.0,0.0,0.0,0.0,0.0,0,248857,188199,11527,13923,25,397.51,41.7 | |
| 17041,Douglas County,IL,19889,19982,-0.5,19980,6.7,25.5,16.3,50.4,97.2,0.6,0.3,0.7,0.0,1.1,7.3,90.4,89.3,4.3,19.0,83.8,16.2,1403,20.8,8374,78.3,10.9,99300,7509,2.62,23732,52741,10.3,586,6396,5.8,1504,1871,0.0,0.0,0.0,0.0,0.0,0.0,699883,290117,218438,11222,24490,25,416.67,48.0 | |
| 17043,DuPage County,IL,932708,916896,1.7,916924,5.9,23.4,13.5,51.0,81.1,5.2,0.4,11.4,0.1,1.8,14.1,68.1,88.2,18.4,26.3,92.1,46.3,42246,28.9,357407,74.4,27.7,286500,336028,2.71,38570,78487,6.9,33329,583086,1.5,77413,101546,2.3,0.0,8.4,0.0,4.0,26.1,16862490,49574946,18043391,19550,2226207,1341,327.5,2799.8 | |
| 17045,Edgar County,IL,17841,18576,-4.0,18576,5.0,21.1,20.4,51.5,98.2,0.5,0.2,0.2,0.0,0.8,1.0,97.3,85.5,1.0,1.8,86.0,18.2,1640,23.3,8741,73.4,9.5,72900,7893,2.28,23368,42133,18.4,347,5966,5.3,992,1251,0.0,0.0,0.0,0.0,0.0,0.0,521758,126747,197055,10476,12036,45,623.37,29.8 | |
| 17047,Edwards County,IL,6617,6721,-1.5,6721,5.7,23.0,19.2,51.1,97.7,0.6,0.2,0.4,0.0,1.0,1.2,96.9,91.3,0.6,1.4,86.8,10.5,556,22.5,3158,79.9,5.0,65800,2728,2.43,20898,39075,11.4,145,1983,-5.6,481,500,0.0,0.0,0.0,0.0,0.0,22.2,0,147064,40643,6229,2538,0,222.42,30.2 | |
| 17049,Effingham County,IL,34320,34242,0.2,34242,6.5,23.7,16.8,50.2,98.0,0.5,0.2,0.5,0.0,0.8,1.9,96.4,90.0,0.9,2.2,90.9,20.0,2605,17.8,14714,78.3,12.5,115200,13544,2.5,27051,52108,9.1,1185,21580,21.8,2732,3422,0.0,0.0,0.0,0.0,0.0,0.0,890285,0,857847,25050,85192,25,478.78,71.5 | |
| 17051,Fayette County,IL,21870,22142,-1.2,22140,5.2,21.7,17.1,46.9,93.6,4.7,0.2,0.4,0.0,1.1,1.7,92.2,88.1,1.6,2.7,84.2,13.1,1712,22.7,9216,80.5,7.5,82900,8124,2.57,21523,44722,17.0,479,4800,-0.9,1363,2194,0.0,0.0,0.0,0.0,0.0,0.0,174590,322619,227314,10846,18286,4,716.48,30.9 | |
| 17053,Ford County,IL,13688,14081,-2.8,14081,5.4,22.8,19.8,50.5,97.2,1.0,0.3,0.4,0.0,1.0,2.9,94.6,89.0,0.8,2.3,88.6,16.3,1164,21.8,6334,76.6,9.9,89600,5651,2.4,25448,48866,10.5,374,3971,-1.0,974,1500,0.0,0.0,0.0,0.0,0.0,31.2,0,323108,112302,7990,11430,11,485.62,29.0 | |
| 17055,Franklin County,IL,39411,39989,-1.4,39561,5.8,22.1,19.5,50.9,97.4,0.5,0.4,0.4,0.0,1.2,1.6,96.1,87.4,0.8,2.2,87.1,13.1,3774,24.0,18546,75.6,9.2,64300,16110,2.42,20394,36273,19.1,763,6837,-5.4,2278,3165,0.0,0.0,0.0,0.0,0.0,21.4,223186,72726,362193,9236,34169,7,408.89,96.8 | |
| 17057,Fulton County,IL,36007,37069,-2.9,37069,5.1,20.2,18.9,47.8,94.2,3.9,0.6,0.4,0.0,0.9,2.7,92.2,87.6,1.7,3.2,86.4,14.5,3195,27.0,16180,75.5,10.9,80600,14610,2.37,22318,45130,13.3,662,6412,-8.3,1774,2540,0.0,0.0,0.0,0.0,0.0,28.8,0,0,288858,7843,29399,44,865.6,42.8 | |
| 17059,Gallatin County,IL,5291,5589,-5.3,5589,4.6,19.9,22.8,51.5,97.3,0.8,0.3,0.1,0.0,1.5,1.9,95.4,89.4,0.3,0.4,81.3,12.0,457,24.5,2725,78.3,5.7,61100,2369,2.32,23862,40330,17.2,102,911,6.4,293,548,0.0,0.0,0.0,0.0,0.0,0.0,0,23177,21882,3684,0,0,323.07,17.3 | |
| 17061,Greene County,IL,13434,13886,-3.3,13886,5.8,22.0,18.3,49.7,97.8,1.1,0.2,0.1,0.0,0.7,1.0,96.9,88.5,0.6,1.8,88.6,12.9,1086,28.9,6341,75.8,7.1,75200,5790,2.33,22307,43502,13.2,254,1740,-5.3,791,1080,0.0,0.0,0.0,0.0,0.0,0.0,0,151301,95884,7009,0,27,543.02,25.6 | |
| 17063,Grundy County,IL,50425,50063,0.7,50063,6.3,25.9,12.9,50.1,96.0,1.5,0.4,0.8,0.0,1.2,9.3,87.4,90.2,3.9,7.4,91.7,20.2,3472,29.0,20337,76.2,13.8,182200,18082,2.75,28725,64541,9.0,1075,14102,-2.1,2796,3673,0.0,0.0,1.3,0.0,2.4,33.3,2082448,438450,522618,11097,56309,194,418.04,119.8 | |
| 17065,Hamilton County,IL,8296,8457,-1.9,8457,5.5,22.3,20.2,51.0,97.9,0.6,0.3,0.2,0.0,0.9,1.6,96.6,90.3,0.3,3.8,83.8,15.7,713,26.5,4062,76.7,5.7,72800,3512,2.36,21960,38417,17.1,194,1370,1.6,556,1013,0.0,0.0,0.0,0.0,0.0,0.0,0,0,41922,5145,2759,0,434.67,19.5 | |
| 17067,Hancock County,IL,18564,19104,-2.8,19104,5.0,20.6,23.1,50.6,98.0,0.4,0.3,0.3,0.1,0.9,1.5,96.7,89.8,1.2,2.2,90.6,18.4,1750,23.2,9221,78.3,9.6,81600,8101,2.3,23714,43925,13.6,378,2737,-1.5,1326,2125,0.0,0.0,0.0,0.0,0.0,30.1,193240,200539,106493,5676,10926,5,793.73,24.1 | |
| 17069,Hardin County,IL,4129,4320,-4.4,4320,4.7,20.0,23.3,49.4,96.7,0.7,0.7,0.7,0.1,1.0,1.6,95.2,90. |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment