Live Notebook

You can run this notebook in a live session or view it on Github.

Analyze web-hosted JSON data¶

This notebook reads and processes JSON-encoded data hosted on the web using a combination of Dask Bag and Dask Dataframe.

This data comes from mybinder.org a web service to run Jupyter notebooks live on the web (you may be running this notebook there now). My Binder publishes records for every time someone launches a live notebook like this one, and stores that record in a publicly accessible JSON file, one file per day.

Introduction to the dataset¶

This data is stored as JSON-encoded text files on the public web. Here are some example lines.

[1]:

import dask.bag as db
db.read_text('https://archive.analytics.mybinder.org/events-2018-11-03.jsonl').take(3)

[1]:

('{"timestamp": "2018-11-03T00:00:00+00:00", "schema": "binderhub.jupyter.org/launch", "version": 1, "provider": "GitHub", "spec": "Qiskit/qiskit-tutorial/master", "status": "success"}\n',
 '{"timestamp": "2018-11-03T00:00:00+00:00", "schema": "binderhub.jupyter.org/launch", "version": 1, "provider": "GitHub", "spec": "ipython/ipython-in-depth/master", "status": "success"}\n',
 '{"timestamp": "2018-11-03T00:00:00+00:00", "schema": "binderhub.jupyter.org/launch", "version": 1, "provider": "GitHub", "spec": "QISKit/qiskit-tutorial/master", "status": "success"}\n')

We see that it includes one line for every time someone started a live notebook on the site. It includes the time that the notebook was started, as well as the repository from which it was served.

In this notebook we’ll look at many such files, parse them from JSON to Python dictionaries, and then from there to Pandas dataframes. We’ll then do some simple analyses on this data.

Start Dask Client for Dashboard¶

Starting the Dask Client is optional. It will start the dashboard which is useful to gain insight on the computation.

[2]:

from dask.distributed import Client, progress
client = Client(threads_per_worker=1,
                n_workers=4,
                memory_limit='2GB')
client

/usr/share/miniconda3/envs/dask-examples/lib/python3.8/site-packages/distributed/node.py:151: UserWarning: Port 8787 is already in use.
Perhaps you already have a cluster running?
Hosting the HTTP server on port 34899 instead
  warnings.warn(

[2]:

Client

Scheduler: tcp://127.0.0.1:36977
Dashboard: http://127.0.0.1:34899/status

Cluster

Workers: 4
Cores: 4
Memory: 8.00 GB

Get a list of files on the web¶

The mybinder.org team maintains an index file that points to all other available JSON files of data. Lets convert this to a list of URLs that we’ll read in the next section.

[3]:

import dask.bag as db
import json

[4]:

db.read_text('https://archive.analytics.mybinder.org/index.jsonl').map(json.loads).compute()

[4]:

