784 lines
740 KiB
Plaintext
784 lines
740 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Nat Scott"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Research question/interests\n",
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"\n",
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"**Is there a correlation between political alignment & living in neighbourhoods with large quantities of LGBT people?** The obvious answer to this question is \"yes, they are going to mostly be democrats\" but anyone who's ever been around queer people will know that this question is quite a bit more nuanced than that, and this nuance is what we hope to capture in investigating this question.\n",
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"\n",
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"- The gaybourhoods data set does not include data on residents political alignments, however, there is a wealth of electoral data available freely online that we intend on incorporating into this project. The primary difficulty then will be developing a geographic \"compatibility layer\" between the data sets so that the data can be understood in the same context. To build this, we intend on working with the OpenStreetMap API to create an additional column representing observations position space in a more neutral way, such as their coordinates.\n",
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"- Alternatively, we've also considered working with an additional data set that links US zip codes to their longitude and lattitude positions. As such, incorporating this data would be as easy as merging the two tables.\n",
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"\n",
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"\n",
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"**Is there a correlation between geographical stratums & being LGBT?** This question is more abstract, and will serve as a preliminary exploration of the data in hopes of establishing two key details along the way that will shape the rest of the project: how do we quantify queerness, and how do we best represent it visually?\n",
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"\n",
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"- Once again, representing this data visually will require determining the coordinates associated with each observation.\n",
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"- The gaybourhoods data set defines a \"gaybourhood index\" which effectively measures how friendly a given neighbourhood is to queer people. Since this index is entirely subjective, we will need to closely evaluate it's usefulness for our project and investigate different ways to quantify \"queer-friendliness\"\n",
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"- In addition to the last point, since, of course, no matter what choice of observations we make, the measurement will still be subjective, answering this research question will come more so in the form of comparing and contrasting different measurements to see what they tell us.\n",
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"- Obviously, visualizing this among many aspects of the other research questions would involve projecting the data onto a map of the United States, so visualizing this research question would motivate many of the visualizations for other components of this project"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 50,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Data Wrangling"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 76,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>name</th>\n",
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" <th>lat</th>\n",
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" <th>long</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Hancock OH</td>\n",
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" <td>41.000471</td>\n",
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" <td>-83.666033</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Stafford VA</td>\n",
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" <td>38.413261</td>\n",
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" <td>-77.451334</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Webster NE</td>\n",
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" <td>40.180646</td>\n",
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" <td>-98.498590</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Dimmit TX</td>\n",
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" <td>28.423587</td>\n",
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" <td>-99.765871</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Cedar IA</td>\n",
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" <td>41.772360</td>\n",
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" <td>-91.132610</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" name lat long\n",
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"0 Hancock OH 41.000471 -83.666033\n",
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"1 Stafford VA 38.413261 -77.451334\n",
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"2 Webster NE 40.180646 -98.498590\n",
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"3 Dimmit TX 28.423587 -99.765871\n",
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"4 Cedar IA 41.772360 -91.132610"
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]
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},
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"execution_count": 76,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"## counties - Relating US counties to their long/lat position on the Earth\n",
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"counties = pd.read_csv(\"../data/raw/us-county-boundaries.csv\", sep=\";\")\n",
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"\n",
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"counties = counties.rename({\n",
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" \"NAME\": \"name\",\n",
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" \"INTPTLAT\": \"lat\",\n",
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" \"INTPTLON\": \"long\",\n",
