diff --git a/exp/ProcessExp.ipynb b/exp/ProcessExp.ipynb index 5dbf3b4..109560d 100644 --- a/exp/ProcessExp.ipynb +++ b/exp/ProcessExp.ipynb @@ -64,14 +64,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "dict_keys(['data_folder', 'stim_file', 'spike_times_file', 'key_symbol', 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id', 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate', 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times', 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing', 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2', 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates'])\n" + "dict_keys(['data_folder', 'stim_file', 'spike_times_file', 'key_symbol', 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id', 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate', 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times', 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing', 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2', 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates', 'avg_fr_blur', 'avg_firing_rates_pca', 'param_corr', 'avg_firing_rates_pca_', 'embed'])\n" ] } ], @@ -85,6 +85,26 @@ "file.close()" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "with open('dump.pkl', 'wb') as f:\n", + " pickle.dump({k: globals()[k] for k in [\n", + " 'data_folder', 'stim_file', 'spike_times_file', 'key_symbol', \n", + " 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id',\n", + " 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate',\n", + " 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times',\n", + " 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing',\n", + " 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2',\n", + " 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates',\n", + " 'avg_fr_blur', 'avg_firing_rates', 'avg_firing_rates_pca', 'param_corr', 'avg_firing_rates_pca_', 'embed'\n", + " ]}, f)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1491,43 +1511,65 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "G_PAD = 5\n", + "\n", + "def gauss(img):\n", + " img_vpad = np.concatenate((img[-G_PAD:][::-1, ::-1], img, img[:G_PAD][::-1, ::-1]))\n", + " # pad horizontally too\n", + " img_vhpad = np.concatenate((img_vpad[:, :G_PAD][::-1], img_vpad, img_vpad[:, -G_PAD:][::-1]), axis=1)\n", + " return scipy.ndimage.gaussian_filter(img_vhpad, sigma=2, mode='wrap')[G_PAD:-G_PAD, G_PAD:-G_PAD]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "62c650b11477402aa0a9dfe412b6209f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "avg_fr_blur = np.array([scipy.ndimage.gaussian_filter(avg_firing_rates[:, :, i], sigma=2) for i in range(40)])\n", "fig, axs = plt.subplots(4, 4, figsize=(12, 13))\n", "fig.tight_layout(w_pad=2)\n", "for i, ax in enumerate(axs.flatten()):\n", " ax.imshow(avg_fr_blur[i], extent=(0, 360, 0, 180), aspect=2)\n", " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")\n", - "avg_fr_blur = avg_fr_blur.swapaxes(0, 2).reshape((40, 400))" + "avg_fr_blur = avg_fr_blur.swapaxes(0, 2).reshape((400, 40))" ] }, { @@ -1643,25 +1685,6 @@ "firing_rates_noise_red[0] in firing_rates_flat" ] }, - { - "cell_type": "code", - "execution_count": 169, - "metadata": {}, - "outputs": [], - "source": [ - "import pickle\n", - "with open('dump.pkl', 'wb') as f:\n", - " pickle.dump({k: globals()[k] for k in [\n", - " 'data_folder', 'stim_file', 'spike_times_file', 'key_symbol', \n", - " 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id',\n", - " 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate',\n", - " 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times',\n", - " 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing',\n", - " 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2',\n", - " 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates'\n", - " ]}, f)" - ] - }, { "cell_type": "code", "execution_count": 168, @@ -1707,7 +1730,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -1717,7 +1740,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1726,7 +1749,7 @@ "" ] }, - "execution_count": 8, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -1750,9 +1773,36 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 20, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "(400, 40)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "avg_fr_blur.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(400, 7)\n" + ] + }, { "data": { "text/html": [ @@ -1786,53 +1836,53 @@ " \n", " \n", " 0\n", - " -0.001840\n", - " 0.005584\n", - " -0.001724\n", - " -0.000157\n", - " 0.001694\n", - " 0.000052\n", - " 0.001786\n", + " -0.000578\n", + " -0.000424\n", + " -0.000689\n", + " 0.000034\n", + " -0.000342\n", + " -0.000145\n", + " -0.000016\n", " \n", " \n", " 1\n", - " 0.005321\n", - " -0.001193\n", - " -0.002606\n", - " 0.004470\n", - " -0.000058\n", - " -0.000247\n", - " 0.001285\n", + " -0.000181\n", + " -0.000554\n", + " -0.000777\n", + " 0.000153\n", + " -0.000264\n", + " -0.000231\n", + " 0.000029\n", " \n", " \n", " 2\n", - " -0.001154\n", - " 0.005865\n", - " -0.001700\n", - " -0.000399\n", - " 0.001506\n", - " -0.000039\n", - " 0.001431\n", + " 0.000059\n", + " -0.000686\n", + " -0.000693\n", + " 0.000247\n", + " -0.000197\n", + " -0.000266\n", + " 0.000044\n", " \n", " \n", " 3\n", - " 0.005685\n", - " -0.001241\n", - " -0.001995\n", - " 0.004183\n", - " 0.000222\n", - " -0.000510\n", - " 0.000970\n", + " 0.000138\n", + " -0.000856\n", + " -0.000464\n", + " 0.000301\n", + " -0.000142\n", + " -0.000259\n", + " 0.000039\n", " \n", " \n", " 4\n", - " 0.000054\n", - " 0.006228\n", - " -0.001699\n", - " -0.000858\n", - " 0.001188\n", - " -0.000236\n", - " 0.000801\n", + " 0.000134\n", + " -0.001063\n", + " -0.000163\n", + " 0.000324\n", + " -0.000106\n", + " -0.000209\n", + " 0.000031\n", " \n", " \n", "\n", @@ -1840,14 +1890,14 @@ ], "text/plain": [ " 0 1 2 3 4 5 6\n", - "0 -0.001840 0.005584 -0.001724 -0.000157 0.001694 0.000052 0.001786\n", - "1 0.005321 -0.001193 -0.002606 0.004470 -0.000058 -0.000247 0.001285\n", - "2 -0.001154 0.005865 -0.001700 -0.000399 0.001506 -0.000039 0.001431\n", - "3 0.005685 -0.001241 -0.001995 0.004183 0.000222 -0.000510 0.000970\n", - "4 0.000054 0.006228 -0.001699 -0.000858 0.001188 -0.000236 0.000801" + "0 -0.000578 -0.000424 -0.000689 