From 2c9c65ead06676d15d5c387347889629aa3be07f Mon Sep 17 00:00:00 2001 From: PrathamSoni Date: Wed, 12 May 2021 22:14:11 -0400 Subject: [PATCH] graphs --- utils/graphs.py | 187 ++++++++++++++++++++++++++++++++++ utils/output/demographics.png | Bin 0 -> 87998 bytes utils/output/heart.png | Bin 0 -> 88477 bytes utils/output/lung.png | Bin 0 -> 78311 bytes 4 files changed, 187 insertions(+) create mode 100644 utils/graphs.py create mode 100644 utils/output/demographics.png create mode 100644 utils/output/heart.png create mode 100644 utils/output/lung.png diff --git a/utils/graphs.py b/utils/graphs.py new file mode 100644 index 0000000..1da1481 --- /dev/null +++ b/utils/graphs.py @@ -0,0 +1,187 @@ +import plotly.express as px +from plotly.subplots import make_subplots +import plotly.graph_objects as go +import pandas as pd +import matplotlib.pyplot as plt +import plotly.io as pio +pio.templates.default = "simple_white" + +data = [['Baseline', '10%', 'linear', .664, .032], + ['Supervised', '10%', 'fine-tune', .773, .0345], + ['Supervised (Full)', '10%', 'fine-tune', .889, .024], + ['Baseline', '100%', 'linear', .803, .043], + ['Supervised', '100%', 'fine-tune', .930, .025], + ['Supervised (Full)', '100%', 'fine-tune', .929, .021], + + ['Spectrogram', '10%', 'fine-tune', .756, .0275], + ['Spectrogram + Split', '10%', 'fine-tune', .787, .037], + ['Frequency Only', '10%', 'fine-tune', .792, .0265], + ['Split', '10%', 'fine-tune', .797, .032], + ['Time Only', '10%', 'fine-tune', .857, .0285], + + ['Spectrogram', '100%', 'fine-tune', .920, .027], + ['Spectrogram + Split', '100%', 'fine-tune', .924, .027], + ['Frequency Only', '100%', 'fine-tune', .925, .025], + ['Split', '100%', 'fine-tune', .927, .0255], + ['Time Only', '100%', 'fine-tune', .927, .025], + + ['Spectrogram', '10%', 'linear', .660, .0375], + ['Frequency Only', '10%', 'linear', .666, .0165], + ['Spectrogram + Split', '10%', 'linear', .752, .038], + ['Split', '10%', 'linear', .744, .0335], + ['Time Only', '10%', 'linear', .808, .033], + + ['Spectrogram', '100%', 'linear', .766, .043], + ['Frequency Only', '100%', 'linear', .782, .041], + ['Spectrogram + Split', '100%', 'linear', .795, .0385], + ['Split', '100%', 'linear', .807, .0435], + ['Time Only', '100%', 'linear', .874, .032], + ] + +fig = make_subplots(cols=2) +metrics_df = pd.DataFrame(data, columns=['Runs', 'data', 'type', 'AUC', 'ci_95']) +data = metrics_df[metrics_df['type'] == 'linear'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Baseline' in name) else f'rgb({250 - 10 * i},0,0)' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Baseline' in name) else f'rgb({200 - 10 * i},0,0)' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=1, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=1, marker=dict(color=color100)) +data = metrics_df[metrics_df['type'] == 'fine-tune'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Supervised' in name) else f'rgb({250 - 10 * i},0,0)' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Supervised' in name) else f'rgb({200 - 10 * i},0,0)' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=2, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=2, marker=dict(color=color100)) +fig.update_yaxes(title_text="AUC", range=[0, 1], row=1, col=1) +fig.update_yaxes(title_text="", range=[0, 1], row=1, col=2) +fig.update_xaxes(title_text='Linear Evaluation', row=1, col=1) +fig.update_xaxes(title_text='Fine-Tune Evaluation', row=1, col=2) +#fig.show() +fig.write_image('output/heart.png', width=1500, height=800) + +data = [['Baseline', '10%', 'linear', .512, .026], + ['Supervised', '10%', 'fine-tune', .628, .044], + ['Supervised (Full)', '10%', 'fine-tune', .687, .047], + ['Baseline', '100%', 'linear', .516, .048], + ['Supervised', '100%', 'fine-tune', .69, .059], + ['Supervised (Full)', '100%', 'fine-tune', .71, .0595], + + ['Split', '10%', 'fine-tune', .562, .054], + ['Time Only', '10%', 'fine-tune', .627, .0565], + ['Spectrogram + Split', '10%', 'fine-tune', .562, .0505], + ['Frequency Only', '10%', 'fine-tune', .618, .0515], + ['Spectrogram', '10%', 'fine-tune', .633, .0575], + + ['Split', '100%', 'fine-tune', .584, .063], + ['Time Only', '100%', 'fine-tune', .627, .0595], + ['Spectrogram + Split', '100%', 'fine-tune', .65, .066], + ['Frequency Only', '100%', 'fine-tune', .671, .0595], + ['Spectrogram', '100%', 'fine-tune', .691, .065], + + ['Split', '10%', 'linear', .558, .028], + ['Spectrogram + Split', '10%', 'linear', .533, .035], + ['Time Only', '10%', 'linear', .643, .0485], + ['Frequency Only', '10%', 'linear', .649, .0415], + ['Spectrogram', '10%', 'linear', .652, .0535], + + ['Split', '100%', 'linear', .552, .052], + ['Spectrogram + Split', '100%', 