From 156f1af2b98f00e312ef49efb0316e65567cadfa Mon Sep 17 00:00:00 2001
From: lucas_miranda <lucasmiranda42@gmail.com>
Date: Tue, 21 Jul 2020 03:53:43 +0200
Subject: [PATCH] Implemented rotation alignment in preprocess.py
---
main.ipynb | 12142 +++++++++++++++++++++++++++++++++++++++--
model_training.py | 30 +-
source/preprocess.py | 38 +-
source/utils.py | 27 +
4 files changed, 11750 insertions(+), 487 deletions(-)
diff --git a/main.ipynb b/main.ipynb
index 54383940..072b8014 100644
--- a/main.ipynb
+++ b/main.ipynb
@@ -2,9 +2,18 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 110,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ }
+ ],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
@@ -15,7 +24,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
@@ -30,7 +39,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 112,
"metadata": {
"tags": [
"parameters"
@@ -51,7 +60,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -61,7 +70,7 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -77,15 +86,15 @@
},
{
"cell_type": "code",
- "execution_count": 304,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 2.61 s, sys: 800 ms, total: 3.41 s\n",
- "Wall time: 1.14 s\n"
+ "CPU times: user 2.63 s, sys: 818 ms, total: 3.45 s\n",
+ "Wall time: 1.11 s\n"
]
}
],
@@ -108,15 +117,15 @@
},
{
"cell_type": "code",
- "execution_count": 404,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 9.54 s, sys: 1.45 s, total: 11 s\n",
- "Wall time: 2.29 s\n"
+ "CPU times: user 6.55 s, sys: 1.02 s, total: 7.58 s\n",
+ "Wall time: 1.58 s\n"
]
}
],
@@ -145,7 +154,7 @@
},
{
"cell_type": "code",
- "execution_count": 405,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -158,8 +167,8 @@
"Computing angles...\n",
"Done!\n",
"Coordinates of 47 videos across 4 conditions\n",
- "CPU times: user 7.34 s, sys: 581 ms, total: 7.92 s\n",
- "Wall time: 7.93 s\n"
+ "CPU times: user 5.52 s, sys: 460 ms, total: 5.98 s\n",
+ "Wall time: 6.33 s\n"
]
},
{
@@ -168,7 +177,7 @@
"source.preprocess.coordinates"
]
},
- "execution_count": 405,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -182,7 +191,7 @@
},
{
"cell_type": "code",
- "execution_count": 406,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -195,8 +204,8 @@
"Computing angles...\n",
"Done!\n",
"DLC analysis of 31 videos\n",
- "CPU times: user 4.83 s, sys: 384 ms, total: 5.21 s\n",
- "Wall time: 5.22 s\n"
+ "CPU times: user 3.18 s, sys: 286 ms, total: 3.47 s\n",
+ "Wall time: 3.61 s\n"
]
},
{
@@ -205,7 +214,7 @@
"source.preprocess.coordinates"
]
},
- "execution_count": 406,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -226,7 +235,7 @@
},
{
"cell_type": "code",
- "execution_count": 407,
+ "execution_count": 170,
"metadata": {
"scrolled": true
},
@@ -235,8 +244,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 1.26 s, sys: 48.1 ms, total: 1.31 s\n",
- "Wall time: 1.32 s\n"
+ "CPU times: user 2.06 s, sys: 110 ms, total: 2.17 s\n",
+ "Wall time: 2.17 s\n"
]
},
{
@@ -245,306 +254,51 @@
"'coords'"
]
},
- "execution_count": 407,
+ "execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
- "ptest = DLC_social_1_coords.get_coords(center=\"B_Center\", polar=False, speed=0, length='00:10:00')\n",
+ "ptest = DLC_social_1_coords.get_coords(center=\"B_Center\", polar=True, speed=0, length='00:10:00')\n",
"ptest._type\n",
"\n",
- "ptest2 = DLC_social_2_coords.get_coords(center=\"B_Center\", polar=False, speed=0, length='00:10:00')\n",
+ "ptest2 = DLC_social_2_coords.get_coords(center=\"B_Center\", polar=True, speed=0, length='00:10:00')\n",
"ptest2._type"
]
},
{
"cell_type": "code",
- "execution_count": 408,
+ "execution_count": 171,
"metadata": {},
"outputs": [
{
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- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr>\n",
