Arrhytmias classification from ECG using AI

FREEMIUM
By vincenzodentamaro
Updated 4 months ago
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Arrhytmias classification from ECG using AI API Documentation

This API allows to classify with 91% accuracy arrhytmias from a single lead ECG (channel 0) usually found in ECG bracelets like iWatch 4.0 and others. It uses state of art Deep Learning techniques presented in A new ConvNet architecture for heartbeat classification ICPRAI 2018. The API returns the class each classified heartbeat belongs to: 0 = Normal Beat 1 = Super Ventricular Ectopic Beat 2 = Ventricular Ectopic Beat 3 = Fused (Normal + ventricular ectopic beats)

View API Details
POSTClassify ECG
POSTClassify ECG

The input format is the following: {"ecgstream":{"ecgdata":[the ecg stream as array of floats],"freq":90.01}} The output format is {"rpeak":[array of peaks], "classes": [the classification result for each peak], "nelementsbeforeafterrpeak": 45, "signal": [arra of cleaned signal]} The API returns the class each classified heartbeat belongs to: 0 = Normal Beat 1 = Super Ventricular Ectopic Beat 2 = Ventricular Ectopic Beat 3 = Fused (Normal + ventricular ectopic beats)

Header Parameters
X-RapidAPI-HostSTRING
REQUIRED
X-RapidAPI-KeySTRING
REQUIRED
Required Parameters
ECG JSON ExampleJSON_STRING
REQUIREDContains all information necessary to parse the ecg stream: ecgdata: contains the array of values of the ecg signal to classify, freq is its sampling frequency. The output format is {"r_peak":[array of peaks], "classes": [the classification result for each peak], "n_elements_before_after_r_peak": 45, "signal": [arra of cleaned signal]} The API returns the class each classified heartbeat belongs to: 0 = Normal Beat 1 = Super Ventricular Ectopic Beat 2 = Ventricular Ectopic Beat 3 = Fused (Normal + ventricular ectopic beats)
Code Snippet
unirest.post("https://vincenzodentamaro-ecg-electro-cardiogram-arrhytmias-classification-v1.p.rapidapi.com/classify_ecg")
.header("X-RapidAPI-Host", "vincenzodentamaro-ecg-electro-cardiogram-arrhytmias-classification-v1.p.rapidapi.com")
.header("X-RapidAPI-Key", "SIGN-UP-FOR-KEY")
.header("Content-Type", "application/json")
.send({"ecgdata":[573,607,600,586,567,645,650,597,560,615,742,748,607,453,456,466,459,479,488,518,549,572,578,572,563,563,540,496,487,493,503,520,524,517,501,479,498,477,476,480,491,504,505,506,529,576,611,601,548,497,479,478,462,469,481,540,638,727,749,697,631,565,496,456,485,517,567,571,536,527,563,652,505,533,560,568,560,543,516,490,484,487,516,559,582,578,546,518,451,445,466,589,757,823,766,611,447,460,545,592,615,583,541,524,523,530,530,549,485,493,512,518,523,513,503,515,535,534,516,507,515,555,589,588,562,543,539,547,555,536,515,499,474,462,461,492,529,566,634,714,739,653,472,464,498,546,624,665,656,622,565,505,478,481,490,483,476,477,491,543,624,677,674,630,571,510,477,476,477,480,480,477,476,483,511,585,684,716,706,795,493,507,521,525,526,526,519,511,514,518,521,527,520,506,507,519,528,521,505,498,493,477,497,528,537,561,621,649,632,601,581,557,523,501,503,516,531,529,528,522,518,516,507,485,483,499,529,552,547,526,524,536,541,533,522,514,512,516,516,515,520,527,525,518,519,522,517,510,503,495,497,523,526,517,511,509,506,509,514,519,524,532,529,521,519,526,531,524,506,496,486,492,491,458,483,616,733,697,513,444,446,466,508,528,521,515,503,475,712,804,932,932,931,794,578,453,457,468,477,471,471,468,478,533,647,730,728,644,534,461,445,435,436,442,455,491,569,652,713,758,777,766,742,707,571,590,625,686,712,671,569,468,463,487,500,483,473,486,514,533,530,518,508,503,498,517,540,507,480,477,476,494,557,640,673,656,628,593,549,500,493,481,529,606,649,647,624,585,534,513,513,489,466,466,488,538,572,575,564,574,579,570,560,561,572,580,576,554,503,463,461,468,483,506,535,581,556,543,535,535,527,495,487,504,517,514,521,540,547,534,513,497,497,505,509,509,509,505,504,510,514,511,513,512,510,519,533,542,545,552,556,607,531,540,526,507,509,524,536,551,549,526,495,479,473,513,587,640,626,547,483,484,503,529,559,574,564,523,472,482,538,614,648,628,599,568,524,481,485,558,662,721,689,601,518,480,475,491,544,584,599,597,574,529,498