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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# tl;dr\n", | |
| "\n", | |
| "Cenpy now has the slickest interface of any census data wrangling package out there. Query for what you want, wherever you want, using the placename that you're interested in:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from cenpy import products\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Matched: Chicago, IL to Chicago city within layer Incorporated Places\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "chicago = products.ACS(2017).from_place('Chicago, IL', level='tract',\n", | |
| " variables=['B00002*', 'B01002H_001E'])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "f, ax = plt.subplots(1,1,figsize=(20,20))\n", | |
| "chicago.dropna(subset=['B00002_001E'], axis=0).plot('B00002_001E', ax=ax, cmap='plasma')\n", | |
| "ax.set_facecolor('k')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Install it the prerelease candidate using:\n", | |
| "\n", | |
| "```\n", | |
| "pip install --pre cenpy\n", | |
| "```\n", | |
| "\n", | |
| "I plan to make a full 1.0 release in July. File bugs, rough edges, things you want me to know about, and interesting behavior at [https://github.com/ljwolf/cenpy](https://github.com/ljwolf/cenpy)! I'll also maintain a roadmap [here](https://github.com/ljwolf/cenpy/milestone/2)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Cenpy 1.0.0\n", | |
| "\n", | |
| "Cenpy started as an interface to explore and query the US Census API and return Pandas Dataframes. This was mainly intended as a wrapper over the basic functionality provided by the census bureau. I was initially inspired by `acs.R` in its functionality and structure. In addition to `cenpy`, a few other census packages exist out there in the Python ecosystem, such as:\n", | |
| "\n", | |
| "- [datamade/census](https://github.com/datamade/census) - \"a python wrapper for the US Census API\"\n", | |
| "- [jtleider/censusdata](https://github.com/jtleider/censusdata) - \"download data from Census API\"\n", | |
| "\n", | |
| "And, I've also heard/seen folks use `requests` raw on the Census API to extract the data they want. \n", | |
| "\n", | |
| "All of the packages I've seen (including `cenpy` itself) involved a very stilted/specific API query due to the way the census API worked. Basically, it's difficult to construct an efficienty query against the census API without knowing the so-called \"geographic hierarchy\" in which your query fell: \n", | |
| "\n", | |
| "" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The main census API does not allow a user to leave middle levels of the hierarchy vague: For you to get a collection of census tracts in a state, you need to query for all the *counties* in that state, then express your query about tracts in terms of a query about all the tracts in those counties. Even `tidycensus` in `R` [requires this in many common cases](https://walkerke.github.io/tidycensus/articles/basic-usage.html#geography-in-tidycensus). \n", | |
| "\n", | |
| "Say, to ask for all the blocks in Arizona, you'd need to send a few separate queries:\n", | |
| "```\n", | |
| "what are the counties in Arizona?\n", | |
| "what are the tracts in all of these counties?\n", | |
| "what are the blocks in all of these tracts in all of these counties?\n", | |
| "```\n", | |
| "This was necessary because of the way the hierarchy diagram (shown above) is structured. Blocks don't have a unique identifier outside of their own tract; if you ask for block `001010`, there might be a bunch of blocks around the country that match that identifier. Sometimes, this meant conducting a very large number of repetitive queries, since the packages are trying to build out a correct search tree hierarchy. This style of [tree search](https://en.wikipedia.org/wiki/Breadth-first_search) is relatively slow, especially when conducting this search over the internet...\n", | |
| "\n", | |
| "So, if we focus on the geo-in-geo style queries using the hierarchy above, we're in a tough spot if we want to *also* make the API easy for humans to use. \n", | |
| "\n", | |
| "# Enter Geographies\n", | |
| "\n", | |
| "Fortunately for us, a *geographic information system* can figure out these kinds of nesting relationships without having to know each of the levels above or below. This lets us use very natural query types, like:\n", | |
| "```\n", | |
| "what are the blocks *within* Arizona?\n", | |
| "```\n", | |
| "There is a *geographic information system* that `cenpy` had access to, called the Tiger Web Mapping Service. These are ESRI Mapservices that allow for a fairly complex set of queries to extract information. But, in general, neither [`census`](https://github.com/datamade/census/pull/33) nor `censusdata` used the TIGER web map service API. Cenpy's `cenpy.tiger` was a [fully-featured wrapper around the ESRI Mapservice](https://nbviewer.jupyter.org/gist/dfolch/2440ba28c2ddf5192ad7#5.-Pull-down-the-geometry), but was mainly *not* used by the package itself to solve this tricky problem of building many queries to solve the `geo-in-geo` problem. \n", | |
| "\n", | |
| "Instead, `cenpy1.0.0` uses the TIGER Web mapping service to intelligently get *all* the required geographies, and then queries for those geographies in a very parsimonious way. This means that, instead of tying our user interface to the census's datastructures, we can have some much more natural place-based query styles. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# For instance" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Let's grab all the tracts in Los Angeles. And, let's get the Race table, `P004`. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from cenpy import products\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The new `cenpy` API revolves around *products*, which integrate the geographic and the data APIs together. For starters, we'll use the 2010 Decennial API: " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "dectest = products.Decennial2010()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Now, since we don't need to worry about entering geo-in-geo structures for our queries, we can request Race data for all the tracts in Los Angeles County using the following method:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Matched: Los Angeles, CA to Los Angeles, CA within layer Counties\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "la = dectest.from_county('Los Angeles, CA', \n", | |
| " level='tract', \n", | |
| " variables=['^P004'])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "And, making a pretty plot of the Hispanic population in LA:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "f,ax = plt.subplots(1,1,figsize=(20,20))\n", | |
| "la.plot('P004003', edgecolor='white', cmap='plasma', ax=ax, linewidth=.2)\n", | |
| "ax.set_facecolor('k')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "How this *works* from a software perspective is a significant imporvement on how the other packages, like `cenpy` itself, work.\n", | |
| "1. Take the name the user provided and find a match `target` within a level of the census geography. *(e.g. match Los Angeles, CA to Los Angeles County)*\n", | |
| "2. **Using the Web Mapping Service,** find all the tracts that fall within our `target`.\n", | |
| "3. **Using the data API,** query for all the data about those tracts that are requested.\n", | |
| "\n", | |
| "Since the Web Mapping Service provides us all the information needed to build a complete geo-in-geo query, we don't need to use repeated queries. Further, since we are using *spatial querying* to do the heavy lifting, there's no need for the user to specify a detailed geo-in-geo hierarchy: using the [Census GIS](https://tigerweb.geo.census.gov/tigerwebmain/tigerweb_restmapservice.html), we can build the hierarchy for free. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Thus, this even works for grabbing `block` information over a very large area, such as the Austin, TX MSA:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Matched: Austin, TX to Austin-Round Rock-San Marcos, TX within layer Metropolitan Statistical Areas\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "aus = dectest.from_msa('Austin, TX', level='block', variables=['^P003', 'P001001'])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { |
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