From 83eaba491a2d38bfb1dafec3a70a22bd563b5553 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 20:18:25 -0800 Subject: [PATCH 01/14] makefile change --- Makefile | 6 +++--- code/utils/tests/test_graphoutlier_functions.py | 1 - 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/Makefile b/Makefile index 9057f37..9c2c1aa 100644 --- a/Makefile +++ b/Makefile @@ -6,10 +6,10 @@ clean: find . -name "*.so" -o -name "*.pyc" -o -name "*.pyx.md5" | xargs rm -f coverage: - nosetests code/utils data --with-coverage --cover-package=data --cover-package=utils + nosetests code/utils/tests data/tests --with-coverage --cover-package=data --cover-package=code/utils test: - nosetests code/utils data + nosetests code/utils/tests data/tests verbose: - nosetests -v code/utils data + nosetests -v code/utils/tests data/tests diff --git a/code/utils/tests/test_graphoutlier_functions.py b/code/utils/tests/test_graphoutlier_functions.py index 2f597dd..b575c74 100644 --- a/code/utils/tests/test_graphoutlier_functions.py +++ b/code/utils/tests/test_graphoutlier_functions.py @@ -1,7 +1,6 @@ """ Test graph_function module the following functions: loadtxt_dict - loadnib_dict vol_mean Run with:: From ad80346f09c5392cdf1a5a8d04ea9ed492e4f399 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 20:43:20 -0800 Subject: [PATCH 02/14] change makefiles --- Makefile | 4 ++-- code/Makefile | 2 ++ code/utils/stimuli.py | 37 ------------------------------------- 3 files changed, 4 insertions(+), 39 deletions(-) delete mode 100644 code/utils/stimuli.py diff --git a/Makefile b/Makefile index 9c2c1aa..2e901e3 100644 --- a/Makefile +++ b/Makefile @@ -1,4 +1,4 @@ -.PHONY: all clean coverage test +.PHONY: all clean coverage test verbose all: clean @@ -6,7 +6,7 @@ clean: find . -name "*.so" -o -name "*.pyc" -o -name "*.pyx.md5" | xargs rm -f coverage: - nosetests code/utils/tests data/tests --with-coverage --cover-package=data --cover-package=code/utils + nosetests code/utils/tests data/tests --with-coverage --cover-package=data/data.py --cover-package=code/utils test: nosetests code/utils/tests data/tests diff --git a/code/Makefile b/code/Makefile index 8344e48..7186261 100644 --- a/code/Makefile +++ b/code/Makefile @@ -1,3 +1,5 @@ +.PHONY: test coverage + test: nosetests code/utils -w .. diff --git a/code/utils/stimuli.py b/code/utils/stimuli.py deleted file mode 100644 index 244607c..0000000 --- a/code/utils/stimuli.py +++ /dev/null @@ -1,37 +0,0 @@ -""" Functions to work with standard OpenFMRI stimulus files - -The functions have docstrings according to the numpy docstring standard - see: - - https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt -""" - -import numpy as np - -def events2neural(task_fname, tr, n_trs): - """ Return predicted neural time course from event file `task_fname` - - Parameters - ---------- - task_fname : str - Filename of event file - tr : float - TR in seconds - n_trs : int - Number of TRs in functional run - - Returns - ------- - time_course : array shape (n_trs,) - Predicted neural time course, one value per TR - """ - task = np.loadtxt(task_fname) - # Check that the file is plausibly a task file - if task.ndim != 2 or task.shape[1] != 3: - raise ValueError("Is {0} really a task file?", task_fname) - # Convert onset, duration seconds to TRs - task[:, :2] = task[:, :2] / tr - # Neural time course from onset, duration, amplitude for each event - time_course = np.zeros(n_trs) - for onset, duration, amplitude in task: - time_course[onset:onset + duration] = amplitude - return time_course From 7c8bdd7cf5187e48cba112ff0eb25fa43b2d409e Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 20:52:35 -0800 Subject: [PATCH 03/14] move graphing functions --- code/{utils => graphing}/graph_lindiagnostics.py | 0 code/{utils => graphing}/graphoutlier_functions.py | 0 code/utils/tests/test_graphoutlier_functions.py | 3 +-- 3 files changed, 1 insertion(+), 2 deletions(-) rename code/{utils => graphing}/graph_lindiagnostics.py (100%) rename code/{utils => graphing}/graphoutlier_functions.py (100%) diff --git a/code/utils/graph_lindiagnostics.py b/code/graphing/graph_lindiagnostics.py similarity index 100% rename from code/utils/graph_lindiagnostics.py rename to code/graphing/graph_lindiagnostics.py diff --git a/code/utils/graphoutlier_functions.py b/code/graphing/graphoutlier_functions.py similarity index 100% rename from code/utils/graphoutlier_functions.py rename to code/graphing/graphoutlier_functions.py diff --git a/code/utils/tests/test_graphoutlier_functions.py b/code/utils/tests/test_graphoutlier_functions.py index b575c74..4ef462b 100644 --- a/code/utils/tests/test_graphoutlier_functions.py +++ b/code/utils/tests/test_graphoutlier_functions.py @@ -10,12 +10,11 @@ # Loading modules. from __future__ import absolute_import, division, print_function import numpy as np -import os import sys from numpy.testing import assert_array_equal # Set path -sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) +sys.path.append('../../graphing') # Load graph_functions: from graphoutlier_functions import loadtxt_dict, vol_mean From 1a217d5f663e7ab46892497b9ca95ef2d25077e5 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 20:57:31 -0800 Subject: [PATCH 04/14] more makefile changes --- code/Makefile | 4 ++-- code/utils/tests/test_graphoutlier_functions.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/code/Makefile b/code/Makefile index 7186261..7aa82c8 100644 --- a/code/Makefile +++ b/code/Makefile @@ -1,7 +1,7 @@ .PHONY: test coverage test: - nosetests code/utils -w .. + nosetests code/utils/tests -w .. coverage: - nosetests code/utils -w .. --with-coverage --cover-package=utils + nosetests code/utils/tests -w .. --with-coverage --cover-package=utils diff --git a/code/utils/tests/test_graphoutlier_functions.py b/code/utils/tests/test_graphoutlier_functions.py index 4ef462b..f4db00a 100644 --- a/code/utils/tests/test_graphoutlier_functions.py +++ b/code/utils/tests/test_graphoutlier_functions.py @@ -14,7 +14,7 @@ from numpy.testing import assert_array_equal # Set path -sys.path.append('../../graphing') +sys.path.append('../../graphing/') # Load graph_functions: from graphoutlier_functions import loadtxt_dict, vol_mean From 3454b6637c015c12a7b87d28cbedd2d1d02d9bb7 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:09:25 -0800 Subject: [PATCH 05/14] add init --- code/graphing/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 code/graphing/__init__.py diff --git a/code/graphing/__init__.py b/code/graphing/__init__.py new file mode 100644 index 0000000..e69de29 From ebb5ad0c06ed2493133edde17de5d41a1671d3d4 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:33:59 -0800 Subject: [PATCH 06/14] change graphing to util folder, create functions folder --- code/utils/functions/behavtask_tr.py | 79 ++++++++++ code/utils/functions/lme_functions.py | 88 +++++++++++ code/utils/functions/outlierfunction.py | 24 +++ code/utils/functions/pearson.py | 81 ++++++++++ code/utils/functions/regression_functions.py | 89 +++++++++++ code/utils/functions/smooth_gaussian.py | 66 ++++++++ code/utils/graphing/__init__.py | 0 code/utils/graphing/graph_lindiagnostics.py | 92 +++++++++++ code/utils/graphing/graphoutlier_functions.py | 144 ++++++++++++++++++ 9 files changed, 663 insertions(+) create mode 100644 code/utils/functions/behavtask_tr.py create mode 100644 code/utils/functions/lme_functions.py create mode 100644 code/utils/functions/outlierfunction.py create mode 100644 code/utils/functions/pearson.py create mode 100644 code/utils/functions/regression_functions.py create mode 100644 code/utils/functions/smooth_gaussian.py create mode 100644 code/utils/graphing/__init__.py create mode 100644 code/utils/graphing/graph_lindiagnostics.py create mode 100644 code/utils/graphing/graphoutlier_functions.py diff --git a/code/utils/functions/behavtask_tr.py b/code/utils/functions/behavtask_tr.py new file mode 100644 index 0000000..811ff24 --- /dev/null +++ b/code/utils/functions/behavtask_tr.py @@ -0,0 +1,79 @@ +from __future__ import print_function, division +import numpy as np +import matplotlib.pyplot as plt + + +def merge_cond(behav_cond, task_cond1, task_cond2, task_cond3, task_cond4): + """ + Input: + behav_cond: txt file + task_cond: txt file + + Output: array 2d (86,11) + Merged behav_task_cond + An array of dim 2, merging the behav condition text file with the task + conditions (4) + + """ + # Load the two text files + behav = np.loadtxt(behav_cond, skiprows = 1) + task1 = np.loadtxt(task_cond1) + task2 = np.loadtxt(task_cond2) + task3 = np.loadtxt(task_cond3) + task4 = np.loadtxt(task_cond4) + # merge the txt files + # Appended task + total_task = np.append(task1[:,1:].T, [task2[:,-1],task3[:,-1], task4[:,-1]]).reshape(5,-1).T + behav_task = np.insert(behav, [1], total_task, axis = 1) + return behav_task + +def events2neural_extend(behav_task, tr, n_trs): + """ Return predicted neural time course from event file `task_fname` + + Parameters + ---------- + behav_task : array + Combined behav_task condition + tr : float + TR in seconds + n_trs : int + Number of TRs in functional run + + Returns + ------- + time_course : array shape (n_trs, K) + Predicted neural time course, one value per TR + 1. The TR + 2. For which tr there is a signal (0 or 1) + 3. If there is a signal, whether that signal is due to the behavior + to accept or the behavior to reject. (0 for no signal, 1 for accept, 2 + for reject) + """ + # Check that the file is plausibly a task file + if behav_task.ndim != 2 or behav_task.shape[1] != 12: + raise ValueError("Is {0} really a task file?", behav_task) + # Convert onset, duration seconds to TRs + behav_task[:, :2] = behav_task[:, :2] / tr + # Neural time course from onset, duration, amplitude, gain, loss, PTval, + # respnum,respcat, RT for each event + time_course = np.zeros((n_trs, 10)) + for on, dur, amp1, amp2, amp3, amp4, gain, loss, PTval, respnum,respcat, RT in behav_task: + time_course[on:on + dur,0] = amp1 + time_course[on:on + dur,1] = amp2 + time_course[on:on + dur,2] = amp3 + time_course[on:on + dur,3] = amp4 + time_course[on:on + dur,4] = gain + time_course[on:on + dur,5] = loss + time_course[on:on + dur,6] = PTval + time_course[on:on + dur,7] = respnum + time_course[on:on + dur,8] = respcat + time_course[on:on + dur,9] = RT + return time_course + +def plot_time_course(time_course): + """ + Simple function to plot time_course, an array from return of + events2neural_extend + """ + plt.plot(time_course[:,0]) + plt.show() diff --git a/code/utils/functions/lme_functions.py b/code/utils/functions/lme_functions.py new file mode 100644 index 0000000..c163b37 --- /dev/null +++ b/code/utils/functions/lme_functions.py @@ -0,0 +1,88 @@ +from __future__ import division +from statsmodels.regression.mixed_linear_model import MixedLM +from scipy import stats +import pandas as pd +import matplotlib.pyplot as plt +import nibabel as nib +import numpy as np +from behavtask_tr import events2neural_extend, merge_cond +from regression_functions import hrf, getRegressor, calcBeta, calcMRSS, deleteOutliers +import os +from scipy.stats import gamma +import math +import numpy.linalg as npl +import json + +def calcBetaLme(data_full, gain_full, loss_full, linear_full, quad_full, run_group, thrshd): + """ + function to calculate beta parameters. + Input: data from bold file, two list of gain, loss regressor values + dummy variable indicating the groups, + a threshold to idenfity the voxels inside the brain + Output: beta coefficient, the corresponding p-values, the convergence information + """ + T = data_full.shape[-1] + time_by_vox = np.reshape(data_full, (-1, T)).T + beta = np.empty([time_by_vox.shape[1],5]) + fml = "bold ~ gain + loss" + for k in np.arange(0,time_by_vox.shape[1]): + ## set a threshold to idenfity the voxels inside the brain + if (np.mean(time_by_vox[:,k]) <= 400): + beta[k, :] = [0, 0, 0, 0, 0] + else: + dt = pd.DataFrame({'gain':gain_full,'loss':loss_full,'run_group':run_group, + 'ldrift':linear_full,'qdrift':quad_full,'bold':time_by_vox[:,k]}) + mod_lme = MixedLM.from_formula(fml, dt, groups=dt["run_group"]) + lme_result = mod_lme.fit() + beta[k, :] = [lme_result.fe_params["gain"], lme_result.pvalues["gain"], + lme_result.fe_params["loss"], lme_result.pvalues["loss"], lme_result.converged] + return beta + + +def calcSigProp(beta, sig_level): + """ + function to calculate the proportion of significant beta for each subject. + Input: the betas and its corresponding p-values for loss and gain seperately + the significance level + Output: the proportion of significant beta loss and beta gain + """ + nzbeta = np.reshape(beta[beta != 0], (-1,5)) + count_nzbeta = nzbeta.shape[0] + sig_gain = np.sum(nzbeta[:,1] <= sig_level) + sig_loss = np.sum(nzbeta[:,3] <= sig_level) + sig_gain_prop = sig_gain / count_nzbeta + sig_loss_prop = sig_loss / count_nzbeta + return sig_gain_prop, sig_loss_prop + + +def calcAnov(data_full, run_group): + """ + function to do ANOVA test between runs + Input: data from bold file, dummy variable indicating the groups + Output: F test value and p value of anova test + """ + T = data_full.shape[-1] + time_by_vox = np.reshape(data_full, (-1, T)).T + anov_test = np.empty([time_by_vox.shape[1],2]) + for k in np.arange(0,time_by_vox.shape[1]): + ## set a threshold to idenfity the voxels inside the brain + if (np.mean(time_by_vox[:,k]) <= 400): + anov_test[k, :] = [0, 0] + else: + anov_test[k, :] = stats.f_oneway(time_by_vox[:,k][run_group==1], + time_by_vox[:,k][run_group==2], + time_by_vox[:,k][run_group==3]) + return anov_test + + +def anovStat(anov_test): + """ + function to do ANOVA test between runs + Input: data from bold file, dummy variable indicating the groups + Output: F test value and p value of anova test + """ + mask = anov_test[:, 1] != 0 + nzcount = mask.sum() + p_value = anov_test[mask, 1] + prop_sig = np.sum(p_value <= 0.05/nzcount)/nzcount + return prop_sig diff --git a/code/utils/functions/outlierfunction.py b/code/utils/functions/outlierfunction.py new file mode 100644 index 0000000..57a5f5f --- /dev/null +++ b/code/utils/functions/outlierfunction.py @@ -0,0 +1,24 @@ + +import numpy as np + +# find outliers based on DVARS and FD + +def outlier(data, bound): + ''' + Input: + data: array of values + bound: threshold for outliers + + Output: + indices of outliers + ''' + outlier = [] + # set nonoutlier values to 0, outliers to nonzero + for i in data: + if i <= bound: + outlier.append(0) + else: + outlier.append(i) + # find outlier indices + outlier_indices = np.nonzero(outlier) + return outlier_indices diff --git a/code/utils/functions/pearson.py b/code/utils/functions/pearson.py new file mode 100644 index 0000000..0e8eac5 --- /dev/null +++ b/code/utils/functions/pearson.py @@ -0,0 +1,81 @@ +""" +This will be your new module with the Pearson correlation function + +First try to fill in the "pearson_1d" function. + +When you are done with "pearson_1d", you should be able to run the following +command (from the day5 directory) and see no errors or failures:: + + nosetests test_pearson_1d.py + +Then, if you are feeling brave, fill in the "pearson_2d" function. Test with:: + + nosetests test_pearson_2d.py +""" +# Python 3 compatibility +from __future__ import print_function, division + +import numpy as np + + +def pearson_1d(x, y): + """ Pearson product-moment correlation of vectors `x` and `y` + + Parameters + ---------- + x : array shape (N,) + One-dimensional array to correlate with `y` + y : array shape (N,) + One dimensional array to correlate with `x` + + Returns + ------- + r_xy : scalar + Pearson product-moment correlation of vectors `x` and `y`. + """ + # Mean-center x -> mc_x + mc_x = x - np.mean(x) + # Mean-center y -> mc_y + mc_y = y - np.mean(y) + # a : Get sum of products of mc_x, mc_y + a = mc_x.dot(mc_y) + # b : Get sum of products of mc_x on mc_x + b = mc_x.dot(mc_x) + # c : Get sum of products of mc_y on mc_y + c = mc_y.dot(mc_y) + # return a / (sqrt(b) * sqrt(c)) + return a / (np.sqrt(b) * np.sqrt(c)) + + +def pearson_2d(x, Y): + """ Pearson product-moment correlation of vectors `x` and array `Y` + + Parameters + ---------- + x : array shape (N,) + One-dimensional array to correlate with every column of `Y` + Y : array shape (N, P) + 2D array where we correlate each column of `Y` with `x`. + + Returns + ------- + r_xy : array shape (P,) + Pearson product-moment correlation of vectors `x` and the columns of + `Y`, with one correlation value for every column of `Y`. + """ + # Mean-center x -> mc_x + mc_x = x - np.mean(x) + # Mean-center every column of Y -> mc_Y + mean_Y = np.mean(Y, axis=0) + mean_Y_expanded = np.tile(mean_Y, (len(x), 1)) + mc_Y = Y - mean_Y_expanded + # (Hint: np.tile, or (advanced, not yet covered) numpy broadcasting) + # a : Get sum of products of mc_x and every column of mc_Y + a = mc_x.dot(mc_Y) + # b : Get sum of products of mc_x on mc_x + b = mc_x.dot(mc_x) + # c : Get sum of products of every column of mc_Y[:, i] on itself + c = np.sum(mc_Y ** 2, axis=0) + # return a / (sqrt(b) * sqrt(c)) + return a / (np.sqrt(b) * np.sqrt(c)) + diff --git a/code/utils/functions/regression_functions.py b/code/utils/functions/regression_functions.py new file mode 100644 index 0000000..426599c --- /dev/null +++ b/code/utils/functions/regression_functions.py @@ -0,0 +1,89 @@ +from __future__ import division +import numpy as np +from scipy.stats import gamma +import numpy.linalg as npl + + +def hrf(times): + """ + Return values for HRF at given times + Used to get the convolved parameters + """ + peak_values=gamma.pdf(times,6) + undershoot_values=gamma.pdf(times,12) + values=peak_values-0.35*undershoot_values + return values/np.max(values)*0.6 + + +def getRegressor(TR, n_vols, hrf_at_trs, neural_prediction): + """ + function to get all regressors for model. + Regressors include convolved gain and loss, linear and quadratic drift + Input: number of run, TR, v_vols, hrf_at_trs (created with hrf function) + neural_prediction is the combined behavior and task condition data + Output: gain, loss, linear drift quadratic drift + """ + convolved_gain = np.convolve(neural_prediction[:,1], hrf_at_trs) + convolved_loss = np.convolve(neural_prediction[:,2], hrf_at_trs) + n_to_remove = len(hrf_at_trs) - 1 + convolved_gain = convolved_gain[:-n_to_remove] + convolved_loss = convolved_loss[:-n_to_remove] + linear_dr = np.linspace(-1, 1, n_vols) + quadratic_dr = linear_dr ** 2 + quadratic_dr -= np.mean(quadratic_dr) + return convolved_gain, convolved_loss, linear_dr, quadratic_dr + +def deleteOutliers(data, gain, loss, linear_dr, quad_dr, sub, run, dvars_out, fd_out): + """ + function that deleter outliers in each run and merge 3 run into one dataset + Input: data, gain, loss (got from the getGainLoss function), sub and run + number, dictionary of dvars and fd outliers + output: data from bold, gain, loss variable + (all without outliers and merged together for each sub) + """ + dvars_outliers = dvars_out['sub'+ str(sub) +'run'+ str(run)] + fd_outliers = fd_out['sub'+ str(sub) +'run'+ str(run)] + outliers = list(set(dvars_outliers+fd_outliers)) + nonoutliers = [out for out in range(data.shape[3]) if out not in outliers] + data = data[:,:,:, nonoutliers] + gain = gain[nonoutliers] + loss = loss[nonoutliers] + linear_dr = linear_dr[nonoutliers] + quad_dr = quad_dr[nonoutliers] + return data, gain, loss, linear_dr, quad_dr + +def calcBeta(data, gain, loss, linear_dr, quad_dr, threshold=None): + """ + function to calculate beta parameters. + Input: data from bold file, two list of gain, loss regressor values + Output: X, Y, coefficient + """ + design = np.ones((len(gain), 5)) + design[:, 0] = gain + design[:, 1] = loss + design[:, 2] = linear_dr + design[:, 3] = quad_dr + designp = npl.pinv(design) + if threshold!