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Merge pull request #105 from mpayson/mp-batch-geocode
new Node.js demo for batch geocoding a .csv
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# Local | ||
config.js | ||
*.csv | ||
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# vscode | ||
.vscode/ | ||
!.vscode/settings.json | ||
!.vscode/tasks.json | ||
!.vscode/launch.json | ||
!.vscode/extensions.json | ||
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# Logs | ||
logs | ||
*.log | ||
npm-debug.log* | ||
yarn-debug.log* | ||
yarn-error.log* | ||
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# Runtime data | ||
pids | ||
*.pid | ||
*.seed | ||
*.pid.lock | ||
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# Directory for instrumented libs generated by jscoverage/JSCover | ||
lib-cov | ||
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# Coverage directory used by tools like istanbul | ||
coverage | ||
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# nyc test coverage | ||
.nyc_output | ||
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# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files) | ||
.grunt | ||
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# Bower dependency directory (https://bower.io/) | ||
bower_components | ||
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# node-waf configuration | ||
.lock-wscript | ||
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# Compiled binary addons (https://nodejs.org/api/addons.html) | ||
build/Release | ||
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# Dependency directories | ||
node_modules/ | ||
jspm_packages/ | ||
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# Typescript v1 declaration files | ||
typings/ | ||
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# Optional npm cache directory | ||
.npm | ||
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# Optional eslint cache | ||
.eslintcache | ||
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# Optional REPL history | ||
.node_repl_history | ||
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# Output of 'npm pack' | ||
*.tgz | ||
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# Yarn Integrity file | ||
.yarn-integrity | ||
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# dotenv environment variables file | ||
.env | ||
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# next.js build output | ||
.next |
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# Running this demo | ||
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:loudspeaker: Node.js 8.6 or higher is [required](http://node.green/), this demo uses a couple shiny new JS features like `{... }` | ||
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1. Make sure you run `npm run bootstrap` in the root folder to setup the dependencies | ||
2. Replace values in [config-template.js](/demos/batch-geocoder/config-template.js) and rename to `config.js` | ||
1. `"un"`: ArcGIS username | ||
2. `"pw"`: ArcGIS password | ||
3. `"csv"`: csv path | ||
4. `"output"`: output csv path | ||
5. `"fieldmap"`: `object` that maps CSV fields to [address fields](https://esri.github.io/arcgis-rest-js/api/geocoder/IAddressBulk/) __or__ `string` that points to a CSV field with single-line addresses | ||
3. `node batch-geocode.js` |
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require('isomorphic-fetch'); | ||
require('isomorphic-form-data'); | ||
const fs = require('fs'); | ||
const Papa = require('papaparse'); | ||
const { UserSession } = require('@esri/arcgis-rest-auth'); | ||
const { bulkGeocode } = require('@esri/arcgis-rest-geocoder'); | ||
const config = require('./config'); | ||
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// FUNCTIONS! | ||
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// Reads a csv file to an array of dictionary rows | ||
const parseCsv = csvPath => { | ||
const readStream = fs.createReadStream(csvPath); | ||
return new Promise((res, rej) => { | ||
Papa.parse(readStream, { | ||
header: true, | ||
complete: (data, file) => res(data.data), | ||
error: (er, file) => rej(er) | ||
}); | ||
}); | ||
}; | ||
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//Writes a csv-style object to filepath | ||
const exportCsv = (output, filePath) => { | ||
return new Promise((res, rej) => { | ||
const str = Papa.unparse(output); | ||
fs.writeFile(filePath, str, er => { | ||
if(er) rej(er); | ||
res("SUCCESS!"); | ||
