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 44341 instead
warnings.warn(
[2]:
Client
|
Cluster
|
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'},
{'name': 'events-2019-06-03.jsonl', 'date': '2019-06-03', 'count': '9141'},
{'name': 'events-2019-06-04.jsonl', 'date': '2019-06-04', 'count': '14414'},
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{'name': 'events-2020-09-25.jsonl', 'date': '2020-09-25', 'count': '24738'},
{'name': 'events-2020-09-26.jsonl', 'date': '2020-09-26', 'count': '18691'},
{'name': 'events-2020-09-27.jsonl', 'date': '2020-09-27', 'count': '18554'},
{'name': 'events-2020-09-28.jsonl', 'date': '2020-09-28', 'count': '25137'},
{'name': 'events-2020-09-29.jsonl', 'date': '2020-09-29', 'count': '26615'},
{'name': 'events-2020-09-30.jsonl', 'date': '2020-09-30', 'count': '26129'},
{'name': 'events-2020-10-01.jsonl', 'date': '2020-10-01', 'count': '25285'},
{'name': 'events-2020-10-02.jsonl', 'date': '2020-10-02', 'count': '21384'},
{'name': 'events-2020-10-03.jsonl', 'date': '2020-10-03', 'count': '15914'},
{'name': 'events-2020-10-04.jsonl', 'date': '2020-10-04', 'count': '16228'},
{'name': 'events-2020-10-05.jsonl', 'date': '2020-10-05', 'count': '25652'},
{'name': 'events-2020-10-06.jsonl', 'date': '2020-10-06', 'count': '26980'},
{'name': 'events-2020-10-07.jsonl', 'date': '2020-10-07', 'count': '27229'},
{'name': 'events-2020-10-08.jsonl', 'date': '2020-10-08', 'count': '25918'},
{'name': 'events-2020-10-09.jsonl', 'date': '2020-10-09', 'count': '23370'},
{'name': 'events-2020-10-10.jsonl', 'date': '2020-10-10', 'count': '17679'},
{'name': 'events-2020-10-11.jsonl', 'date': '2020-10-11', 'count': '16363'},
{'name': 'events-2020-10-12.jsonl', 'date': '2020-10-12', 'count': '25224'},
{'name': 'events-2020-10-13.jsonl', 'date': '2020-10-13', 'count': '26939'},
{'name': 'events-2020-10-14.jsonl', 'date': '2020-10-14', 'count': '26821'},
{'name': 'events-2020-10-15.jsonl', 'date': '2020-10-15', 'count': '27077'},
{'name': 'events-2020-10-16.jsonl', 'date': '2020-10-16', 'count': '23718'},
{'name': 'events-2020-10-17.jsonl', 'date': '2020-10-17', 'count': '17236'},
{'name': 'events-2020-10-18.jsonl', 'date': '2020-10-18', 'count': '17244'},
{'name': 'events-2020-10-19.jsonl', 'date': '2020-10-19', 'count': '26838'},
{'name': 'events-2020-10-20.jsonl', 'date': '2020-10-20', 'count': '26621'},
{'name': 'events-2020-10-21.jsonl', 'date': '2020-10-21', 'count': '26310'},
{'name': 'events-2020-10-22.jsonl', 'date': '2020-10-22', 'count': '25589'},
{'name': 'events-2020-10-23.jsonl', 'date': '2020-10-23', 'count': '22069'},
{'name': 'events-2020-10-24.jsonl', 'date': '2020-10-24', 'count': '16169'},
{'name': 'events-2020-10-25.jsonl', 'date': '2020-10-25', 'count': '15763'},
{'name': 'events-2020-10-26.jsonl', 'date': '2020-10-26', 'count': '24497'},
{'name': 'events-2020-10-27.jsonl', 'date': '2020-10-27', 'count': '26120'},
{'name': 'events-2020-10-28.jsonl', 'date': '2020-10-28', 'count': '25567'},
{'name': 'events-2020-10-29.jsonl', 'date': '2020-10-29', 'count': '24149'},
{'name': 'events-2020-10-30.jsonl', 'date': '2020-10-30', 'count': '20340'},
{'name': 'events-2020-10-31.jsonl', 'date': '2020-10-31', 'count': '16525'},
{'name': 'events-2020-11-01.jsonl', 'date': '2020-11-01', 'count': '17515'},
