From c67022d474a230a9db556910a2cec257653afdd1 Mon Sep 17 00:00:00 2001 From: "Azalea (on HyDEV-Daisy)" Date: Fri, 25 Mar 2022 23:51:59 -0400 Subject: [PATCH] [O] Fix tilt --- experiment/statistics.py | 41 +++++++++++++++++++++++++++++++++--- results/tilt-data.json | 2 +- results/vox1_data.json | 1 + results/vox1_kde_curves.json | 1 + sgs/data/vox1_data.json | 3 +-- 5 files changed, 42 insertions(+), 6 deletions(-) create mode 100644 results/vox1_data.json create mode 100644 results/vox1_kde_curves.json diff --git a/experiment/statistics.py b/experiment/statistics.py index 8a509ec..04392cf 100644 --- a/experiment/statistics.py +++ b/experiment/statistics.py @@ -19,8 +19,11 @@ import seaborn as sns import tqdm from matplotlib.patches import Patch -from calculations import calculate_tilt, calculate_freq_info, FrequencyStats, calc_col_stats, calculate_freq_statistics, \ +from sgs.calculations import calculate_tilt, calculate_freq_info, FrequencyStats, calc_col_stats, calculate_freq_statistics, \ Statistics +from scipy.stats import gaussian_kde + +import sgs ASAB = Literal['f', 'm'] COLOR_PINK = '#F5A9B8' @@ -223,7 +226,7 @@ def collect_visualize_freq(): # Write JSON data = {val: {'f': f_means[:, i].tolist(), 'm': m_means[:, i].tolist()} for i, val in enumerate(['Pitch', 'F1', 'F2', 'F3'])} - Path('results/vox1_data.json').write_text(json.dumps(data), 'utf-8') + Path('results/frequency-data.json').write_text(json.dumps(data), 'utf-8') def collect_visualize_tilt(): @@ -272,6 +275,36 @@ def collect_visualize_tilt(): Path('results/tilt-data.json').write_text(json.dumps(data), 'utf-8') +def combine_results(): + data = {**json.loads(Path('results/frequency-data.json').read_text()), + **json.loads(Path('results/tilt-data.json').read_text())} + data = {k.lower(): data[k] for k in data} + Path('results/vox1_data.json').write_text(json.dumps(data)) + + +def generate_js_data_curve(resolution: int = 50): + """ + Generate KDE curve for JS visualization + + :return: KDE curves + """ + data = json.loads(Path('results/vox1_data.json').read_text()) + data = {f.lower(): data[f] for f in data} + kdes = sgs.api.load_kde() + result = {} + for feature in kdes: + for gender in ['f', 'm']: + kde: gaussian_kde = kdes[feature][gender] + mi = min(data[feature][gender]) + ma = max(data[feature][gender]) + x = np.linspace(mi, ma, num=resolution) + y = kde.evaluate(x) + if feature not in result: + result[feature] = {} + result[feature][gender] = [[round(n, 1) for n in x], [round(n, 6) for n in y]] + Path('results/vox1_kde_curves.json').write_text(json.dumps(result)) + + if __name__ == '__main__': vox_celeb_dir = Path('../Datasets/VoxCeleb1/wav') agab = load_vox_celeb_asab_dict(vox_celeb_dir.joinpath('../vox1_meta.csv')) @@ -297,8 +330,10 @@ if __name__ == '__main__': # call_id_vox_celeb(combine_id_tilt) # 3. Collect statistics and draw visualizations - collect_visualize_tilt() + # collect_visualize_tilt() # print(calculate_freq_info(parselmouth.Sound('../00001.wav'))) # print(calculate_freq_info(parselmouth.Sound('D:/Downloads/Vowels-Extract-Z-44kHz.flac'))) # print(calculate_freq_info(parselmouth.Sound('D:/Downloads/Vowels-Azalea.flac'))) + combine_results() + generate_js_data_curve() diff --git a/results/tilt-data.json b/results/tilt-data.json index 2302e75..94dea3d 100644 --- a/results/tilt-data.json +++ b/results/tilt-data.json @@ -1 +1 @@ -{"tilt": {"f": [-0.28458779819625407, -0.38470270669681683, -0.42829341612092897, -0.43614772718237715, -0.3634373267829321, -0.37564667917448885, -0.3694582617957153, -0.3775381124053117, -0.36872978699116676, -0.32007600475832704, -0.323481255661735, -0.23580578817165349, -0.3937124751007052, -0.36199382419692844, -0.3667746964302709, -0.3221294983145215, -0.35896450995226115, -0.3490997582490784, -0.47539868476094116, -0.3665960210670154, 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