- " <th>bodyparts</th>\n",
- " <th colspan=\"2\" halign=\"left\">B_Left_ear</th>\n",
- " <th colspan=\"2\" halign=\"left\">B_Left_flank</th>\n",
- " <th colspan=\"2\" halign=\"left\">B_Nose</th>\n",
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- "</div>"
- ],
"text/plain": [
- "bodyparts B_Left_ear B_Left_flank B_Nose \\\n",
- "coords x y x y x \n",
- "00:00:00 -35.205536 37.620239 -3.903473 29.819794 -64.471527 \n",
- "00:00:00.040005 -35.205536 37.620239 -3.903473 29.819794 -64.471527 \n",
- "00:00:00.080010 -35.338004 37.465195 -4.019846 29.838031 -64.399429 \n",
- "00:00:00.120016 -35.200839 37.456021 -4.368222 30.057867 -64.392041 \n",
- "00:00:00.160021 -35.240563 37.447246 -4.141236 29.928157 -64.385545 \n",
- "... ... ... ... ... ... \n",
- "00:09:59.799973 16.596216 -29.233944 -4.415812 -23.476344 39.455130 \n",
- "00:09:59.839978 16.196432 -29.275083 -4.425490 -23.693198 39.419487 \n",
- "00:09:59.879983 16.106410 -29.438307 -4.513719 -23.720485 39.467800 \n",
- "00:09:59.919989 16.154198 -29.610807 -4.879281 -23.608089 39.721632 \n",
- "00:09:59.959994 16.500672 -29.798241 -4.710291 -23.416772 40.347685 \n",
- "\n",
- "bodyparts B_Right_ear B_Right_flank \\\n",
- "coords y x y x y \n",
- "00:00:00 31.364624 -45.079285 16.857147 -24.695648 -1.085846 \n",
- "00:00:00.040005 31.364624 -45.079285 16.857147 -24.695648 -1.085846 \n",
- "00:00:00.080010 30.870020 -44.990515 16.926718 -24.632339 -1.009244 \n",
- "00:00:00.120016 30.940030 -44.902817 16.848825 -24.553897 -1.079501 \n",
- "00:00:00.160021 30.892739 -44.967768 16.991985 -24.559431 -0.986642 \n",
- "... ... ... ... ... ... \n",
- "00:09:59.799973 -28.006730 29.929880 -14.385750 29.261573 0.463075 \n",
- "00:09:59.839978 -28.380804 29.743943 -14.516991 29.283121 0.281757 \n",
- "00:09:59.879983 -28.369759 29.731060 -14.520895 29.330025 0.297098 \n",
- "00:09:59.919989 -28.524452 29.754475 -14.564033 29.192242 0.228264 \n",
- "00:09:59.959994 -29.738346 30.146402 -14.644479 29.326406 0.455320 \n",
- "\n",
- "bodyparts B_Tail_base \n",
- "coords x y \n",
- "00:00:00 20.006744 -32.650421 \n",
- "00:00:00.040005 20.006744 -32.650421 \n",
- "00:00:00.080010 19.988644 -32.702469 \n",
- "00:00:00.120016 19.987381 -32.738779 \n",
- "00:00:00.160021 19.980270 -32.734535 \n",
- "... ... ... \n",
- "00:09:59.799973 -11.814102 32.915553 \n",
- "00:09:59.839978 -11.808250 32.618499 \n",
- "00:09:59.879983 -11.903435 32.627221 \n",
- "00:09:59.919989 -11.300964 32.193961 \n",
- "00:09:59.959994 -12.163131 32.691621 \n",
- "\n",
- "[14998 rows x 12 columns]"
+ "FrozenList([['B_Center', 'B_Left_ear', 'B_Left_flank', 'B_Nose', 'B_Right_ear', 'B_Right_flank', 'B_Tail_base'], ['phi', 'rho']])"
]
},
- "execution_count": 408,
+ "execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ptest2['Test 13DLC']"
+ "ptest['Test 13DLC'].columns.levels"
]
},
{
"cell_type": "code",
- "execution_count": 409,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 79 ms, sys: 38.6 ms, total: 118 ms\n",
- "Wall time: 117 ms\n"
+ "CPU times: user 79.3 ms, sys: 44.4 ms, total: 124 ms\n",
+ "Wall time: 124 ms\n"
]
},
{
@@ -553,7 +307,7 @@
"'dists'"
]
},
- "execution_count": 409,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -569,15 +323,15 @@
},
{
"cell_type": "code",
- "execution_count": 410,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 264 ms, sys: 148 ms, total: 412 ms\n",
- "Wall time: 412 ms\n"
+ "CPU times: user 235 ms, sys: 136 ms, total: 371 ms\n",
+ "Wall time: 377 ms\n"
]
},
{
@@ -586,7 +340,7 @@
"'angles'"
]
},
- "execution_count": 410,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -609,18 +363,20 @@
},
{
"cell_type": "code",