,490,485,494,516,538,548,548,546,547,559,564,563,575,566,537,522,523,525,538,620,539,472,475,492,555,610,580,505,496,568,641,637,576,516,492,483,483,490,495,494,497,498,497,496,502,524,547,556,521,477,478,478,474,473,462,613,633,623,588,553,540,580,581,585,578,621,751,787,627,441,443,453,484,524,553,560,548,530,520,520,523,530,544,554,550,536,525,519,518,513,524,509,519,558,643,698,678,601,521,483,480,479,481,481,480,485,503,532,548,543,519,489,472,467,468,473,488,550,658,716,718,681,618,595,633,667,768,604,584,502,472,473,478,500,558,601,595,551,504,484,484,491,522,560,579,557,494,482,500,524,510,473,478,516,597,635,613,567,533,503,481,491,545,528,480,486,509,518,522,531,513,473,476,499,535,577,575,561,573,598,611,600,548,500,507,509,471,461,466,470,462,470,530,656,749,782,770,732,660,499,490,498,529,549,550,541,531,517,499,498,515,529,524,510,506,511,520,512,482,487,540,638,694,683,642,582,526,473,482,482,485,494,505,510,515,568,563,545,558,521,486,463,489,577,672,668,588,512,493,495,493,494,507,531,546,541,529,524,506,489,492,505,525,548,560,553,537,520,502,501,496,588,581,540,510,510,511,495,478,495,550,590,602,585,557,535,518,510,507,508,506,506,512,520,536,509,445,443,457,592,825,935,857,657,491,488,576,699,589,489,464,474,481,489,491,477,475,482,493,508,532,550,547,540,546,546,547,547,544,537,526,510,491,509,544,573,594,591,570,549,526,504,518,494,504,527,555,570,557,533,456,459,487,576,676,678,582,481,469,493,533,532,539,541,529,512,511,514,519,524,516,503,511,544,562,545,513,494,498,525,519,515,511,511,509,500,497,511,526,530,508,493,511,541,553,552,545,535,518,503,496,501,510,516,520,529,530,522,517,513,506,491,486,490,495,661,658,631,586,544,512,474,459,465,500,554,576,580,596,621,635,615,578,525,494,539,599,575,496,469,482,496,515,517,499,529,572,560,517,502,517,599,627,626,603,561,523,509,513,519,519,517,520,521,510,498,513,528,535,538,537,543,554,555,561,579,581,560,539,526,513,507,507,521,538,546,539,529,527,517,515,523,540,543,520,488,475,499,557,613,640,649,646,619,583,538,482,477,508,523,445,437,445,534,676,593,450,486,679,901,933,933,934,457,456,461,466,465,465,472,484,494,505,511,512,517,524,517,508,508,509,513,516,508,511,531,548,550,549,544,539,546,552,554,554,556,561,566,539,516,554,576,552,512,492,494,496,497,503,516,521,521,519,518,523,527,521,508,486,461,476,514,568,619,668,692,680,642,586,543,531,514,507,504,501,513,534,538,543,550,551,557,551,539,533,541,553,552,537,515,500,507,518,530,544,552,555,562,560,535,513,522,531,559,620,625,560,490,478,492,512,511,502,499,503,512,516,514,521,529,532,532,534,529,521,518,521,522,521,516,513,510,500,498,509,520,520,514,513,520,527,530,522,513,508,509,545,526,527,518,508,512,521,520,512,517,519,516,516,511,502,509,542,560,535,483,479,487,505,527,548,557,556,556,551,538,534,537,533,522,512,509,532,516,522,522,506,498,510,519,519,520,512,511,529,538,539,543,541,531,522,525,534,540,537,529,539,556,549,514,499,507,533,577,622,622,568,517,505,647,656,539,450,454,491,568,597,562,521,505,527,561,574,576,557,519,502,518,534,530,52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.end(function (result) {
  console.log(result.status, result.headers, result.body);
});
Sample Response
General
Request URL: https://vincenzodentamaro-ecg-electro-cardiogram-arrhytmias-classification-v1.p.rapidapi.com/classify_ecg
Request Method: POST
Response Headers
Response Body

Install SDK for NodeJS

Installing

To utilize unirest for node.js install the the npm module:

$ npm install unirest

After installing the npm package you can now start simplifying requests like so:

var unirest = require('unirest');

Creating Request

unirest.post("https://vincenzodentamaro-ecg-electro-cardiogram-arrhytmias-classification-v1.p.rapidapi.com/classify_ecg")
.header("X-RapidAPI-Host", "vincenzodentamaro-ecg-electro-cardiogram-arrhytmias-classification-v1.p.rapidapi.com")
.header("X-RapidAPI-Key", "SIGN-UP-FOR-KEY")
.header("Content-Type", "application/json")
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.end(function (result) {
  console.log(result.status, result.headers, result.body);
});
OAuth2 Authentication
Client ID
Client Secret
OAuth2 Authentication