0.000034 -0.000342 -0.000145 -0.000016\n", + "1 -0.000181 -0.000554 -0.000777 0.000153 -0.000264 -0.000231 0.000029\n", + "2 0.000059 -0.000686 -0.000693 0.000247 -0.000197 -0.000266 0.000044\n", + "3 0.000138 -0.000856 -0.000464 0.000301 -0.000142 -0.000259 0.000039\n", + "4 0.000134 -0.001063 -0.000163 0.000324 -0.000106 -0.000209 0.000031" ] }, - "execution_count": 112, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1858,12 +1908,13 @@ "pca.fit(avg_fr_blur)\n", "data_pca = pca.transform(avg_fr_blur)\n", "data_pca = pd.DataFrame(data_pca)\n", + "print(data_pca.shape)\n", "data_pca.head()" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1872,7 +1923,7 @@ "(400, 50, 7)" ] }, - "execution_count": 69, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1887,55 +1938,28 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "avg_firing_rates_pca = np.mean(firing_rates_in_trials_pca, axis=1).reshape((20, 20, N_COMP))" + "avg_firing_rates_pca = data_pca.to_numpy().reshape((20, 20, N_COMP))# np.mean(firing_rates_in_trials_pca, axis=1).reshape((20, 20, N_COMP))" ] }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 24, "metadata": {}, "outputs": [ - { - "ename": "InvalidIndexError", - "evalue": "(slice(None, None, None), slice(None, None, None), 0)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mInvalidIndexError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 91\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m fig\u001b[39m.\u001b[39mtight_layout(w_pad\u001b[39m=\u001b[39m\u001b[39m2\u001b[39m)\n\u001b[1;32m 3\u001b[0m \u001b[39mfor\u001b[39;00m i, ax \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(axs\u001b[39m.\u001b[39mflatten()[:\u001b[39m7\u001b[39m]):\n\u001b[0;32m----> 4\u001b[0m ax\u001b[39m.\u001b[39mimshow(data_pca[:, :, i], extent\u001b[39m=\u001b[39m(\u001b[39m0\u001b[39m, \u001b[39m360\u001b[39m, \u001b[39m0\u001b[39m, \u001b[39m180\u001b[39m), aspect\u001b[39m=\u001b[39m\u001b[39m2\u001b[39m)\n\u001b[1;32m 5\u001b[0m ax\u001b[39m.\u001b[39mset(xlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mphase\u001b[39m\u001b[39m\"\u001b[39m, ylabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39morientation\u001b[39m\u001b[39m\"\u001b[39m, title\u001b[39m=\u001b[39m\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mUnit \u001b[39m\u001b[39m{\u001b[39;00mi\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3503\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m 3504\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3505\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[1;32m 3506\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3507\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/indexes/range.py:388\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mValueError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m 387\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[0;32m--> 388\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_indexing_error(key)\n\u001b[1;32m 389\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key)\n\u001b[1;32m 390\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39m()\u001b[39m.\u001b[39mget_loc(key, method\u001b[39m=\u001b[39mmethod, tolerance\u001b[39m=\u001b[39mtolerance)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/indexes/base.py:5637\u001b[0m, in \u001b[0;36mIndex._check_indexing_error\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 5633\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_check_indexing_error\u001b[39m(\u001b[39mself\u001b[39m, key):\n\u001b[1;32m 5634\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_scalar(key):\n\u001b[1;32m 5635\u001b[0m \u001b[39m# if key is not a scalar, directly raise an error (the code below\u001b[39;00m\n\u001b[1;32m 5636\u001b[0m \u001b[39m# would convert to numpy arrays and raise later any way) - GH29926\u001b[39;00m\n\u001b[0;32m-> 5637\u001b[0m \u001b[39mraise\u001b[39;00m InvalidIndexError(key)\n", - "\u001b[0;31mInvalidIndexError\u001b[0m: (slice(None, None, None), slice(None, None, None), 0)" - ] - }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c09d95fca9cf47deb73bfbb32c0ea7bf", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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S/5bdBfTyNGMC2D/ALOweYFIrBdgY47UkDyR5PMkXkzw2xni2qh6qqnsWx/5jku9K8ttV9fmqunCVNwewNPsHmIPdA0xt5eeAjTEuJrm477YP7bn83gnmAngd+weYg90DTGnlH8QMAADAegQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQJO1AqyqzlTV81V1uaoePOD+76iqjy/u/0xV3X7oSYEjz+4B5mD3AFNaOcCq6qYkDye5K8npJPdV1el9x+5P8pUxxt9P8p+TfPiwgwJHm90DzMHuAaa2ziNgdya5PMZ4YYzxapJHk5zdd+Zsko8uLn8iyXuqqtYfE8DuAWZh9wCTWifAbk3y4p7rVxa3HXhmjPFakq8mecs6AwIs2D3AHOweYFLH5nznVXUuybnF1W9U1RfmnOcQbknyF3MPsaZtnj3Z7vm3efZ/MPcAh2H3bIxtnt/s87F/NsM2/z3a5tmT7Z5/m2efbPesE2AvJTm55/qJxW0HnblSVceSvDnJl/e/oTHG+STnk6SqLo0xdtaYZ3Zmn882z7/ts8/wbu2efbZ59mS75zf7fGbYP5PtnsT+2QTbPHuy3fNv++xTva11vgXx6SSnquqOqro5yb1JLuw7cyHJv15c/hdJ/tcYY6w/JoDdA8zC7gEmtfIjYGOM16rqgSSPJ7kpyUfGGM9W1UNJLo0xLiT570l+s6ouJ/nL7C4rgLXZPcAc7B5gams9B2yMcTHJxX23fWjP5a8n+Zcrvtnz68yyIcw+n22e3+wrsnteZ5tnT7Z7frPPp33+G7R7ku3+XJh9Pts8v9mTlEfIAQAAeqzzHDAAAADW0BpgVXWmqp6vqstV9eAB939HVX18cf9nqur2zvmuZ4n5f76qnquqZ6rq96rq++eY8yDXm33PuZ+oqlFVG/MKNcvMXlU/ufjYP1tVv9U947Us8ffmtqp6oqo+t/i7c/cccx6kqj5SVS9f7WWSa9evLf5sz1TVO7tnXNY2759t3j2J/TMXu2czbPPuSbZ7/9g989nW/dO2e8YYLb+y+8TVP0nyA0luTvKHSU7vO/MzSX59cfneJB/vmm+i+f9Jkr+7uPzTmzL/MrMvzr0pyZNJnkqyM/fcK3zcTyX5XJK/t7j+vXPPveL855P89OLy6SRfmnvuPbP9WJJ3JvnCVe6/O8knk1SSdyX5zNwzH+LzsJH7Z5t3z7LzL87ZP/2z2z2b8XnYyN2zwvwbuX/sno2ffyP3T9fu6XwE7M4kl8cYL4wxXk3yaJKz+86cTfLRxeVPJHlPVVXjjNdy3fnHGE+MMb62uPpUdn9WyCZY5mOfJL+c5MNJvt453HUsM/sHkjw8xvhKkowxXm6e8VqWmX8k+e7F5Tcn+bPG+a5pjPFkdl/R62rOJvmNseupJN9TVd/XM91Ktnn/bPPuSeyfudg9m2Gbd0+y3fvH7pnP1u6frt3TGWC3Jnlxz/Uri9sOPDPGeC3JV5O8pWW661tm/r3uz24hb4Lrzr54CPXkGON3OgdbwjIf97cmeWtVfbqqnqqqM23TXd8y8/9SkvdV1ZXsvsrWz/WMNolV/13MZZv3zzbvnsT+mYvdsxm2efck271/7J75/G3eP5PsnrVehp5rq6r3JdlJ8uNzz7KMqnpDkl9N8v6ZR1nXsew+FP/u7H7l7cmq+qExxl/NOdQK7kvyyBjjP1XVP87uz5J5+xjj/809GNtl23ZPYv/MzO5hMtu2f+ye2R3p/dP5CNhLSU7uuX5icduBZ6rqWHYfkvxyy3TXt8z8qar3JvlgknvGGN9omu16rjf7m5K8PcmnqupL2f2e1gsb8mTUZT7uV5JcGGN8c4zxp0n+OLtLaRMsM//9SR5LkjHG7yf5ziS3tEx3eEv9u9gA27x/tnn3JPbPXOyezbDNuyfZ7v1j98znb/P+mWb3TP3ktav9ym6pv5DkjvzNE/L+4b4zP5tvfyLqY13zTTT/O7L7pMNTc8+76uz7zn8qm/NE1GU+7meSfHRx+ZbsPjT8lrlnX2H+TyZ5/+LyD2b3+6Br7