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dataparse.js
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'use strict';
const states = require('./modules/states');
const Promise = require('bluebird');
const rp = require('request-promise');
const AWS = require('aws-sdk');
const s3 = new AWS.S3();
const Papa = require('papaparse');
const { dataset } = require('./modules/settings.js');
const zlib = require('zlib');
module.exports.parse = (event, context, callback) => {
console.log('starting...');
console.time("runTime");
console.log(JSON.stringify(event));
const YEAR = event.year;
const SEQ = event.seq;
const GRP = event.geo;
const M_or_E = event.type;
const ATTRIBUTES = event.attributes;
const data_cache = {};
console.log('downloading schemas and geoid information');
Promise.all([getSchemaFiles(), getGeoKey(), downloadDataFromS3()])
.then((setup_information) => {
const schemas = setup_information[0];
const keyed_lookup = setup_information[1];
const s3_data = setup_information[2];
console.log('parsing ACS data');
return parseData(schemas, keyed_lookup, s3_data);
})
.then(d => {
console.log(`uploading to S3...`);
return uploadToS3();
})
.then(files => {
console.log(`uploaded ${files.length} files to S3`);
console.timeEnd("runTime");
return callback(null, { message: 'Success!', status: 200, event });
})
.catch(err => {
console.log(err);
return callback(null, { message: 'There was an error!', status: 500, event, err });
});
/****************/
function downloadDataFromS3() {
const states_data_ready = Object.keys(states).map((state, index) => {
return new Promise((resolve, reject) => {
const params = {
Bucket: `s3db-acs-raw-${dataset[YEAR].text}`,
Key: `${M_or_E}${YEAR}5${state}0${SEQ}000_${GRP}.csv`
};
s3.getObject(params, function(err, data) {
if (err) {
console.log('error in S3 getObject');
console.log(err, err.stack);
return reject(err);
}
else {
zlib.gunzip(data.Body, function(err, dezipped) {
if (err) {
console.log('error in gunzip');
console.log(err);
}
return resolve(dezipped.toString());
});
}
});
});
});
return Promise.all(states_data_ready);
}
function getSchemaFiles() {
// Load schema for the dataset
return rp({
method: 'get',
uri: `https://s3-us-west-2.amazonaws.com/s3db-acs-metadata-${dataset[YEAR].text}/s${dataset[YEAR].text}.json`,
json: true,
fullResponse: false
});
}
function getGeoKey() {
// Load geoid lookup for all geographies in the dataset
return rp({
method: 'get',
uri: `https://s3-us-west-2.amazonaws.com/s3db-acs-metadata-${dataset[YEAR].text}/g${dataset[YEAR].text}.json`,
json: true,
fullResponse: false
});
}
function parseData(schemas, keyed_lookup, s3data, keys) {
// loop through all state files
const parsed_files = s3data.map((data, index) => {
return new Promise((resolve, reject) => {
const state = Object.keys(states)[index];
Papa.parse(data, {
header: false,
skipEmptyLines: true,
step: function(results) {
if (results.errors.length) {
console.log(results);
console.log('E: ', results.errors);
reject(results.errors);
process.exit();
}
const seq_fields = schemas[SEQ];
// combine with geo on stustab(2)+logrecno(5)
const unique_key = results.data[0][2] + results.data[0][5];
const geo_record = keyed_lookup[unique_key];
// only tracts, bg, county, place, state right now
const sumlev = geo_record.slice(0, 3);
const component = geo_record.slice(3, 5);
if (sumlev !== '140' && sumlev !== '150' && sumlev !== '050' && sumlev !== '160' && sumlev !== '040') {
return;
}
if (component !== '00') {
return;
}
const geoid = geo_record.split('US')[1];
let parsed_geoid = "";
if (sumlev === '040') {
parsed_geoid = geoid.slice(-2);
}
else if (sumlev === '050') {
parsed_geoid = geoid.slice(-5);
}
else if (sumlev === '140') {
parsed_geoid = geoid.slice(-11);
}
else if (sumlev === '150') {
parsed_geoid = geoid.slice(-12);
}
else if (sumlev === '160') {
parsed_geoid = geoid.slice(-7);
}
else {
console.error('unknown geography');
console.log(geoid);
console.log(sumlev);
process.exit();
}
results.data[0].forEach((d, i) => {
// only parse attributes passed in by request
if (!ATTRIBUTES.includes(seq_fields[i])) {
return;
}
const attr = (M_or_E === 'm') ? seq_fields[i] + '_moe' : seq_fields[i];
if (!data_cache[attr]) {
data_cache[attr] = {};
}
if (!data_cache[attr][sumlev]) {
data_cache[attr][sumlev] = {};
}
const num_key = (d === '' || d === '.') ? null : Number(d);
// this is how the data will be modeled in S3
data_cache[attr][sumlev][parsed_geoid] = num_key;
});
},
complete: function() {
return resolve(state);
}
});
});
});
return Promise.all(parsed_files);
}
function uploadToS3() {
let put_object_array = [];
Object.keys(data_cache).forEach(attr => {
Object.keys(data_cache[attr]).forEach(sumlev => {
const key = `${attr}/${sumlev}.json`;
const data = JSON.stringify(data_cache[attr][sumlev]);
const promise = new Promise((resolve, reject) => {
zlib.gzip(data, function(error, result) {
if (error) {
return reject(error);
}
const params = { Bucket: `s3db-acs-${dataset[YEAR].text}`, Key: key, Body: result, ContentType: 'application/json', ContentEncoding: 'gzip' };
s3.putObject(params, function(err, data) {
if (err) {
console.log(err);
return reject(err);
}
return resolve(key);
});
});
});
put_object_array.push(promise);
});
});
return Promise.all(put_object_array);
}
};