=None: + mean_data = np.mean(data, axis=-1) + mask = mean_data > threshold + data[~mask]=0 + T = data.shape[-1] + time_by_vox = np.reshape(data, (-1, T)).T + beta_hats = designp.dot(time_by_vox) + return design, time_by_vox, beta_hats + +def calcMRSS(data, gain, loss, linear_dr, quad_dr, threshold=None): + """ + function to calculate MRSS. + Input: data from bold file, two list of gain, loss regressor values + Output: X, Y, coefficient + """ + design, time_by_vox, beta_hats = calcBeta(data, gain, loss, linear_dr, quad_dr, threshold) + T = data.shape[-1] + residuals = time_by_vox - design.dot(beta_hats) + df = T - npl.matrix_rank(design) + mrss = np.sum(residuals ** 2, axis=0) / df + return np.mean(mrss) + + diff --git a/code/utils/functions/smooth_gaussian.py b/code/utils/functions/smooth_gaussian.py new file mode 100644 index 0000000..2c61105 --- /dev/null +++ b/code/utils/functions/smooth_gaussian.py @@ -0,0 +1,66 @@ +#import matplotlib.pyplot as plt +import numpy as np +from scipy.ndimage.filters import gaussian_filter, gaussian_filter1d + +def fwhm2sigma(fwhm): + """ + Converts FWHM (full width at half maximum) of Gaussian kernel to sigma + (standard deviation) of the kernel, to be used as input in smoothing + functions + + Parameters + ---------- + fwhm : Full width at half maximum, in millimeters. Ex: If expected signals + of image is Gaussian with FWHM of 4 mm, fwhm = 4 + + Returns + ------- + sigma: value of sigma of the Gaussian curve + """ + return fwhm/np.sqrt(8 * np.log(2)) + + +def smooth_time_series(voxel_over_time, fwhm): + #we might not need this function, and only need spatial smoothing. should + #clarify next week + """ + Returns smoothed time series of a voxel over time. + + Parameters + ---------- + voxel_over_time : time-series array of a voxel, e.g. data[32, 32, 16, :] + fwhm : expected fwhm in millimeters of the Gaussian kernel + + Returns + -------- + Smoothed time series array + + """ + sigma = fwhm2sigma(fwhm) + return gaussian_filter1d(voxel_over_time, sigma) + +def smooth_spatial(data, fwhm = 5): + """ + Smooths a slice of the volume. Improves signal to noise ratio aka + sensitivity and makes error dist. more normal. However can reduce spatial + resolution and result in edge artifacts + + Parameters + --------- + data = BOLD signal data + fwhm = expected fwhm in millimeters of Gaussian kernel. I believe the + supplement specifies a 5 mm fwhm on page 3 + + Returns + ------- + Smoothed volume + """ + sigma = fwhm2sigma(fwhm) + s = (gaussian_filter(data, [sigma, sigma, sigma, 0])) + return(s) + #return(s[..., time]) + #return(gaussian_filter(data[..., time], sigma)) + + + + diff --git a/code/utils/graphing/__init__.py b/code/utils/graphing/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/code/utils/graphing/graph_lindiagnostics.py b/code/utils/graphing/graph_lindiagnostics.py new file mode 100644 index 0000000..d09131d --- /dev/null +++ b/code/utils/graphing/graph_lindiagnostics.py @@ -0,0 +1,92 @@ +""" +Some utility graphing functions for doing linear regression diagnostics: +Main goal is to check the assumptions of our model, namely: +1. Constant variance/linearity of our residuals: residual vs fitted +2. Normality of errors: qqplot + +""" +import scipy.stats as stats +import matplotlib.pyplot as plt + +# Note savefig location/path assumes call from script directory + +def qqplot(residuals, dist_type = 'norm', subplot_num = None, saveit = False): + """ + Parameters + ---------- + residuals: 1-d array + subplot_num: location of subplot in 3 digits or a list of 3 numericals + + Returns: + -------- + QQplot w.r. to indicated distribution + Out: displays which subplot plotted + + NOTE: If plotting mutiple subplots and wish to save figure, only the last + subplot should include 'saveit=True' + + """ + if subplot_num != None: + out = str(subplot_num) + if type(subplot_num) is list: + plt.subplot(subplot_num[0],subplot_num[1],subplot_num[2]) + plotnum = str(subplot_num[2]) + else: + plt.subplot(subplot_num) + plotnum = str(subplot_num)[-1] + else: + out = 'Single Plot' + plotnum = '' + stats.probplot(residuals, dist = dist_type, plot = plt) + plt.title(dist_type + "QQ Plot" + plotnum) + if saveit: + plt.savefig('../../paper/figures/qqplot.png') + plt.close() + savecond = 'saved' + else: + savecond = 'not saved' + return out + ' plotted' + "," + savecond + +def res_var(var_val, residuals, name, subplot_num = None, saveit = False): + """ + Parameters + ---------- + residuals: 1-d array + var_val: variable values 1-d array + subplot_num: location of subplot in 3 digits or a list of 3 numericals + name: string, name of variable + + Returns: + -------- + Residual vs Fitted Plot + Ouput: displays which subplot plotted + + NOTE: If plotting mutiple subplots and wish to save figure, only the last + subplot should include 'saveit=True' + + """ + + if subplot_num != None: + if type(subplot_num) is list: + plt.subplot(subplot_num[0],subplot_num[1],subplot_num[2]) + plotnum = str(subplot_num[2]) + else: + plt.subplot(subplot_num) + plotnum = str(subplot_num)[-1] + out = str(subplot_num) + else: + out = 'Single plot' + plotnum = '' + plt.plot(var_val, residuals, 'o') + plt.axhline(y = 0) + plt.title("Residual vs " + name + plotnum) + plt.xlabel(name +" Values") + plt.ylabel("Residual Values") + if saveit: + plt.savefig('../../paper/figures/res_' + name +'.png') + plt.close() + savecond = 'saved' + else: + savecond = "not saved" + return out + ' plotted' + "," + savecond + diff --git a/code/utils/graphing/graphoutlier_functions.py b/code/utils/graphing/graphoutlier_functions.py new file mode 100644 index 0000000..cc91e25 --- /dev/null +++ b/code/utils/graphing/graphoutlier_functions.py @@ -0,0 +1,144 @@ +""" +A collection of utility functions for outlier detection/graphing +of fd, dvars, and meanSignal +""" +import numpy as np +import matplotlib.pyplot as plt +import nibabel as nib + +def loadtxt_dict(file_name, fig_name): + """ + Input: + Txt file specified by file_name + Name of figure file wish to output + + Output: + Dictonary that attached to file_name the np array after loading + file_name + """ + data = np.loadtxt(file_name) + dict_out = {fig_name: data} + return dict_out + +def loadnib_dict(file_name, fig_name): + """ + Input: + Bold file (bold.nii, bold.nii.gz) specified by file_name + Name of figure file wish to output + + Output: + Dictonary that attached to file_name the np array after loading file_name + """ + img = nib.load(file_name) + data = img.get_data() + dict_out = {fig_name: data} + return dict_out + +# Graphing dvars: RMS signal derivative +def plot_dvars(dvars_dict, dvars_outliers, saveit=False): + """ + Input: + Dictionary of dvars_dict: {name of output file: data} + dvars_outliers: A list of outliers + Saveit: boolean that indicates whether user wants to save the plot + Output: + Plot of dvars by timepoints + Boundlines indicate potential points of outliers + """ + # boundary should be set to 0.3-0.5 + bound = np.array([0.5]*(240)) + # making x axis values for outliers + x = np.arange(len(dvars_dict.values()[0])) + # plotting + fig = plt.figure(figsize=(10,4)) + ax = fig.add_subplot(111) + plt.xlim(0,240) + # plt.ylim(-0.05, 1.0) + ax.plot(dvars_dict.values()[0]) + ax.scatter(x[dvars_outliers], dvars_dict.values()[0][dvars_outliers], marker='o', color='r') + ax.plot(bound, 'g--') + plt.ylabel('DVARS') + plt.xlabel('timepoints') + plt.title('DVARS (RMS Signal Derivative over brain mask)') + if saveit: + plt.savefig(dvars_dict.keys()[0]) + plt.close() + +# Graphing fd: Framewise displacement +def plot_fd(fd_dict, fd_outliers, saveit=False): + """ + Input: + Dictionary of fd_dict: {name of output file: data} + fd_outliers: A list of fd outliers + Saveit: boolean that indicates whether user wants to save the plot + Output: + Plot of fd(framewise displacement) by timepoints + Boundline indicate potential points of outliers + """ + # boundary should be set to 0.2-0.5 + bound = np.array([0.5]*(240)) + # making x axis values for outliers + x = np.arange(len(fd_dict.values()[0])) + # plotting + fig = plt.figure(figsize=(10,4)) + ax = fig.add_subplot(111) + plt.xlim(0,240) + # plt.ylim(0, 0.6) + ax.plot(fd_dict.values()[0]) + ax.scatter(x[fd_outliers], fd_dict.values()[0][fd_outliers], marker='o', color='r') + ax.plot(bound, 'g--') + plt.ylabel('FD') + plt.xlabel('timepoints') + plt.title('Framewise Displacement') + if saveit: + plt.savefig(fd_dict.keys()[0]) + plt.close() + +# Calculate mean +def vol_mean(data): + """ Return mean across voxels for $D `data` + + Input: + np array of data + Output: np array of dim (T,) + mean of data across all but the last dimension + """ + mean_list = [] + # Loop over the each volume and outputs the mean of each dimension + for i in range(data.shape[-1]): + mean = np.mean(data[...,i]) + mean_list.append(mean) + return