This repository is a submission for the MathPix take home challenge. The goal is to develop a pipeline that can generate synthesized images containing normal distribution data which is to be extracted and stored in a CSV file format. The synthesized data has the following conditions:
- The rows and columns may not always be in the same place
- The font style, size, and weight may vary
- After points, the other stats may have different orderings and some may not always be included
- The title may vary in content and placement
- data is normally distrbuted
git clone git@github.com:IamShubhamGupto/I2CSV.git
cd I2CSV
conda env create -f environment.yml
cd scripts
conda activate py310
python generate_synth.py -h
usage: generate_synth.py [-h] [--size SIZE] [--num_sheets NUM_SHEETS]
[--mean_point MEAN_POINT]
[--stddev_point STDDEV_POINT]
[--mean_rebound MEAN_REBOUND]
[--stddev_rebound STDDEV_REBOUND]
[--mean_assist MEAN_ASSIST]
[--stddev_assist STDDEV_ASSIST]
[--mean_steal MEAN_STEAL]
[--stddev_steal STDDEV_STEAL]
[--mean_block MEAN_BLOCK]
[--stddev_block STDDEV_BLOCK]
[--mean_turnover MEAN_TURNOVER]
[--stddev_turnover STDDEV_TURNOVER]
[--mean_foul MEAN_FOUL]
[--stddev_foul STDDEV_FOUL]
Generate synthetic data.
options:
-h, --help show this help message and exit
--size SIZE number of players per sheet
--num_sheets NUM_SHEETS
number of sheets to generate
--mean_point MEAN_POINT
mean points value
--stddev_point STDDEV_POINT
standard deviation points value
--mean_rebound MEAN_REBOUND
mean rebounds value
--stddev_rebound STDDEV_REBOUND
standard deviation rebound value
--mean_assist MEAN_ASSIST
mean assists value
--stddev_assist STDDEV_ASSIST
standard deviation assists value
--mean_steal MEAN_STEAL
mean steal value
--stddev_steal STDDEV_STEAL
standard deviation steal value
--mean_block MEAN_BLOCK
mean blocks value
--stddev_block STDDEV_BLOCK
standard deviation blocks value
--mean_turnover MEAN_TURNOVER
mean blocks value
--stddev_turnover STDDEV_TURNOVER
standard deviation blocks value
--mean_foul MEAN_FOUL
mean fouls value
--stddev_foul STDDEV_FOUL
standard deviation blocks value
I use pre-commit to keep the notebooks clean. In order to use pre-commit, run the following command in the repo top-level directory: The pre commit
$ pre-commit installAt this point, pre-commit will automatically be run every time you make a commit.
Note This repository was tested and built on an M1 MacBook Pro.
To update conda environment files:
Linux or Mac
conda env export --no-builds | grep -v "prefix" > environment.ymlWindows
conda env export --no-builds | findstr -v "prefix" > environment.yml