From c5e6946f53c1a83493d31bb9561b880b6657ba85 Mon Sep 17 00:00:00 2001 From: Dan Phiffer Date: Wed, 4 Oct 2023 09:00:59 -0400 Subject: [PATCH] use aqi for time series, use better column names --- README.md | 33 +- data/time-series.csv | 1947 ++++++++++++++++++++---------------------- package-lock.json | 1850 +++++++++++++++++++-------------------- package.json | 44 +- scripts/data.js | 73 +- 5 files changed, 1971 insertions(+), 1976 deletions(-) diff --git a/README.md b/README.md index 6fe1d02..c0dd47c 100644 --- a/README.md +++ b/README.md @@ -8,8 +8,8 @@ Each day a GitHub Actions workflow runs `node scripts/index.js` to incrementally ## Dependencies -* [node.js v18](https://nodejs.org/) -* [PurpleAir API key](https://develop.purpleair.com/) +- [node.js v18](https://nodejs.org/) +- [PurpleAir API key](https://develop.purpleair.com/) ## Developer Setup @@ -35,7 +35,7 @@ Each sensor's historical records are stored in `data/sensor-[id]` folders. Batch ### records columns 1. `id` - PurpleAir sensor ID -2. `timestamp` - Unix epoch timestamp +2. `time_stamp` - Unix epoch timestamp 3. `pm2.5_alt_a` - PM 2.5 ALT cf=3 channel A 4. `pm2.5_alt_b` - PM 2.5 ALT cf=3 channel B 5. `pm2.5_atm_a` - PM 2.5 ATM channel A @@ -46,15 +46,36 @@ Each sensor's historical records are stored in `data/sensor-[id]` folders. Batch 10. `humidity` - relative percentage humidity 11. `pressure` - pressure in Millibars +## Time Series + +Combined readings from all sensors over the last 7 days is available in `data/time-series.csv`. + +### time-series.csv columns + +Sensor columns are sorted numerically by ID. + +1. `Time` - date/time in ISO 8601 format (UTC timezone) +2. `North Central Troy #1 (87173)` - 10 minute averaged AQI readings +3. `South Troy #2 (149970)` - 10 minute averaged AQI readings +4. `Rensselaer #6 (151502)` - 10 minute averaged AQI readings +5. `Cohoes (156051)` - 10 minute averaged AQI readings +6. `Cohoes #17 (156171)` - 10 minute averaged AQI readings +7. `Cohoes (164327)` - 10 minute averaged AQI readings +8. `Cohoes #15 (164351)` - 10 minute averaged AQI readings +9. `Rensselaer #10 (166327)` - 10 minute averaged AQI readings +10. `Lansingburgh #8 (166331)` - 10 minute averaged AQI readings +11. `Cohoes #14 (166371)` - 10 minute averaged AQI readings +12. `Stephentown #22 (166653)` - 10 minute averaged AQI readings + ## Data Attribution Source: [PurpleAir](https://map.purpleair.com/1/mAQI/a10/p604800/cC0#12.04/42.7431/-73.6769) ## References -* [Sensor map](https://map.purpleair.com/1/mAQI/a10/p604800/cC0#12.04/42.7431/-73.6769) -* [Sensors - Get Sensor History](https://api.purpleair.com/#api-sensors-get-sensor-history) -* [What is the Difference Between CF=1, ATM, and ALT?](https://community.purpleair.com/t/what-is-the-difference-between-cf-1-atm-and-alt/6442) +- [Sensor map](https://map.purpleair.com/1/mAQI/a10/p604800/cC0#12.04/42.7431/-73.6769) +- [Sensors - Get Sensor History](https://api.purpleair.com/#api-sensors-get-sensor-history) +- [What is the Difference Between CF=1, ATM, and ALT?](https://community.purpleair.com/t/what-is-the-difference-between-cf-1-atm-and-alt/6442) ## Data Attribution diff --git a/data/time-series.csv b/data/time-series.csv index f736285..ae68627 100644 --- a/data/time-series.csv +++ b/data/time-series.csv @@ -1,1008 +1,939 @@ 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"MIT", - "dependencies": { - "better-sqlite3": "^8.7.0", - "csv": "^6.3.3", - "dotenv": "^16.3.1", - "glob": "^10.3.10" - } + "name": "air-justice-lab", + "version": "0.0.4", + "description": "Air Justice Lab is a community air monitoring and