- "execution_count": 413,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 576x396 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "ename": "NotImplementedError",
+ "evalue": "Heatmaps only available for cartesian coordinates. Set polar to False in get_coordinates and try again",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-14-933ea5ebc08e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mptest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_heatmaps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'B_Nose'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;32m~/PycharmProjects/deepof/source/preprocess.py\u001b[0m in \u001b[0;36mplot_heatmaps\u001b[0;34m(self, bodyparts, save, i)\u001b[0m\n\u001b[1;32m 490\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_type\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m\"coords\"\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_polar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 491\u001b[0m raise NotImplementedError(\n\u001b[0;32m--> 492\u001b[0;31m \u001b[0;34m\"Heatmaps only available for cartesian coordinates. Set polar to False in get_coordinates and try again\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 493\u001b[0m )\n\u001b[1;32m 494\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mNotImplementedError\u001b[0m: Heatmaps only available for cartesian coordinates. Set polar to False in get_coordinates and try again"
+ ]
}
],
"source": [
@@ -679,12 +435,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 190,
"metadata": {},
"outputs": [],
"source": [
"mtest = merge_tables(\n",
- " DLC_social_1_coords.get_coords(center=True, polar=True, length='00:10:00'),\n",
+ " DLC_social_1_coords.get_coords(center=\"B_Center\", polar=False, length='00:10:00', align='B_Nose')\n",
" #DLC_social_1_coords.get_distances(speed=0, length='00:10:00'),\n",
" #DLC_social_1_coords.get_angles(degrees=True, speed=0, length='00:10:00'),\n",
" )"
@@ -692,12 +448,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 191,
"metadata": {},
"outputs": [],
"source": [
"mtest2 = merge_tables(\n",
- " DLC_social_2_coords.get_coords(center=True, polar=True, length='00:10:00'),\n",
+ " DLC_social_2_coords.get_coords(center=\"B_Center\", polar=False, length='00:10:00', align='B_Nose'),\n",
" #DLC_social_2_coords.get_distances(speed=0, length='00:10:00'),\n",
" #DLC_social_2_coords.get_angles(degrees=True, speed=0, length='00:10:00'),\n",
" )"
@@ -705,54 +461,155 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 195,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(70504, 11, 12)"
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "#pptest = mtest.preprocess(window_size=51, filter='gaussian', sigma=10, shift=20)"
+ "pttest = mtest.preprocess(window_size=11, window_step=10, filter=\"gaussian\", sigma=55,\n",
+ " shift=0, scale=\"standard\", align=True)\n",
+ "pttest.shape"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 196,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(465021, 11, 12)"
+ ]
+ },
+ "execution_count": 196,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "pttest = mtest.preprocess(window_size=11, window_step=10, filter=\"gaussian\", sigma=10,\n",
- " shift=0, standard_scaler=True)\n",
- "pttest.shape"
+ "pttest2 = mtest2.preprocess(window_size=11, window_step=1, filter=\"gaussian\", sigma=55,\n",
+ " shift=0, scale=\"standard\", align=True)\n",
+ "pttest2.shape"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 187,
"metadata": {},
"outputs": [],
"source": [
- "pttest2 = mtest2.preprocess(window_size=11, window_step=1, filter=\"gaussian\", sigma=55,\n",
- " shift=0, standard_scaler=True)\n",
- "pttest2.shape"
+ "def rotate(p, angles, origin=np.array([0, 0])):\n",
+ " R = np.array([[np.cos(angles), -np.sin(angles)], [np.sin(angles), np.cos(angles)]])\n",