np.asarray(mean_list) + +# Graphing mean signal +def plot_meanSig(bdata_dict, saveit = False): + """ + Input: + Dictionary of bold data with the _dict: {name of output file: data} + Saveit: boolean that indicates whether user wants to save the plot + Output: + Plot of mean signal by timepoints + Fitted polynomial curve + """ + data = bdata_dict.values()[0] + x = list(range(data.shape[-1])) + y = vol_mean(data) + # fit a quadratic function for mean signal data + coefficients = np.polyfit(x, y, 2) + polynomial = np.poly1d(coefficients) + xs = np.arange(1, data.shape[-1], 1) + ys = polynomial(xs) + # plot + fig = plt.figure(figsize=(10,4)) + ax = fig.add_subplot(111) + plt.xlim(0,data.shape[-1]) + ax.plot(x, y) + ax.plot(xs, ys) + plt.ylabel('Mean MR signal') + plt.xlabel('timepoints') + plt.title('Mean signal (unfiltered)') + if saveit: + plt.savefig(bdata_dict.keys()[0]) + plt.close() + + From 679bb6a24cb57c59ea7b6f9657e48f6c1d4dadfd Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:34:33 -0800 Subject: [PATCH 07/14] change all paths --- code/graphing/__init__.py | 0 code/graphing/graph_lindiagnostics.py | 92 ----------- code/graphing/graphoutlier_functions.py | 144 ------------------ code/scripts/find_mask_threshold.py | 2 +- code/scripts/findoutlier.py | 2 +- code/scripts/graph_lindiag_script.py | 2 +- code/scripts/graphoutlier.py | 2 +- code/scripts/lme_script.py | 10 +- code/scripts/make_smooth_graphs.py | 2 +- code/scripts/regression_script.py | 2 +- code/utils/behavtask_tr.py | 79 ---------- code/utils/lme_functions.py | 88 ----------- code/utils/outlierfunction.py | 24 --- code/utils/pearson.py | 81 ---------- code/utils/regression_functions.py | 89 ----------- code/utils/smooth_gaussian.py | 66 -------- .../tests/test_graphoutlier_functions.py | 11 +- code/utils/tests/test_outlierfunction.py | 2 +- code/utils/tests/test_pearson_1d.py | 7 +- code/utils/tests/test_pearson_2d.py | 6 +- code/utils/tests/test_regression_functions.py | 2 +- 21 files changed, 25 insertions(+), 688 deletions(-) delete mode 100644 code/graphing/__init__.py delete mode 100644 code/graphing/graph_lindiagnostics.py delete mode 100644 code/graphing/graphoutlier_functions.py delete mode 100644 code/utils/behavtask_tr.py delete mode 100644 code/utils/lme_functions.py delete mode 100644 code/utils/outlierfunction.py delete mode 100644 code/utils/pearson.py delete mode 100644 code/utils/regression_functions.py delete mode 100644 code/utils/smooth_gaussian.py diff --git a/code/graphing/__init__.py b/code/graphing/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/code/graphing/graph_lindiagnostics.py b/code/graphing/graph_lindiagnostics.py deleted file mode 100644 index d09131d..0000000 --- a/code/graphing/graph_lindiagnostics.py +++ /dev/null @@ -1,92 +0,0 @@ -""" -Some utility graphing functions for doing linear regression diagnostics: -Main goal is to check the assumptions of our model, namely: -1. Constant variance/linearity of our residuals: residual vs fitted -2. Normality of errors: qqplot - -""" -import scipy.stats as stats -import matplotlib.pyplot as plt - -# Note savefig location/path assumes call from script directory - -def qqplot(residuals, dist_type = 'norm', subplot_num = None, saveit = False): - """ - Parameters - ---------- - residuals: 1-d array - subplot_num: location of subplot in 3 digits or a list of 3 numericals - - Returns: - -------- - QQplot w.r. to indicated distribution - Out: displays which subplot plotted - - NOTE: If plotting mutiple subplots and wish to save figure, only the last - subplot should include 'saveit=True' - - """ - if subplot_num != None: - out = str(subplot_num) - if type(subplot_num) is list: - plt.subplot(subplot_num[0],subplot_num[1],subplot_num[2]) - plotnum = str(subplot_num[2]) - else: - plt.subplot(subplot_num) - plotnum = str(subplot_num)[-1] - else: - out = 'Single Plot' - plotnum = '' - stats.probplot(residuals, dist = dist_type, plot = plt) - plt.title(dist_type + "QQ Plot" + plotnum) - if saveit: - plt.savefig('../../paper/figures/qqplot.png') - plt.close() - savecond = 'saved' - else: - savecond = 'not saved' - return out + ' plotted' + "," + savecond - -def res_var(var_val, residuals, name, subplot_num = None, saveit = False): - """ - Parameters - ---------- - residuals: 1-d array - var_val: variable values 1-d array - subplot_num: location of subplot in 3 digits or a list of 3 numericals - name: string, name of variable - - Returns: - -------- - Residual vs Fitted Plot - Ouput: displays which subplot plotted - - NOTE: If plotting mutiple subplots and wish to save figure, only the last - subplot should include 'saveit=True' - - """ - - if subplot_num != None: - if type(subplot_num) is list: - plt.subplot(subplot_num[0],subplot_num[1],subplot_num[2]) - plotnum = str(subplot_num[2]) - else: - plt.subplot(subplot_num) - plotnum = str(subplot_num)[-1] - out = str(subplot_num) - else: - out = 'Single plot' - plotnum = '' - plt.plot(var_val, residuals, 'o') - plt.axhline(y = 0) - plt.title("Residual vs " + name + plotnum) - plt.xlabel(name +" Values") - plt.ylabel("Residual Values") - if saveit: - plt.savefig('../../paper/figures/res_' + name +'.png') - plt.close() - savecond = 'saved' - else: - savecond = "not saved" - return out + ' plotted' + "," + savecond - diff --git a/code/graphing/graphoutlier_functions.py b/code/graphing/graphoutlier_functions.py deleted file mode 100644 index cc91e25..0000000 --- a/code/graphing/graphoutlier_functions.py +++ /dev/null @@ -1,144 +0,0 @@ -""" -A collection of utility functions for outlier detection/graphing -of fd, dvars, and meanSignal -""" -import numpy as np -import matplotlib.pyplot as plt -import nibabel as nib - -def loadtxt_dict(file_name, fig_name): - """ - Input: - Txt file specified by file_name - Name of figure file wish to output - - Output: - Dictonary that attached to file_name the np array after loading - file_name - """ - data = np.loadtxt(file_name) - dict_out = {fig_name: data} - return dict_out - -def loadnib_dict(file_name, fig_name): - """ - Input: - Bold file (bold.nii, bold.nii.gz) specified by file_name - Name of figure file wish to output - - Output: - Dictonary that attached to file_name the np array after loading file_name - """ - img = nib.load(file_name) - data = img.get_data() - dict_out = {fig_name: data} - return dict_out - -# Graphing dvars: RMS signal derivative -def plot_dvars(dvars_dict, dvars_outliers, saveit=False): - """ - Input: - Dictionary of dvars_dict: {name of output file: data} - dvars_outliers: A list of outliers - Saveit: boolean that indicates whether user wants to save the plot - Output: - Plot of dvars by timepoints - Boundlines indicate potential points of outliers - """ - # boundary should be set to 0.3-0.5 - bound = np.array([0.5]*(240)) - # making x axis values for outliers - x = np.arange(len(dvars_dict.values()[0])) - # plotting - fig = plt.figure(figsize=(10,4)) - ax = fig.add_subplot(111) - plt.xlim(0,240) - # plt.ylim(-0.05, 1.0) - ax.plot(dvars_dict.values()[0]) - ax.scatter(x[dvars_outliers], dvars_dict.values()[0][dvars_outliers], marker='o', color='r') - ax.plot(bound, 'g--') - plt.ylabel('DVARS') - plt.xlabel('timepoints') - plt.title('DVARS (RMS Signal Derivative over brain mask)') - if saveit: - plt.savefig(dvars_dict.keys()[0]) - plt.close() - -# Graphing fd: Framewise displacement -def plot_fd(fd_dict, fd_outliers, saveit=False): - """ - Input: - Dictionary of fd_dict: {name of output file: data} - fd_outliers: A list of fd outliers - Saveit: boolean that indicates whether user wants to save the plot - Output: - Plot of fd(framewise displacement) by timepoints - Boundline indicate potential points of outliers - """ - # boundary should be set to 0.2-0.5 - bound = np.array([0.5]*(240)) - # making x axis values for outliers - x = np.arange(len(fd_dict.values()[0])) - # plotting - fig = plt.figure(figsize=(10,4)) - ax = fig.add_subplot(111) - plt.xlim(0,240) - # plt.ylim(0, 0.6) - ax.plot(fd_dict.values()[0]) - ax.scatter(x[fd_outliers], fd_dict.values()[0][fd_outliers], marker='o', color='r') - ax.plot(bound, 'g--') - plt.ylabel('FD') - plt.xlabel('timepoints') - plt.title('Framewise Displacement') - if saveit: - plt.savefig(fd_dict.keys()[0]) - plt.close() - -# Calculate mean -def vol_mean(data): - """ Return mean across voxels for $D `data` - - Input: - np array of data - Output: np array of dim (T,) - mean of data across all but the last dimension - """ - mean_list = [] - # Loop over the each volume and outputs the mean of each dimension - for i in range(data.shape[-1]): - mean = np.mean(data[...,i]) - mean_list.append(mean) - return np.asarray(mean_list) - -# Graphing mean signal -def plot_meanSig(bdata_dict, saveit = False): - """ - Input: - Dictionary of bold data with the _dict: {name of output file: data} - Saveit: boolean that indicates whether user wants to save the plot - Output: - Plot of mean signal by timepoints - Fitted polynomial curve - """ - data = bdata_dict.values()[0] - x = list(range(data.shape[-1])) - y = vol_mean(data) - # fit a quadratic function for mean signal data - coefficients = np.polyfit(x, y, 2) - polynomial = np.poly1d(coefficients) - xs = np.arange(1, data.shape[-1], 1) - ys = polynomial(xs) - # plot - fig = plt.figure(figsize=(10,4)) - ax = fig.add_subplot(111) - plt.xlim(0,data.shape[-1]) - ax.plot(x, y) - ax.plot(xs, ys) - plt.ylabel('Mean MR signal') - plt.xlabel('timepoints') - plt.title('Mean signal (unfiltered)') - if saveit: - plt.savefig(bdata_dict.keys()[0]) - plt.close() - - diff --git