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"}, axis=\"columns\")\n",
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"\n",
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"# Combine the county name with the state code\n",
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"def combine_name_state(row):\n",
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" row[\"name\"] = f\"{row['name']} {row['STUSAB']}\"\n",
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" return row\n",
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"\n",
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"counties = counties.apply(combine_name_state, axis=\"columns\")\n",
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"\n",
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"# We don't need this column anymore\n",
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"counties = counties.drop([\"STUSAB\"], axis=\"columns\")\n",
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"\n",
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"counties.to_csv(\"../data/processed/us-county-boundaries.csv\")\n",
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"counties.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 107,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" }\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>party</th>\n",
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" <th>votes</th>\n",
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" <th>total</th>\n",
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" <th>percent</th>\n",
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" <th>lat</th>\n",
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" <th>long</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Democrat</td>\n",
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" <td>6363</td>\n",
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" <td>23932</td>\n",
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" <td>0.265878</td>\n",
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" <td>32.532237</td>\n",
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" <td>-86.646439</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Republican</td>\n",
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" <td>17379</td>\n",
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" <td>23932</td>\n",
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" <td>0.726183</td>\n",
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" <td>32.532237</td>\n",
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" <td>-86.646439</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Other</td>\n",
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" <td>190</td>\n",
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" <td>23932</td>\n",
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" <td>0.007939</td>\n",
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" <td>32.532237</td>\n",
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" <td>-86.646439</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Democrat</td>\n",
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" <td>18424</td>\n",
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" <td>85338</td>\n",
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" <td>0.215894</td>\n",
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" <td>30.659218</td>\n",
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" <td>-87.746067</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Republican</td>\n",
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" <td>66016</td>\n",
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" <td>85338</td>\n",
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" <td>0.773583</td>\n",
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" <td>30.659218</td>\n",
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" <td>-87.746067</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" party votes total percent lat long\n",
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"0 Democrat 6363 23932 0.265878 32.532237 -86.646439\n",
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"1 Republican 17379 23932 0.726183 32.532237 -86.646439\n",
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"2 Other 190 23932 0.007939 32.532237 -86.646439\n",
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"3 Democrat 18424 85338 0.215894 30.659218 -87.746067\n",
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"4 Republican 66016 85338 0.773583 30.659218 -87.746067"
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]
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},
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"execution_count": 107,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"## pol - Election results from the 2012 American presidential election\n",
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"pol = pd.read_csv(\"../data/raw/countypres_2000-2020.csv\")\n",
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"\n",
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"# We only want 2012--the latest election before the gb data was collected\n",
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"\n",
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"pol = pol[pol[\"year\"] == 2012].reset_index()\n",
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"\n",
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"# Get rid of undesireable columns\n",
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"pol = pol.drop([\n",
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" \"year\", \"state\", \"county_fips\", \"office\",\n",
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" \"candidate\", \"version\", \"mode\", \"index\",\n",
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"], axis=\"columns\")\n",
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"\n",
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"# Change the column names to make them a little more friendly\n",
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"pol.rename({\n",
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" \"county_name\": \"county\",\n",
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" \"state_po\": \"state\",\n",
