Prediction

Model

michaeldwan/boulder-smoke-forecast

d5w4x1kz8drma0crte691av8qc

Status

Succeeded

Source

Web

Hardware

CPU (Small)

Total duration

76.2s

Created

3 months ago

Webhook

–

Input

x_coordinate: 258
y_coordinate: 415
radius: 6

{
  "radius": 6,
  "x_coordinate": 258,
  "y_coordinate": 415
}

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=r8_53e**********************************

This is your API token. Keep it to yourself.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run michaeldwan/boulder-smoke-forecast using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const input = {
  radius: 6,
  x_coordinate: 258,
  y_coordinate: 415
};

const output = await replicate.run("michaeldwan/boulder-smoke-forecast", { input });

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=r8_53e**********************************

This is your API token. Keep it to yourself.

Import the client:

import replicate

Run michaeldwan/boulder-smoke-forecast using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "michaeldwan/boulder-smoke-forecast",
    input={
        "radius": 6,
        "x_coordinate": 258,
        "y_coordinate": 415
    }
)

print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=r8_53e**********************************

This is your API token. Keep it to yourself.

Run michaeldwan/boulder-smoke-forecast using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "input": {
      "radius": 6,
      "x_coordinate": 258,
      "y_coordinate": 415
    }
  }' \
  https://api.replicate.com/v1/models/michaeldwan/boulder-smoke-forecast/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

Object output with 4 properties

debug(combined_debug.png)