tn3zHd7rv5k1H+eb38y6h/MPe8hPg8buX+2efcsO/++8/ZP3+x2z2Z8HjZy96ww/0buH7tn4+ff2P3TsXu6/0B3Z7fQ/yTJBxe3PZTdr5gku/X720kuJ/mDJD8w9ydhxfn/Z5L/m+Tzi18X5p552dn3nd2YJbTkx72y+20EzyX5oyT3zj3zivOfTvLpxYL6fJJ/NvfMe2b/WJI/T/LN7H617f4kP5Xkp/Z87B9e/Nn+aJP+3qzxedjY/bPNu2eZ+fedtX/6Zrd7NuPzsLG7Z8n5N3b/2D0bPf9G7p+u3VOLNwYAAMAN1vqDmAEAAI4yAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0WTnAquojVfVyVX3hKvdXVf1aVV2uqmeq6p2HHxM46uweYC72DzCldR4BeyTJmWvcf1eSU4tf55L81zXeB8B+j8TuAebxSOwfYCIrB9gY48kkf3mNI2eT/MbY9VSS76mq71t3QIDE7gHmY/8AU7oRzwG7NcmLe65fWdwGcCPZPcBc7B9gacfmfOdVdS67D9XnjW984z9629veNuc4wJI++9nP/sUY4/jcc6zL7oHtZf8Ac5hy99yIAHspyck9108sbnudMcb5JOeTZGdnZ1y6dOkGjANMrar+99wzHMDugSPA/gHmMOXuuRHfgnghyb9avCLQu5J8dYzx5zfg/QDsZfcAc7F/gKWt/AhYVX0sybuT3FJVV5L8YpK/kyRjjF9PcjHJ3UkuJ/lakn8z1bDA0WX3AHOxf4AprRxgY4z7rnP/SPKza08EcAC7B5iL/QNM6UZ8CyIAAAAHEGAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATdYKsKo6U1XPV9XlqnrwgPtvq6onqupzVfVMVd19+FGBo87uAeZg9wBTWjnAquqmJA8nuSvJ6ST3VdXpfcf+Q5LHxhjvSHJvkv9y2EGBo83uAeZg9wBTW+cRsDuTXB5jvDDGeDXJo0nO7jszknz34vKbk/zZ+iMCJLF7gHnYPcCkjq3xe25N8uKe61eS/Mi+M7+U5Her6ueSvDHJe9eaDuBv2D3AHOweYFI36kU47kvyyBjjRJK7k/xmVb3ufVXVuaq6VFWXXnnllRs0CnCE2D3AHJbaPYn9A6wXYC8lObnn+onFbXvdn+SxJBlj/H6S70xyy/43NMY4P8bYGWPsHD9+fI1RgCPE7gHmMNnuWdxv/8ARt06APZ3kVFXdUVU3Z/fJphf2nfk/Sd6TJFX1g9ldRL7MAxyG3QPMwe4BJrVygI0xXkvyQJLHk3wxu6/682xVPVRV9yyO/UKSD1TVHyb5WJL3jzHGVEMDR4/dA8zB7gGmts6LcGSMcTHJxX23fWjP5eeS/OjhRgP4dnYPMAe7B5jSjXoRDgAAAPYRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNVg6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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1950,17 +1974,19 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\u001b[39m=\u001b[39m fr_pca_simpl\u001b[39m.\u001b[39mto_numpy()\n\u001b[1;32m 3\u001b[0m fr_pca_simpl\u001b[39m.\u001b[39mshape\n", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 96\u001b[0m in \u001b[0;36mtop_noise_reduction\u001b[0;34m(X, n, omega, fraction, plot)\u001b[0m\n\u001b[1;32m 23\u001b[0m S \u001b[39m=\u001b[39m X\u001b[39m.\u001b[39miloc[inds]\n\u001b[1;32m 24\u001b[0m sigma \u001b[39m=\u001b[39m X\u001b[39m.\u001b[39mstack()\u001b[39m.\u001b[39mstd()\n\u001b[0;32m---> 25\u001b[0m c \u001b[39m=\u001b[39m \u001b[39m0.02\u001b[39m\u001b[39m*\u001b[39mnp\u001b[39m.\u001b[39mmax(scipy\u001b[39m.\u001b[39;49mspatial\u001b[39m.\u001b[39;49mdistance\u001b[39m.\u001b[39;49mcdist(X, X, metric\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m'\u001b[39;49m))\n\u001b[1;32m 27\u001b[0m iterator \u001b[39m=\u001b[39m trange(\u001b[39m0\u001b[39m, n, position\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m, leave\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m 28\u001b[0m iterator\u001b[39m.\u001b[39mset_description(\u001b[39m\"\u001b[39m\u001b[39mTopological noise reduction\u001b[39m\u001b[39m\"\u001b[39m)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/spatial/distance.py:2947\u001b[0m, in \u001b[0;36mcdist\u001b[0;34m(XA, XB, metric, out, **kwargs)\u001b[0m\n\u001b[1;32m 2945\u001b[0m \u001b[39mif\u001b[39;00m metric_info \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 2946\u001b[0m cdist_fn \u001b[39m=\u001b[39m metric_info\u001b[39m.\u001b[39mcdist_func\n\u001b[0;32m-> 2947\u001b[0m \u001b[39mreturn\u001b[39;00m cdist_fn(XA, XB, out\u001b[39m=\u001b[39;49mout, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 2948\u001b[0m \u001b[39melif\u001b[39;00m mstr\u001b[39m.\u001b[39mstartswith(\u001b[39m\"\u001b[39m\u001b[39mtest_\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[1;32m 2949\u001b[0m metric_info \u001b[39m=\u001b[39m _TEST_METRICS\u001b[39m.\u001b[39mget(mstr, \u001b[39mNone\u001b[39;00m)\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] + "data": { + "text/plain": [ + "(414, 7)" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -2111,30 +2134,37 @@ "outputs": [], "source": [] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Plots" + ] + }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(926, 2)" + "(400, 2)" ] }, - "execution_count": 97, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "param_corr = stim_val['pair'][np.array(inds_simpl) // 50]\n", + "param_corr = stim_val['pair'] # [np.array(inds_simpl) // 50]\n", "param_corr.shape" ] }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -2143,12 +2173,12 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2197,7 +2227,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -2206,88 +2236,109 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ncomp_umap = 4\n", + "embed = UMAP(n_components=ncomp_umap, n_neighbors=30, metric='euclidean').fit_transform(avg_firing_rates_pca_)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "param_corr[:, 0].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "723e6a2e25e34392954a050ad7ba10a6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stderr", "output_type": "stream", "text": [ - "/usr/lib/python3.10/site-packages/umap/umap_.py:2344: UserWarning: n_neighbors is larger than the dataset size; truncating to X.shape[0] - 1\n", - " warn(\n", - "/usr/lib/python3.10/site-packages/umap/umap_.py:132: UserWarning: A large number of your vertices were disconnected from the manifold.\n", - "Disconnection_distance = inf has removed 0 edges.\n", - "It has fully disconnected 2 vertices.\n", - "You might consider using find_disconnected_points() to find and remove these points from your data.\n", - "Use umap.utils.disconnected_vertices() to identify them.\n", - " warn(\n" - ] - }, - { - "ename": "ValueError", - "evalue": "zero-size array to reduction operation maximum which has no identity", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 103\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m ncomp_umap \u001b[39m=\u001b[39m \u001b[39m5\u001b[39m\n\u001b[0;32m----> 2\u001b[0m embed \u001b[39m=\u001b[39m UMAP(n_components\u001b[39m=\u001b[39;49mncomp_umap, n_neighbors\u001b[39m=\u001b[39;49m\u001b[39m5\u001b[39;49m, metric\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m'\u001b[39;49m)\u001b[39m.\u001b[39;49mfit_transform(fr_pca_simpl)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2772\u001b[0m, in \u001b[0;36mUMAP.fit_transform\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 2742\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mfit_transform\u001b[39m(\u001b[39mself\u001b[39m, X, y\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[1;32m 2743\u001b[0m \u001b[39m\"\"\"Fit X into an embedded space and return that transformed\u001b[39;00m\n\u001b[1;32m 2744\u001b[0m \u001b[39m output.