+ "\n",
+ " o = np.atleast_2d(origin)\n",
+ " p = np.atleast_2d(p)\n",
+ "\n",
+ " return np.squeeze((R @ (p.T - o.T) + o.T).T)\n",
+ "\n",
+ "\n",
+ "def align_trajectories(data):\n",
+ " center_time = (data.shape[1] - 1) // 2\n",
+ " angles = np.arctan2(data[:, center_time, 0], data[:, center_time, 1])\n",
+ "\n",
+ " aligned_trajs = np.zeros(data.shape)\n",
+ "\n",
+ " for frame in range(data.shape[0]):\n",
+ " aligned_trajs[frame] = rotate(\n",
+ " data[frame].reshape([data.shape[1] * data.shape[2] // 2, 2]), angles[frame],\n",
+ " ).reshape(data.shape[1:])\n",
+ "\n",
+ " return aligned_trajs"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 188,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(70504, 11, 12)"
+ ]
+ },
+ "execution_count": 188,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "pttest3 = mtest2.preprocess(window_size=11, window_step=1, filter=\"gauss\", sigma=100,\n",
- " shift=0, standard_scaler=True)\n",
- "pttest3.shape"
+ "ptt = align_trajectories(pttest)\n",
+ "ptt.shape"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 201,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x396 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "plt.plot(pttest2[2,:,3], label='gaussian')\n",
- "plt.plot(pttest3[2,:,3], label='normal')\n",
+ "n = 100\n",
+ "\n",
+ "#plt.scatter(pttest[:n,5,0], pttest[:n,5,1])\n",
+ "#plt.scatter(pttest[:n,5,2], pttest[:n,5,3])\n",
+ "\n",
+ "plt.scatter(pttest[:n,5,0], pttest[:n,5,1])\n",
+ "plt.scatter(pttest[:n,5,2], pttest[:n,5,3])\n",
+ "plt.scatter(pttest[:n,5,4], pttest[:n,5,5])\n",
+ "plt.scatter(pttest[:n,5,6], pttest[:n,5,7])\n",
+ "plt.scatter(pttest[:n,5,8], pttest[:n,5,9])\n",
+ "plt.scatter(pttest[:n,5,10], pttest[:n,5,11])\n",
+ "\n",
+ "#plt.scatter(pttest[:n,5,4], pttest[:n,5,5])\n",
+ "#plt.scatter(pttest[:n,5,6], pttest[:n,5,7])\n",
+ "#plt.scatter(pttest[:n,5,8], pttest[:n,5,9])\n",
+ "\n",
+ "#plt.xlim(-60,60)\n",
+ "#plt.ylim(-60,60)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 182,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x396 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.plot(pttest2[2,:,3], label='test')\n",
+ "plt.plot(pttest[2,:,3], label='train')\n",
"plt.legend()\n",
"plt.show()"
]
@@ -773,7 +630,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
@@ -784,7 +641,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
@@ -797,7 +654,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
@@ -806,7 +663,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
@@ -816,32 +673,53 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model: \"SEQ_2_SEQ_AE\"\n",
+ "_________________________________________________________________\n",
+ "Layer (type) Output Shape Param # \n",
+ "=================================================================\n",
+ "SEQ_2_SEQ_Encoder (Sequentia (None, 16) 1769680 \n",
+ "_________________________________________________________________\n",
+ "SEQ_2_SEQ_Decoder (Sequentia multiple 2678172 \n",
+ "=================================================================\n",
+ "Total params: 4,405,660\n",
+ "Trainable params: 4,401,308\n",
+ "Non-trainable params: 4,352\n",
+ "_________________________________________________________________\n"
+ ]
+ }
+ ],
"source": [
"ae.summary()"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
+ "tf.keras.backend.clear_session()\n",
+ "\n",
"encoder, generator, grouper, gmvaep, kl_warmup_callback, mmd_warmup_callback = SEQ_2_SEQ_GMVAE(pttest.shape,\n",
- " loss='ELBO+MMD',\n",
- " number_of_components=5,\n",
+ " loss='ELBO',\n",
+ " number_of_components=10,\n",
" kl_warmup_epochs=10,\n",
" mmd_warmup_epochs=10,\n",
- " encoding=8,\n",
+ " encoding=16,\n",
" predictor=False).build()\n",