{'name': 'events-2020-11-02.jsonl', 'date': '2020-11-02', 'count': '24385'},
{'name': 'events-2020-11-03.jsonl', 'date': '2020-11-03', 'count': '26967'},
{'name': 'events-2020-11-04.jsonl', 'date': '2020-11-04', 'count': '25831'},
{'name': 'events-2020-11-05.jsonl', 'date': '2020-11-05', 'count': '26722'},
{'name': 'events-2020-11-06.jsonl', 'date': '2020-11-06', 'count': '24230'},
{'name': 'events-2020-11-07.jsonl', 'date': '2020-11-07', 'count': '16709'},
{'name': 'events-2020-11-08.jsonl', 'date': '2020-11-08', 'count': '18384'},
{'name': 'events-2020-11-09.jsonl', 'date': '2020-11-09', 'count': '28734'},
{'name': 'events-2020-11-10.jsonl', 'date': '2020-11-10', 'count': '28487'},
{'name': 'events-2020-11-11.jsonl', 'date': '2020-11-11', 'count': '25689'},
{'name': 'events-2020-11-12.jsonl', 'date': '2020-11-12', 'count': '27097'},
{'name': 'events-2020-11-13.jsonl', 'date': '2020-11-13', 'count': '24105'},
{'name': 'events-2020-11-14.jsonl', 'date': '2020-11-14', 'count': '16695'},
{'name': 'events-2020-11-15.jsonl', 'date': '2020-11-15', 'count': '17842'},
{'name': 'events-2020-11-16.jsonl', 'date': '2020-11-16', 'count': '25788'},
{'name': 'events-2020-11-17.jsonl', 'date': '2020-11-17', 'count': '26208'},
{'name': 'events-2020-11-18.jsonl', 'date': '2020-11-18', 'count': '27253'},
{'name': 'events-2020-11-19.jsonl', 'date': '2020-11-19', 'count': '27537'},
{'name': 'events-2020-11-20.jsonl', 'date': '2020-11-20', 'count': '24269'},
{'name': 'events-2020-11-21.jsonl', 'date': '2020-11-21', 'count': '17915'},
{'name': 'events-2020-11-22.jsonl', 'date': '2020-11-22', 'count': '18785'},
{'name': 'events-2020-11-23.jsonl', 'date': '2020-11-23', 'count': '28852'},
{'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'},
{'name': 'events-2020-11-28.jsonl', 'date': '2020-11-28', 'count': '16683'},
{'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'},
{'name': 'events-2020-12-14.jsonl', 'date': '2020-12-14', 'count': '26870'},
{'name': 'events-2020-12-15.jsonl', 'date': '2020-12-15', 'count': '26071'},
{'name': 'events-2020-12-16.jsonl', 'date': '2020-12-16', 'count': '25487'},
{'name': 'events-2020-12-17.jsonl', 'date': '2020-12-17', 'count': '24194'},
{'name': 'events-2020-12-18.jsonl', 'date': '2020-12-18', 'count': '20513'},
{'name': 'events-2020-12-19.jsonl', 'date': '2020-12-19', 'count': '14808'},
{'name': 'events-2020-12-20.jsonl', 'date': '2020-12-20', 'count': '14717'},
{'name': 'events-2020-12-21.jsonl', 'date': '2020-12-21', 'count': '20479'},
{'name': 'events-2020-12-22.jsonl', 'date': '2020-12-22', 'count': '18955'},
{'name': 'events-2020-12-23.jsonl', 'date': '2020-12-23', 'count': '17169'},
{'name': 'events-2020-12-24.jsonl', 'date': '2020-12-24', 'count': '14274'},
{'name': 'events-2020-12-25.jsonl', 'date': '2020-12-25', 'count': '11374'},
{'name': 'events-2020-12-26.jsonl', 'date': '2020-12-26', 'count': '12763'},
{'name': 'events-2020-12-27.jsonl', 'date': '2020-12-27', 'count': '13109'},
{'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'},
{'name': 'events-2021-01-14.jsonl', 'date': '2021-01-14', 'count': '4725'}]
[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', 4897973),
('jupyterlab/jupyterlab-demo/try.jupyter.org', 1589899),
('jupyterlab/jupyterlab-demo/master', 943072),
