Commit 44060889b7cb301838ffdb16f60110216e857ba3
1 parent
e403ed5fb6
Exists in
master
allow the user to plot points on space (2d or 3d), coloring these with respect t…
…o the character label
Showing 1 changed file with 62 additions and 0 deletions Inline Diff
scripts/plot/plot-character.py
| File was created | 1 | ||
| 2 | import matplotlib.pyplot as plt | ||
| 3 | import numpy as np | ||
| 4 | import pandas as pd | ||
| 5 | import argparse | ||
| 6 | from os.path import isfile | ||
| 7 | from volia.data_io import read_features, read_lst | ||
| 8 | |||
| 9 | |||
| 10 | if __name__ == "__main__": | ||
| 11 | # Argparse | ||
| 12 | parser = argparse.ArgumentParser(description="Plot points with color for each character") | ||
| 13 | parser.add_argument("--features", type=str, help="features file path") | ||
| 14 | parser.add_argument("--utt2char", type=str, help="char2utt file path") | ||
| 15 | parser.add_argument("--sublist", type=str, default=None, help="white list of ids to take into account") | ||
| 16 | parser.add_argument("--outfile", default="out.pdf", type=str, help="") | ||
| 17 | parser.add_argument("--title", default="Example of plot", type=str, help="Specify the title") | ||
| 18 | args = parser.parse_args() | ||
| 19 | |||
| 20 | # List of assertions | ||
| 21 | assert args.features, "Need to specify features option" | ||
| 22 | assert args.utt2char, "Need to specify char2utt option file" | ||
| 23 | assert isfile(args.features), "Features path should point to a file" | ||
| 24 | assert isfile(args.utt2char), "char2utt path should point to a file" | ||
| 25 | if args.sublist is not None: | ||
| 26 | assert isfile(args.sublist), "sublist path should point to a file" | ||
| 27 | |||
| 28 | |||
| 29 | id_to_features = read_features(args.features) | ||
| 30 | |||
| 31 | ids = [] | ||
| 32 | if args.sublist is not None: | ||
| 33 | print("Using sublist") | ||
| 34 | list_ids = read_lst(args.sublist) | ||
| 35 | ids = [ key for key in list_ids.keys() ] | ||
| 36 | else: | ||
| 37 | ids = [ key for key in id_to_features.keys() ] | ||
| 38 | |||
| 39 | utt2char = read_lst(args.utt2char) | ||
| 40 | |||
| 41 | features = [ id_to_features[id_] for id_ in ids ] | ||
| 42 | features = np.vstack(features) | ||
| 43 | |||
| 44 | characters_list = [ utt2char[id_][0] for id_ in ids ] | ||
| 45 | |||
| 46 | features_T = features.transpose() | ||
| 47 | print("Number of characters: ", len(np.unique(characters_list))) | ||
| 48 | df = pd.DataFrame(dict( | ||
| 49 | x=features_T[0], | ||
| 50 | y=features_T[1], | ||
| 51 | character=characters_list)) | ||
| 52 | |||
| 53 | groups = df.groupby('character') | ||
| 54 | |||
| 55 | # Plot | ||
| 56 | fig, ax = plt.subplots() | ||
| 57 | |||
| 58 | for character, group in groups: | ||
| 59 | p = ax.plot(group.x, group.y, marker='o', linestyle='', ms=1, label=character) | ||
| 60 | ax.legend() | ||
| 61 | plt.savefig(args.outfile) | ||
| 62 | print("Your plot is saved well (no check of this affirmation)") | ||
| 63 |