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" \"candidatevotes\": \"votes\",\n",
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" \"totalvotes\": \"total\"\n",
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"}, axis=\"columns\", inplace=True)\n",
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"\n",
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"# Make cells lowercase\n",
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"pol[\"county\"] = pol[\"county\"].apply(lambda x: x.capitalize())\n",
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"pol[\"party\"] = pol[\"party\"].apply(lambda x: x.capitalize())\n",
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"\n",
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"# Combine the county name with the state code\n",
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"def combine_name_state(row):\n",
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" row[\"county\"] = f\"{row['county']} {row['state']}\"\n",
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" return row\n",
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"\n",
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"pol = pol.apply(combine_name_state, axis=\"columns\")\n",
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"\n",
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"# Add a percent column which will be useful when graphing\n",
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"pol[\"percent\"] = pol[\"votes\"] / pol[\"total\"]\n",
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"\n",
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"# Attach long/lat data to each row\n",
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"pol = pol.merge(counties, left_on=\"county\", right_on=\"name\")\n",
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"\n",
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"# Now we can get rid of the state columns\n",
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"pol = pol.drop([\"state\", \"name\", \"county\"], axis=\"columns\")\n",
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"\n",
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"pol.to_csv(\"../data/processed/election-2012.csv\", index=False)\n",
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"pol.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 87,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Tax_Mjoint</th>\n",
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" <th>TaxRate_SS</th>\n",
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" <th>TaxRate_FF</th>\n",
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" <th>TaxRate_MM</th>\n",
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" <th>Cns_RateSS</th>\n",
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" <th>Cns_RateFF</th>\n",
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" <th>Cns_RateMM</th>\n",
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" <th>CountBars</th>\n",
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" <th>FF_Index</th>\n",
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" <th>MM_Index</th>\n",
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" <th>SS_Index</th>\n",
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" <th>TOTINDEX</th>\n",
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" <th>lat</th>\n",
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" <th>long</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>2120</td>\n",
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" <td>203.301887</td>\n",
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" <td>28.773585</td>\n",
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" <td>174.528302</td>\n",
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" <td>77.125329</td>\n",
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" <td>6.931719</td>\n",
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" <td>70.193610</td>\n",
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" <td>15</td>\n",
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" <td>6.724415</td>\n",
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" <td>48.288254</td>\n",
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" <td>55.012669</td>\n",
|
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" <td>67.077054</td>\n",
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" <td>34.093828</td>\n",
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" <td>-118.381697</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>5080</td>\n",
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" <td>205.511811</td>\n",
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" <td>33.464567</td>\n",
|
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" <td>172.047244</td>\n",
|
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" <td>88.478367</td>\n",
|
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" <td>15.617404</td>\n",
|
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" <td>72.860963</td>\n",
|
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" <td>17</td>\n",
|
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" <td>9.834048</td>\n",
|
|
" <td>48.578469</td>\n",
|
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" <td>58.412517</td>\n",
|
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" <td>61.866815</td>\n",
|
|
" <td>37.758057</td>\n",
|
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" <td>-122.435410</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>2</th>\n",
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" <td>5790</td>\n",
|
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" <td>107.772021</td>\n",
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" <td>16.753022</td>\n",
|
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" <td>91.018998</td>\n",
|
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" <td>46.771050</td>\n",
|
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" <td>5.745582</td>\n",
|
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" <td>41.025469</td>\n",
|
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" <td>5</td>\n",
|
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" <td>4.370779</td>\n",
|
|
" <td>26.360413</td>\n",
|