a/code/scripts/find_mask_threshold.py b/code/scripts/find_mask_threshold.py index d834a66..0256ba4 100644 --- a/code/scripts/find_mask_threshold.py +++ b/code/scripts/find_mask_threshold.py @@ -2,7 +2,7 @@ import matplotlib.pyplot as plt import numpy as np import sys -sys.path.append('../utils') +sys.path.append('../utils/functions') import smooth_gaussian import os diff --git a/code/scripts/findoutlier.py b/code/scripts/findoutlier.py index e29733a..ad08428 100644 --- a/code/scripts/findoutlier.py +++ b/code/scripts/findoutlier.py @@ -1,7 +1,7 @@ import numpy as np import json import sys -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append the sys path sys.path.append(pathtofunction) from outlierfunction import outlier diff --git a/code/scripts/graph_lindiag_script.py b/code/scripts/graph_lindiag_script.py index e3fed91..1e461fd 100644 --- a/code/scripts/graph_lindiag_script.py +++ b/code/scripts/graph_lindiag_script.py @@ -4,7 +4,7 @@ import sys # Path to function -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append path to sys sys.path.append(pathtofunction) diff --git a/code/scripts/graphoutlier.py b/code/scripts/graphoutlier.py index 787fbdf..35dd5e6 100644 --- a/code/scripts/graphoutlier.py +++ b/code/scripts/graphoutlier.py @@ -9,7 +9,7 @@ # Paths pathtodata = '../../data/' pathtofig = '../../paper/figures/' -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append fuction path sys.path.append(pathtofunction) # Import function diff --git a/code/scripts/lme_script.py b/code/scripts/lme_script.py index c2d735d..bdeffa4 100644 --- a/code/scripts/lme_script.py +++ b/code/scripts/lme_script.py @@ -1,19 +1,11 @@ from __future__ import division -from statsmodels.regression.mixed_linear_model import MixedLM -from scipy import stats -import pandas as pd -import matplotlib.pyplot as plt import nibabel as nib import numpy as np -import os -from scipy.stats import gamma -import math -import numpy.linalg as npl import json import sys # Path to function -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append path to sys sys.path.append(pathtofunction) diff --git a/code/scripts/make_smooth_graphs.py b/code/scripts/make_smooth_graphs.py index cbd844b..877216a 100644 --- a/code/scripts/make_smooth_graphs.py +++ b/code/scripts/make_smooth_graphs.py @@ -2,7 +2,7 @@ import matplotlib.pyplot as plt import nibabel as nib import sys -sys.path.append('../utils') +sys.path.append('../utils/functions') import smooth_gaussian #possibly put in os function to specify path later diff --git a/code/scripts/regression_script.py b/code/scripts/regression_script.py index b12d466..949f621 100644 --- a/code/scripts/regression_script.py +++ b/code/scripts/regression_script.py @@ -5,7 +5,7 @@ import sys # Path to function -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append path to sys sys.path.append(pathtofunction) diff --git a/code/utils/behavtask_tr.py b/code/utils/behavtask_tr.py deleted file mode 100644 index 811ff24..0000000 --- a/code/utils/behavtask_tr.py +++ /dev/null @@ -1,79 +0,0 @@ -from __future__ import print_function, division -import numpy as np -import matplotlib.pyplot as plt - - -def merge_cond(behav_cond, task_cond1, task_cond2, task_cond3, task_cond4): - """ - Input: - behav_cond: txt file - task_cond: txt file - - Output: array 2d (86,11) - Merged behav_task_cond - An array of dim 2, merging the behav condition text file with the task - conditions (4) - - """ - # Load the two text files - behav = np.loadtxt(behav_cond, skiprows = 1) - task1 = np.loadtxt(task_cond1) - task2 = np.loadtxt(task_cond2) - task3 = np.loadtxt(task_cond3) - task4 = np.loadtxt(task_cond4) - # merge the txt files - # Appended task - total_task = np.append(task1[:,1:].T, [task2[:,-1],task3[:,-1], task4[:,-1]]).reshape(5,-1).T - behav_task = np.insert(behav, [1], total_task, axis = 1) - return behav_task - -def events2neural_extend(behav_task, tr, n_trs): - """ Return predicted neural time course from event file `task_fname` - - Parameters - ---------- - behav_task : array - Combined behav_task condition - tr : float - TR in seconds - n_trs : int - Number of TRs in functional run - - Returns - ------- - time_course : array shape (n_trs, K) - Predicted neural time course, one value per TR - 1. The TR - 2. For which tr there is a signal (0 or 1) - 3. If there is a signal, whether that signal is due to the behavior - to accept or the behavior to reject. (0 for no signal, 1 for accept, 2 - for reject) - """ - # Check that the file is plausibly a task file - if behav_task.ndim != 2 or behav_task.shape[1] != 12: - raise ValueError("Is {0} really a task file?", behav_task) - # Convert onset, duration seconds to TRs - behav_task[:, :2] = behav_task[:, :2] / tr - # Neural time course from onset, duration, amplitude, gain, loss, PTval, - # respnum,respcat, RT for each event - time_course = np.zeros((n_trs, 10)) - for on, dur, amp1, amp2, amp3, amp4, gain, loss, PTval, respnum,respcat, RT in behav_task: - time_course[on:on + dur,0] = amp1 - time_course[on:on + dur,1] = amp2 - time_course[on:on + dur,2] = amp3 - time_course[on:on + dur,3] = amp4 - time_course[on:on + dur,4] = gain - time_course[on:on + dur,5] = loss - time_course[on:on + dur,6] = PTval - time_course[on:on + dur,7] = respnum - time_course[on:on + dur,8] = respcat - time_course[on:on + dur,9] = RT - return time_course - -def plot_time_course(time_course): - """ - Simple function to plot time_course, an array from return of - events2neural_extend - """ - plt.plot(time_course[:,0]) - plt.show() diff --git a/code/utils/lme_functions.py b/code/utils/lme_functions.py deleted file mode 100644 index c163b37..0000000 --- a/code/utils/lme_functions.py +++ /dev/null @@ -1,88 +0,0 @@ -from __future__ import division -from statsmodels.regression.mixed_linear_model import MixedLM -from scipy import stats -import pandas as pd -import matplotlib.pyplot as plt -import nibabel as nib -import numpy as np -from behavtask_tr import events2neural_extend, merge_cond -from regression_functions import hrf, getRegressor, calcBeta, calcMRSS, deleteOutliers -import os -from scipy.stats import gamma -import math -import numpy.linalg as npl -import json - -def calcBetaLme(data_full, gain_full, loss_full, linear_full, quad_full, run_group, thrshd): - """ - function to calculate beta parameters. - Input: data from bold file, two list of gain, loss regressor values - dummy variable indicating the groups, - a threshold to idenfity the voxels inside the brain - Output: beta coefficient, the corresponding p-values, the convergence information - """ - T = data_full.shape[-1] - time_by_vox = np.reshape(data_full, (-1, T)).T - beta = np.empty([time_by_vox.shape[1],5]) - fml = "bold ~ gain + loss" - for k in np.arange(0,time_by_vox.shape[1]): - ## set a threshold to idenfity the voxels inside the brain - if (np.mean(time_by_vox[:,k]) <= 400): - beta[k, :] = [0, 0, 0, 0, 0] - else: - dt = pd.DataFrame({'gain':gain_full,'loss':loss_full,'run_group':run_group, - 'ldrift':linear_full,'qdrift':quad_full,'bold':time_by_vox[:,k]}) - mod_lme = MixedLM.from_formula(fml, dt, groups=dt["run_group"]) - lme_result = mod_lme.fit() - beta[k, :] = [lme_result.fe_params["gain"], lme_result.pvalues["gain"], - lme_result.fe_params["loss"], lme_result.pvalues["loss"], lme_result.converged] - return beta - - -def calcSigProp(beta, sig_level): - """ - function to calculate the proportion of significant beta for each subject. - Input: the betas and its corresponding p-values for loss and gain seperately - the significance level - Output: the proportion of significant beta loss and beta gain - """ - nzbeta = np.reshape(beta[beta != 0], (-1,5)) - count_nzbeta = nzbeta.shape[0] - sig_gain = np.sum(nzbeta[:,1] <= sig_level) - sig_loss = np.sum(nzbeta[:,3] <= sig_level) - sig_gain_prop = sig_gain / count_nzbeta - sig_loss_prop = sig_loss / count_nzbeta - return sig_gain_prop, sig_loss_prop - - -def calcAnov(data_full, run_group): - """ - function to do ANOVA test between runs - Input: data from bold file, dummy variable indicating the groups - Output: F test value and p value of anova test - """ - T = data_full.shape[-1] - time_by_vox = np.reshape(data_full, (-1, T)).T - anov_test = np.empty([time_by_vox.shape[1],2]) - for k in np.arange(0,time_by_vox.shape[1]): - ## set a threshold to idenfity the voxels inside the brain - if (np.mean(time_by_vox[:,k]) <= 400): - anov_test[k, :] = [0, 0] - else: - anov_test[k, :] = stats.f_oneway(time_by_vox[:,k][run_group==1], - time_by_vox[:,k][run_group==2], - time_by_vox[:,k][run_group==3]) - return anov_test - - -def anovStat(anov_test): - """ - function to do ANOVA test between runs - Input: data from bold file, dummy variable indicating the groups - Output: F test value and p value of anova test - """ - mask = anov_test[:, 1] != 0 - nzcount = mask.sum() - p_value = anov_test[mask, 1] - prop_sig = np.sum(p_value <= 0.05/nzcount)/nzcount - return prop_sig diff --git a/code/utils/outlierfunction.py b/code/utils/outlierfunction.py deleted file mode 100644 index 57a5f5f..0000000 --- a/code/utils/outlierfunction.py +++ /dev/null @@ -1,24 +0,0 @@ - -import numpy as np - -# find outliers based on DVARS and FD - -def outlier(data, bound): - ''' - Input: - data: array of values - bound: threshold for outliers - - Output: - indices of outliers - ''' - outlier = [] - # set nonoutlier values to 0, outliers to nonzero - for i in data: - if i <= bound: - outlier.append(0) - else: - outlier.append(i) - # find outlier indices - outlier_indices = np.nonzero(outlier) - return