⛑ REDCap API interface in Python

Overview

Logo for The Center for Data Driven Discovery

REDCap API in Python

Description

Supports structured data extraction for REDCap projects. The API module d3b_redcap_api.redcap.REDCapStudy can be logically divided into three parts...

Part 1: The low level interface

These are generic request/response handlers implemented here because there's no "official" Python SDK from Vanderbilt for the REDCap API, and the closest thing there is (https://github.com/redcap-tools/PyCap) wasn't being actively maintained when I wanted it.

(If someone wants to replace this part using PyCap at some point, go ahead. Just don't break any of Part 3 in the process.)

Functions: _get_response, _get_json, _get_text, _act_file

Part 2: API functions

With the exception of get_records, which semi-intelligently retrieves records in batches instead of all at once to evade server errors from response timeouts, these all mirror the same/similarly named commands described in the REDCap API documentation at https://<your_redcap_server>/api/help/. For CHOP users that would be https://redcap.chop.edu/api/help.

(If someone wants to replace this part using PyCap at some point, go ahead. Just don't break any of Part 3 in the process.)

Functions:

Getters Setters Deleters
get_arm_names (Export Arms) set_arm_names (Import Arms)) NA
get_event_metadata (Export Events) set_event_metadata (Import Events) NA
get_instrument_labels (Export Instruments) NA NA
get_field_export_names (Export List of Export Field Names) NA NA
get_file (Export a File) set_file (Import a File) delete_file (Delete a File)
get_redcap_version (Export REDCap Version) NA NA
get_project_info (Export Project Info) set_project_info (Import Project Info) NA
get_project_xml (Export Project XML) NA NA
get_users (Export Users) set_users (Import Users) NA
get_data_dictionary (Export Metadata (Data Dictionary)) set_data_dictionary (Import Metadata (Data Dictionary)) NA
get_instrument_event_mappings (Export Instrument-Event Mappings) set_instrument_event_mappings (Import Instrument-Event Mappings) NA
get_records (Export Records) set_records (Import Records) delete_records (Delete Records)
get_repeating_forms_events (Export Repeating Instruments and Events) set_repeating_forms_events (Import Repeating Instruments and Events) NA
get_report_records (Export Reports) NA NA

Part 3: Whole project retrieval and structuring

Functions:

Name Purpose

get_selector_choice_map

Returns a map for every field that needs translation from a numeric index to a label value:

{
  <field_name>: {
    <index>: <value>,
    ...indexes
  },
  ...fields
}

get_records_tree

Returns all data from the project in the nested form:
{
  <event>: {                   # event data
    <instrument>: {            # event instrument data
      <record_id>: {           # subject data for this event instrument
        <instance>: {          # subject event instrument instance
          <field>: {<values>}, # set of field values
          ...fields
        },
        ...instances
      },
      ...records
    },
    ...instruments
  },
  ...events
}

There are also some extra utility functions for converting the records tree into one or more Pandas DataFrames...

Name Purpose

d3b_redcap_api.df_utils.to_df

Converts one get_records_tree()[event][instrument] to a pandas DataFrame

d3b_redcap_api.df_utils.all_dfs

Calls to_df on every instrument found in the records tree and returns a dict keyed by the instrument name if the instrument name is unique or by event_instrument if not.

Example Usage:

from d3b_redcap_api.redcap import REDCapStudy
from d3b_redcap_api.df_utils import all_dfs

r = REDCapStudy("https://redcap.chop.edu/api/", PROJECT_API_TOKEN)
study_data, errors = r.get_records_tree(raw_selectors=False)

as_dataframes = all_dfs(study_data)
Owner
D3b
Center for Data Driven Discovery in Biomedicine at the Children's Hospital of Philadelphia
D3b
A telegram bot to download mega.nz links. (made with pyrogram).

Mega Link Downloader Bot This is a telegram bot to download mega.nz links and return them as files/videos - Made by a 100% noob! (When I mean noob I r

171 Dec 27, 2022
Improved file host. Change of interface and storage: 15 GB available.

File hosting v2 Improved file host. Change of interface and storage: 15 GB available. This app now uses the Google API to store, view, and delete file

Sarusman 1 Jan 18, 2022
Materials to reproduce our findings in our stories, "Amazon Puts Its Own 'Brands' First Above Better-Rated Products" and "When Amazon Takes the Buy Box, it Doesn’t Give it up"

Amazon Brands and Exclusives This repository contains code to reproduce the findings featured in our story "Amazon Puts Its Own 'Brands' First Above B

The Markup 60 Nov 11, 2022
Script Crack Facebook, and Instagram 🚶‍♂

in-mbf Script Crack Facebook, and Instagram 🚶‍♂ Bukti Install Script $ pkg update && pkg upgrade $ pkg install git $ pkg install python2 $ pip2 insta

Yumasaa 5 Dec 27, 2021
MCNameBot is a fast discord bot that is used to check the availability of a Minecraft name with a simple command.

MCNameBot MCNameBot is a fast discord bot that is used to check the availability of a Minecraft name with a simple command. If you would like to just

Killin 2 Oct 11, 2022
Crosschat - A bot for cross-server communication

CrossChat A bot for cross-server communication. Running the bot To run the bot y

8 May 15, 2022
Best DDoS Attack Script Python3, Cyber Attack With 40 Methods

MXDDoS - DDoS Attack Script With 40 Methods (Code Lang - Python 3) Please Don't Attack '.gov' and '.ir' Websites :) Features And Methods 💣 Layer7 GET

7 Mar 07, 2022
Cleaning Tiktok Hacks With Python

Cleaning Tiktok Hacks With Python

13 Jan 06, 2023
An API serving data on all creatures, monsters, materials, equipment, and treasure in The Legend of Zelda: Breath of the Wild

Hyrule Compendium API An API serving data on all creatures, monsters, materials, equipment, and treasure in The Legend of Zelda: Breath of the Wild. B

Aarav Borthakur 116 Dec 01, 2022
A discord bot consuming Notion API to add, retrieve data to Notion databases.

Notion-DiscordBot A discord bot consuming Notion API to add and retrieve data from Notion databases. Instructions to use the bot: Pre-Requisites: a)In

Servatom 57 Dec 29, 2022
Userbot Telegram + Music Voice Chats. Dibuat Untuk Bersenang - Senang , Dan Mempermudah Kegiatan. Created By Rio.

RIO - USERBOT Disclaimer Saya tidak bertanggung jawab atas penyalahgunaan bot ini. Bot ini dimaksudkan untuk bersenang-senang sekaligus membantu Anda

RioProjectX 1 Nov 10, 2021
Create CDK projects with projen

The Projenator: I'll be back! Description This is a CDKv2 project that takes the grind out of setting up new cdk projects/implementations by using aut

Andrew 2 Dec 11, 2021
Automate coin farming for dankmemer. Unlimited accounts at once. Uses a proxy

dankmemer-farm Simple script to farm Dankmemer coins with multiple accounts at once. Requires: Proxies, Discord Tokens Disclaimer I don't take respons

Scobra 12 Dec 20, 2022
Discord Blogger Integration Using Blogger API

It's a very simple discord bot created in python using blogger api in order to search and send your website articles in your discord chat in form of an embedded message. It's pretty useful for people

Owen Singh 8 Oct 28, 2022
Python Library to Extract youtube video Tags without Youtube API

YoutubeTags Python Library to Extract youtube video Tags without Youtube API Installation pip install YoutubeTags Example import YoutubeTags from Yout

Nuhman Pk 17 Nov 12, 2022
Tracks how much money a profile has in their bank and graphs it, as long as they enable the bank api

Tracks how much money a profile has in their bank and graphs it, as long as they enable the bank api. (you could really use this to track anything from the hypixel api)

1 Feb 08, 2022
A bot that can play songs in Telegram group voice chats like AK 47

🎧 47Music Player 🎧 A bot that can play songs in Telegram group voice chats like AK 47 ✨ Easy To Deploy Pyrogram Session Config Vars API_ID : Assista

Janindu Malshan 23 Dec 07, 2022
BlueMoonVampireBot - A Telegram Antispam Based Bot

Blue Moon Vampire Bot An Telegram Antispam Based Bot A Pyogram Bot to make banne

13 Nov 24, 2022
A chatbot on Telegram using technologies of cloud computing.

Chatbot This project is about a chatbot on Telegram to study the cloud computing. You can refer to the project of chatbot-deploy which is conveinent f

Jeffery 4 Apr 24, 2022
Financial portfolio optimisation in python, including classical efficient frontier, Black-Litterman, Hierarchical Risk Parity

PyPortfolioOpt has recently been published in the Journal of Open Source Software 🎉 PyPortfolioOpt is a library that implements portfolio optimizatio

Robert Martin 3.2k Jan 02, 2023