\u001b[39;00m\n\u001b[1;32m 2745\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2770\u001b[0m \u001b[39m Local radii of data points in the embedding (log-transformed).\u001b[39;00m\n\u001b[1;32m 2771\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2772\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfit(X, y)\n\u001b[1;32m 2773\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtransform_mode \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39membedding\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m 2774\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moutput_dens:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2684\u001b[0m, in \u001b[0;36mUMAP.fit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 2681\u001b[0m \u001b[39mprint\u001b[39m(ts(), \u001b[39m\"\u001b[39m\u001b[39mConstruct embedding\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 2683\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtransform_mode \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39membedding\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m-> 2684\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39membedding_, aux_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_fit_embed_data(\n\u001b[1;32m 2685\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_raw_data[index],\n\u001b[1;32m 2686\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mn_epochs,\n\u001b[1;32m 2687\u001b[0m init,\n\u001b[1;32m 2688\u001b[0m random_state, \u001b[39m# JH why raw data?\u001b[39;49;00m\n\u001b[1;32m 2689\u001b[0m )\n\u001b[1;32m 2690\u001b[0m \u001b[39m# Assign any points that are fully disconnected from our manifold(s) to have embedding\u001b[39;00m\n\u001b[1;32m 2691\u001b[0m \u001b[39m# coordinates of np.nan. These will be filtered by our plotting functions automatically.\u001b[39;00m\n\u001b[1;32m 2692\u001b[0m \u001b[39m# They also prevent users from being deceived a distance query to one of these points.\u001b[39;00m\n\u001b[1;32m 2693\u001b[0m \u001b[39m# Might be worth moving this into simplicial_set_embedding or _fit_embed_data\u001b[39;00m\n\u001b[1;32m 2694\u001b[0m disconnected_vertices \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mgraph_\u001b[39m.\u001b[39msum(axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m))\u001b[39m.\u001b[39mflatten() \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2717\u001b[0m, in \u001b[0;36mUMAP._fit_embed_data\u001b[0;34m(self, X, n_epochs, init, random_state)\u001b[0m\n\u001b[1;32m 2713\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_fit_embed_data\u001b[39m(\u001b[39mself\u001b[39m, X, n_epochs, init, random_state):\n\u001b[1;32m 2714\u001b[0m \u001b[39m\"\"\"A method wrapper for simplicial_set_embedding that can be\u001b[39;00m\n\u001b[1;32m 2715\u001b[0m \u001b[39m replaced by subclasses.\u001b[39;00m\n\u001b[1;32m 2716\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2717\u001b[0m \u001b[39mreturn\u001b[39;00m simplicial_set_embedding(\n\u001b[1;32m 2718\u001b[0m X,\n\u001b[1;32m 2719\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mgraph_,\n\u001b[1;32m 2720\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mn_components,\n\u001b[1;32m 2721\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_initial_alpha,\n\u001b[1;32m 2722\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_a,\n\u001b[1;32m 2723\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_b,\n\u001b[1;32m 2724\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrepulsion_strength,\n\u001b[1;32m 2725\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mnegative_sample_rate,\n\u001b[1;32m 2726\u001b[0m n_epochs,\n\u001b[1;32m 2727\u001b[0m init,\n\u001b[1;32m 2728\u001b[0m random_state,\n\u001b[1;32m 2729\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_input_distance_func,\n\u001b[1;32m 2730\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_metric_kwds,\n\u001b[1;32m 2731\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mdensmap,\n\u001b[1;32m 2732\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_densmap_kwds,\n\u001b[1;32m 2733\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moutput_dens,\n\u001b[1;32m 2734\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_output_distance_func,\n\u001b[1;32m 2735\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_output_metric_kwds,\n\u001b[1;32m 2736\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moutput_metric \u001b[39min\u001b[39;49;00m (\u001b[39m\"\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39ml2\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[1;32m 2737\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrandom_state \u001b[39mis\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m,\n\u001b[1;32m 2738\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mverbose,\n\u001b[1;32m 2739\u001b[0m tqdm_kwds\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtqdm_kwds,\n\u001b[1;32m 2740\u001b[0m )\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:1066\u001b[0m, in \u001b[0;36msimplicial_set_embedding\u001b[0;34m(data, graph, n_components, initial_alpha, a, b, gamma, negative_sample_rate, n_epochs, init, random_state, metric, metric_kwds, densmap, densmap_kwds, output_dens, output_metric, output_metric_kwds, euclidean_output, parallel, verbose, tqdm_kwds)\u001b[0m\n\u001b[1;32m 1063\u001b[0m n_epochs \u001b[39m=\u001b[39m default_epochs\n\u001b[1;32m 1065\u001b[0m \u001b[39mif\u001b[39;00m n_epochs \u001b[39m>\u001b[39m \u001b[39m10\u001b[39m:\n\u001b[0;32m-> 1066\u001b[0m graph\u001b[39m.\u001b[39mdata[graph\u001b[39m.\u001b[39mdata \u001b[39m<\u001b[39m (graph\u001b[39m.\u001b[39;49mdata\u001b[39m.\u001b[39;49mmax() \u001b[39m/\u001b[39m \u001b[39mfloat\u001b[39m(n_epochs))] \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n\u001b[1;32m 1067\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 1068\u001b[0m graph\u001b[39m.\u001b[39mdata[graph\u001b[39m.