outlier_indices diff --git a/code/utils/pearson.py b/code/utils/pearson.py deleted file mode 100644 index 0e8eac5..0000000 --- a/code/utils/pearson.py +++ /dev/null @@ -1,81 +0,0 @@ -""" -This will be your new module with the Pearson correlation function - -First try to fill in the "pearson_1d" function. - -When you are done with "pearson_1d", you should be able to run the following -command (from the day5 directory) and see no errors or failures:: - - nosetests test_pearson_1d.py - -Then, if you are feeling brave, fill in the "pearson_2d" function. Test with:: - - nosetests test_pearson_2d.py -""" -# Python 3 compatibility -from __future__ import print_function, division - -import numpy as np - - -def pearson_1d(x, y): - """ Pearson product-moment correlation of vectors `x` and `y` - - Parameters - ---------- - x : array shape (N,) - One-dimensional array to correlate with `y` - y : array shape (N,) - One dimensional array to correlate with `x` - - Returns - ------- - r_xy : scalar - Pearson product-moment correlation of vectors `x` and `y`. - """ - # Mean-center x -> mc_x - mc_x = x - np.mean(x) - # Mean-center y -> mc_y - mc_y = y - np.mean(y) - # a : Get sum of products of mc_x, mc_y - a = mc_x.dot(mc_y) - # b : Get sum of products of mc_x on mc_x - b = mc_x.dot(mc_x) - # c : Get sum of products of mc_y on mc_y - c = mc_y.dot(mc_y) - # return a / (sqrt(b) * sqrt(c)) - return a / (np.sqrt(b) * np.sqrt(c)) - - -def pearson_2d(x, Y): - """ Pearson product-moment correlation of vectors `x` and array `Y` - - Parameters - ---------- - x : array shape (N,) - One-dimensional array to correlate with every column of `Y` - Y : array shape (N, P) - 2D array where we correlate each column of `Y` with `x`. - - Returns - ------- - r_xy : array shape (P,) - Pearson product-moment correlation of vectors `x` and the columns of - `Y`, with one correlation value for every column of `Y`. - """ - # Mean-center x -> mc_x - mc_x = x - np.mean(x) - # Mean-center every column of Y -> mc_Y - mean_Y = np.mean(Y, axis=0) - mean_Y_expanded = np.tile(mean_Y, (len(x), 1)) - mc_Y = Y - mean_Y_expanded - # (Hint: np.tile, or (advanced, not yet covered) numpy broadcasting) - # a : Get sum of products of mc_x and every column of mc_Y - a = mc_x.dot(mc_Y) - # b : Get sum of products of mc_x on mc_x - b = mc_x.dot(mc_x) - # c : Get sum of products of every column of mc_Y[:, i] on itself - c = np.sum(mc_Y ** 2, axis=0) - # return a / (sqrt(b) * sqrt(c)) - return a / (np.sqrt(b) * np.sqrt(c)) - diff --git a/code/utils/regression_functions.py b/code/utils/regression_functions.py deleted file mode 100644 index 426599c..0000000 --- a/code/utils/regression_functions.py +++ /dev/null @@ -1,89 +0,0 @@ -from __future__ import division -import numpy as np -from scipy.stats import gamma -import numpy.linalg as npl - - -def hrf(times): - """ - Return values for HRF at given times - Used to get the convolved parameters - """ - peak_values=gamma.pdf(times,6) - undershoot_values=gamma.pdf(times,12) - values=peak_values-0.35*undershoot_values - return values/np.max(values)*0.6 - - -def getRegressor(TR, n_vols, hrf_at_trs, neural_prediction): - """ - function to get all regressors for model. - Regressors include convolved gain and loss, linear and quadratic drift - Input: number of run, TR, v_vols, hrf_at_trs (created with hrf function) - neural_prediction is the combined behavior and task condition data - Output: gain, loss, linear drift quadratic drift - """ - convolved_gain = np.convolve(neural_prediction[:,1], hrf_at_trs) - convolved_loss = np.convolve(neural_prediction[:,2], hrf_at_trs) - n_to_remove = len(hrf_at_trs) - 1 - convolved_gain = convolved_gain[:-n_to_remove] - convolved_loss = convolved_loss[:-n_to_remove] - linear_dr = np.linspace(-1, 1, n_vols) - quadratic_dr = linear_dr ** 2 - quadratic_dr -= np.mean(quadratic_dr) - return convolved_gain, convolved_loss, linear_dr, quadratic_dr - -def deleteOutliers(data, gain, loss, linear_dr, quad_dr, sub, run, dvars_out, fd_out): - """ - function that deleter outliers in each run and merge 3 run into one dataset - Input: data, gain, loss (got from the getGainLoss function), sub and run - number, dictionary of dvars and fd outliers - output: data from bold, gain, loss variable - (all without outliers and merged together for each sub) - """ - dvars_outliers = dvars_out['sub'+ str(sub) +'run'+ str(run)] - fd_outliers = fd_out['sub'+ str(sub) +'run'+ str(run)] - outliers = list(set(dvars_outliers+fd_outliers)) - nonoutliers = [out for out in range(data.shape[3]) if out not in outliers] - data = data[:,:,:, nonoutliers] - gain = gain[nonoutliers] - loss = loss[nonoutliers] - linear_dr = linear_dr[nonoutliers] - quad_dr = quad_dr[nonoutliers] - return data, gain, loss, linear_dr, quad_dr - -def calcBeta(data, gain, loss, linear_dr, quad_dr, threshold=None): - """ - function to calculate beta parameters. - Input: data from bold file, two list of gain, loss regressor values - Output: X, Y, coefficient - """ - design = np.ones((len(gain), 5)) - design[:, 0] = gain - design[:, 1] = loss - design[:, 2] = linear_dr - design[:, 3] = quad_dr - designp = npl.pinv(design) - if threshold!=None: - mean_data = np.mean(data, axis=-1) - mask = mean_data > threshold - data[~mask]=0 - T = data.shape[-1] - time_by_vox = np.reshape(data, (-1, T)).T - beta_hats = designp.dot(time_by_vox) - return design, time_by_vox, beta_hats - -def calcMRSS(data, gain, loss, linear_dr, quad_dr, threshold=None): - """ - function to calculate MRSS. - Input: data from bold file, two list of gain, loss regressor values - Output: X, Y, coefficient - """ - design, time_by_vox, beta_hats = calcBeta(data, gain, loss, linear_dr, quad_dr, threshold) - T = data.shape[-1] - residuals = time_by_vox - design.dot(beta_hats) - df = T - npl.matrix_rank(design) - mrss = np.sum(residuals ** 2, axis=0) / df - return np.mean(mrss) - - diff --git a/code/utils/smooth_gaussian.py b/code/utils/smooth_gaussian.py deleted file mode 100644 index 2c61105..0000000 --- a/code/utils/smooth_gaussian.py +++ /dev/null @@ -1,66 +0,0 @@ -#import matplotlib.pyplot as plt -import numpy as np -from scipy.ndimage.filters import gaussian_filter, gaussian_filter1d - -def fwhm2sigma(fwhm): - """ - Converts FWHM (full width at half maximum) of Gaussian kernel to sigma - (standard deviation) of the kernel, to be used as input in smoothing - functions - - Parameters - ---------- - fwhm : Full width at half maximum, in millimeters. Ex: If expected signals - of image is Gaussian with FWHM of 4 mm, fwhm = 4 - - Returns - ------- - sigma: value of sigma of the Gaussian curve - """ - return fwhm/np.sqrt(8 * np.log(2)) - - -def smooth_time_series(voxel_over_time, fwhm): - #we might not need this function, and only need spatial smoothing. should - #clarify next week - """ - Returns smoothed time series of a voxel over time. - - Parameters - ---------- - voxel_over_time : time-series array of a voxel, e.g. data[32, 32, 16, :] - fwhm : expected fwhm in millimeters of the Gaussian kernel - - Returns - -------- - Smoothed time series array - - """ - sigma = fwhm2sigma(fwhm) - return gaussian_filter1d(voxel_over_time, sigma) - -def smooth_spatial(data, fwhm = 5): - """ - Smooths a slice of the volume. Improves signal to noise ratio aka - sensitivity and makes error dist. more normal. However can reduce spatial - resolution and result in edge artifacts - - Parameters - --------- - data = BOLD signal data - fwhm = expected fwhm in millimeters of Gaussian kernel. I believe the - supplement specifies a 5 mm fwhm on page 3 - - Returns - ------- - Smoothed volume - """ - sigma = fwhm2sigma(fwhm) - s = (gaussian_filter(data, [sigma, sigma, sigma, 0])) - return(s) - #return(s[..., time]) - #return(gaussian_filter(data[..., time], sigma)) - - - - diff --git a/code/utils/tests/test_graphoutlier_functions.py b/code/utils/tests/test_graphoutlier_functions.py index f4db00a..f6807c1 100644 --- a/code/utils/tests/test_graphoutlier_functions.py +++ b/code/utils/tests/test_graphoutlier_functions.py @@ -4,8 +4,7 @@ vol_mean Run with:: - - nosetests test_graph_functions.py + make test from code or project directory """ # Loading modules. from __future__ import absolute_import, division, print_function @@ -14,10 +13,10 @@ from numpy.testing import assert_array_equal # Set path -sys.path.append('../../graphing/') +sys.path.append('../graphing') # Load graph_functions: -from graphoutlier_functions import loadtxt_dict, vol_mean +import graphoutlier_functions as gf # Test txt: np.savetxt('temp.txt', range(30)) @@ -26,13 +25,13 @@ x2 = np.arange(64).reshape((2, 4, 2, 4)) def test_loadtxt_dict(): # Using loadtxt_dict - mydict = loadtxt_dict('temp.txt', 'mytxt') + mydict = gf.loadtxt_dict('temp.txt', 'mytxt') # True dictionary truedict = {'mytxt': np.arange(30.)