[{'name': 'events-2018-11-03.jsonl', 'date': '2018-11-03', 'count': '7057'},
 {'name': 'events-2018-11-04.jsonl', 'date': '2018-11-04', 'count': '7489'},
 {'name': 'events-2018-11-05.jsonl', 'date': '2018-11-05', 'count': '13590'},
 {'name': 'events-2018-11-06.jsonl', 'date': '2018-11-06', 'count': '13920'},
 {'name': 'events-2018-11-07.jsonl', 'date': '2018-11-07', 'count': '12766'},
 {'name': 'events-2018-11-08.jsonl', 'date': '2018-11-08', 'count': '14105'},
 {'name': 'events-2018-11-09.jsonl', 'date': '2018-11-09', 'count': '11843'},
 {'name': 'events-2018-11-10.jsonl', 'date': '2018-11-10', 'count': '7047'},
 {'name': 'events-2018-11-11.jsonl', 'date': '2018-11-11', 'count': '6940'},
 {'name': 'events-2018-11-12.jsonl', 'date': '2018-11-12', 'count': '16322'},
 {'name': 'events-2018-11-13.jsonl', 'date': '2018-11-13', 'count': '16530'},
 {'name': 'events-2018-11-14.jsonl', 'date': '2018-11-14', 'count': '14099'},
 {'name': 'events-2018-11-15.jsonl', 'date': '2018-11-15', 'count': '13182'},
 {'name': 'events-2018-11-16.jsonl', 'date': '2018-11-16', 'count': '12863'},
 {'name': 'events-2018-11-17.jsonl', 'date': '2018-11-17', 'count': '6490'},
 {'name': 'events-2018-11-18.jsonl', 'date': '2018-11-18', 'count': '7310'},
 {'name': 'events-2018-11-19.jsonl', 'date': '2018-11-19', 'count': '13348'},
 {'name': 'events-2018-11-20.jsonl', 'date': '2018-11-20', 'count': '13982'},
 {'name': 'events-2018-11-21.jsonl', 'date': '2018-11-21', 'count': '13165'},
 {'name': 'events-2018-11-22.jsonl', 'date': '2018-11-22', 'count': '12217'},
 {'name': 'events-2018-11-23.jsonl', 'date': '2018-11-23', 'count': '9070'},
 {'name': 'events-2018-11-24.jsonl', 'date': '2018-11-24', 'count': '6798'},
 {'name': 'events-2018-11-25.jsonl', 'date': '2018-11-25', 'count': '6796'},
 {'name': 'events-2018-11-26.jsonl', 'date': '2018-11-26', 'count': '13617'},
 {'name': 'events-2018-11-27.jsonl', 'date': '2018-11-27', 'count': '14964'},
 {'name': 'events-2018-11-28.jsonl', 'date': '2018-11-28', 'count': '14434'},
 {'name': 'events-2018-11-29.jsonl', 'date': '2018-11-29', 'count': '13845'},
 {'name': 'events-2018-11-30.jsonl', 'date': '2018-11-30', 'count': '12109'},
 {'name': 'events-2018-12-01.jsonl', 'date': '2018-12-01', 'count': '6785'},
 {'name': 'events-2018-12-02.jsonl', 'date': '2018-12-02', 'count': '7119'},
 {'name': 'events-2018-12-03.jsonl', 'date': '2018-12-03', 'count': '13946'},
 {'name': 'events-2018-12-04.jsonl', 'date': '2018-12-04', 'count': '13765'},
 {'name': 'events-2018-12-05.jsonl', 'date': '2018-12-05', 'count': '13106'},
 {'name': 'events-2018-12-06.jsonl', 'date': '2018-12-06', 'count': '12249'},
 {'name': 'events-2018-12-07.jsonl', 'date': '2018-12-07', 'count': '10687'},
 {'name': 'events-2018-12-08.jsonl', 'date': '2018-12-08', 'count': '6269'},
 {'name': 'events-2018-12-09.jsonl', 'date': '2018-12-09', 'count': '6639'},
 {'name': 'events-2018-12-10.jsonl', 'date': '2018-12-10', 'count': '12782'},
 {'name': 'events-2018-12-11.jsonl', 'date': '2018-12-11', 'count': '13442'},
 {'name': 'events-2018-12-12.jsonl', 'date': '2018-12-12', 'count': '13069'},
 {'name': 'events-2018-12-13.jsonl', 'date': '2018-12-13', 'count': '15279'},
 {'name': 'events-2018-12-14.jsonl', 'date': '2018-12-14', 'count': '9941'},
 {'name': 'events-2018-12-15.jsonl', 'date': '2018-12-15', 'count': '5358'},
 {'name': 'events-2018-12-16.jsonl', 'date': '2018-12-16', 'count': '6441'},
 {'name': 'events-2018-12-17.jsonl', 'date': '2018-12-17', 'count': '11332'},
 {'name': 'events-2018-12-18.jsonl', 'date': '2018-12-18', 'count': '11971'},
 {'name': 'events-2018-12-19.jsonl', 'date': '2018-12-19', 'count': '10818'},
 {'name': 'events-2018-12-20.jsonl', 'date': '2018-12-20', 'count': '9408'},
 {'name': 'events-2018-12-21.jsonl', 'date': '2018-12-21', 'count': '7741'},
 {'name': 'events-2018-12-22.jsonl', 'date': '2018-12-22', 'count': '4818'},
 {'name': 'events-2018-12-23.jsonl', 'date': '2018-12-23', 'count': '4870'},
 {'name': 'events-2018-12-24.jsonl', 'date': '2018-12-24', 'count': '5974'},
 {'name': 'events-2018-12-25.jsonl', 'date': '2018-12-25', 'count': '4737'},
 {'name': 'events-2018-12-26.jsonl', 'date': '2018-12-26', 'count': '6725'},
 {'name': 'events-2018-12-27.jsonl', 'date': '2018-12-27', 'count': '7998'},
 {'name': 'events-2018-12-28.jsonl', 'date': '2018-12-28', 'count': '8155'},
 {'name': 'events-2018-12-29.jsonl', 'date': '2018-12-29', 'count': '5108'},
 {'name': 'events-2018-12-30.jsonl', 'date': '2018-12-30', 'count': '4428'},
 {'name': 'events-2018-12-31.jsonl', 'date': '2018-12-31', 'count': '4561'},
 {'name': 'events-2019-01-01.jsonl', 'date': '2019-01-01', 'count': '4194'},
 {'name': 'events-2019-01-02.jsonl', 'date': '2019-01-02', 'count': '8559'},
 {'name': 'events-2019-01-03.jsonl', 'date': '2019-01-03', 'count': '9687'},
 {'name': 'events-2019-01-04.jsonl', 'date': '2019-01-04', 'count': '10048'},
