Code For Sacramento tutorial for getting and manipulating civic data
Understanding and manipulating civic data can be a challenge! This tutorial aims to break this process into a small number of distinct steps.
- Learn how to write a simple program to access data using Javascript and Node.js
- Find the data source that you are looking for and explore its API
- Display the data so that you can find the datum you are interested in.
To start using Node, you will need to download Node from the Nodejs website, https://www.nodejs.org This will also install npm, the Node package manager, which is recommended for installing and updating various Node packages to simplify your work.
Once you have installed Node, you can use npm to install the popular AJAX package Superagent.
AJAX is Asynchronous Javascript and XML, which is a cornerstone of how applications and websites communicate. Superagent will allow us to find city data with a minimum of effort.
###Interlude: Code in action This is a simple Node example for retrieving a dataset from the City of Sacramento Open Data Portal.
'use strict';
const request = require('superagent');
const baseUrl = 'http://api.data.cityofsacramento.org/';
const path = 'api/v2/datastreams/';
const dataset = 'COUNC-DISTR';
const api_key = 'd3165bfcf022dc1af8f1c19909a86b43b0340a0c';
request
.get(baseUrl + path + dataset + '/data.json/?auth_key=' + api_key + '&limit=1')
.end(function(err, res){
if(err)
console.log('Error', err);
console.log(res.text);
});
To run this, type npm start into your Terminal (Mac, Linux) or Command Prompt (Windows). You should expect to receive information back in the terminal. The response that I received from this command was:
{"result":{"fLength":21,"fType":"ARRAY","fTimestamp":1463593027791,"fArray":[{"fStr":"Year","fHeader":true,"fType":"TEXT"},{"fStr":"Population","fHeader":true,"fType":"TEXT"},{"fStr":"Homicide","fHeader":true,"fType":"TEXT"},{"fStr":"Rape","fHeader":true,"fType":"TEXT"},{"fStr":"Robbery","fHeader":true,"fType":"TEXT"},{"fStr":"Aggravated Assault","fHeader":true,"fType":"TEXT"},{"fStr":"Burglary","fHeader":true,"fType":"TEXT"},{"fStr":"Larceny","fHeader":true,"fType":"TEXT"},{"fStr":"Motor Vehicle Theft","fHeader":true,"fType":"TEXT"},{"fStr":"Arson","fHeader":true,"fType":"TEXT"}],"fRows":1,"fCols":10},"endpoint":"file://4575/0475/96467343054312499737635063088498420695","description":"Sacramento UCR Year-to-Year Comparison","parameters":[],"tags":[],"timestamp":null,"created_at":"2016-01-19T10:00:06","title":"Sacramento UCR Year-to-Year Comparison","modified_at":"2016-05-18T08:59:41","category_id":38920,"link":null,"user":"rnarvaez","guid":"SACRA-UCR-YEAR-TO-YEAR","category_name":"Public Safety"}
(Scroll left and right above to see the whole response) To me, this appears as a massive JSON string. It's not easy on the eyes and makes it very hard to interpret the data. To deal with this response, you need to find a method to parse the JSON string into a more readable format. Javascript has a useful function called JSON.stringify() that you can use to separate this huge string out into an easier-to-read block. I changed my index.js file to look like this:
'use strict';
const request = require('superagent');
const baseUrl = 'http://api.data.cityofsacramento.org/';
const path = 'api/v2/datastreams/';
const dataset = 'COUNC-DISTR';
const api_key = 'd3165bfcf022dc1af8f1c19909a86b43b0340a0c';
request
.get(baseUrl + path + dataset + '/data.json/?auth_key=' + api_key + '&limit=1')
.end(function(err, res){
if(err)
console.log('Error', err);
var textResponse = JSON.parse(res.text);
var response = JSON.stringify(textResponse, null, ' ');
console.log(response);
});
The result:
{
"result": {
"fLength": 10,
"fMapStyles": [
{
"styles": {
"polyStyle": {
"color": "ffcaf57a",
"colorMode": "",
"outLine": "1",
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},
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"scale": "0.0"
},
"lineStyle": {
"color": "ff000000",
"width": "1.0",
"colorMode": ""
}
},
"pairs": {},
"rows": [
5,
6
],
"id": "PolyStyle05"
},
{
"styles": {
"polyStyle": {
"color": "ffffb273",
"colorMode": "",
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},
"labelStyle": {
"color": "00000000",
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"scale": "0.0"
},
"lineStyle": {
"color": "ff000000",
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}
},
"pairs": {},
"rows": [
7,
8
],
"id": "PolyStyle06"
},
{
"styles": {
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},
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},
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}
},
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],
"id": "PolyStyle03"
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}
},
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],
"id": "PolyStyle04"
},
{
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},
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],
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},
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},
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}
],
"fType": "ARRAY",
"fTimestamp": 0,
"fArray": [
{
"fStr": "Darrell Fong",
"fType": "TEXT"
},
{
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"fType": "TEXT"
},
{
"fStr": "Polygon Outer Boundary",
"fType": "TEXT"
}
],
"fRows": 1,
"fCols": 4
},
"endpoint": "file://4575/0475/2d37a1c1-e19b-4931-98ac-8213eae25dcd",
"description": "Council Districts 2013",
"parameters": [],
"tags": [
"Council",
"Sacramento City Council"
],
"timestamp": null,
"created_at": "2014-01-06T20:29:45",
"title": "Council Districts",
"modified_at": "2016-01-26T16:47:59",
"category_id": 38919,
"link": null,
"user": "SPadmawar",
"guid": "COUNC-DISTR",
"category_name": "Locations and Mapping"
}
It is now easier to see exactly what we are getting back as a response from this query. This is a lot of data! There are a few key datum to point out; if you want to follow along, you can always CTRL + F or COMMAND + F to find these names.
- "result" is the wrapper around the entire response object, except some metadata at the end.
- fLength seems to tell us how many items are in the response.
- The fMapStyles is an array. Inside its brackets [], we find a number of styles. There seem to be 8 of these. You can look for their "id" field at the end of each, which contains a name like PolyStyle0X.
- We then have other items including fType, fTimestamp, fArray (the important one), fRows, fCols, endpoint, parameters, description and tags.
- Outside of the result [], we find some metadata that includes when the file was created, modified, its category, the user that created it, a GUID, which is an ID, and a category name.
With all of this information, most of us would probably have looked at this file to find out about the map boundaries for the council districts that this dataset represents. This is all in fArray.
Keep in mind that fArray represents a single entry from the Sacramento City API. This means that you should expect a similar size entry for any other query on this database. This array has a string that tells us which council district member represents the polygon we are viewing and then an array of coordinates that describe the polygon that outlines that council member's district.
How can we get just this information without any of the other data that surrounds it? One method would be to further transform the response string using Javascript functions.