\u001b[39mdata \u001b[39m<\u001b[39m (graph\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mmax() \u001b[39m/\u001b[39m \u001b[39mfloat\u001b[39m(default_epochs))] \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/numpy/core/_methods.py:40\u001b[0m, in \u001b[0;36m_amax\u001b[0;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_amax\u001b[39m(a, axis\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, out\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, keepdims\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 39\u001b[0m initial\u001b[39m=\u001b[39m_NoValue, where\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m):\n\u001b[0;32m---> 40\u001b[0m \u001b[39mreturn\u001b[39;00m umr_maximum(a, axis, \u001b[39mNone\u001b[39;49;00m, out, keepdims, initial, where)\n", - "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation maximum which has no identity" + "Unhandled message type set_device_pixel_ratio. {'device_pixel_ratio': 0.8333333134651184, 'type': 'set_device_pixel_ratio'}\n", + "Unhandled message type set_device_pixel_ratio. {'device_pixel_ratio': 0.8333333134651184, 'type': 'set_device_pixel_ratio'}\n" ] } ], "source": [ - "ncomp_umap = 5\n", - "embed = UMAP(n_components=ncomp_umap, n_neighbors=5, metric='euclidean').fit_transform(fr_pca_simpl)" + "from mpl_toolkits import mplot3d\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "%matplotlib inline\n", + "%matplotlib widget\n", + "\n", + "x, y, z, u = embed[:,0], embed[:,1], embed[:,2], embed[:,3] \n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(20, 10))\n", + "# ax.scatter3D(x, y, z, c=np.array([param_corr[:, 0] / 180, [0] * param_corr.shape[0], param_corr[:, 1] / 360]).swapaxes(0, 1))\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.scatter3D(x, y, z, c=param_corr[:, 0], cmap=\"hsv\")\n", + "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n", + "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax.scatter3D(x, y, z, c=param_corr[:, 1], cmap=\"hsv\")\n", + "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n", + "# ax = fig.add_subplot(2, 2, 3, projection='3d')\n", + "# ax.scatter3D(x, y, u, c=param_corr[:, 0], cmap=\"hsv\")\n", + "# ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U3\", xticks=[], yticks=[], zticks=[])\n", + "# ax = fig.add_subplot(2, 2, 4, projection='3d')\n", + "# ax.scatter3D(x, y, u, c=param_corr[:, 1], cmap=\"hsv\")\n", + "# ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U3\", xticks=[], yticks=[], zticks=[])\n", + "fig.suptitle('UMAP 3D')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "ename": "ValueError", - "evalue": "'c' argument has 926 elements, which is inconsistent with 'x' and 'y' with size 913.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4350\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4349\u001b[0m \u001b[39mtry\u001b[39;00m: \u001b[39m# Is 'c' acceptable as PathCollection facecolors?\u001b[39;00m\n\u001b[0;32m-> 4350\u001b[0m colors \u001b[39m=\u001b[39m mcolors\u001b[39m.\u001b[39;49mto_rgba_array(c)\n\u001b[1;32m 4351\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, \u001b[39mValueError\u001b[39;00m) \u001b[39mas\u001b[39;00m err:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36mto_rgba_array\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:206\u001b[0m, in \u001b[0;36mto_rgba\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 205\u001b[0m \u001b[39mif\u001b[39;00m rgba \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m: \u001b[39m# Suppress exception chaining of cache lookup failure.\u001b[39;00m\n\u001b[0;32m--> 206\u001b[0m rgba \u001b[39m=\u001b[39m _to_rgba_no_colorcycle(c, alpha)\n\u001b[1;32m 207\u001b[0m \u001b[39mtry\u001b[39;00m:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:284\u001b[0m, in \u001b[0;36m_to_rgba_no_colorcycle\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 283\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m np\u001b[39m.\u001b[39miterable(c):\n\u001b[0;32m--> 284\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid RGBA argument: \u001b[39m\u001b[39m{\u001b[39;00morig_c\u001b[39m!r}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 285\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(c) \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m [\u001b[39m3\u001b[39m, \u001b[39m4\u001b[39m]:\n", - "\u001b[0;31mValueError\u001b[0m: Invalid RGBA argument: 9.0", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 104\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 9\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(\u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, figsize\u001b[39m=\u001b[39m(\u001b[39m8\u001b[39m, \u001b[39m6\u001b[39m))\n\u001b[1;32m 10\u001b[0m ax \u001b[39m=\u001b[39m fig\u001b[39m.\u001b[39madd_subplot(\u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, projection\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m3d\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m---> 11\u001b[0m ax\u001b[39m.\u001b[39;49mscatter3D(x, y, z, c\u001b[39m=\u001b[39;49mparam_corr[:, \u001b[39m0\u001b[39;49m], cmap\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mhsv\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 12\u001b[0m ax\u001b[39m.\u001b[39mset(xlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU0\u001b[39m\u001b[39m\"\u001b[39m, ylabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU1\u001b[39m\u001b[39m\"\u001b[39m, zlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU2\u001b[39m\u001b[39m\"\u001b[39m, xticks\u001b[39m=\u001b[39m[], yticks\u001b[39m=\u001b[39m[], zticks\u001b[39m=\u001b[39m[])\n\u001b[1;32m 13\u001b[0m fig\u001b[39m.\u001b[39msuptitle(\u001b[39m'\u001b[39m\u001b[39mUMAP 3D\u001b[39m\u001b[39m'\u001b[39m)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/mpl_toolkits/mplot3d/axes3d.py:2416\u001b[0m, in \u001b[0;36mAxes3D.scatter\u001b[0;34m(self, xs, ys, zs, zdir, s, c, depthshade, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2413\u001b[0m \u001b[39mif\u001b[39;00m np\u001b[39m.\u001b[39mmay_share_memory(zs_orig, zs): \u001b[39m# Avoid unnecessary copies.\u001b[39;00m\n\u001b[1;32m 2414\u001b[0m zs \u001b[39m=\u001b[39m zs\u001b[39m.\u001b[39mcopy()\n\u001b[0;32m-> 2416\u001b[0m patches \u001b[39m=\u001b[39m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mscatter(xs, ys, s\u001b[39m=\u001b[39;49ms, c\u001b[39m=\u001b[39;49mc, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 2417\u001b[0m art3d\u001b[39m.