} assert_array_equal(list(mydict.values()), list(truedict.values())) assert_array_equal(mydict.keys(), truedict.keys()) def test_vol_mean(): - mymean = vol_mean(x2) + mymean = gf.vol_mean(x2) truemean = np.array([30., 31 ,32 ,33]) assert_array_equal(mymean, truemean) diff --git a/code/utils/tests/test_outlierfunction.py b/code/utils/tests/test_outlierfunction.py index 03c657c..e544153 100644 --- a/code/utils/tests/test_outlierfunction.py +++ b/code/utils/tests/test_outlierfunction.py @@ -17,7 +17,7 @@ import sys # Set path -sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '../functions'))) # Load function diff --git a/code/utils/tests/test_pearson_1d.py b/code/utils/tests/test_pearson_1d.py index 4eeb384..b87a0bc 100644 --- a/code/utils/tests/test_pearson_1d.py +++ b/code/utils/tests/test_pearson_1d.py @@ -28,7 +28,12 @@ import numpy as np -from .. import pearson +import os, sys + +# Add path +sys.path.append(os.path.join(os.path.dirname(__file__), "../functions/")) + +import pearson from numpy.testing import assert_almost_equal diff --git a/code/utils/tests/test_pearson_2d.py b/code/utils/tests/test_pearson_2d.py index 05e4cce..dcb5f87 100644 --- a/code/utils/tests/test_pearson_2d.py +++ b/code/utils/tests/test_pearson_2d.py @@ -10,7 +10,11 @@ import numpy as np -from .. import pearson +import os, sys + +sys.path.append(os.path.join(os.path.dirname(__file__), "../functions/")) + +import pearson from numpy.testing import assert_almost_equal diff --git a/code/utils/tests/test_regression_functions.py b/code/utils/tests/test_regression_functions.py index 3afb5f6..24609e3 100644 --- a/code/utils/tests/test_regression_functions.py +++ b/code/utils/tests/test_regression_functions.py @@ -21,7 +21,7 @@ # Set path -sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '../functions'))) # Path to the first subject, first run, this is used as the test data for # getGainLoss: From 66d334e6c31e0a9056519daab277c12147d69d32 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:38:47 -0800 Subject: [PATCH 08/14] fix path, delete init --- code/utils/graphing/__init__.py | 0 code/utils/tests/test_graphoutlier_functions.py | 4 ++-- 2 files changed, 2 insertions(+), 2 deletions(-) delete mode 100644 code/utils/graphing/__init__.py diff --git a/code/utils/graphing/__init__.py b/code/utils/graphing/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/code/utils/tests/test_graphoutlier_functions.py b/code/utils/tests/test_graphoutlier_functions.py index f6807c1..be447a2 100644 --- a/code/utils/tests/test_graphoutlier_functions.py +++ b/code/utils/tests/test_graphoutlier_functions.py @@ -9,11 +9,11 @@ # Loading modules. from __future__ import absolute_import, division, print_function import numpy as np -import sys +import sys, os from numpy.testing import assert_array_equal # Set path -sys.path.append('../graphing') +sys.path.append(os.path.join(os.path.dirname(__file__), "../graphing/")) # Load graph_functions: import graphoutlier_functions as gf From c28ed32ffd600942b2070c528061337f0d8fa327 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:41:47 -0800 Subject: [PATCH 09/14] edit makefile --- Makefile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Makefile b/Makefile index 2e901e3..a650ea7 100644 --- a/Makefile +++ b/Makefile @@ -6,7 +6,7 @@ clean: find . -name "*.so" -o -name "*.pyc" -o -name "*.pyx.md5" | xargs rm -f coverage: - nosetests code/utils/tests data/tests --with-coverage --cover-package=data/data.py --cover-package=code/utils + nosetests code/utils/tests data/tests --with-coverage --cover-package=data/data.py --cover-package=code/utils/functions test: nosetests code/utils/tests data/tests From 9a45e99f612a63843c2512678fb620c9bee9fd32 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Wed, 9 Dec 2015 21:55:07 -0800 Subject: [PATCH 10/14] change coverage --- code/Makefile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/code/Makefile b/code/Makefile index 7aa82c8..1214b05 100644 --- a/code/Makefile +++ b/code/Makefile @@ -4,4 +4,4 @@ test: nosetests code/utils/tests -w .. coverage: - nosetests code/utils/tests -w .. --with-coverage --cover-package=utils + nosetests code/utils/tests -w .. --with-coverage --cover-package=utils/functions From e0d848530fb887238e0ae9d65c62d370f7c829e4 Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Fri, 11 Dec 2015 20:43:32 -0800 Subject: [PATCH 11/14] delete old paper, modify path in new functions, change main readme --- README.md | 12 +- code/scripts/lme_script.py | 2 +- code/scripts/logistic.py | 2 +- code/utils/functions/lme_functions.py | 2 - code/utils/logistic_function.py | 101 --------- code/utils/tests/test_lme_functions.py | 4 +- code/utils/tests/test_smoothing.py | 2 +- old_paper/.gitignore | 0 old_paper/Makefile | 11 - old_paper/figures/dvars_sub1run1.png | Bin 63707 -> 0 bytes old_paper/figures/dvars_sub9run1.png | Bin 43937 -> 0 bytes old_paper/figures/fd_sub1run1.png | Bin 37568 -> 0 bytes old_paper/figures/fd_sub9run1.png | Bin 54385 -> 0 bytes old_paper/figures/mean_sub1run1.png | Bin 59259 -> 0 bytes old_paper/figures/mean_sub9run1.png | Bin 52826 -> 0 bytes old_paper/figures/qqplot.png | Bin 40110 -> 0 bytes old_paper/figures/res_fitted_log.png | Bin 47548 -> 0 bytes old_paper/figures/res_fittedval.png | Bin 43211 -> 0 bytes old_paper/project.bib | 9 - old_paper/report.pdf | Bin 317907 -> 0 bytes old_paper/report.tex | 47 ----- old_paper/sections/abstract.tex | 13 -- old_paper/sections/data.tex | 37 ---- old_paper/sections/discussion_challenges.tex | 21 -- old_paper/sections/introduction.tex | 8 - old_paper/sections/methods.tex | 211 ------------------- old_paper/sections/results.tex | 20 -- 27 files changed, 15 insertions(+), 487 deletions(-) delete mode 100644 code/utils/logistic_function.py delete mode 100644 old_paper/.gitignore delete mode 100644 old_paper/Makefile delete mode 100644 old_paper/figures/dvars_sub1run1.png delete mode 100644 old_paper/figures/dvars_sub9run1.png delete mode 100644 old_paper/figures/fd_sub1run1.png delete mode 100644 old_paper/figures/fd_sub9run1.png delete mode 100644 old_paper/figures/mean_sub1run1.png delete mode 100644 old_paper/figures/mean_sub9run1.png delete mode 100644 old_paper/figures/qqplot.png delete mode 100644 old_paper/figures/res_fitted_log.png delete mode 100644 old_paper/figures/res_fittedval.png delete mode 100644 old_paper/project.bib delete mode 100644 old_paper/report.pdf delete mode 100644 old_paper/report.tex delete mode 100644 old_paper/sections/abstract.tex delete mode 100644 old_paper/sections/data.tex delete mode 100644 old_paper/sections/discussion_challenges.tex delete mode 100644 old_paper/sections/introduction.tex delete mode 100644 old_paper/sections/methods.tex delete mode 100644 old_paper/sections/results.tex diff --git a/README.md b/README.md index 4675049..8420983 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,13 @@ -# project-template +# UC Berkeley Stat 159/259 Fall 2015 +## Project-Theta + [![Build Status](https://travis-ci.org/berkeley-stat159/project-theta.svg?branch=master)](https://travis-ci.org/berkeley-stat159/project-theta?branch=master) [![Coverage Status](https://coveralls.io/repos/berkeley-stat159/project-theta/badge.svg?branch=master)](https://coveralls.io/r/berkeley-stat159/project-theta?branch=master) -Fall 2015 group project +_**Group members:**_ Siyao Chang ([`changsiyao`](https://github.com/changsiyao)) , Boying Gong ([`boyinggong`](https://github.com/boyinggong)), Benjamin Hsieh ([`BenjaminHsieh`](https://github.com/BenjaminHsieh)), Brian Qiu ([`brianqiu`](https://github.com/brianqiu)), Jiang Zhu ([`pigriver123`](https://github.com/pigriver123)) + +_**Topic:**_ [The Neural Basis of Loss Aversion in Decision Making Under Risk] (https://openfmri.org/dataset/ds000005/) +[SOME SUMMARY OF PAPER] + +## Instructions +[NEED TO ADD] \ No newline at end of file diff --git a/code/scripts/lme_script.py b/code/scripts/lme_script.py index d57fae8..0fbd080 100644 --- a/code/scripts/lme_script.py +++ b/code/scripts/lme_script.py @@ -10,7 +10,7 @@ sys.path.append(pathtofunction) from behavtask_tr import events2neural_extend, merge_cond -from regression_functions import hrf, getRegressor, calcBeta, calcMRSS, deleteOutliers +from regression_functions import hrf, getRegressor, deleteOutliers from lme_functions import calcBetaLme, calcSigProp, calcAnov, anovStat n_vols=240 diff --git a/code/scripts/logistic.py b/code/scripts/logistic.py index 72a080a..b32166d 100644 --- a/code/scripts/logistic.py +++ b/code/scripts/logistic.py @@ -5,7 +5,7 @@ import sys # Path to function -pathtofunction = '../utils' +pathtofunction = '../utils/functions' # Append path to sys sys.path.append(pathtofunction) diff --git a/code/utils/functions/lme_functions.py b/code/utils/functions/lme_functions.py index 87053d5..a09daa4 100644 --- a/code/utils/functions/lme_functions.py +++ b/code/utils/functions/lme_functions.py @@ -3,8 +3,6 @@ from scipy import stats import pandas as pd import numpy as np -from behavtask_tr import events2neural_extend, merge_cond -from regression_functions import hrf, getRegressor, calcBeta, calcMRSS, deleteOutliers def calcBetaLme(data_full, gain_full, loss_full, linear_full, quad_full, run_group, thrshd=None): """ diff --git a/code/utils/logistic_function.py b/code/utils/logistic_function.py deleted file mode 100644 index baad02c..0000000 --- a/code/utils/logistic_function.py +++ /dev/null @@ -1,101 +0,0 @@ -import numpy as np -import matplotlib.pyplot as plt - -def create_confusion(logreg_proba, y, thrs_inc=0.01): - """ - Creates the confusion matrix based on various levels of discriminate - probability thresholds - - Parameters - ---------- - actual: Actual responses, 1-d array with values 0 or 1 - fitted: Fitted probabilities, 1-d array with values between 0 and 1 - thrs_inc: increment of threshold probability (default 0.05) - - Returns - ------- - Confusion Matrix : Array of dim (X, 5) where X is the number of different - thresholds - Column 1: Threshold value between 0, 1 - Columns 2-5 show counts for: - Column 2: True postive - Column 3: True negative - Column 4: False postive - Column 5: False negative - """ - thrs_array = np.linspace(0, 1, 1/thrs_inc +1) - confusion = np.ones((len(thrs_array), 5)) - confusion[:,0] = thrs_array - for i in range(int(1/thrs_inc +1)): - t = thrs_array[i] - # Classifier / label agree and disagreements for current threshold. - TP_t = np.logical_and( logreg_proba[:,1] > t, y==1 ).sum() - TN_t = np.logical_and( logreg_proba[:,1] <=t, y==0 ).sum() - FP_t = np.logical_and( logreg_proba[:,1] > t, y==0 ).sum() - FN_t = np.logical_and( logreg_proba[:,1] <=t, y==1 ).sum() - confusion[i, 1:5] = [TP_t, TN_t, FP_t, FN_t] - return confusion - - -def getMin_thrs(confusion): - """ - Returns the threshold with the smallest number of wrong predictions - - Parameters: - ----------- - Confustion matrix: 2-d array with 5 columns - - Returns: - -------- - thrs: min threshold that gives minimum wrong predictions: columns 3 + - column 4 - false_pos: number of incorrect trues - false_neg: number of incorrect falses - """ - thrs_min = np.argmin(confusion[:,3]+ confusion[:,4]) - col_out = confusion[thrs_min, :] - thrs = col_out[0] - false_pos = col_out[3] - false_neg = col_out[4] - return thrs, false_pos, false_neg - - -def plot_roc(confusion, fig): - """ - function to plot the ROC (receiver operating characteristic) curve and - calculate the corresponding AUC (Area Under Curve). - - Parameters: - ----------- - Confustion matrix: 2-d array with 5 columns - - Returns: - -------- - fig: The ROC curve - AUC: Correspong AUC value - """ - ROC = np.zeros((confusion.shape[0],2)) - for i in range(confusion.shape[0]): - # Compute false positive rate for current threshold. - FPR_t = confusion[i, 3] / float(confusion[i, 3] + confusion[i, 2]) - ROC[i,0] = FPR_t - - # Compute true positive rate for current threshold. - TPR_t = confusion[i, 1] / float(confusion[i, 1] + confusion[i, 4]) - ROC[i,1] = TPR_t - - # Plot the ROC curve. - plt.plot(ROC[:,0], ROC[:,1], lw=2) - plt.xlim(-0.1,1.1) - plt.ylim(-0.1,1.1) - plt.xlabel('$FPR(t)$') - plt.ylabel('$TPR(t)$') - plt.grid() - - AUC = 0. - for i in range(confusion.shape[0]-1): - AUC += (ROC[i+1,0]-ROC[i,0]) * (ROC[i+1,1]+ROC[i,1]) - AUC *= -0.5 - - plt.title('ROC curve, AUC = %.4f'%AUC) - return fig, AUC diff --git a/code/utils/tests/test_lme_functions.py b/code/utils/tests/test_lme_functions.py index 0b4d19f..5f18fbf 100644 --- a/code/utils/tests/test_lme_functions.py +++ b/code/utils/tests/test_lme_functions.py @@ -12,14 +12,14 @@ # Loading modules. from __future__ import absolute_import, division, print_function import numpy as np -import sys +import sys, os from scipy import stats from sklearn import linear_model from numpy.testing import assert_almost_equal, assert_allclose # Append function path -sys.path.append('..') +sys.path.append(os.path.join(os.path.dirname(__file__), "../functions/")) # Path to the first subject, first run, this is used as the test data for # getGainLoss: diff --git a/code/utils/tests/test_smoothing.py b/code/utils/tests/test_smoothing.py index fc43884..ed834ed 100644 --- a/code/utils/tests/test_smoothing.py +++ b/code/utils/tests/test_smoothing.py @@ -15,7 +15,7 @@ from numpy.testing import assert_allclose # Append function path -sys.path.append('..') 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code/utils/functions/logistic_function.py diff --git a/code/utils/functions/logistic_function.py b/code/utils/functions/logistic_function.py new file mode 100644 index 0000000..baad02c --- /dev/null +++ b/code/utils/functions/logistic_function.py @@ -0,0 +1,101 @@ +import numpy as np +import matplotlib.pyplot as plt + +def create_confusion(logreg_proba, y, thrs_inc=0.01): + """ + Creates the confusion matrix based on various levels of discriminate + probability thresholds + + Parameters + ---------- + actual: Actual responses, 1-d array with values 0 or 1 + fitted: Fitted probabilities, 1-d array with values between 0 and 1 + thrs_inc: increment of threshold probability (default 0.05) + + Returns + ------- + Confusion Matrix : Array of dim (X, 5) where X is the number of different + thresholds + Column 1: Threshold value between 0, 1 + Columns 2-5 show counts for: + Column 2: True postive + Column 3: True negative + Column 4: False postive + Column 5: False negative + """ + thrs_array = np.linspace(0, 1, 1/thrs_inc +1) + confusion = np.ones((len(thrs_array), 5)) + confusion[:,0] = thrs_array + for i in range(int(1/thrs_inc +1)): + t = thrs_array[i] + # Classifier / label agree and disagreements for current threshold. + TP_t = np.logical_and( logreg_proba[:,1] > t, y==1 ).sum() + TN_t = np.logical_and( logreg_proba[:,1] <=t, y==0 ).sum() + FP_t = np.logical_and( logreg_proba[:,1] > t, y==0 ).sum() + FN_t = np.logical_and( logreg_proba[:,1] <=t, y==1 ).sum() + confusion[i, 1:5] = [TP_t, TN_t, FP_t, FN_t] + return confusion + + +def getMin_thrs(confusion): + """ + Returns the threshold with the smallest number of wrong predictions + + Parameters: + ----------- + Confustion matrix: 2-d array with 5 columns + + Returns: + -------- + thrs: min threshold that gives minimum wrong predictions: columns 3 + + column 4 + false_pos: number of incorrect trues + false_neg: number of incorrect falses + """ + thrs_min = np.argmin(confusion[:,3]+ confusion[:,4]) + col_out = confusion[thrs_min, :] + thrs = col_out[0] + false_pos = col_out[3] + false_neg = col_out[4] + return thrs, false_pos, false_neg + + +def plot_roc(confusion, fig): + """ + function to plot the ROC (receiver operating characteristic) curve and + calculate the corresponding AUC (Area Under Curve). + + Parameters: + ----------- + Confustion matrix: 2-d array with 5 columns + + Returns: + -------- + fig: The ROC curve + AUC: Correspong AUC value + """ + ROC = np.zeros((confusion.shape[0],2)) + for i in range(confusion.shape[0]): + # Compute false positive rate for current threshold. + FPR_t = confusion[i, 3] / float(confusion[i, 3] + confusion[i, 2]) + ROC[i,0] = FPR_t + + # Compute true positive rate for current threshold. + TPR_t = confusion[i, 1] / float(confusion[i, 1] + confusion[i, 4]) + ROC[i,1] = TPR_t + + # Plot the ROC curve. + plt.plot(ROC[:,0], ROC[:,1], lw=2) + plt.xlim(-0.1,1.1) + plt.ylim(-0.1,1.1) + plt.xlabel('$FPR(t)$') + plt.ylabel('$TPR(t)$') + plt.grid() + + AUC = 0. + for i in range(confusion.shape[0]-1): + AUC += (ROC[i+1,0]-ROC[i,0]) * (ROC[i+1,1]+ROC[i,1]) + AUC *= -0.5 + + plt.title('ROC curve, AUC = %.4f'%AUC) + return fig, AUC From 53b7701e24c83f2c940b5315490f95a83776a7ff Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Fri, 11 Dec 2015 20:47:58 -0800 Subject: [PATCH 13/14] init data_results directory --- paper/data_results/temp.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 paper/data_results/temp.txt diff --git a/paper/data_results/temp.txt b/paper/data_results/temp.txt new file mode 100644 index 0000000..2f798ad --- /dev/null +++ b/paper/data_results/temp.txt @@ -0,0 +1 @@ +Temp txt file, delete afterwards From a21efac5deb412d68618760a41a9fe6e31343a5b Mon Sep 17 00:00:00 2001 From: Benjamin Hsieh Date: Fri, 11 Dec 2015 20:57:14 -0800 Subject: [PATCH 14/14] add make test --- data/Makefile | 7 ++++++- data/README.md | 7 ++++--- 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/data/Makefile b/data/Makefile index a2d17fa..feb0a1e 100644 --- a/data/Makefile +++ b/data/Makefile @@ -1,8 +1,10 @@ +.PHONY: data validate unzip test + data: wget http://openfmri.s3.amazonaws.com/tarballs/ds005_raw.tgz wget http://nipy.bic.berkeley.edu/rcsds/ds005_mnifunc.tar wget http://nipy.bic.berkeley.edu/rcsds/mni_icbm152_nlin_asym_09c_2mm.tar.gz - + validate: python data.py @@ -15,3 +17,6 @@ unzip: rm mni_icbm152_nlin_asym_09c_2mm.tar.gz mv mni_icbm152_nlin_asym_09c_2mm templates mv templates/mni_icbm152_t1_tal_nlin_asym_09c_2mm.nii templates/mni_standard.nii + +test: + nosetests data/tests -w .. diff --git a/data/README.md b/data/README.md index 853e687..628b8b1 100644 --- a/data/README.md +++ b/data/README.md @@ -1,10 +1,11 @@ The ds005 dataset, filtered ds005 dataset, and mni templates are stored here. Th e makefile is written such that: -- 'make data' will pull in the appropriate data -- 'make unzip' will unzip, remove, and rename certain files -- 'make validate' will run data.py to check the hashes of each downloaded file w +- `make data` will pull in the appropriate data +- `make unzip` will unzip, remove, and rename certain files +- `make validate` will run data.py to check the hashes of each downloaded file w ith a master hashlist included, ensuring all downloaded data is correct +- `make test` will run nosetest on the checking hashes function in data.py THE COMMANDS SHOULD BE DONE IN THIS ORDER to be successfully validated. The ds00 5 folder contains subfolders for each subject, the most relevant of which are:

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+++ /dev/null @@ -1,9 +0,0 @@ -@article{Tom2007LossAversion, - title={The Neural Basis of Loss Aversion in Decision-Making Under Risk}, - author={Tom, Sabrina M and others}, - journal={Science}, - volume={315}, - pages={515--518}, - year={2007}, - publisher={American Association for the Advancement of Science} -} diff --git a/old_paper/report.pdf b/old_paper/report.pdf deleted file mode 100644 index 1fc9fadfc900279dd208717b897b3db60be8e7e0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 317907 zcmc$_V{k1|xBeU3wzGpB+qUgw#kOtRwy|S-$JUN*+fM#@&%Jf)R-IFI&$qiitm^8n z>e)4VJkR)z*>jRBh=|cL(y_vj&n^tDz%Uar5ZM`867lfB(94+EnmL;jF)_0-68+Z? zhF;9V+S$aBh+fRvz}ZB^#K_Lr1cr|f#>v^y#J~o|eJuuSHF16TRu|AW9@R&U+>h6G z*J3pmp_8bpSv{fJ^1%QLH#Qdt6lBEy{(PEy1uPhBLW>shqbSQ_ z(^cXOyuDXQ1~h1uvpx)g{kp?`ConxaN+uim{dnhsPoeSB%?apMw}9NJ;()WdZWG`T zlPw{|;quky*G{Eyp5qas^6PP^(f+!3(>X>eVVLXpO!!BScs;lf|G;Y1-MTT+JFJv= 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