('binder-examples/requirements/master', 427336),
('ines/spacy-io-binder/live', 331252),
('DS-100/textbook/master', 221404),
('bokeh/bokeh-notebooks/master', 181586),
('binder-examples/r/master', 172783),
('ines/spacy-course/binder', 125331),
('ELC/8fdc0f490b3058872a7014f01416dfb6/master', 123049),
('QuantStack/xeus-cling/stable', 112893),
('explosion/spacy-io-binder/live', 112832),
('SamLau95/nbinteract/master', 96262),
('joelachance/thebelab-requirements/master', 69359),
('rationalmatter/juno-demo-notebooks/master', 69281),
('numba/numba-examples/master', 67561),
('rasahq/docs-binder/master', 63664),
('binder-examples/demo-julia/master', 60511),
('Petlja/AnalizaPodatakaGim2/master', 58843),
('ELC/380e584b87227b15727ec886223d9d4a/master', 51461))
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 | 4897973 |
| jupyterlab/jupyterlab-demo/try.jupyter.org | 1589899 |
| jupyterlab/jupyterlab-demo/master | 943072 |
| binder-examples/requirements/master | 427336 |
| ines/spacy-io-binder/live | 331252 |
| DS-100/textbook/master | 221404 |
| bokeh/bokeh-notebooks/master | 181586 |
| binder-examples/r/master | 172783 |
| ines/spacy-course/binder | 125331 |
| ELC/8fdc0f490b3058872a7014f01416dfb6/master | 123049 |
| QuantStack/xeus-cling/stable | 112893 |
| explosion/spacy-io-binder/live | 112832 |
| SamLau95/nbinteract/master | 96262 |
| joelachance/thebelab-requirements/master | 69359 |
| rationalmatter/juno-demo-notebooks/master | 69281 |
| numba/numba-examples/master | 67561 |
| rasahq/docs-binder/master | 63664 |
| binder-examples/demo-julia/master | 60511 |
| Petlja/AnalizaPodatakaGim2/master | 58843 |
| ELC/380e584b87227b15727ec886223d9d4a/master | 51461 |
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 13327032
Gist 223847
Git 183692
GitLab 57289
Zenodo 1276
Hydroshare 462
Figshare 316
Dataverse 202
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 | 2914 |
| rafelyall/biology-on-the-command-line/master | 2808 |
| JC_Bonnefoy/snt_2019/master | 2641 |
| lfortran/web/lfortran-binder/master | 2609 |
| rafelyall/introduction-to-ngs/master | 1779 |
| ... | ... |
| jmduarte1/rta-workshop/master | 1 |
| jibe-b/toupie-data-store/master | 1 |
| jibe-b/sens-de-la-vie-workflow-brouillon-tests-tuto/dev | 1 |
| jibe-b/sabre/master | 1 |
| 1337cheatcode/gitgud/master | 1 |
1618 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://jovian.ml/api/git/48a3164311c945628d7053812c1ce869_15.git/a6696d9684d6e695fe2b4fc98896beaf789e40c7 | 6833 |
| https://gitlab.gwdg.de/fuelle1/statistik.git/master | 6622 |
| https://jovian.ml/api/git/77bf991ec84148f191e8b573242b9c60_6.git/106c482fe6a2753e8fad4c94c5c7bf6b49169e0a | 6203 |
| https://gitlab.tubit.tu-berlin.de/dima/ISDA-SS20.git/master | 6125 |
| ... | ... |
| https://jovian.ml/api/git/96ecde39fd8d4ad192a3af48072bbf8b_7.git/c31ba96eec454d628eaa34eb0b8e005698b7504d | 1 |
| https://jovian.ml/api/git/96eef1db33ec4da592db54cfc7a2ac4f_2.git/1a7f8b82ac715167bd48d18a4bcfd9ed50a0be50 | 1 |
| https://jovian.ml/api/git/96eef1db33ec4da592db54cfc7a2ac4f_7.git/daffd374c10a4cd0fd7e93d1a3d23a2a4c36f53a | 1 |
| https://jovian.ml/api/git/96f1f915b70947b5afdf29e2d171164a_1.git/cc8fda8f9fd45e0bf67a777f05f4b96be8317771 | 1 |
| git://github.com/timothyrenner/RungeKutta.jl.git/master | 1 |
42205 rows × 1 columns
[ ]: