diff options
Diffstat (limited to 'data_analysis')
| -rw-r--r-- | data_analysis/maps.py | 27 |
1 files changed, 14 insertions, 13 deletions
diff --git a/data_analysis/maps.py b/data_analysis/maps.py index 991f279..2912c8d 100644 --- a/data_analysis/maps.py +++ b/data_analysis/maps.py @@ -1,18 +1,17 @@ import cPickle -import scipy import numpy as np import matplotlib.pyplot as plt import data +from data.hdf5 import taxi_it def compute_number_coordinates(): - train_it = data.train_it() # Count the number of coordinates n_coordinates = 0 - for ride in train_it: - n_coordinates += len(ride[-1]) + for ride in taxi_it('train'): + n_coordinates += len(ride['latitude']) print n_coordinates return n_coordinates @@ -25,15 +24,16 @@ def extract_coordinates(n_coordinates=None): n_coordinates = compute_number_coordinates() coordinates = np.zeros((n_coordinates, 2), dtype="float32") - train_it = data.train_it() c = 0 - for ride in train_it: - for point in ride[-1]: + for ride in taxi_it('train'): + for point in zip(ride['latitude'], ride['longitude']): coordinates[c] = point c += 1 - cPickle.dump(coordinates, open(data.DATA_PATH + "/coordinates_array.pkl", "wb")) + print c + + cPickle.dump(coordinates, open(data.path + "/coordinates_array.pkl", "wb")) def draw_map(coordinates, xrg, yrg): @@ -43,13 +43,14 @@ def draw_map(coordinates, xrg, yrg): hist, xx, yy = np.histogram2d(coordinates[:, 0], coordinates[:, 1], bins=2000, range=[xrg, yrg]) plt.imshow(np.log(hist)) - plt.savefig(data.DATA_PATH + "/analysis/xyhmap2.png") + plt.gca().invert_yaxis() + plt.savefig(data.path + "/analysis/xyhmap2.png") if __name__ == "__main__": - # extract_coordinates(n_coordinates=83360928) + extract_coordinates(n_coordinates=83409386) - coordinates = cPickle.load(open(data.DATA_PATH + "/coordinates_array.pkl", "rb")) - xrg = [-8.75, -8.55] - yrg = [41.05, 41.25] + coordinates = cPickle.load(open(data.path + "/coordinates_array.pkl", "rb")) + xrg = [41.05, 41.25] + yrg = [-8.75, -8.55] draw_map(coordinates, xrg, yrg) |