Infer information about local hotspots.
The examples below were created using a collection of 196,318 tweets within Denton County from Tue Feb 12 to Wed Apr 10. The data was collected using bwbaugh/twitter-corpus.
The first time you run any script it will create a configuration file
named inferhotspot.ini
, and you will be asked to edit it.
Because of the way Twitter matches location bounding boxes, we must first filter the tweets as part of a preprocessing step in order to make sure every tweet has a geocoded-point and is within our defined bounding box.
Run using the command: python -m inferhotspot.filter
Configuration file settings:
- Section:
[filter]
process_directory
: The directory containing bz2-archive files. Each line of the uncompressed file must be a JSON encoded tweet.output
: The filename of the uncompressed file to save the combined tweets. This file will be saved to the current working directory.
- Section:
[place]
box
: JSON encoded flat-list containing a pair of longitude and latitude pairs, with the southwest corner of the bounding box coming first.
Run using the command: python -m inferhotspot.plot
If the data hasn't been preprocessed to include only those tweets that
are geocded with using a coordinates-point---and that point falls within
the bounding box---then you will first need to use the filter.py
script to preprocess your data.
- Section:
[place]
box
: JSON encoded flat-list containing a pair of longitude and latitude pairs, with the southwest corner of the bounding box coming first.name
: The place name of the boundingbox
.
- Section:
[plot]
path
: The directory containing bz2-archive file of filtered tweets.archive
: The filename of the bz2-archive of filtered tweets. Each line of the uncompressed file must be a JSON encoded tweet.
You do not need to install the package in order to use it, however if you choose to install then use one of the options below. Otherwise your current working directory must be the parent of the inferhotspot package.
python setup.py install
To install in development mode, which creates a symlink to the current directory so that the source can be modified or updated in-place, use:
python setup.py develop
And to remove the symlink:
python setup.py develop -u
pip install .
To uninstall:
pip uninstall inferhotspot