 {'name': 'events-2019-01-05.jsonl', 'date': '2019-01-05', 'count': '6012'},
 {'name': 'events-2019-01-06.jsonl', 'date': '2019-01-06', 'count': '6019'},
 {'name': 'events-2019-01-07.jsonl', 'date': '2019-01-07', 'count': '11903'},
 {'name': 'events-2019-01-08.jsonl', 'date': '2019-01-08', 'count': '12777'},
 {'name': 'events-2019-01-09.jsonl', 'date': '2019-01-09', 'count': '13294'},
 {'name': 'events-2019-01-10.jsonl', 'date': '2019-01-10', 'count': '13112'},
 {'name': 'events-2019-01-11.jsonl', 'date': '2019-01-11', 'count': '10327'},
 {'name': 'events-2019-01-12.jsonl', 'date': '2019-01-12', 'count': '6434'},
 {'name': 'events-2019-01-13.jsonl', 'date': '2019-01-13', 'count': '7004'},
 {'name': 'events-2019-01-14.jsonl', 'date': '2019-01-14', 'count': '12898'},
 {'name': 'events-2019-01-15.jsonl', 'date': '2019-01-15', 'count': '12363'},
 {'name': 'events-2019-01-16.jsonl', 'date': '2019-01-16', 'count': '13444'},
 {'name': 'events-2019-01-17.jsonl', 'date': '2019-01-17', 'count': '14452'},
 {'name': 'events-2019-01-18.jsonl', 'date': '2019-01-18', 'count': '12056'},
 {'name': 'events-2019-01-19.jsonl', 'date': '2019-01-19', 'count': '7590'},
 {'name': 'events-2019-01-20.jsonl', 'date': '2019-01-20', 'count': '6740'},
 {'name': 'events-2019-01-21.jsonl', 'date': '2019-01-21', 'count': '12507'},
 {'name': 'events-2019-01-22.jsonl', 'date': '2019-01-22', 'count': '15355'},
 {'name': 'events-2019-01-23.jsonl', 'date': '2019-01-23', 'count': '16319'},
 {'name': 'events-2019-01-24.jsonl', 'date': '2019-01-24', 'count': '16732'},
 {'name': 'events-2019-01-25.jsonl', 'date': '2019-01-25', 'count': '13642'},
 {'name': 'events-2019-01-26.jsonl', 'date': '2019-01-26', 'count': '6976'},
 {'name': 'events-2019-01-27.jsonl', 'date': '2019-01-27', 'count': '7570'},
 {'name': 'events-2019-01-28.jsonl', 'date': '2019-01-28', 'count': '15906'},
 {'name': 'events-2019-01-29.jsonl', 'date': '2019-01-29', 'count': '15534'},
 {'name': 'events-2019-01-30.jsonl', 'date': '2019-01-30', 'count': '15183'},
 {'name': 'events-2019-01-31.jsonl', 'date': '2019-01-31', 'count': '14421'},
 {'name': 'events-2019-02-01.jsonl', 'date': '2019-02-01', 'count': '12352'},
 {'name': 'events-2019-02-02.jsonl', 'date': '2019-02-02', 'count': '7113'},
 {'name': 'events-2019-02-03.jsonl', 'date': '2019-02-03', 'count': '7331'},
 {'name': 'events-2019-02-04.jsonl', 'date': '2019-02-04', 'count': '14493'},
 {'name': 'events-2019-02-05.jsonl', 'date': '2019-02-05', 'count': '14053'},
 {'name': 'events-2019-02-06.jsonl', 'date': '2019-02-06', 'count': '15600'},
 {'name': 'events-2019-02-07.jsonl', 'date': '2019-02-07', 'count': '17158'},
 {'name': 'events-2019-02-08.jsonl', 'date': '2019-02-08', 'count': '14107'},
 {'name': 'events-2019-02-09.jsonl', 'date': '2019-02-09', 'count': '7209'},
 {'name': 'events-2019-02-10.jsonl', 'date': '2019-02-10', 'count': '7422'},
 {'name': 'events-2019-02-11.jsonl', 'date': '2019-02-11', 'count': '17085'},
 {'name': 'events-2019-02-12.jsonl', 'date': '2019-02-12', 'count': '17286'},
 {'name': 'events-2019-02-13.jsonl', 'date': '2019-02-13', 'count': '17181'},
 {'name': 'events-2019-02-14.jsonl', 'date': '2019-02-14', 'count': '19298'},
 {'name': 'events-2019-02-15.jsonl', 'date': '2019-02-15', 'count': '13387'},
 {'name': 'events-2019-02-16.jsonl', 'date': '2019-02-16', 'count': '8182'},
 {'name': 'events-2019-02-17.jsonl', 'date': '2019-02-17', 'count': '8142'},
 {'name': 'events-2019-02-18.jsonl', 'date': '2019-02-18', 'count': '16364'},
 {'name': 'events-2019-02-19.jsonl', 'date': '2019-02-19', 'count': '18090'},
 {'name': 'events-2019-02-20.jsonl', 'date': '2019-02-20', 'count': '17441'},
 {'name': 'events-2019-02-21.jsonl', 'date': '2019-02-21', 'count': '18844'},
 {'name': 'events-2019-02-22.jsonl', 'date': '2019-02-22', 'count': '15400'},
 {'name': 'events-2019-02-23.jsonl', 'date': '2019-02-23', 'count': '8879'},
 {'name': 'events-2019-02-24.jsonl', 'date': '2019-02-24', 'count': '9342'},
 {'name': 'events-2019-02-25.jsonl', 'date': '2019-02-25', 'count': '16999'},
 {'name': 'events-2019-02-26.jsonl', 'date': '2019-02-26', 'count': '18514'},
 {'name': 'events-2019-02-27.jsonl', 'date': '2019-02-27', 'count': '15799'},
 {'name': 'events-2019-02-28.jsonl', 'date': '2019-02-28', 'count': '18702'},
 {'name': 'events-2019-03-01.jsonl', 'date': '2019-03-01', 'count': '14222'},
 {'name': 'events-2019-03-02.jsonl', 'date': '2019-03-02', 'count': '8990'},
 {'name': 'events-2019-03-03.jsonl', 'date': '2019-03-03', 'count': '8503'},
 {'name': 'events-2019-03-04.jsonl', 'date': '2019-03-04', 'count': '17427'},
 {'name': 'events-2019-03-05.jsonl', 'date': '2019-03-05', 'count': '17732'},
 {'name': 'events-2019-03-06.jsonl', 'date': '2019-03-06', 'count': '17532'},
 {'name': 'events-2019-03-07.jsonl', 'date': '2019-03-07', 'count': '17622'},