'linear', .609, .0595], + ['Time Only', '100%', 'linear', .654, .06], + ['Frequency Only', '100%', 'linear', .656, .058], + ['Spectrogram', '100%', 'linear', .659, .058], + + ] + +fig = make_subplots(cols=2) +metrics_df = pd.DataFrame(data, columns=['Runs', 'data', 'type', 'AUC', 'ci_95']) +data = metrics_df[metrics_df['type'] == 'linear'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Baseline' in name) else f'rgb(0,0,{250 - 10 * i})' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Baseline' in name) else f'rgb(0,0,{180 - 10 * i})' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=1, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=1, marker=dict(color=color100)) +data = metrics_df[metrics_df['type'] == 'fine-tune'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Supervised' in name) else f'rgb(0,0,{250 - 10 * i})' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Supervised' in name) else f'rgb(0,0,{180 - 10 * i})' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=2, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=2, marker=dict(color=color100)) +fig.update_yaxes(title_text="AUC", range=[0, 1], row=1, col=1) +fig.update_yaxes(title_text="", range=[0, 1], row=1, col=2) +fig.update_xaxes(title_text='Linear Evaluation', row=1, col=1) +fig.update_xaxes(title_text='Fine-Tune Evaluation', row=1, col=2) +#fig.show() +fig.write_image('output/lung.png', width=1500, height=800) + +data = [ + ['Pos. Sim. Age', '10%', 'fine-tune', .665, .055], + ['Pos. Dif. Loc.', '10%', 'fine-tune', .681, .0595], + ['Pos. Same Loc.', '10%', 'fine-tune', .678, .057], + ['Pos. Same Loc./Neg. Same Loc.', '10%', 'fine-tune', .732, .052], + ['Neg. Sim. Sex', '10%', 'fine-tune', .754, .0515], + ['Neg. Sim. Age', '10%', 'fine-tune', .782, .0465], + ['Neg. Sim. Age + Sex', '10%', 'fine-tune', .822, .036], + + ['Pos. Sim. Age', '100%', 'fine-tune', .695, .057], + ['Pos. Dif. Loc.', '100%', 'fine-tune', .702, .0605], + ['Pos. Same Loc.', '100%', 'fine-tune', .692, .0615], + ['Pos. Same Loc./Neg. Same Loc.', '100%', 'fine-tune', .768, .0505], + ['Neg. Sim. Sex', '100%', 'fine-tune', .765, .0565], + ['Neg. Sim. Age', '100%', 'fine-tune', .785, .052], + ['Neg. Sim. Age + Sex', '100%', 'fine-tune', .842, .0365], + + ['Pos. Sim. Age', '10%', 'linear', .663, .0515], + ['Pos. Dif. Loc.', '10%', 'linear', .681, .049], + ['Pos. Same Loc.', '10%', 'linear', .690, .049], + ['Pos. Same Loc./Neg. Same Loc.', '10%', 'linear', .695, .048], + ['Neg. Sim. Sex', '10%', 'linear', .723, .0475], + ['Neg. Sim. Age', '10%', 'linear', .788, .0475], + ['Neg. Sim. Age + Sex', '10%', 'linear', .854, .0295], + + ['Pos. Sim. Age', '100%', 'linear', .674, .054], + ['Pos. Dif. Loc.', '100%', 'linear', .689, .0555], + ['Pos. Same Loc.', '100%', 'linear', .700, .058], + ['Pos. Same Loc./Neg. Same Loc.', '100%', 'linear', .745, .0525], + ['Neg. Sim. Sex', '100%', 'linear', .748, .056], + ['Neg. Sim. Age', '100%', 'linear', .773, .051], + ['Neg. Sim. Age + Sex', '100%', 'linear', .863, .028], + ] + +fig = make_subplots(cols=2) +metrics_df = pd.DataFrame(data, columns=['Runs', 'data', 'type', 'AUC', 'ci_95']) +data = metrics_df[metrics_df['type'] == 'linear'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Baseline' in name) else f'rgb({120 - 10 * i},0,{190 - 10 * i})' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Baseline' in name) else f'rgb({90 - 10 * i},0,{160 - 10 * i})' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=1, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=1, marker=dict(color=color100)) +data = metrics_df[metrics_df['type'] == 'fine-tune'] +data10 = data[data['data'] == "10%"] +data100 = data[data['data'] == "100%"] +color10 = ['rgb(150,150,150)' if ('Supervised' in name) else f'rgb({120 - 10 * i},0,{190 - 10 * i})' for i, name + in enumerate(data10['Runs'])] +color100 = ['rgb(120,120,120)' if ('Supervised' in name) else f'rgb({90 - 10 * i},0,{160 - 10 * i})' for i, name + in enumerate(data100['Runs'])] +fig.add_bar(x=data10['Runs'], y=data10['AUC'], error_y=dict(type='data', array=data10['ci_95']), row=1, col=2, marker=dict(color=color10)) +fig.add_bar(x=data100['Runs'], y=data100['AUC'], error_y=dict(type='data', array=data100['ci_95']), row=1, col=2, marker=dict(color=color100)) +fig.update_yaxes(title_text="AUC", range=[0, 1], row=1, col=1) +fig.update_yaxes(title_text="", range=[0, 1], row=1, col=2) +fig.update_xaxes(title_text='Linear Evaluation', row=1, col=1) +fig.update_xaxes(title_text='Fine-Tune Evaluation', row=1, col=2) +#fig.show() +fig.write_image('output/demographics.png', width=1500, height=800) diff --git a/utils/output/demographics.png b/utils/output/demographics.png new file 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