Download output

forecast_data

{
  "color_scale": [
    {
      "value": 0,
      "hex": "#ffffff"
    },
    {
      "value": 1,
      "hex": "#e6f5ff"
    },
    {
      "value": 2,
      "hex": "#cce5ff"
    },
    {
      "value": 4,
      "hex": "#99ccff"
    },
    {
      "value": 6,
      "hex": "#66b2ff"
    },
    {
      "value": 8,
      "hex": "#3399ff"
    },
    {
      "value": 12,
      "hex": "#0080ff"
    },
    {
      "value": 16,
      "hex": "#66ff66"
    },
    {
      "value": 20,
      "hex": "#99ff33"
    },
    {
      "value": 25,
      "hex": "#ccff00"
    },
    {
      "value": 30,
      "hex": "#ffff00"
    },
    {
      "value": 40,
      "hex": "#ffcc00"
    },
    {
      "value": 60,
      "hex": "#ff9933"
    },
    {
      "value": 100,
      "hex": "#ff6666"
    },
    {
      "value": 200,
      "hex": "#cc66ff"
    }
  ],
  "prediction_time": "2025-08-22T07:00:00-06:00",
  "forecast": [
    {
      "time": "2025-08-22T07:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": -7,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F001.png"
    },
    {
      "time": "2025-08-22T08:00:00-06:00",
      "pm25_value": 1.5536943533635412,
      "hour_delta": -6,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F002.png"
    },
    {
      "time": "2025-08-22T09:00:00-06:00",
      "pm25_value": 1.5562589031519694,
      "hour_delta": -5,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F003.png"
    },
    {
      "time": "2025-08-22T10:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": -4,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F004.png"
    },
    {
      "time": "2025-08-22T11:00:00-06:00",
      "pm25_value": 1.6194528535487875,
      "hour_delta": -3,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F005.png"
    },
    {
      "time": "2025-08-22T12:00:00-06:00",
      "pm25_value": 1.5536943533635412,
      "hour_delta": -2,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F006.png"
    },
    {
      "time": "2025-08-22T13:00:00-06:00",
      "pm25_value": 1.5180741280943226,
      "hour_delta": -1,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F007.png"
    },
    {
      "time": "2025-08-22T14:00:00-06:00",
      "pm25_value": 1.6194528535487875,
      "hour_delta": 0,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F008.png"
    },
    {
      "time": "2025-08-22T15:00:00-06:00",
      "pm25_value": 1.6622299968553835,
      "hour_delta": 1,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F009.png"
    },
    {
      "time": "2025-08-22T16:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 2,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F010.png"
    },
    {
      "time": "2025-08-22T17:00:00-06:00",
      "pm25_value": 1.5180741280943226,
      "hour_delta": 3,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F011.png"
    },
    {
      "time": "2025-08-22T18:00:00-06:00",
      "pm25_value": 1.6128185001158368,
      "hour_delta": 4,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F012.png"
    },
    {
      "time": "2025-08-22T19:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 5,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F013.png"
    },
    {
      "time": "2025-08-22T20:00:00-06:00",
      "pm25_value": 1.4787260355428495,
      "hour_delta": 6,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F014.png"
    },
    {
      "time": "2025-08-22T21:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 7,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F015.png"
    },
    {
      "time": "2025-08-22T22:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 8,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F016.png"
    },
    {
      "time": "2025-08-22T23:00:00-06:00",
      "pm25_value": 1.5562589031519694,
      "hour_delta": 9,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F017.png"
    },
    {
      "time": "2025-08-23T00:00:00-06:00",
      "pm25_value": 1.5036902379019301,
      "hour_delta": 10,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F018.png"
    },
    {
      "time": "2025-08-23T01:00:00-06:00",
      "pm25_value": 1.4787260355428495,
      "hour_delta": 11,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F019.png"
    },
    {
      "time": "2025-08-23T02:00:00-06:00",
      "pm25_value": 1.4858544114388272,
      "hour_delta": 12,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F020.png"
    },
    {
      "time": "2025-08-23T03:00:00-06:00",
      "pm25_value": 1.4787260355428495,
      "hour_delta": 13,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F021.png"
    },
    {
      "time": "2025-08-23T04:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 14,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F022.png"
    },
    {
      "time": "2025-08-23T05:00:00-06:00",
      "pm25_value": 1.4128433641921792,
      "hour_delta": 15,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F023.png"
    },
    {
      "time": "2025-08-23T06:00:00-06:00",
      "pm25_value": 1.518823633773567,
      "hour_delta": 16,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F024.png"
    },
    {
      "time": "2025-08-23T07:00:00-06:00",
      "pm25_value": 1.4787260355428495,
      "hour_delta": 17,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F025.png"
    },
    {
      "time": "2025-08-23T08:00:00-06:00",
      "pm25_value": 1.6054182991063404,
      "hour_delta": 18,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F026.png"
    },
    {
      "time": "2025-08-23T09:00:00-06:00",
      "pm25_value": 3.0481784466931923,
      "hour_delta": 19,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F027.png"
    },
    {
      "time": "2025-08-23T10:00:00-06:00",
      "pm25_value": 1.565872002486451,
      "hour_delta": 20,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F028.png"
    },
    {
      "time": "2025-08-23T11:00:00-06:00",
      "pm25_value": 1.4787260355428495,
      "hour_delta": 21,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F029.png"
    },
    {
      "time": "2025-08-23T12:00:00-06:00",
      "pm25_value": 0.06325148058480323,
      "hour_delta": 22,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F030.png"
    },
    {
      "time": "2025-08-23T13:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 23,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F031.png"
    },
    {
      "time": "2025-08-23T14:00:00-06:00",
      "pm25_value": 0.3383494783002508,
      "hour_delta": 24,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F032.png"
    },
    {
      "time": "2025-08-23T15:00:00-06:00",
      "pm25_value": 0.2898979485566356,
      "hour_delta": 25,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F033.png"
    },
    {
      "time": "2025-08-23T16:00:00-06:00",
      "pm25_value": 0.4588452621645457,
      "hour_delta": 26,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F034.png"
    },
    {
      "time": "2025-08-23T17:00:00-06:00",
      "pm25_value": 0.2898979485566356,
      "hour_delta": 27,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F035.png"
    },
    {
      "time": "2025-08-23T18:00:00-06:00",
      "pm25_value": 0.38284405241425784,
      "hour_delta": 28,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F036.png"
    },
    {
      "time": "2025-08-23T19:00:00-06:00",
      "pm25_value": 0.38284405241425784,
      "hour_delta": 29,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F037.png"
    },
    {
      "time": "2025-08-23T20:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 30,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F038.png"
    },
    {
      "time": "2025-08-23T21:00:00-06:00",
      "pm25_value": 0.4588452621645457,
      "hour_delta": 31,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F039.png"
    },
    {
      "time": "2025-08-23T22:00:00-06:00",
      "pm25_value": 0.4230853984924675,
      "hour_delta": 32,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F040.png"
    },
    {
      "time": "2025-08-23T23:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 33,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F041.png"
    },
    {
      "time": "2025-08-24T00:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 34,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F042.png"
    },
    {
      "time": "2025-08-24T01:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 35,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F043.png"
    },
    {
      "time": "2025-08-24T02:00:00-06:00",
      "pm25_value": 0.18246809887754506,
      "hour_delta": 36,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F044.png"
    },
    {
      "time": "2025-08-24T03:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 37,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F045.png"
    },
    {
      "time": "2025-08-24T04:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 38,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F046.png"
    },
    {
      "time": "2025-08-24T05:00:00-06:00",
      "pm25_value": 0.12417165107349626,
      "hour_delta": 39,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F047.png"
    },
    {
      "time": "2025-08-24T06:00:00-06:00",
      "pm25_value": 0.06325148058480323,
      "hour_delta": 40,
      "image_url": "https://bouldercast.com/models/all/HRR_FR_SFCSMK_F048.png"
    }
  ]
}