 {'name': 'events-2019-03-08.jsonl', 'date': '2019-03-08', 'count': '13110'},
 {'name': 'events-2019-03-09.jsonl', 'date': '2019-03-09', 'count': '9132'},
 {'name': 'events-2019-03-10.jsonl', 'date': '2019-03-10', 'count': '8989'},
 {'name': 'events-2019-03-11.jsonl', 'date': '2019-03-11', 'count': '16334'},
 {'name': 'events-2019-03-12.jsonl', 'date': '2019-03-12', 'count': '18637'},
 {'name': 'events-2019-03-13.jsonl', 'date': '2019-03-13', 'count': '18355'},
 {'name': 'events-2019-03-14.jsonl', 'date': '2019-03-14', 'count': '18657'},
 {'name': 'events-2019-03-15.jsonl', 'date': '2019-03-15', 'count': '15206'},
 {'name': 'events-2019-03-16.jsonl', 'date': '2019-03-16', 'count': '8606'},
 {'name': 'events-2019-03-17.jsonl', 'date': '2019-03-17', 'count': '8110'},
 {'name': 'events-2019-03-18.jsonl', 'date': '2019-03-18', 'count': '15846'},
 {'name': 'events-2019-03-19.jsonl', 'date': '2019-03-19', 'count': '17909'},
 {'name': 'events-2019-03-20.jsonl', 'date': '2019-03-20', 'count': '15610'},
 {'name': 'events-2019-03-21.jsonl', 'date': '2019-03-21', 'count': '14671'},
 {'name': 'events-2019-03-22.jsonl', 'date': '2019-03-22', 'count': '12962'},
 {'name': 'events-2019-03-23.jsonl', 'date': '2019-03-23', 'count': '7941'},
 {'name': 'events-2019-03-24.jsonl', 'date': '2019-03-24', 'count': '7248'},
 {'name': 'events-2019-03-25.jsonl', 'date': '2019-03-25', 'count': '16775'},
 {'name': 'events-2019-03-26.jsonl', 'date': '2019-03-26', 'count': '18064'},
 {'name': 'events-2019-03-27.jsonl', 'date': '2019-03-27', 'count': '17773'},
 {'name': 'events-2019-03-28.jsonl', 'date': '2019-03-28', 'count': '17945'},
 {'name': 'events-2019-03-29.jsonl', 'date': '2019-03-29', 'count': '13126'},
 {'name': 'events-2019-03-30.jsonl', 'date': '2019-03-30', 'count': '7315'},
 {'name': 'events-2019-03-31.jsonl', 'date': '2019-03-31', 'count': '7750'},
 {'name': 'events-2019-04-01.jsonl', 'date': '2019-04-01', 'count': '16049'},
 {'name': 'events-2019-04-02.jsonl', 'date': '2019-04-02', 'count': '18909'},
 {'name': 'events-2019-04-03.jsonl', 'date': '2019-04-03', 'count': '17629'},
 {'name': 'events-2019-04-04.jsonl', 'date': '2019-04-04', 'count': '17635'},
 {'name': 'events-2019-04-05.jsonl', 'date': '2019-04-05', 'count': '14057'},
 {'name': 'events-2019-04-06.jsonl', 'date': '2019-04-06', 'count': '8297'},
 {'name': 'events-2019-04-07.jsonl', 'date': '2019-04-07', 'count': '8726'},
 {'name': 'events-2019-04-08.jsonl', 'date': '2019-04-08', 'count': '18217'},
 {'name': 'events-2019-04-09.jsonl', 'date': '2019-04-09', 'count': '17833'},
 {'name': 'events-2019-04-10.jsonl', 'date': '2019-04-10', 'count': '19018'},
 {'name': 'events-2019-04-11.jsonl', 'date': '2019-04-11', 'count': '19173'},
 {'name': 'events-2019-04-12.jsonl', 'date': '2019-04-12', 'count': '15502'},
 {'name': 'events-2019-04-13.jsonl', 'date': '2019-04-13', 'count': '7839'},
 {'name': 'events-2019-04-14.jsonl', 'date': '2019-04-14', 'count': '8119'},
 {'name': 'events-2019-04-15.jsonl', 'date': '2019-04-15', 'count': '14567'},
 {'name': 'events-2019-04-16.jsonl', 'date': '2019-04-16', 'count': '16254'},
 {'name': 'events-2019-04-17.jsonl', 'date': '2019-04-17', 'count': '15211'},
 {'name': 'events-2019-04-18.jsonl', 'date': '2019-04-18', 'count': '15989'},
 {'name': 'events-2019-04-19.jsonl', 'date': '2019-04-19', 'count': '11296'},
 {'name': 'events-2019-04-20.jsonl', 'date': '2019-04-20', 'count': '8527'},
 {'name': 'events-2019-04-21.jsonl', 'date': '2019-04-21', 'count': '7861'},
 {'name': 'events-2019-04-22.jsonl', 'date': '2019-04-22', 'count': '13118'},
 {'name': 'events-2019-04-23.jsonl', 'date': '2019-04-23', 'count': '16865'},
 {'name': 'events-2019-04-24.jsonl', 'date': '2019-04-24', 'count': '17125'},
 {'name': 'events-2019-04-25.jsonl', 'date': '2019-04-25', 'count': '18687'},
 {'name': 'events-2019-04-26.jsonl', 'date': '2019-04-26', 'count': '16476'},
 {'name': 'events-2019-04-27.jsonl', 'date': '2019-04-27', 'count': '9517'},
 {'name': 'events-2019-04-28.jsonl', 'date': '2019-04-28', 'count': '9435'},
 {'name': 'events-2019-04-29.jsonl', 'date': '2019-04-29', 'count': '15896'},
 {'name': 'events-2019-04-30.jsonl', 'date': '2019-04-30', 'count': '16116'},
 {'name': 'events-2019-05-01.jsonl', 'date': '2019-05-01', 'count': '11664'},
 {'name': 'events-2019-05-02.jsonl', 'date': '2019-05-02', 'count': '15713'},
 {'name': 'events-2019-05-03.jsonl', 'date': '2019-05-03', 'count': '14162'},
 {'name': 'events-2019-05-04.jsonl', 'date': '2019-05-04', 'count': '8356'},
 {'name': 'events-2019-05-05.jsonl', 'date': '2019-05-05', 'count': '8610'},
 {'name': 'events-2019-05-06.jsonl', 'date': '2019-05-06', 'count': '15230'},
 {'name': 'events-2019-05-07.jsonl', 'date': '2019-05-07', 'count': '16286'},
 {'name': 'events-2019-05-08.jsonl', 'date': '2019-05-08', 'count': '17393'},
 {'name': 'events-2019-05-09.jsonl', 'date': '2019-05-09', 'count': '16657'},
 {'name': 'events-2019-05-10.jsonl', 'date': '2019-05-10', 'count': '13726'},
 {'name': 'events-2019-05-11.jsonl', 'date': '2019-05-11', 'count': '8098'},
 {'name': 'events-2019-05-12.jsonl', 'date': '2019-05-12', 'count': '8217'},
 {'name': 'events-2019-05-13.jsonl', 'date': '2019-05-13', 'count': '16635'},
 {'name': 'events-2019-05-14.jsonl', 'date': '2019-05-14', 'count': '17309'},
 {'name': 'events-2019-05-15.jsonl', 'date': '2019-05-15', 'count': '15230'},
 {'name': 'events-2019-05-16.jsonl', 'date': '2019-05-16', 'count': '15208'},
 {'name': 'events-2019-05-17.jsonl', 'date': '2019-05-17', 'count': '13078'},
 {'name': 'events-2019-05-18.jsonl', 'date': '2019-05-18', 'count': '7788'},
 {'name': 'events-2019-05-19.jsonl', 'date': '2019-05-19', 'count': '7587'},
 {'name': 'events-2019-05-20.jsonl', 'date': '2019-05-20', 'count': '14891'},
 {'name': 'events-2019-05-21.jsonl', 'date': '2019-05-21', 'count': '16516'},
 {'name': 'events-2019-05-22.jsonl', 'date': '2019-05-22', 'count': '18627'},
 {'name': 'events-2019-05-23.jsonl', 'date': '2019-05-23', 'count': '16218'},
 {'name': 'events-2019-05-24.jsonl', 'date': '2019-05-24', 'count': '12376'},
 {'name': 'events-2019-05-25.jsonl', 'date': '2019-05-25', 'count': '8312'},
 {'name': 'events-2019-05-26.jsonl', 'date': '2019-05-26', 'count': '6938'},
 {'name': 'events-2019-05-27.jsonl', 'date': '2019-05-27', 'count': '13366'},
 {'name': 'events-2019-05-28.jsonl', 'date': '2019-05-28', 'count': '15430'},
 {'name': 'events-2019-05-29.jsonl', 'date': '2019-05-29', 'count': '14477'},
 {'name': 'events-2019-05-30.jsonl', 'date': '2019-05-30', 'count': '13264'},
 {'name': 'events-2019-05-31.jsonl', 'date': '2019-05-31', 'count': '11721'},
 {'name': 'events-2019-06-01.jsonl', 'date': '2019-06-01', 'count': '6994'},
 {'name': 'events-2019-06-02.jsonl', 'date': '2019-06-02', 'count': '6808'},
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 {'name': 'events-2020-11-24.jsonl', 'date': '2020-11-24', 'count': '29591'},
 {'name': 'events-2020-11-25.jsonl', 'date': '2020-11-25', 'count': '26001'},
 {'name': 'events-2020-11-26.jsonl', 'date': '2020-11-26', 'count': '24572'},
 {'name': 'events-2020-11-27.jsonl', 'date': '2020-11-27', 'count': '23239'},
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 {'name': 'events-2020-11-29.jsonl', 'date': '2020-11-29', 'count': '17399'},
 {'name': 'events-2020-11-30.jsonl', 'date': '2020-11-30', 'count': '26932'},
 {'name': 'events-2020-12-01.jsonl', 'date': '2020-12-01', 'count': '29080'},
 {'name': 'events-2020-12-02.jsonl', 'date': '2020-12-02', 'count': '26531'},
 {'name': 'events-2020-12-03.jsonl', 'date': '2020-12-03', 'count': '25797'},
 {'name': 'events-2020-12-04.jsonl', 'date': '2020-12-04', 'count': '25886'},
 {'name': 'events-2020-12-05.jsonl', 'date': '2020-12-05', 'count': '19212'},
 {'name': 'events-2020-12-06.jsonl', 'date': '2020-12-06', 'count': '18117'},
 {'name': 'events-2020-12-07.jsonl', 'date': '2020-12-07', 'count': '26369'},
 {'name': 'events-2020-12-08.jsonl', 'date': '2020-12-08', 'count': '26586'},
 {'name': 'events-2020-12-09.jsonl', 'date': '2020-12-09', 'count': '26165'},
 {'name': 'events-2020-12-10.jsonl', 'date': '2020-12-10', 'count': '26125'},
 {'name': 'events-2020-12-11.jsonl', 'date': '2020-12-11', 'count': '51781'},
 {'name': 'events-2020-12-12.jsonl', 'date': '2020-12-12', 'count': '18074'},
 {'name': 'events-2020-12-13.jsonl', 'date': '2020-12-13', 'count': '18192'},
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 {'name': 'events-2020-12-17.jsonl', 'date': '2020-12-17', 'count': '24194'},
 {'name': 'events-2020-12-18.jsonl', 'date': '2020-12-18', 'count': '20513'},
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 {'name': 'events-2020-12-28.jsonl', 'date': '2020-12-28', 'count': '17082'},
 {'name': 'events-2020-12-29.jsonl', 'date': '2020-12-29', 'count': '17494'},
 {'name': 'events-2020-12-30.jsonl', 'date': '2020-12-30', 'count': '17634'},
 {'name': 'events-2020-12-31.jsonl', 'date': '2020-12-31', 'count': '13973'},
 {'name': 'events-2021-01-01.jsonl', 'date': '2021-01-01', 'count': '10449'},
 {'name': 'events-2021-01-02.jsonl', 'date': '2021-01-02', 'count': '13838'},
 {'name': 'events-2021-01-03.jsonl', 'date': '2021-01-03', 'count': '13938'},
 {'name': 'events-2021-01-04.jsonl', 'date': '2021-01-04', 'count': '20364'},
 {'name': 'events-2021-01-05.jsonl', 'date': '2021-01-05', 'count': '22305'},
 {'name': 'events-2021-01-06.jsonl', 'date': '2021-01-06', 'count': '21356'},
 {'name': 'events-2021-01-07.jsonl', 'date': '2021-01-07', 'count': '21850'},
 {'name': 'events-2021-01-08.jsonl', 'date': '2021-01-08', 'count': '20675'},
 {'name': 'events-2021-01-09.jsonl', 'date': '2021-01-09', 'count': '14941'},
 {'name': 'events-2021-01-10.jsonl', 'date': '2021-01-10', 'count': '15851'},
 {'name': 'events-2021-01-11.jsonl', 'date': '2021-01-11', 'count': '23195'},
 {'name': 'events-2021-01-12.jsonl', 'date': '2021-01-12', 'count': '23670'},
 {'name': 'events-2021-01-13.jsonl', 'date': '2021-01-13', 'count': '23029'},
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 {'name': 'events-2021-01-15.jsonl', 'date': '2021-01-15', 'count': '20513'},
 {'name': 'events-2021-01-16.jsonl', 'date': '2021-01-16', 'count': '15240'},
 {'name': 'events-2021-01-17.jsonl', 'date': '2021-01-17', 'count': '15722'},
 {'name': 'events-2021-01-18.jsonl', 'date': '2021-01-18', 'count': '26259'},
 {'name': 'events-2021-01-19.jsonl', 'date': '2021-01-19', 'count': '27112'},
 {'name': 'events-2021-01-20.jsonl', 'date': '2021-01-20', 'count': '27407'},
 {'name': 'events-2021-01-21.jsonl', 'date': '2021-01-21', 'count': '28017'},
 {'name': 'events-2021-01-22.jsonl', 'date': '2021-01-22', 'count': '24886'},
 {'name': 'events-2021-01-23.jsonl', 'date': '2021-01-23', 'count': '16862'},
 {'name': 'events-2021-01-24.jsonl', 'date': '2021-01-24', 'count': '17286'},
 {'name': 'events-2021-01-25.jsonl', 'date': '2021-01-25', 'count': '26813'},
 {'name': 'events-2021-01-26.jsonl', 'date': '2021-01-26', 'count': '28135'},
 {'name': 'events-2021-01-27.jsonl', 'date': '2021-01-27', 'count': '28509'},
 {'name': 'events-2021-01-28.jsonl', 'date': '2021-01-28', 'count': '29417'},
 {'name': 'events-2021-01-29.jsonl', 'date': '2021-01-29', 'count': '26497'},
 {'name': 'events-2021-01-30.jsonl', 'date': '2021-01-30', 'count': '17378'},
 {'name': 'events-2021-01-31.jsonl', 'date': '2021-01-31', 'count': '16396'},
 {'name': 'events-2021-02-01.jsonl', 'date': '2021-02-01', 'count': '31944'},
 {'name': 'events-2021-02-02.jsonl', 'date': '2021-02-02', 'count': '32783'},
 {'name': 'events-2021-02-03.jsonl', 'date': '2021-02-03', 'count': '31417'},
 {'name': 'events-2021-02-04.jsonl', 'date': '2021-02-04', 'count': '33889'},
 {'name': 'events-2021-02-05.jsonl', 'date': '2021-02-05', 'count': '31068'},
 {'name': 'events-2021-02-06.jsonl', 'date': '2021-02-06', 'count': '18292'},
 {'name': 'events-2021-02-07.jsonl', 'date': '2021-02-07', 'count': '18778'},
 {'name': 'events-2021-02-08.jsonl', 'date': '2021-02-08', 'count': '29954'},
 {'name': 'events-2021-02-09.jsonl', 'date': '2021-02-09', 'count': '31128'},
 {'name': 'events-2021-02-10.jsonl', 'date': '2021-02-10', 'count': '31801'},
 {'name': 'events-2021-02-11.jsonl', 'date': '2021-02-11', 'count': '29554'},
 {'name': 'events-2021-02-12.jsonl', 'date': '2021-02-12', 'count': '25623'},
 {'name': 'events-2021-02-13.jsonl', 'date': '2021-02-13', 'count': '16683'},
 {'name': 'events-2021-02-14.jsonl', 'date': '2021-02-14', 'count': '16544'},
 {'name': 'events-2021-02-15.jsonl', 'date': '2021-02-15', 'count': '25451'},
 {'name': 'events-2021-02-16.jsonl', 'date': '2021-02-16', 'count': '27531'},
 {'name': 'events-2021-02-17.jsonl', 'date': '2021-02-17', 'count': '30530'},
 {'name': 'events-2021-02-18.jsonl', 'date': '2021-02-18', 'count': '30575'},
 {'name': 'events-2021-02-19.jsonl', 'date': '2021-02-19', 'count': '29578'},
 {'name': 'events-2021-02-20.jsonl', 'date': '2021-02-20', 'count': '19266'},
 {'name': 'events-2021-02-21.jsonl', 'date': '2021-02-21', 'count': '18845'},
 {'name': 'events-2021-02-22.jsonl', 'date': '2021-02-22', 'count': '31019'},
 {'name': 'events-2021-02-23.jsonl', 'date': '2021-02-23', 'count': '32607'},
 {'name': 'events-2021-02-24.jsonl', 'date': '2021-02-24', 'count': '32189'},
 {'name': 'events-2021-02-25.jsonl', 'date': '2021-02-25', 'count': '31747'},
 {'name': 'events-2021-02-26.jsonl', 'date': '2021-02-26', 'count': '27577'},
 {'name': 'events-2021-02-27.jsonl', 'date': '2021-02-27', 'count': '17780'},
 {'name': 'events-2021-02-28.jsonl', 'date': '2021-02-28', 'count': '17879'},
 {'name': 'events-2021-03-01.jsonl', 'date': '2021-03-01', 'count': '31816'},
 {'name': 'events-2021-03-02.jsonl', 'date': '2021-03-02', 'count': '34607'},
 {'name': 'events-2021-03-03.jsonl', 'date': '2021-03-03', 'count': '34120'},
 {'name': 'events-2021-03-04.jsonl', 'date': '2021-03-04', 'count': '33803'},
 {'name': 'events-2021-03-05.jsonl', 'date': '2021-03-05', 'count': '29623'},
 {'name': 'events-2021-03-06.jsonl', 'date': '2021-03-06', 'count': '18962'},
 {'name': 'events-2021-03-07.jsonl', 'date': '2021-03-07', 'count': '19141'},
 {'name': 'events-2021-03-08.jsonl', 'date': '2021-03-08', 'count': '32238'},
 {'name': 'events-2021-03-09.jsonl', 'date': '2021-03-09', 'count': '36146'},
 {'name': 'events-2021-03-10.jsonl', 'date': '2021-03-10', 'count': '40061'},
 {'name': 'events-2021-03-11.jsonl', 'date': '2021-03-11', 'count': '36820'},
 {'name': 'events-2021-03-12.jsonl', 'date': '2021-03-12', 'count': '33856'},
 {'name': 'events-2021-03-13.jsonl', 'date': '2021-03-13', 'count': '18802'},
 {'name': 'events-2021-03-14.jsonl', 'date': '2021-03-14', 'count': '6805'}]