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" <td>30.731192</td>\n",
|
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" <td>37.908747</td>\n",
|
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" <td>40.742039</td>\n",
|
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" <td>-74.000620</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>3</th>\n",
|
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" <td>3510</td>\n",
|
|
" <td>80.056980</td>\n",
|
|
" <td>21.082621</td>\n",
|
|
" <td>58.974359</td>\n",
|
|
" <td>31.619291</td>\n",
|
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" <td>9.315448</td>\n",
|
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" <td>22.303843</td>\n",
|
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" <td>10</td>\n",
|
|
" <td>6.055939</td>\n",
|
|
" <td>15.939869</td>\n",
|
|
" <td>21.995808</td>\n",
|
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" <td>37.530067</td>\n",
|
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" <td>40.734012</td>\n",
|
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" <td>-74.006746</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>4</th>\n",
|
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" <td>2660</td>\n",
|
|
" <td>91.353383</td>\n",
|
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" <td>12.781955</td>\n",
|
|
" <td>78.571429</td>\n",
|
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" <td>21.763042</td>\n",
|
|
" <td>3.142678</td>\n",
|
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" <td>18.620365</td>\n",
|
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" <td>9</td>\n",
|
|
" <td>3.004058</td>\n",
|
|
" <td>18.280165</td>\n",
|
|
" <td>21.284224</td>\n",
|
|
" <td>35.843573</td>\n",
|
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" <td>37.773134</td>\n",
|
|
" <td>-122.411167</td>\n",
|
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" </tr>\n",
|
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Tax_Mjoint TaxRate_SS TaxRate_FF TaxRate_MM Cns_RateSS Cns_RateFF \\\n",
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"0 2120 203.301887 28.773585 174.528302 77.125329 6.931719 \n",
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"1 5080 205.511811 33.464567 172.047244 88.478367 15.617404 \n",
|
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"2 5790 107.772021 16.753022 91.018998 46.771050 5.745582 \n",
|
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"3 3510 80.056980 21.082621 58.974359 31.619291 9.315448 \n",
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"4 2660 91.353383 12.781955 78.571429 21.763042 3.142678 \n",
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"\n",
|
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" Cns_RateMM CountBars FF_Index MM_Index SS_Index TOTINDEX \\\n",
|
|
"0 70.193610 15 6.724415 48.288254 55.012669 67.077054 \n",
|
|
"1 72.860963 17 9.834048 48.578469 58.412517 61.866815 \n",
|
|
"2 41.025469 5 4.370779 26.360413 30.731192 37.908747 \n",
|
|
"3 22.303843 10 6.055939 15.939869 21.995808 37.530067 \n",
|
|
"4 18.620365 9 3.004058 18.280165 21.284224 35.843573 \n",
|
|
"\n",
|
|
" lat long \n",
|
|
"0 34.093828 -118.381697 \n",
|
|
"1 37.758057 -122.435410 \n",
|
|
"2 40.742039 -74.000620 \n",
|
|
"3 40.734012 -74.006746 \n",
|
|
"4 37.773134 -122.411167 "
|
|
]
|
|
},
|
|
"execution_count": 87,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"## gb - the gaybourhoods dataset\n",
|
|
"gb = pd.read_csv(\"../data/raw/gaybourhoods.csv\")\n",
|
|
"cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
|
|
"\n",
|
|
"# Let's add long/lat columns to gb\n",
|
|
"gb = gb.merge(cords, left_on=\"GEOID10\", right_on=\"ZIP\")\n",
|
|
"\n",
|
|
"# Get rid of unneeded columns\n",
|
|
"gb = gb.drop([\n",
|
|
" \"Mjoint_MF\", \"Mjoint_SS\", \"Mjoint_FF\", \"Mjoint_MM\",\n",
|
|
" \"Cns_TotHH\", \"Cns_UPSS\", \"Cns_UPFF\", \"Cns_UPMM\",\n",
|
|
" \"ParadeFlag\", \"FF_Tax\", \"FF_Cns\", \"MM_Tax\", \"MM_Cns\",\n",
|
|
" \"SS_Index_Weight\", \"Parade_Weight\", \"Bars_Weight\",\n",
|
|
" \"GEOID10\", \"ZIP\",\n",
|
|
"], axis=\"columns\")\n",
|
|
"\n",
|
|
"# There's a lot of info baked into some of these columns. Especially the composite indexes.\n",
|
|
"# We'll leave their names as is for easy reference even if they're a little ugly.\n",
|
|
"gb = gb.rename({\n",
|
|
" \"LAT\": \"lat\",\n",
|
|
" \"LNG\": \"long\",\n",
|
|
"}, axis=\"columns\")\n",
|
|
"\n",
|
|
"gb.to_csv(\"../data/processed/gaybourhoods-nat.csv\")\n",
|
|
"gb.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Exploratory Data Analysis\n",
|
|
"\n",
|
|
"In the previous section we got a pretty good idea of what the data looks like and managed to condense it to fewer key variables that will be useful when answering the research questions established above. Now, we will compare these variables, attempt to create some plots, and see if we can't uncover any interesting relationships that aren't evident by looking at the numbers alone.\n",
|
|
"\n",
|
|
"Let's start with a scatterplot of the `gb` data set. I have no idea what this is going to look like. Let's see:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 109,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
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"plot_naive_scatter1 = sns.scatterplot(data=gb, x=\"long\", y=\"lat\")\n",
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"_ = plot_naive_scatter1.set(\n",
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" xlabel=\"Longitude\",\n",
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" ylabel=\"Latitude\",\n",
|
|
" title=\"Naive Scatteplot of the Gaybourhoods data set\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Here the data does appear to trace the outline of the United States, probably because most of the cities the data set covers are along the coast. We can do something similar with the election data we cleaned earlier:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 108,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"plot_naive_scatter2 = sns.scatterplot(data=pol, x=\"long\", y=\"lat\")\n",
|
|
"_ = plot_naive_scatter2.set(\n",
|
|
" xlabel=\"Longitude\",\n",
|
|
" ylabel=\"Latitude\",\n",
|
|
