From a7d42c2cd58bc89ab81a82cad9a33928a60adb0c Mon Sep 17 00:00:00 2001 From: ennucore Date: Mon, 18 Jul 2022 11:05:25 +0300 Subject: [PATCH] Add data --- PopulationSampling.ipynb | 121 +++++++++++------- .../Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy | Bin 0 -> 876531 bytes .../Spiketimes_Ntsr1Cre_2020_0003_s02_e10.npy | Bin 0 -> 1497156 bytes data/Stiminfo_Ntsr1Cre_2020_0003_s02_e05.npy | Bin 0 -> 12165 bytes data/Stiminfo_Ntsr1Cre_2020_0003_s02_e10.npy | Bin 0 -> 284139 bytes 5 files changed, 73 insertions(+), 48 deletions(-) create mode 100644 data/Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy create mode 100644 data/Spiketimes_Ntsr1Cre_2020_0003_s02_e10.npy create mode 100644 data/Stiminfo_Ntsr1Cre_2020_0003_s02_e05.npy create mode 100644 data/Stiminfo_Ntsr1Cre_2020_0003_s02_e10.npy diff --git a/PopulationSampling.ipynb b/PopulationSampling.ipynb index e416adf..e17a0d8 100644 --- a/PopulationSampling.ipynb +++ b/PopulationSampling.ipynb @@ -490,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 52, "metadata": { "collapsed": false, "pycharm": { @@ -523,64 +523,82 @@ " PC2\n", " PC3\n", " PC4\n", + " PC5\n", + " PC6\n", + " PC7\n", " \n", " \n", " \n", " \n", " 0\n", " 1.152136\n", - " 6.882894\n", - " -1.545937\n", - " -0.027478\n", + " 6.882893\n", + " -1.545938\n", + " -0.027471\n", + " -1.348491\n", + " -0.067572\n", + " 3.253269\n", " \n", " \n", " 1\n", " 1.081195\n", " 6.691970\n", - " -1.446043\n", - " -0.080447\n", + " -1.446044\n", + " -0.080450\n", + " -1.327843\n", + " -0.204249\n", + " 3.526015\n", " \n", " \n", " 2\n", " 0.996579\n", " 6.447147\n", - " -1.338007\n", - " -0.133982\n", + " -1.338009\n", + " -0.133996\n", + " -1.298363\n", + " -0.338896\n", + " 3.770720\n", " \n", " \n", " 3\n", " 0.937118\n", - " 6.268196\n", - " -1.259540\n", - " -0.170500\n", + " 6.268197\n", + " -1.259541\n", + " -0.170523\n", + " -1.273480\n", + " -0.424933\n", + " 3.869237\n", " \n", " \n", " 4\n", " 0.938863\n", - " 6.362411\n", - " -1.261050\n", - " -0.188440\n", + " 6.362412\n", + " -1.261052\n", + " -0.188472\n", + " -1.318064\n", + " -0.425958\n", + " 3.715137\n", " \n", " \n", "\n", "" ], "text/plain": [ - " PC1 PC2 PC3 PC4\n", - "0 1.152136 6.882894 -1.545937 -0.027478\n", - "1 1.081195 6.691970 -1.446043 -0.080447\n", - "2 0.996579 6.447147 -1.338007 -0.133982\n", - "3 0.937118 6.268196 -1.259540 -0.170500\n", - "4 0.938863 6.362411 -1.261050 -0.188440" + " PC1 PC2 PC3 PC4 PC5 PC6 PC7\n", + "0 1.152136 6.882893 -1.545938 -0.027471 -1.348491 -0.067572 3.253269\n", + "1 1.081195 6.691970 -1.446044 -0.080450 -1.327843 -0.204249 3.526015\n", + "2 0.996579 6.447147 -1.338009 -0.133996 -1.298363 -0.338896 3.770720\n", + "3 0.937118 6.268197 -1.259541 -0.170523 -1.273480 -0.424933 3.869237\n", + "4 0.938863 6.362412 -1.261052 -0.188472 -1.318064 -0.425958 3.715137" ] }, - "execution_count": 23, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "N_COMP = 4\n", + "N_COMP = 7\n", "pca = PCA(n_components=N_COMP)\n", "pca.fit(res_df)\n", "data_pca = pca.transform(res_df)\n", @@ -590,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 53, "metadata": { "collapsed": false, "pycharm": { @@ -600,15 +618,15 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ - "$\\displaystyle \\left( 2592, \\ 4\\right)$" + "$\\displaystyle \\left( 2592, \\ 7\\right)$" ], "text/plain": [ - "(2592, 4)" + "(2592, 7)" ] }, - "execution_count": 24, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -699,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 54, "metadata": { "collapsed": false, "pycharm": { @@ -709,7 +727,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -731,7 +749,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 55, "metadata": { "collapsed": false, "pycharm": { @@ -742,16 +760,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -777,7 +795,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 56, "metadata": { "collapsed": false, "pycharm": { @@ -788,16 +806,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 42, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -815,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 57, "metadata": { "collapsed": false, "pycharm": { @@ -829,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 58, "metadata": { "collapsed": false, "pycharm": { @@ -840,7 +858,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -865,22 +883,22 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 48, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -896,22 +914,22 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -924,6 +942,13 @@ "plt.title(\"Parameter 2 of CP vs. phase\")\n", "plt.scatter(phi_deg[::step], param_2)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/data/Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy b/data/Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy new file mode 100644 index 0000000000000000000000000000000000000000..c69a23a670af329acdcf3aad0a6e946670d7cadc GIT binary patch literal 876531 zcmbrmbyQSe^!JZofQc;#lG31b!<+6LV(4L*0zpMUQbEO5Y_YMsumcMWR7|kJKt#n> z3>5U)ckXKBFRn`r8bCQQnnlsrCZ!X$x^+3cO1o+YI1S(4<5Li%iAXrehq^Z)IycZovE_?(Q1 z`DQ5-CJD_la?-O?lP66|&hMQxNtiNWd{*|PoRsX|nR4u2y~hjKZ!^0E$j!`@_vpsY zRG6LFJv_6AK|nV{*-nD&{E5QenLWAka&mGZcA35A&Y7L57@nzQ5TL;AM%#)qdj|&x z`~Raq>AwKi?94v=xe1wlr)2gs;P#+ha>l1-XJz)6$VsGU8X%$5D2Hbbq|*c#%*-4l zVUM0_mpPa@`jGI}`RQ3wwSZ_Qn$SM`|aZ z{b!3)kLPs>e|n*|m-E_4aR8E51rA+sh{Nu8A{t|wbbC%)ACH&Y)?U;+5swLjW}LsK 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