- "gmvaep.build(pttest.shape)"
+ "#gmvaep.build(pttest.shape)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 177,
"metadata": {},
"outputs": [],
"source": [
@@ -850,16 +728,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 178,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<IPython.core.display.Image object>"
+ ]
+ },
+ "execution_count": 178,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"tf.keras.utils.plot_model(gmvaep, show_shapes=True)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
@@ -1003,7 +893,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1012,7 +902,7 @@
},
{
"cell_type": "code",
- "execution_count": 414,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1022,96 +912,9 @@
},
{
"cell_type": "code",
- "execution_count": 437,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
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- " <th>3</th>\n",
- " <th>4</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
- " <td>3</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
- " <td>3</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>2</td>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
- " <td>3</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " 0 1 2 3 4\n",
- "0 2 1 1 3 0\n",
- "1 2 1 1 3 0\n",
- "2 2 1 1 3 3\n",
- "3 2 1 1 3 3\n",
- "4 2 2 1 3 3"
- ]
- },
- "execution_count": 437,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"labels = pd.read_csv(\"./DeepOF_cluster_assignments_across_5_runs_20200714-164723.csv\", index_col=0)\n",
"labels.head()"
@@ -1119,7 +922,7 @@
},
{
"cell_type": "code",
- "execution_count": 429,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1128,7 +931,7 @@
},
{
"cell_type": "code",
- "execution_count": 438,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1139,7 +942,7 @@
},
{
"cell_type": "code",
- "execution_count": 439,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1149,85 +952,11476 @@
},
{
"cell_type": "code",
- "execution_count": 440,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ari_dist"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for i in range(5):\n",
+ " print(Counter(labels[str(i)]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "adjusted_rand_score(labels[0], labels[3])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sns.distplot(ari_dist)\n",
+ "plt.xlabel(\"Adjusted Rand Index\")\n",
+ "plt.ylabel(\"Count\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import tensorflow as tf\n",
+ "import tensorflow_probability as tfp\n",
+ "tfd = tfp.distributions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from scipy.stats import entropy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "entropy(np.array([0.5,0,0.5,0]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tfd.Categorical(np.array([0.5,0.5,0.5,0.5])).entropy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pk = np.array([0.5,0,0.5,0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.log(pk)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "np.clip(np.log(pk), 0, 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "-np.sum(pk*np.array([-0.69314718, 0, -0.69314718, 0]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import tensorflow.keras.backend as K\n",
+ "entropy = K.sum(tf.multiply(pk, tf.where(~tf.math.is_inf(K.log(pk)), K.log(pk), 0)), axis=0)\n",
+ "entropy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Cluster Merging"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 226,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gmvaep.load_weights(\"GMVAE_components=10_loss=ELBO_kl_warmup=20_mmd_warmup=5_20200720-232437_final_weights.h5\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 227,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "clusts = grouper.predict(pttest[:5000])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 228,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[0.4262931604784681,\n",