educational initiative based at NATURE Lab and serving the greater Capital Region.", + "main": "scripts/index.js", + "type": "module", + "scripts": { + "start": "node scripts/index.js" + }, + "keywords": [ + "purpleair", + "air pollution", + "environmental justice", + "data justice" + ], + "author": "Dan Phiffer ", + "license": "MIT", + "dependencies": { + "better-sqlite3": "^8.7.0", + "csv": "^6.3.3", + "dotenv": "^16.3.1", + "glob": "^10.3.10" + } } diff --git a/scripts/data.js b/scripts/data.js index 92f77ec..1ed1822 100644 --- a/scripts/data.js +++ b/scripts/data.js @@ -20,6 +20,9 @@ export default class Data { this.sensors = parse(csvData, { columns: true, skip_empty_lines: true + }).map(sensor => { + sensor.id = parseInt(sensor.id); + return sensor; }); } @@ -292,35 +295,26 @@ export default class Data { } series[date_time][record.sensor_id].push(record.pm25_atm_a); series[date_time][record.sensor_id].push(record.pm25_atm_b); - if (sensors.indexOf(record.sensor_id) < 0) { - sensors.push(record.sensor_id); + if (sensors.indexOf(parseInt(record.sensor_id)) < 0) { + sensors.push(parseInt(record.sensor_id)); } } - sensors.sort(); + sensors.sort((a, b) => a - b); const date_times = Object.keys(series).sort(); let count = 0; const output = [ - ['date_time', ...sensors] + ['Time', ...this.getSensorNames(sensors)] ]; for (let date_time of date_times) { let row = [date_time]; for (let sensor_id of sensors) { - row.push(this.getAverage(series[date_time][sensor_id])); + row.push(this.aqiFromPM(this.getAverage(series[date_time][sensor_id]))); } output.push(row); count++; } - let cols = null; - for (let line of output) { - if (!cols) { - cols = line.length; - console.log(`${cols} cols.`); - } else if (line.length != cols) { - console.log(line); - } - } fs.writeFileSync('./data/time-series.csv', stringify(output), 'utf8'); console.log(`Wrote ${count} rows to time-series.csv`); } @@ -333,6 +327,55 @@ export default class Data { for (let number of numbers) { sum += parseFloat(number); } - return (sum / numbers.length).toFixed(2); + return (sum / numbers.length); + } + + // https://community.purpleair.com/t/how-to-calculate-the-us-epa-pm2-5-aqi/877 + aqiFromPM(pm) { + if (isNaN(pm)) return "-"; + if (pm == undefined) return "-"; + if (pm < 0) return pm; + if (pm > 1000) return "-"; + /* AQI RAW PM2.5 + Good 0 - 50 | 0.0 – 12.0 + Moderate 51 - 100 | 12.1 – 35.4 + Unhealthy for Sensitive Groups 101 – 150 | 35.5 – 55.4 + Unhealthy 151 – 200 | 55.5 – 150.4 + Very Unhealthy 201 – 300 | 150.5 – 250.4 + Hazardous 301 – 400 | 250.5 – 350.4 + Hazardous 401 – 500 | 350.5 – 500.4 + */ + if (pm > 350.5) { + return this.calcAQI(pm, 500, 401, 500.4, 350.5); //Hazardous + } else if (pm > 250.5) { + return this.calcAQI(pm, 400, 301, 350.4, 250.5); //Hazardous + } else if (pm > 150.5) { + return this.calcAQI(pm, 300, 201, 250.4, 150.5); //Very Unhealthy + } else if (pm > 55.5) { + return this.calcAQI(pm, 200, 151, 150.4, 55.5); //Unhealthy + } else if (pm > 35.5) { + return this.calcAQI(pm, 150, 101, 55.4, 35.5); //Unhealthy for Sensitive Groups + } else if (pm > 12.1) { + return this.calcAQI(pm, 100, 51, 35.4, 12.1); //Moderate + } else if (pm >= 0) { + return this.calcAQI(pm, 50, 0, 12, 0); //Good + } else { + return undefined; + } + } + + calcAQI(Cp, Ih, Il, BPh, BPl) { + var a = (Ih - Il); + var b = (BPh - BPl); + var c = (Cp - BPl); + return Math.round((a/b) * c + Il); + } + + getSensorNames(sensorIds) { + let lookup = {}; + for (let sensor of this.sensors) { + lookup[sensor.id] = `${sensor.name} (${sensor.id})`; + } + return sensorIds.map(id => lookup[id]); } }