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Analysis and transport mode classification of the GeoLife GPS Trajectories Dataset

Python 17.43% Shell 0.02% Jupyter Notebook 82.54%

beijing-trajectories-project's Introduction

Beijing-Trajectories-Project

Mode of transport classification using GeoLife GPS Trajectories Dataset (which can be found here: https://www.microsoft.com/en-us/research/publication/geolife-gps-trajectory-dataset-user-guide/)

Classification notebook

Scripts contained in the 'Cleaning' directory are to convert the raw data files into a useable format (e.g. converting lat/long to cartesian metres, splitting up trajectories by their labels).

The most important scripts for preprocessing:

userAnalysis.py - contains a class which represents a single user. Has methods for analysis of that user's trajectories

trajAnalysis.py - contains a class which represents a single trajectory. Has methods for analysis of that trajectory

generalAnalysis.py - contains functions for creating plots of different quantities using the user and trajectory classes

The Jupyter notebooks in Exploratory Analysis contain a summary of the findings as well as a few justifications for initial decisions such as deciding the position of the origin and the sampling rate.

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beijing-trajectories-project's Issues

where is the file located?

i want to test cnn classified
labelled_traj_imgs_32x32_X.npy

file not exists

Can you provide the file labelled_traj_imgs_32x32_X.npy and labelled_traj_imgs_32x32_Y.npy

where is the file located?

i want to test CNNClassifier.py
But this code return error like
IOError: [Errno 2] No such file or directory: '../Metadata/labelled_traj_imgs_32x32_X.npy'

Not setup.cfg

missing setup.cfg and some other files npy. not working proper this package

About file lack

FileNotFoundError: [Errno 2] No such file or directory: '../Metadata/labelled_traj_imgs_32x32_X.npy'
Can you provide the file labelled_traj_imgs_32x32_X.npy and labelled_traj_imgs_32x32_Y.npy

ModuleNotFoundError: No module named 'nolds'

ModuleNotFoundError Traceback (most recent call last)
in
1 from chooseTraj import randTraj
----> 2 from trajAnalysis import trajectory

D:\myscripts\Beijing-Trajectories-Project-master\Classification\trajAnalysis.py in
7 import numpy as np
8 import matplotlib.pyplot as plt
----> 9 from nolds import corr_dim, hurst_rs, dfa
10 from Scripts.resample import resampleTraj
11 from sklearn import metrics

ModuleNotFoundError: No module named 'nolds'

Where is the modules ‘nolds’ and ’tqdm‘？

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