code
stringlengths
3
6.57k
np.zeros([hiddens_ctx.shape[0], hiddens_ctx.shape[1], n_components])
np.zeros([avg_hidden.shape[0], avg_hidden.shape[1], n_components])
np.zeros([avg_hidden_ctx.shape[0], avg_hidden_ctx.shape[1], n_components])
np.zeros([hiddens_inc_c.shape[0], hiddens_inc_c.shape[1], n_components])
range(hiddens_ctx.shape[0])
pca.fit_transform(hiddens_ctx[h,:,:])
pca.fit_transform(avg_hidden[h,:,:])
pca.fit_transform(avg_hidden_ctx[h,:,:])
pca.fit_transform(hiddens_inc_c[h,:,:])
pca.fit_transform(hiddens_ctx)
pca.fit_transform(avg_hidden)
pca.fit_transform(avg_hidden_ctx)
pca.fit_transform(hiddens_inc_c)
MDS(n_components=n_components)
mds.fit_transform(embeddings)
mds.fit_transform(hiddens_ctx)
mds.fit_transform(avg_hidden)
mds.fit_transform(avg_hidden_ctx)
mds.fit_transform(hiddens_inc_c)
TSNE(n_components=n_components)
tsne.fit_transform(embeddings)
tsne.fit_transform(hiddens_ctx)
tsne.fit_transform(avg_hidden)
tsne.fit_transform(avg_hidden_ctx)
tsne.fit_transform(hiddens_inc_c)
hist_data(args, test_data, cortical_result, dist_results)
calc_ratio(args, test_data, cortical_result, dist_results)
np.mean(cong_embed_dists)
np.mean(incong_embed_dists)
np.mean(cong_hidd_dists, axis=0)
np.mean(incong_hidd_dists, axis=0)
extract_hidd_dist(dist_results)
analyze_ttest(args, test_data, cortical_result, dist_results)
np.zeros([2])
np.zeros([2])
range(2)
ttest_ind(cong_hidd_dists[:,h], incong_hidd_dists[:,h])
analyze_corr(args, test_data, cortical_result, dist_results)
pearsonr(grid_dists, embed_dists)
np.zeros([2])
np.zeros([2])
np.zeros([2])
np.zeros([2])
np.zeros([2])
np.zeros([2])
range(2)
pearsonr(grid_dists, hidd_dists[:,h])
pearsonr(grid_dists, hidd_dists)
analyze_regression(args, test_data, cortical_result, dist_results)
np.concatenate((grid_dists.reshape((-1,1)
binary_phi.reshape((-1,1)
np.concatenate((grid_dists.reshape((-1,1)
phi.reshape((-1,1)
sm.add_constant(x_cat)
range(2)
range(4)
np.zeros(hidd_dists.shape)
np.zeros(hidd_dists.shape)
range(2)
run_regression(x_cat,y[:,h],grid_dists)
run_regression(x_cat,y,grid_dists)
sm.add_constant(x_con)
range(2)
range(4)
np.zeros(hidd_dists.shape)
np.zeros(hidd_dists.shape)
range(2)
run_regression(x_con,y[:,h],grid_dists)
run_regression(x_con,y,grid_dists)
run_regression(x,y,grid_dist)
sm.OLS(y,x)
fit()
analyze_regression_1D(args, test_data, cortical_result, dist_results)
np.concatenate((hidd_dists_ctx0, hidd_dists_ctx1)
np.concatenate((grid_1ds_ctx0, grid_1ds_ctx1)
np.concatenate((grid_dists, grid_dists)
np.concatenate((binary_phi, binary_phi)
np.concatenate((phi, phi)
np.concatenate((grid_dists_ctx.reshape((-1,1)
grid_1ds_ctx.reshape((-1,1)
binary_phi_ctx.reshape((-1,1)
np.concatenate((grid_dists_ctx.reshape((-1,1)
grid_1ds_ctx.reshape((-1,1)
phi_ctx.reshape((-1,1)
sm.add_constant(x_cat)
range(2)
range(6)
np.zeros(hidd_dists_ctx.shape)
np.zeros(hidd_dists_ctx.shape)
range(2)
run_regression(x_cat,y[:,h],grid_dists_ctx)
run_regression(x_cat,y,grid_dists_ctx)
sm.add_constant(x_con)
range(2)
range(4)
np.zeros(hidd_dists_ctx.shape)
np.zeros(hidd_dists_ctx.shape)
range(2)
run_regression(x_con,y[:,h],grid_dists_ctx)
run_regression(x_con,y,grid_dists_ctx)