" title=\"Naive Scatteplot of Vote Tallies from the 2012 Presidential Election\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"This plot looks a little weird, which probably has to do in part with the fact that we are very thoughtlessly trying to project a portion of a geoid onto a cartesian plane using a measurement that is not cartesean coordinates\n",
|
|
"\n",
|
|
"Another issue with these plots is the fact that the data is very messy. It's not all that meaningful for more reasons than just the fact that it's messy, but being messy doesn't help all that much\n",
|
|
"\n",
|
|
"One thing that stands out is the outliers in the bottom left of the plot, which is clearly Hawaii. Hawaii is not covered by the Gaybourhoods data set at all so we can remove these rows like so:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 111,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"pol = pol[pol[\"long\"] > -140]\n",
|
|
"\n",
|
|
"plot_naive_scatter3 = sns.scatterplot(data=pol, x=\"long\", y=\"lat\")\n",
|
|
"_ = plot_naive_scatter3.set(\n",
|
|
" xlabel=\"Longitude\",\n",
|
|
" ylabel=\"Latitude\",\n",
|
|
" title=\"Naive Scatteplot of Vote Tallies from the 2012 Presidential Election\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 116,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# A prettier way to represent the number of observations in a given region\n",
|
|
"# would be to use a hexbin plot:\n",
|
|
"plot_naive_hexbin = sns.jointplot(data=pol, x=\"long\", y=\"lat\", kind=\"hex\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"There are quite a few counties concentrated around the east coast, above Florida and below New Hampshire. On the other hand, there are far fewer individual counties along the west coast. This is all pretty self-evident."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 125,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Number of data points in the region of New York: 131\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"# New York is one of the cities covered by the Gaybourhoods data set.\n",
|
|
"# Let's take a closer look at it:\n",
|
|
"\n",
|
|
"gb_ny = gb[gb[\"long\"] > -73]\n",
|
|
"print(f\"Number of data points in the region of New York: {gb_ny.shape[0]}\")\n",
|
|
"plot_ny_scatter1 = sns.scatterplot(data=gb_ny, x=\"long\", y=\"lat\", hue=\"TOTINDEX\")\n",
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"_ = plot_ny_scatter1.set(\n",
|
|
" xlabel=\"Longitude\",\n",
|
|
" ylabel=\"Latitude\",\n",
|
|
" title=\"Queer Neighbourhoods in New York City\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"In the above plot, we colour points darker the higher their \"gaybourhood index\" is. This index is a weighted composite of a few factors. The TOTINDEX boldy weighs the queerness of same-sex married couples more than unmarried same-sex households. While it's subjective, in my opinion, this marginalizes the experiences of queer people who have no desire to marry.\n",
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|
"\n",
|
|
"If we wanted to look at unmarried same sex households alone, we could use the \"Cns_RateSS\" column:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_ny_scatter2 = sns.scatterplot(data=gb_ny, x=\"long\", y=\"lat\", hue=\"Cns_RateSS\")\n",
|
|
"_ = plot_ny_scatter2.set(\n",
|
|
" xlabel=\"Longitude\",\n",
|
|
" ylabel=\"Latitude\",\n",
|
|
" title=\"Queer Neighbourhoods in New York City\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"As predicted, the diversity of the data becomes more apparent when we don't hide it. While the difference isn't extremely substantial, it will be worthwhile to continue to analyze multiple factors when exploring this data. This is especially the case when we consider the fact that the data set is already very limited in how it fails to account for gender diversity.\n",
|
|
"\n",
|
|
"Just for fun, let's do something similar for the political dataset:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_democrat_scatter = sns.scatterplot(\n",
|
|
" data=pol[pol[\"party\"] == \"Democrat\"],\n",
|
|
" x=\"long\",\n",
|
|
" y=\"lat\",\n",
|
|
" hue=\"percent\"\n",
|
|
")\n",
|
|
"_ = plot_democrat_scatter.set(\n",
|
|
" xlabel=\"Longitude\",\n",
|
|
" ylabel=\"Latitude\",\n",
|
|
" title=\"Percentage of voting population who voted Democrat by county\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"A better way to represent this data would be to use a heatmap, but even this scatterplot reveals something we probably already knew: Democrats tend to be concentrated around the urban parts of the United States"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Renewed Analysis Plan\n",
|
|
"\n",
|
|
"The research questions posed earlier in this analysis still feel sufficiently specific, having clear, measurable goals and room for additional analysis. Here are two very rough step-by-step plans to answer the two research questions I seek to answer in this analysis:\n",
|
|
"\n",
|
|
"**Is there a correlation between political alignment & living in neighbourhoods with large quantities of LGBT people?**\n",
|
|
"1. Unify the political data with the gaybourhoods data set\n",
|
|
" 1. Establish the best way to measure the distance from a given `gb` and a county (Euclidean distance? Some other measurement?)\n",
|
|
" 2. Find the county that is closest to each observation by minimizing the function established in step (a)\n",
|
|
" c. Merge the two tables. Each `gb` observation should then include a political breakdown of the nearest county during the 2012 presidential election\n",
|
|
"2. Use this information to plot queerness by different metrics against political alignment and measure the correlation\n",
|
|
"\n",
|
|
"**Is there a correlation between geographical stratums & being LGBT?**\n",
|
|
"1. Explore different metrics of queerness and analize more qualitatively how different metrics reveal different information in different places by graphing them\n",
|
|
"2. Graph and measure the clusteredness of neighbourhoods surpassing different threshholds of queerness\n",
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"3. If the previous steps show that this is a relevant line of inquiry: measure and graph the rate of change in queerness radially outward from clusters of queer neighbourhoods\n"
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