\u001b[39mpatch_collection_2d_to_3d(patches, zs\u001b[39m=\u001b[39mzs, zdir\u001b[39m=\u001b[39mzdir,\n\u001b[1;32m 2418\u001b[0m depthshade\u001b[39m=\u001b[39mdepthshade)\n\u001b[1;32m 2420\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_zmargin \u001b[39m<\u001b[39m \u001b[39m0.05\u001b[39m \u001b[39mand\u001b[39;00m xs\u001b[39m.\u001b[39msize \u001b[39m>\u001b[39m \u001b[39m0\u001b[39m:\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m 1359\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 1360\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> 1361\u001b[0m \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39;49m\u001b[39mmap\u001b[39;49m(sanitize_sequence, args), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1363\u001b[0m bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1364\u001b[0m auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[1;32m 1365\u001b[0m \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4516\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4513\u001b[0m \u001b[39mif\u001b[39;00m edgecolors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4514\u001b[0m orig_edgecolor \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39medgecolor\u001b[39m\u001b[39m'\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m 4515\u001b[0m c, colors, edgecolors \u001b[39m=\u001b[39m \\\n\u001b[0;32m-> 4516\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_parse_scatter_color_args(\n\u001b[1;32m 4517\u001b[0m c, edgecolors, kwargs, x\u001b[39m.\u001b[39;49msize,\n\u001b[1;32m 4518\u001b[0m get_next_color_func\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_patches_for_fill\u001b[39m.\u001b[39;49mget_next_color)\n\u001b[1;32m 4520\u001b[0m \u001b[39mif\u001b[39;00m plotnonfinite \u001b[39mand\u001b[39;00m colors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4521\u001b[0m c \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mma\u001b[39m.\u001b[39mmasked_invalid(c)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4356\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4354\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 4355\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m valid_shape:\n\u001b[0;32m-> 4356\u001b[0m \u001b[39mraise\u001b[39;00m invalid_shape_exception(c\u001b[39m.\u001b[39msize, xsize) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4357\u001b[0m \u001b[39m# Both the mapping *and* the RGBA conversion failed: pretty\u001b[39;00m\n\u001b[1;32m 4358\u001b[0m \u001b[39m# severe failure => one may appreciate a verbose feedback.\u001b[39;00m\n\u001b[1;32m 4359\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 4360\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mc\u001b[39m\u001b[39m'\u001b[39m\u001b[39m argument must be a color, a sequence of colors, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 4361\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mor a sequence of numbers, not \u001b[39m\u001b[39m{\u001b[39;00mc\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n", - "\u001b[0;31mValueError\u001b[0m: 'c' argument has 926 elements, which is inconsistent with 'x' and 'y' with size 913." - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c30c2e1b938147c8bd27657deb0d3f42", + "model_id": "cc2c2edbd8b8491ca20366c9839f92dc", "version_major": 2, "version_minor": 0 }, - "image/png": 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\n", " " ], @@ -2297,21 +2348,26 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Unhandled message type set_device_pixel_ratio. {'device_pixel_ratio': 0.8333333134651184, 'type': 'set_device_pixel_ratio'}\n", + "Unhandled message type set_device_pixel_ratio. {'device_pixel_ratio': 0.8333333134651184, 'type': 'set_device_pixel_ratio'}\n" + ] } ], "source": [ - "from mpl_toolkits import mplot3d\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "%matplotlib inline\n", - "%matplotlib widget\n", - "\n", - "x, y, z = embed[:,0], embed[:,1], embed[:,2]\n", + "fig, ax = plt.subplots(1, 1, figsize=(20, 10))\n", + "# ax.scatter3D(x, y, z, c=np.array([param_corr[:, 0] / 180, [0] * param_corr.shape[0], param_corr[:, 1] / 360]).swapaxes(0, 1))\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.scatter3D(x, y, u, c=param_corr[:, 0], cmap=\"hsv\")\n", + "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U3\", xticks=[], yticks=[], zticks=[])\n", + "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax.scatter3D(x, y, u, c=param_corr[:, 1], cmap=\"hsv\")\n", + "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U3\", xticks=[], yticks=[], zticks=[])\n", "\n", - "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", - "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", - "ax.scatter3D(x, y, z, c=param_corr[:, 0], cmap='hsv')\n", - "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n", "fig.suptitle('UMAP 3D')\n", "plt.show()" ] @@ -2325,7 +2381,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -2334,29 +2390,50 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 10, "metadata": {}, "outputs": [ { - "ename": "NotImplementedError", - "evalue": "Axes3D currently only supports the aspect argument 'auto'. You passed in 'equal'.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 103\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# param = decoding.cohomological_parameterization(pd.DataFrame(firing_rates_in_trials_pca.reshape((400*50, -1))[::41]))\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m param \u001b[39m=\u001b[39m decoding\u001b[39m.