[5]:

filenames = (db.read_text('https://archive.analytics.mybinder.org/index.jsonl')
               .map(json.loads)
               .pluck('name')
               .compute())

filenames = ['https://archive.analytics.mybinder.org/' + fn for fn in filenames]
filenames[:5]

[5]:

['https://archive.analytics.mybinder.org/events-2018-11-03.jsonl',
 'https://archive.analytics.mybinder.org/events-2018-11-04.jsonl',
 'https://archive.analytics.mybinder.org/events-2018-11-05.jsonl',
 'https://archive.analytics.mybinder.org/events-2018-11-06.jsonl',
 'https://archive.analytics.mybinder.org/events-2018-11-07.jsonl']

Create Bag of all events¶

We now create a Dask Bag around that list of URLs, and then call the json.loads function on every line to turn those lines of JSON-encoded text into Python dictionaries that can be more easily manipulated.

[6]:

events = db.read_text(filenames).map(json.loads)
events.take(2)

[6]:

({'timestamp': '2018-11-03T00:00:00+00:00',
  'schema': 'binderhub.jupyter.org/launch',
  'version': 1,
  'provider': 'GitHub',
  'spec': 'Qiskit/qiskit-tutorial/master',
  'status': 'success'},
 {'timestamp': '2018-11-03T00:00:00+00:00',
  'schema': 'binderhub.jupyter.org/launch',
  'version': 1,
  'provider': 'GitHub',
  'spec': 'ipython/ipython-in-depth/master',
  'status': 'success'})

Most Popular Binders¶

Lets do a simple frequency count to find those binders that are run the most often.

[7]:

events.pluck('spec').frequencies(sort=True).take(20)

[7]:

(('ipython/ipython-in-depth/master', 5444954),
 ('jupyterlab/jupyterlab-demo/try.jupyter.org', 1590688),
 ('jupyterlab/jupyterlab-demo/master', 1261090),
 ('binder-examples/requirements/master', 451434),
 ('ines/spacy-io-binder/live', 331339),
 ('DS-100/textbook/master', 221404),
 ('bokeh/bokeh-notebooks/master', 192616),
 ('binder-examples/r/master', 186902),
 ('ines/spacy-course/binder', 139648),
 ('ELC/8fdc0f490b3058872a7014f01416dfb6/master', 133432),
 ('explosion/spacy-io-binder/live', 122086),
 ('QuantStack/xeus-cling/stable', 121798),
 ('SamLau95/nbinteract/master', 105528),
 ('joelachance/thebelab-requirements/master', 86190),
 ('Petlja/AnalizaPodatakaGim2/master', 75301),
 ('numba/numba-examples/master', 73440),
 ('qiskit-community/qiskit-textbook/thebe-stable', 72118),
 ('rationalmatter/juno-demo-notebooks/master', 70171),
 ('binder-examples/demo-julia/master', 68388),
 ('rasahq/docs-binder/master', 63802))

Convert to Dask Dataframe¶

Finally, we can convert our bag of Python dictionaries into a Dask Dataframe, and follow up with more Pandas-like computations.

We’ll do the same computation as above, now with Pandas syntax.

[8]:

df = events.to_dataframe()
df.head()

[8]:

	timestamp	schema	version	provider	spec	status
0	2018-11-03T00:00:00+00:00	binderhub.jupyter.org/launch	1	GitHub	Qiskit/qiskit-tutorial/master	success
1	2018-11-03T00:00:00+00:00	binderhub.jupyter.org/launch	1	GitHub	ipython/ipython-in-depth/master	success
2	2018-11-03T00:00:00+00:00	binderhub.jupyter.org/launch	1	GitHub	QISKit/qiskit-tutorial/master	success
3	2018-11-03T00:01:00+00:00	binderhub.jupyter.org/launch	1	GitHub	QISKit/qiskit-tutorial/master	success
4	2018-11-03T00:01:00+00:00	binderhub.jupyter.org/launch	1	GitHub	jupyterlab/jupyterlab-demo/master	success

[9]:

df.spec.value_counts().nlargest(20).to_frame().compute()

[9]:

	spec
ipython/ipython-in-depth/master	5444954
jupyterlab/jupyterlab-demo/try.jupyter.org	1590688
jupyterlab/jupyterlab-demo/master	1261090
binder-examples/requirements/master	451434
ines/spacy-io-binder/live	331339
DS-100/textbook/master	221404
bokeh/bokeh-notebooks/master	192616
binder-examples/r/master	186902
ines/spacy-course/binder	139648
ELC/8fdc0f490b3058872a7014f01416dfb6/master	133432
explosion/spacy-io-binder/live	122086
QuantStack/xeus-cling/stable	121798
SamLau95/nbinteract/master	105528
joelachance/thebelab-requirements/master	86190
Petlja/AnalizaPodatakaGim2/master	75301
numba/numba-examples/master	73440
qiskit-community/qiskit-textbook/thebe-stable	72118
rationalmatter/juno-demo-notebooks/master	70171
binder-examples/demo-julia/master	68388
rasahq/docs-binder/master	63802

Persist in memory¶

This dataset fits nicely into memory. Lets avoid downloading data every time we do an operation and instead keep the data local in memory.

[10]:

df = df.persist()

Honestly, at this point it makes more sense to just switch to Pandas, but this is a Dask example, so we’ll continue with Dask dataframe.

Investigate providers other than Github¶

Most binders are specified as git repositories on GitHub, but not all. Lets investigate other providers.

[11]:

import urllib

[12]:

df.provider.value_counts().compute()

[12]:

GitHub        14854481
Gist            249097
Git             193597
GitLab           61867
Zenodo            1409
Hydroshare         470
Figshare           334
Dataverse          230
Name: provider, dtype: int64

[13]:

(df[df.provider == 'GitLab']
 .spec
 .map(urllib.parse.unquote, meta=('spec', object))
 .value_counts()
 .to_frame()
 .compute())

[13]:

	spec
DGothrek/ipyaggrid/binder-demo	3212
rafelyall/biology-on-the-command-line/master	2847
lfortran/web/lfortran-binder/master	2768
JC_Bonnefoy/snt_2019/master	2723
rafelyall/introduction-to-ngs/master	1815
...	...
jibe-b/sabre/master	1
jibe-b/mentorat-gender-speech-radio/tinker	1
jibe-b/masse-critique-algo/master	1
jibe-b/crowdsource-science-improvement/dev	1
1337cheatcode/gitgud/master	1

1791 rows × 1 columns

[14]:

(df[df.provider == 'Git']
 .spec
 .apply(urllib.parse.unquote, meta=('spec', object))
 .value_counts()
 .to_frame()
 .compute())

[14]:

	spec
https://jovian.ml/api/git/6213bcb90b054261b82e68a6b8c75c3f_11.git/fb8b5c097292a32d8a35281e6db69031e9e33c9c	8637
https://gitlab.gwdg.de/fuelle1/statistik.git/master	7433
https://jovian.ml/api/git/48a3164311c945628d7053812c1ce869_15.git/a6696d9684d6e695fe2b4fc98896beaf789e40c7	6833
https://jovian.ml/api/git/77bf991ec84148f191e8b573242b9c60_6.git/106c482fe6a2753e8fad4c94c5c7bf6b49169e0a	6203
https://gitlab.tubit.tu-berlin.de/dima/ISDA-SS20.git/master	6129
...	...
https://jovian.ml/api/git/96620ea001d94e03a29597280dcfa384_4.git/4e74e86962d6dd11cbf86c1b9d201bd168d0dec3	1
https://jovian.ml/api/git/96637abee70149b8b97785d8ff13b4d9_1.git/cdd0451cf8ff0cd846a7017f25e3e5397c44fb82	1
https://jovian.ml/api/git/966a5179dffa4004b684835df3babdca_1.git/22e3246cdb72f531670dd394274f0dc9b730b0e8	1
https://jovian.ml/api/git/966a5179dffa4004b684835df3babdca_8.git/46c1b994ff1c8dad98a7b98ef268589999c75fa5	1
git://github.com/timothyrenner/RungeKutta.jl.git/master	1

42501 rows × 1 columns

[ ]: