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All Your Data Is Health Data

By Charlie WarzelAug. 13, 2019

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Here’s a terrifying sentence: Hackers are “becoming increasingly interested in the susceptibility of health data.”

At least that’s the takeaway from researchers at the University of Southern California’s Center for Body Computing. They were at the Blackhat hacker conference in Las Vegas recently, where programmers set up a fake hospital environment and invited medical tech companies to bring their devices for a live stress test. “There was a lot of talk about the ease of insurance fraud and blackmail with some of this legacy software that is very hard and frustrating to update,” Dr. Mona Sobhani, who is the head of research for the Center for Body Computing, told me.

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ML Model Conversions

MMdnn

$ sudo -H pip3 install -U git+https://github.com/Microsoft/MMdnn.git@master
$ sudo -H pip3 install onnx-tf
$ mmconvert -h
usage: mmconvert [-h]
                 [--srcFramework {caffe,caffe2,cntk,mxnet,keras,tensorflow,tf,pytorch}]

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Global Corporate Wellness Market 2018 by Manufacturers, Countries, Type and Application, Forecast to 2023

In the U.S., there are more than 550 organizations offering employee wellness programs

Optum (UnitedHealth)            Eden Prairie, MN    270,000 employees $91.2B Annual
EXOS                            Phoenix, AZ         3,000 employees   $140M Annaul
Provant Health Solutions        Olathe, KS          200 employees     $35M Annual
Wellness Corporate Solutions    Bethesda, MD        88 employees      $23M Annual
ComPsych Corporation            Chicago, IL         900 employees     $400M Annual

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test/unit/coverage/**
test/unit/*.js
test/e2e/*.js
src/db/migrations/*.js

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Processing JSON using jq

jq is useful to slice, filter, map and transform structured json data.

Installing jq

On Mac OS

brew install jq

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curl --include \
     --no-buffer \
     --header "Connection: Upgrade" \
     --header "Upgrade: websocket" \
     --header "Host: example.com:80" \
     --header "Origin: http://example.com:80" \
     --header "Sec-WebSocket-Key: SGVsbG8sIHdvcmxkIQ==" \
     --header "Sec-WebSocket-Version: 13" \
     http://example.com:80/