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Data cleaning / processing for https://beta.observablehq.com/@lorenries/where-did-people-start-end-capital-bikeshare-trips-in-2017
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// load libraries | |
const fs = require("fs"); | |
const LineByLineReader = require("line-by-line"); | |
// load our station location data into memory | |
const bikeshareLocations = JSON.parse( | |
fs.readFileSync("./processed-locations.json") | |
); | |
const lr = new LineByLineReader("./data/csv/2017clean.csv"); | |
// read the main file line by line | |
// by default, the line-by-line module will use a readable stream | |
// instead of loading the whole thing into memory | |
lr.on("error", function(err) { | |
console.log(err); | |
}); | |
lr.on("line", function(line) { | |
// parse the comma separated line into an array of columns | |
const columns = line.split(","); | |
const startHour = new Date(columns[0]).getHours(); | |
const endHour = new Date(columns[1]).getHours(); | |
const startStationId = columns[2]; | |
const endStationId = columns[3]; | |
// for every bike trip in the big csv, increment a counter for the | |
// number of rides at that hour at that bikeshare station | |
if (bikeshareLocations.hasOwnProperty(startStationId)) { | |
bikeshareLocations[startStationId].startHours[startHour].rides++; | |
} | |
if (bikeshareLocations.hasOwnProperty(endStationId)) { | |
bikeshareLocations[endStationId].endHours[endHour].rides++; | |
} | |
}); | |
lr.on("end", function() { | |
// create a geojson file for the number of rides per hour at each station | |
const gj = { type: "FeatureCollection", features: [] }; | |
for (const prop in bikeshareLocations) { | |
const val = bikeshareLocations[prop]; | |
gj.features.push({ | |
type: "Feature", | |
geometry: { | |
type: "Point", | |
coordinates: [parseFloat(val.lon), parseFloat(val.lat)] | |
}, | |
properties: { | |
id: parseInt(val.id), | |
address: val.address, | |
startHours: val.startHours, | |
endHours: val.endHours | |
} | |
}); | |
} | |
fs.writeFileSync("./processed.json", JSON.stringify(gj)); | |
}); |
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const fs = require("fs"); | |
const csvFilePath = "./data/locations.json"; | |
fs.readFile(csvFilePath, (err, data) => { | |
if (err) throw err; | |
const jsonObj = JSON.parse(data); | |
const obj = {}; | |
jsonObj.forEach(val => { | |
obj[val.id] = { | |
...val, | |
startHours: hours(), | |
endHours: hours() | |
}; | |
}); | |
console.log(obj); | |
fs.writeFile( | |
"processed-locations.json", | |
JSON.stringify(obj), | |
"utf8", | |
function(err) { | |
// throws an error, you could also catch it here | |
if (err) throw err; | |
// success case, the file was saved | |
console.log("done"); | |
} | |
); | |
}); | |
function hours() { | |
const obj = {}; | |
for (let i = 0; i <= 23; i++) { | |
obj[i] = { rides: 0 }; | |
} | |
return obj; | |
} |
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