\u001b[39;49mcohomological_parameterization(fr_pca_simpl)\n", - "File \u001b[0;32m~/dev/amgen/exp/../model/decoding.py:95\u001b[0m, in \u001b[0;36mcohomological_parameterization\u001b[0;34m(X, cocycle_number, coeff, weighted)\u001b[0m\n\u001b[1;32m 93\u001b[0m idx \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39margsort(dgm1[:, \u001b[39m1\u001b[39m] \u001b[39m-\u001b[39m dgm1[:, \u001b[39m0\u001b[39m])[\u001b[39m-\u001b[39mcocycle_number]\n\u001b[1;32m 94\u001b[0m cocycle \u001b[39m=\u001b[39m cocycles[\u001b[39m1\u001b[39m][idx]\n\u001b[0;32m---> 95\u001b[0m persistence(X, homdim\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m, coeff\u001b[39m=\u001b[39;49mcoeff, show_largest_homology\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m,\n\u001b[1;32m 96\u001b[0m Nsubsamples\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m, save_path\u001b[39m=\u001b[39;49m\u001b[39mNone\u001b[39;49;00m, cycle\u001b[39m=\u001b[39;49midx)\n\u001b[1;32m 97\u001b[0m thresh \u001b[39m=\u001b[39m dgm1[idx, \u001b[39m1\u001b[39m] \u001b[39m-\u001b[39m EPSILON\n\u001b[1;32m 99\u001b[0m \u001b[39m# Compute connectivity\u001b[39;00m\n", - "File \u001b[0;32m~/dev/amgen/exp/../model/decorators.py:19\u001b[0m, in \u001b[0;36mmulti_input..wrapper\u001b[0;34m(data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[39mreturn\u001b[39;00m output_data\n\u001b[1;32m 18\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m---> 19\u001b[0m \u001b[39mreturn\u001b[39;00m f(data, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", - "File \u001b[0;32m~/dev/amgen/exp/../model/persistence.py:97\u001b[0m, in \u001b[0;36mpersistence\u001b[0;34m(X, homdim, coeff, threshold, show_largest_homology, distance_matrix, Nsubsamples, alpha, cycle, save_path)\u001b[0m\n\u001b[1;32m 94\u001b[0m result \u001b[39m=\u001b[39m ripser\u001b[39m.\u001b[39mripser(X, maxdim\u001b[39m=\u001b[39mhomdim, coeff\u001b[39m=\u001b[39mcoeff, do_cocycles\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 95\u001b[0m distance_matrix\u001b[39m=\u001b[39mdistance_matrix, thresh\u001b[39m=\u001b[39mthreshold)\n\u001b[1;32m 96\u001b[0m diagrams \u001b[39m=\u001b[39m result[\u001b[39m'\u001b[39m\u001b[39mdgms\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m---> 97\u001b[0m plot_diagrams(diagrams, show\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n\u001b[1;32m 98\u001b[0m \u001b[39mif\u001b[39;00m (Nsubsamples\u001b[39m>\u001b[39m\u001b[39m0\u001b[39m):\n\u001b[1;32m 99\u001b[0m conf \u001b[39m=\u001b[39m confidence(X, alpha, Nsubsamples, homdim, \u001b[39m2\u001b[39m)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/persim/visuals.py:157\u001b[0m, in \u001b[0;36mplot_diagrams\u001b[0;34m(diagrams, plot_only, title, xy_range, labels, colormap, size, ax_color, diagonal, lifetime, legend, show, ax)\u001b[0m\n\u001b[1;32m 155\u001b[0m ax\u001b[39m.\u001b[39mset_xlim([x_down, x_up])\n\u001b[1;32m 156\u001b[0m ax\u001b[39m.\u001b[39mset_ylim([y_down, y_up])\n\u001b[0;32m--> 157\u001b[0m ax\u001b[39m.\u001b[39;49mset_aspect(\u001b[39m'\u001b[39;49m\u001b[39mequal\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39mbox\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 159\u001b[0m \u001b[39mif\u001b[39;00m title \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 160\u001b[0m ax\u001b[39m.\u001b[39mset_title(title)\n", - "File \u001b[0;32m/usr/lib/python3.10/site-packages/mpl_toolkits/mplot3d/axes3d.py:323\u001b[0m, in \u001b[0;36mAxes3D.set_aspect\u001b[0;34m(self, aspect, adjustable, anchor, share)\u001b[0m\n\u001b[1;32m 270\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 271\u001b[0m \u001b[39mSet the aspect ratios.\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[39mmpl_toolkits.mplot3d.axes3d.Axes3D.set_box_aspect\u001b[39;00m\n\u001b[1;32m 321\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 322\u001b[0m \u001b[39mif\u001b[39;00m aspect \u001b[39m!=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mauto\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[0;32m--> 323\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(\n\u001b[1;32m 324\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mAxes3D currently only supports the aspect argument \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 325\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mauto\u001b[39m\u001b[39m'\u001b[39m\u001b[39m. You passed in \u001b[39m\u001b[39m{\u001b[39;00maspect\u001b[39m!r}\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 326\u001b[0m )\n\u001b[1;32m 328\u001b[0m \u001b[39mif\u001b[39;00m share:\n\u001b[1;32m 329\u001b[0m axes \u001b[39m=\u001b[39m {\u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_x_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 330\u001b[0m \u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_y_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 331\u001b[0m \u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_z_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 332\u001b[0m }\n", - "\u001b[0;31mNotImplementedError\u001b[0m: Axes3D currently only supports the aspect argument 'auto'. You passed in 'equal'." + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decoding... done\n" ] } ], "source": [ "# param = decoding.cohomological_parameterization(pd.DataFrame(firing_rates_in_trials_pca.reshape((400*50, -1))[::41]))\n", - "param = decoding.cohomological_parameterization(fr_pca_simpl)\n" + "param = decoding.cohomological_parameterization(pd.DataFrame(embed))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.frame.DataFrame" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(param)" ] }, { @@ -2381,12 +2458,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 12, "metadata": {}, "outputs": [ { "ename": "ValueError", - "evalue": "'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 5.648858e-10\n1 8.865429e-01\n2 8.865876e-01\n3 8.864820e-01\n4 8.867152e-01\n.. ...\n641 8.865732e-01\n642 8.861918e-01\n643 8.865706e-01\n644 8.865345e-01\n645 8.863632e-01\n\n[646 rows x 1 columns]", + "evalue": "'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 0.728825\n1 0.728807\n2 0.728802\n3 0.729053\n4 0.729382\n.. ...\n395 0.988458\n396 0.917262\n397 0.913100\n398 0.974053\n399 0.055629\n\n[400 rows x 1 columns]", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", @@ -2399,12 +2476,12 @@ "\u001b[0;31mValueError\u001b[0m: Invalid RGBA argument: 'decoding'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 98\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plt\u001b[39m.\u001b[39;49mscatter(param_corr[:, \u001b[39m0\u001b[39;49m], param_corr[:, \u001b[39m1\u001b[39;49m], c\u001b[39m=\u001b[39;49mparam, cmap\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mRdBu\u001b[39;49m\u001b[39m'\u001b[39;49m)\n", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 115\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plt\u001b[39m.