future_forecast(forecast_animation.gif)

Download output

current_forecast(sampling_point_visualization.png)

Download output

{
  "id": "d5w4x1kz8drma0crte691av8qc",
  "model": "michaeldwan/boulder-smoke-forecast",
  "version": "hidden",
  "input": {
    "radius": 6,
    "x_coordinate": 258,
    "y_coordinate": 415
  },
  "logs": "",
  "output": {
    "current_forecast": "https://replicate.delivery/xezq/XUiQYI5cyCYbJ1lYS3qDFzfdMakhhQ9FOuBeyybYF719poNVA/sampling_point_visualization.png",
    "debug": "https://replicate.delivery/xezq/CSMSrAREn3aOJ5qymOF998KV546WHYZuUh8jjr7cHMUfU0mKA/combined_debug.png",
    "forecast_data": "{\n  \"color_scale\": [\n    {\n      \"value\": 0,\n      \"hex\": \"#ffffff\"\n    },\n    {\n      \"value\": 1,\n      \"hex\": \"#e6f5ff\"\n    },\n    {\n      \"value\": 2,\n      \"hex\": \"#cce5ff\"\n    },\n    {\n      \"value\": 4,\n      \"hex\": \"#99ccff\"\n    },\n    {\n      \"value\": 6,\n      \"hex\": \"#66b2ff\"\n    },\n    {\n      \"value\": 8,\n      \"hex\": \"#3399ff\"\n    },\n    {\n      \"value\": 12,\n      \"hex\": \"#0080ff\"\n    },\n    {\n      \"value\": 16,\n      \"hex\": \"#66ff66\"\n    },\n    {\n      \"value\": 20,\n      \"hex\": \"#99ff33\"\n    },\n    {\n      \"value\": 25,\n      \"hex\": \"#ccff00\"\n    },\n    {\n      \"value\": 30,\n      \"hex\": \"#ffff00\"\n    },\n    {\n      \"value\": 40,\n      \"hex\": \"#ffcc00\"\n    },\n    {\n      \"value\": 60,\n      \"hex\": \"#ff9933\"\n    },\n    {\n      \"value\": 100,\n      \"hex\": \"#ff6666\"\n    },\n    {\n      \"value\": 200,\n      \"hex\": \"#cc66ff\"\n    }\n  ],\n  \"prediction_time\": \"2025-08-22T07:00:00-06:00\",\n  \"forecast\": [\n    {\n      \"time\": \"2025-08-22T07:00:00-06:00\",\n      \"pm25_value\": 1.518823633773567,\n      \"hour_delta\": -7,\n      \"image_url\": \"https://bouldercast.com/models/all/HRR_FR_SFCSMK_F001.png\"\n    },\n    {\n      \"time\": \"2025-08-22T08:00:00-06:00\",\n      \"pm25_value\": 1.5536943533635412,\n      \"hour_delta\": -6,\n      \"image_url\": \"https://bouldercast.com/models/all/HRR_FR_SFCSMK_F002.png\"\n    },\n    {\n      \"time\": \"2025-08-22T09:00:00-06:00\",\n      \"pm25_value\": 1.5562589031519694,\n      \"hour_delta\": -5,\n      \"image_url\": \"https://bouldercast.com/models/all/HRR_FR_SFCSMK_F003.png\"\n    },\n    {\n      \"time\": \"2025-08-22T10:00:00-06:00\",\n      \"pm25_value\": 1.518823633773567,\n      \"hour_delta\": -4,\n      \"image_url\": \"https://bouldercast.com/models/all/HRR_FR_SFCSMK_F004.png\"\n    },\n    {\n      \"time\": 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