CaTransDecodingCode/GenerateDecodePlotsScript.py at master · rweaton/CaTransDecodingCode · GitHub

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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Created on Sat Oct  5 15:38:09 2019

@author: thugwithyoyo
"""
import numpy as np
import pandas as pd
from PeriEventTraceFuncLib import *
from collections import defaultdict
import os
import tkinter as tk
from tkinter.filedialog import askopenfilename

#RestoreFilePath = SavePath +'.dat'
root = tk.Tk()
RestoreFilePath = askopenfilename()
root.withdraw()

# Open workspace.
#exec(open('./RestoreShelvedWorkspaceScript.py').read())
try:

    exec(open('./RestoreShelvedWorkspaceScript.py').read())

except:

    print('Unshelving error.  Will attempt to continue...')

drive, path_and_file = os.path.splitdrive(RestoreFilePath)
path, file = os.path.split(path_and_file)

FigureTitle = file[0:19]

# Initialize figure
fig1, axs1 = plt.subplots()
fig1.suptitle(FigureTitle)

# Plot performance and performance control plots
PlotSpecDict = {'measure': 'performance',
                'measure_median': 'performance_median',
#                'measure_bars': 'performance_CLs',
                'measure_bars': 'performance_SE_bounds',
                'color':'orange'}

GenerateConfIntsPlot(ConfInts, Performance, PlotSpecDict,
                     axs1, 'fw_sliding')

PlotSpecDict = {'measure': 'performance_median',
                'measure_median': 'performance_median',
#                'measure_bars': 'performance_CLs',
                'measure_bars': 'performance_SE_bounds',
                'color':'gray'}

GenerateConfIntsPlot(EventsShuffled, EventsShuffled, PlotSpecDict,
                     axs1, 'fw_sliding')

axs1.set_xbound(lower=ParamsDict['BoundaryWindow'][0],
                upper=ParamsDict['BoundaryWindow'][1])
axs1.set_ybound(lower=0., upper=1.)
axs1.set_yticks([0., 0.5, 1.])
axs1.set_yticklabels(['0', '50', '100'])

# Save figure
PerfFigSavePath = (path + os.sep + file[0:19] + '_Perf_' + 'SW_w' +
                   str(int(1000.*ParamsDict['WindowWidth'])) + 'ms_i' +
                   str(int(1000.*ParamsDict['StepWidth'])) + 'ms.svg')

fig1.savefig(PerfFigSavePath)

# Plot mutual information and mutual information control plots
fig2, axs2 = plt.subplots()
fig2.suptitle(FigureTitle)

PlotSpecDict = {'measure': 'mutual_info',
                'measure_median': 'mutual_info_median',
 #               'measure_bars': 'mutual_info_CLs',
                'measure_bars': 'mutual_info_SE_bounds',
                'color':'orange'}

GenerateConfIntsPlot(ConfInts, Performance, PlotSpecDict,
                     axs2, 'fw_sliding')

PlotSpecDict = {'measure': 'mutual_info_median',
                'measure_median': 'mutual_info_median',
#                'measure_bars': 'mutual_info_CLs',
                'measure_bars': 'mutual_info_SE_bounds',
                'color':'gray'}

GenerateConfIntsPlot(EventsShuffled, EventsShuffled, PlotSpecDict,
                     axs2, 'fw_sliding')

axs2.set_xbound(lower=ParamsDict['BoundaryWindow'][0],
                upper=ParamsDict['BoundaryWindow'][1])
axs2.set_ybound(lower=0., upper=1.)

# Save figure
MutInfFigSavePath = (path + os.sep + file[0:19] + '_MutInf_' + 'SW_w' +
                     str(int(1000.*ParamsDict['WindowWidth'])) + 'ms_i' +
                     str(int(1000.*ParamsDict['StepWidth'])) + 'ms.svg')

fig2.savefig(MutInfFigSavePath)