\u001b[39;49mscatter(param_corr[:, \u001b[39m0\u001b[39;49m], param_corr[:, \u001b[39m1\u001b[39;49m], c\u001b[39m=\u001b[39;49mparam)\n", "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/pyplot.py:3068\u001b[0m, in \u001b[0;36mscatter\u001b[0;34m(x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, data, **kwargs)\u001b[0m\n\u001b[1;32m 3063\u001b[0m \u001b[39m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[39m.\u001b[39mscatter)\n\u001b[1;32m 3064\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mscatter\u001b[39m(\n\u001b[1;32m 3065\u001b[0m x, y, s\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, c\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, marker\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, cmap\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, norm\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m,\n\u001b[1;32m 3066\u001b[0m vmin\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, vmax\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, alpha\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, linewidths\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m,\n\u001b[1;32m 3067\u001b[0m edgecolors\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, plotnonfinite\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m-> 3068\u001b[0m __ret \u001b[39m=\u001b[39m gca()\u001b[39m.\u001b[39;49mscatter(\n\u001b[1;32m 3069\u001b[0m x, y, s\u001b[39m=\u001b[39;49ms, c\u001b[39m=\u001b[39;49mc, marker\u001b[39m=\u001b[39;49mmarker, cmap\u001b[39m=\u001b[39;49mcmap, norm\u001b[39m=\u001b[39;49mnorm,\n\u001b[1;32m 3070\u001b[0m vmin\u001b[39m=\u001b[39;49mvmin, vmax\u001b[39m=\u001b[39;49mvmax, alpha\u001b[39m=\u001b[39;49malpha, linewidths\u001b[39m=\u001b[39;49mlinewidths,\n\u001b[1;32m 3071\u001b[0m edgecolors\u001b[39m=\u001b[39;49medgecolors, plotnonfinite\u001b[39m=\u001b[39;49mplotnonfinite,\n\u001b[1;32m 3072\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m({\u001b[39m\"\u001b[39;49m\u001b[39mdata\u001b[39;49m\u001b[39m\"\u001b[39;49m: data} \u001b[39mif\u001b[39;49;00m data \u001b[39mis\u001b[39;49;00m \u001b[39mnot\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m \u001b[39melse\u001b[39;49;00m {}), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 3073\u001b[0m sci(__ret)\n\u001b[1;32m 3074\u001b[0m \u001b[39mreturn\u001b[39;00m __ret\n", "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m 1359\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 1360\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> 1361\u001b[0m \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39;49m\u001b[39mmap\u001b[39;49m(sanitize_sequence, args), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1363\u001b[0m bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1364\u001b[0m auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[1;32m 1365\u001b[0m \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n", "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4516\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4513\u001b[0m \u001b[39mif\u001b[39;00m edgecolors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4514\u001b[0m orig_edgecolor \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39medgecolor\u001b[39m\u001b[39m'\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m 4515\u001b[0m c, colors, edgecolors \u001b[39m=\u001b[39m \\\n\u001b[0;32m-> 4516\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_parse_scatter_color_args(\n\u001b[1;32m 4517\u001b[0m c, edgecolors, kwargs, x\u001b[39m.\u001b[39;49msize,\n\u001b[1;32m 4518\u001b[0m get_next_color_func\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_patches_for_fill\u001b[39m.\u001b[39;49mget_next_color)\n\u001b[1;32m 4520\u001b[0m \u001b[39mif\u001b[39;00m plotnonfinite \u001b[39mand\u001b[39;00m colors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4521\u001b[0m c \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mma\u001b[39m.\u001b[39mmasked_invalid(c)\n", "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4359\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4356\u001b[0m \u001b[39mraise\u001b[39;00m invalid_shape_exception(c\u001b[39m.\u001b[39msize, xsize) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4357\u001b[0m \u001b[39m# Both the mapping *and* the RGBA conversion failed: pretty\u001b[39;00m\n\u001b[1;32m 4358\u001b[0m \u001b[39m# severe failure => one may appreciate a verbose feedback.\u001b[39;00m\n\u001b[0;32m-> 4359\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 4360\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mc\u001b[39m\u001b[39m'\u001b[39m\u001b[39m argument must be a color, a sequence of colors, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 4361\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mor a sequence of numbers, not \u001b[39m\u001b[39m{\u001b[39;00mc\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4362\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 4363\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(colors) \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m (\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, xsize):\n\u001b[1;32m 4364\u001b[0m \u001b[39m# NB: remember that a single color is also acceptable.\u001b[39;00m\n\u001b[1;32m 4365\u001b[0m \u001b[39m# Besides *colors* will be an empty array if c == 'none'.\u001b[39;00m\n", - "\u001b[0;31mValueError\u001b[0m: 'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 5.648858e-10\n1 8.865429e-01\n2 8.865876e-01\n3 8.864820e-01\n4 8.867152e-01\n.. ...\n641 8.865732e-01\n642 8.861918e-01\n643 8.865706e-01\n644 8.865345e-01\n645 8.863632e-01\n\n[646 rows x 1 columns]" + "\u001b[0;31mValueError\u001b[0m: 'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 0.728825\n1 0.728807\n2 0.728802\n3 0.729053\n4 0.729382\n.. ...\n395 0.988458\n396 0.917262\n397 0.913100\n398 0.974053\n399 0.055629\n\n[400 rows x 1 columns]" ] }, { @@ -2419,27 +2496,27 @@ } ], "source": [ - "plt.scatter(param_corr[:, 0], param_corr[:, 1], c=param, cmap='RdBu')" + "plt.scatter(param_corr[:, 0], param_corr[:, 1], c=param)" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 67, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -2449,7 +2526,7 @@ } ], "source": [ - "plt.scatter(param_corr[:, 1], param)" + "plt.scatter(param_corr[:, 0], param)" ] }, { diff --git a/exp/dump.pkl b/exp/dump.pkl new file mode 100644 index 0000000..0faa4e1 Binary files /dev/null and b/exp/dump.pkl differ