SOCcerNET is an occupational autocoding classifier build on huggingface text emedding model.

Using SOCcerNET in your application

import SOCcerNET via NPM

npm install @danielruss/soccernet

importing SOCcerNET via CDN

<script>
import * as soccerNet from "https://cdn.jsdelivr.net/npm/@danielruss/soccernet@latest/+esm"
</script>

Running SOCcerNET

In order to run SOCcerNET, you first must configure the version. Under the hood, SOCcerNET is SOCcer v3, so to configure with version 3.0.0.

let config = soccerNet.configureSOCcerNet("3.0.0");

Since this is the only available version, it is the default and can be left out.

let config = soccerNet.configureSOCcerNet();

After configuration, the job descriptions can be coded. SOCcerNET expect an input object that looks like:

{
    JobTitle: plumber,
    JobTask: fix leaks in homes
    soc 1980: 645
}

The results are an array where each entries is a job description. Since there is only 1 job in the example there is only one job in the results. An id will be added because in this example one is not given.

<script>
import * as soccerNet from "https://cdn.jsdelivr.net/npm/@danielruss/soccernet@latest/+esm"

const inputObject = {
    JobTitle: "plumber",
    JobTask: "fix leaks in homes",
    soc1980: "645"
}

let config = await soccerNet.configureSOCcerNet();
let results = await soccerNet.runSOCcerPipeline(inputObject,config)
</script>

If you are interested in running this in the developers panel, you can use dynamic imports. Keep in mind that the first time you run this the embedding model is downloaded and cached. This will take some time. After that, it will be almost instantaneous.

const soccerNet=await import("https://cdn.jsdelivr.net/npm/@danielruss/soccernet@latest/+esm")

const inputObject = {
    JobTitle: "plumber",
    JobTask: "fix leaks in homes",
    soc1980: "645"
}

let config = await soccerNet.configureSOCcerNet();
let results = await soccerNet.runSOCcerPipeline(inputObject,config)

The results are:

[{
    Id: "row-1"
    JobTask: "fix leaks in homes"
    JobTitle: "plumber"
    score:[0.9806628823280334,0.012618162669241428,0.007014638744294643,0.006607372779399157,0.006477011367678642,0.005545503459870815,0.002995521994307637,0.001819823868572712,0.001284098019823432,0.0007829691166989505]
    soc1980: "645",
    soc2010: ["47-2152","47-2061","47-1011","49-9099","47-3015","49-9071","47-4099","47-2031","37-2012","37-2011"],
    title:["Plumbers, Pipefitters, and Steamfitters","Construction Laborers","First-Line Supervisors of Construction Trades and Extraction Workers","Installation, Maintenance, and Repair Workers, All Other", "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters","Maintenance and Repair Workers, General","Construction and Related Workers, All Other","Carpenters","Maids and Housekeeping Cleaners","Janitors and Cleaners, Except Maids and Housekeeping Cleaners"]
}]

Take a look at provide a more complicated file upload/download version with progress here is the html and the javascript that drives it.