Skip to content

Latest commit

 

History

History
32 lines (26 loc) · 2.16 KB

README.md

File metadata and controls

32 lines (26 loc) · 2.16 KB
Raw

Dissertation

his folder contains the scrips that were used to implement the modelling project and the corresponding results. This file gives a brief description of each of the folders,

#Folder "eda" : It comprises 3 files used for EDA

  1. eda.py : This file lists all the functions used to carry out EDA
  2. eda_plot1.py : This file lists the fucntion to create a 2d catter plot of place_ids with respect to location using Plotly
  3. eda_plot2.py : This file lists the fucntion to create a 3d scatter plot of place_ids with respect to location and 'Hour' using Plotly

#Folder "modelling" : It comprises 3 files used for modelling

  1. knn-3-partitions.py : Primary file used for modelling. It was modified slightly for use with different data sets , i.e., holdout and test data set provided by the competition.
  2. average_precision.py : This is the script authored by Ben Hamner to implement MAP@n accuracy measures.
  3. calculate_precision.py : The average_precision.py script could not be used directly as the structure of the final results were different than what was expected. This file makes appropriate changes to the structure of the final results file and calls the function listed in average_precision.py file

#Folder "results" : It lists all the required and auxiliary results placeids-1km-holdout.csv : Final prediction list generated for holdout set of 1km grid placeids-1km-test.csv : Final prediction list generated for test set of 1km grid placeids-1km-validate.csv : Final prediction list generated for validation set of 1km grid placeids-250m-holdout.csv : Final prediction list generated for holdout set of 250m grid placeids-250m-test.csv : Final prediction list generated for test set of 250m grid placeids-250m-validate.csv : Final prediction list generated for validation set of 250m grid results-1km-holdout.txt : Summary of results of the holdout set, 1km grid results-1km-validate.txt : Summary of results of validate set, 1km grid results-250m-holdout.txt : Summary of results of holdout set, 250m grid results-250m-validate.txt : Summary of results of validate set, 250m grid Sub folder auxiliary-results : Lists three files with summary of results with 3 other grids