}); | ||
}); | ||
} | ||
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// Format objects in data to conform to request params | ||
// `fields` can be a `string` for address field or an `object` mapping request fields to csv fields | ||
// https://esri.github.io/arcgis-rest-js/api/geocoder/IAddressBulk/ | ||
const getAddresses = (data, fields) => { | ||
if(typeof fields === 'string'){ | ||
return data.map((row, i) => ({ | ||
OBJECTID: i, | ||
address: row[fields] | ||
})); | ||
} | ||
return data.map((row,i) => { | ||
let addressObj = {OBJECTID: i}; | ||
for(let key in fields){ | ||
addressObj[key] = row[fields[key]]; | ||
} | ||
return addressObj; | ||
}); | ||
}; | ||
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// Chunks an array to max batch geocode limit of 1000 | ||
// Copied from https://github.com/Chalarangelo/30-seconds-of-code#chunk | ||
const chunkGeocode = arr => | ||
Array.from({ length: Math.ceil(arr.length / 1000) }, (v, i) => | ||
arr.slice(i * 1000, i * 1000 + 1000) | ||
); | ||
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// Translates array of batch geocode request results to IDs mapped to geocode locations | ||
const mapResults = results => | ||
results.reduce((resMap, res) => { | ||
const locations = res.locations; | ||
return locations.reduce((locMap, loc) => { | ||
const locFields = {}; | ||
locFields['x'] = loc.location.x; | ||
locFields['y'] = loc.location.y; | ||
locMap[loc.attributes.ResultID] = locFields; | ||
return locMap; | ||
}, resMap); | ||
}, {}); | ||
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// IMPLEMENTATION! | ||
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// Instantiate a user session to run Geocoding service | ||
const session = new UserSession({ | ||
username: config.un, | ||
password: config.pw | ||
}); | ||
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// Parse and geocode | ||
parseCsv(config.csv) | ||
.then(data => { | ||
// Build address requests | ||
const addrs = getAddresses(data, config.fieldmap); | ||
const chunks = chunkGeocode(addrs, 1000); | ||
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// Geocode | ||
const promises = chunks.map(chunk => | ||
bulkGeocode({addresses: chunk, authentication: session}) | ||
); | ||
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// Resolve results and combine with CSV data | ||
return Promise.all(promises).then(res => { | ||
resultMap = mapResults(res); | ||
output = data.map((row, i) => { | ||
id = row[config.fieldmap.OBJECTID] || i; | ||
return {...row, ...resultMap[id]}; | ||
}); | ||
return output; | ||
}); | ||
}) | ||
.then(output => { | ||
// Write the new CSV | ||
return exportCsv(output, config.output); | ||
}) | ||
.then(success => console.log(success)) | ||
.catch(er => console.log(er)) | ||
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module.exports = { | ||
"un": "<USERNAME>", | ||
"pw": "<PASSWORD>", | ||
"csv": "NYC Restaurant Inspections.csv", | ||
"output": "NYC Inspections Geocoded.csv", | ||
"fieldmap": { | ||
"address": "ADDRESS", | ||
// "address2": "<csv field>", | ||
// "address3": "<csv field>", | ||
"city": "CITY", | ||
// "countryCode": "<csv field>", | ||
// "neighborhood": "<csv field>", | ||
// "postal": "<csv field>", | ||
// "postal Ext": "<csv field>", | ||
"region": "STATE", | ||
// "subregion": "<csv field>" | ||
} | ||
} |
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{ | ||
"name": "batch-geocoder", | ||
"version": "1.0.2", | ||
"description": "arcgis-rest-js batch geocode sample", | ||
"main": "batch-geocode.js", | ||
"scripts": { | ||
"test": "echo \"Error: no test specified\" && exit 1" | ||
}, | ||
"repository": { | ||
"type": "git", | ||
"url": "git+https://github.com/Esri/arcgis-rest-js.git" | ||
}, | ||
"keywords": [ | ||
"geocode", | ||
"batch", | ||
"arcgis", | ||
"rest", | ||
"js", | ||
"arcgis-rest-js" | ||
], | ||
"author": "Max Payson (mpayson)", | ||
"license": "Apache-2.0", | ||
"private": true, | ||
"bugs": { | ||
"url": "https://github.com/Esri/arcgis-rest-js/issues" | ||
}, | ||
"homepage": "https://github.com/Esri/arcgis-rest-js#readme", | ||
"dependencies": { | ||
"@esri/arcgis-rest-auth": "^1.0.2", | ||
"@esri/arcgis-rest-common-types": "^1.0.2", | ||
"@esri/arcgis-rest-geocoder": "^1.0.2", | ||
"@esri/arcgis-rest-request": "^1.0.2", | ||
"isomorphic-fetch": "^2.2.1", | ||
"isomorphic-form-data": "^1.0.0", | ||
"papaparse": "^4.3.6" | ||
} | ||
} |
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