- " -0.03901352418549313,\n",
- " 0.13322282121451462,\n",
- " 0.0703731378090514,\n",
- " -0.014999275267537037,\n",
- " 0.06286294192461284,\n",
- " 0.15631251975391805,\n",
- " 0.011290437663969472,\n",
- " 0.263531841144154,\n",
- " 0.22767276953679622]"
+ "array([[0.10010283, 0.10001488, 0.09990375, ..., 0.10015588, 0.10001326,\n",
+ " 0.0996023 ],\n",
+ " [0.1000577 , 0.10007282, 0.09992357, ..., 0.10016638, 0.1000193 ,\n",
+ " 0.09953061],\n",
+ " [0.1000585 , 0.10008217, 0.09991302, ..., 0.10016595, 0.10002792,\n",
+ " 0.09953017],\n",
+ " ...,\n",
+ " [0.10004222, 0.09996796, 0.09988689, ..., 0.10015707, 0.10000951,\n",
+ " 0.09977443],\n",
+ " [0.09998595, 0.10000338, 0.09987012, ..., 0.10015205, 0.10002563,\n",
+ " 0.09981885],\n",
+ " [0.10004769, 0.0999479 , 0.0998627 , ..., 0.10000892, 0.10002322,\n",
+ " 0.10004033]], dtype=float32)"
]
},
- "execution_count": 440,
+ "execution_count": 228,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ari_dist"
+ "clusts"
]
},
{
"cell_type": "code",
- "execution_count": 442,
+ "execution_count": 229,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Counter({0: 43116, 2: 22103, 3: 3331, 1: 1954})\n",
- "Counter({0: 39741, 1: 16014, 3: 9382, 2: 5367})\n",
- "Counter({1: 57650, 0: 11463, 2: 1133, 3: 258})\n",
- "Counter({3: 41117, 2: 27463, 1: 1880, 0: 44})\n",
- "Counter({0: 40812, 2: 18337, 3: 11111, 1: 244})\n"
- ]
+ "data": {
+ "image/png": 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7dy4Ac+bMOaysiPQ8yR53c6emQWJLVwuojcbJbmYPd5Gerl3/MrxeL4888shhjy9atOiwx2bNmsWsWbMOemzo0KFNlhWRniVYvwOcr4WQdtUfthIMxxTmIs3Q4m4RSZsDE+Ca3s4VwF2/1rwmrElwIs1RmItI2gTDMTxOGw578x9FrvqT05qb7S4iCnMRSaNQONbi5Dc4sKVrTUQ9c5HmKMxFJG2C4ViLy9LgwDC7lqeJNE9hLiJpEwzH8LYyqc3lPDABTkSapjAXkbQwTYuaSLzFZWnQeJhdYS7SHIW5iKRFKNL6hjGQ2DQGDixjE5HDKcxFJC1C9eHc6j1zp+6Zi7RGYS4iaREMJ85zaH02e+KeeUjD7CLNUpiLSFo07P7WwoYxAC6HeuYirVGYi0haND7+tCXuhjDXPXOR5ijMRSQtAkdwYhponbnIkVCYi0haNJyY1tps9uQEON0zF2mWwlxE0iIZzq0NsztsNuw2Q0vTRFqgMBeRtDjSYXZI3Dev0TC7SLMU5iKSFg3D7K3sAAeJMNc9c5HmKcxFJC0aZrO3sjc7JNaaa292keYpzEUkLQ6sM289zF0OGzWROJZldXa1RDKSwlxE0qJhB7gjHGaPmRbhmNnZ1RLJSApzEUmLA3uzt7wDHBzYn70mohntIk1RmItIWgTDMZx2o2Hv9ZYkywTrdN9cpCkKcxFJi2A4dkT3ywE89T3zQP3QvIgcTGEuImkRCsda3TAmyVPfMw+oZy7SJIW5iKRF23rmCnORlhzZvyQRkQ5kWRbBcIzaaJxla7Y2hHVzspLD7HUaZhdpinrmIpJytdE4lpVYchaNW8TMlpecJcO+ulZhLtIUhbmIpFxyNzfXEcxkBw2zi7RGYS4iKZdcY+52HNlHUFYyzLWlq0iTFOYiknLJ9eKeIwxzj+6Zi7RIYS4iKdfeYfZqDbOLNElhLiIplzwx7UiH2XXPXKRlCnMRSblkzzy553prnHYDh83QMLtIM9q9zvwXv/gFy5cvJxqNctVVVzFhwgRuv/12DMNgxIgRzJs3D5vNxoIFC3jzzTdxOBzccccdjBkzhrKysibLikjP0BDmRzjMbhgGfo9DPXORZrQrQVetWsXatWt5/vnnWbhwITt37uTBBx9k9uzZLF68GMuyeP311yktLWX16tUsW7aM+fPnc++99wI0WVZEeo62DrMD5GQ51TMXaUa7wnzFihWMHDmSm2++mRtvvJFzzz2X0tJSJkyYAMDkyZNZuXIlJSUlTJo0CcMwGDhwIPF4nIqKiibLikjP0dZhdkA9c5EWtGuYvbKykvLycp566im2bdvGTTfdhGVZGIYBgNfrJRAIEAwGyc3NbXhd8vGmyopIz5HcyS2rlW1cG/O7ndRE4sTiJg67bsuJNNauMM/NzWXYsGG4XC6GDRuG2+1m586dDc+HQiFycnLw+XyEQqGDHvf7/QfdH0+WFZGeI7nErLU92RvzexIfV8FwjNxsV6fUSyRTtevP2/Hjx/P2229jWRa7du2itraWM888k1WrVgFQXFxMYWEh48aNY8WKFZimSXl5OaZpkp+fz+jRow8rKyI9R/Led5t65h4nANW1GmoXOVS7eubnnXce7733HtOmTcOyLObOncugQYO4++67mT9/PsOGDWPKlCnY7XYKCwuZPn06pmkyd+5cAObMmXNYWRHpOaprYxiAqw0T4JI982pNghM5jGFZlpXuSohI55v40+UAvHP7+WmuCVz482K27Asx95KTAMhy2YjFLaJxq8nfnXaDrRU1PLp8E89ffwZnDi9IW91FuiLNIhGRlKuujbZpiB0SS9NA+7OLNEVhLiIpF6iLtWnyGxwYZtfyNJHDKcxFJKXipkUgHGtzzzw5AU49c5HDKcxFJKWC7ViWBuqZi7REYS4iKZWcjZ7lamfPPKwwFzmUwlxEUqohzNuwlSs07plrmF3kUApzEUmp5KYv7R1mr9Ywu8hhFOYiklLJnnlbwzynYQKcwlzkUApzEUmp9hyyAonwd9ltDa8XkQMU5iKSUsmedVsnwAHkZDkU5iJNUJiLSEpVt+OQlaQCr5t9oUhHV0kk4ynMRSSlDkyAa/vHT4HPRVVtlEjM7OhqiWQ0hbmIpFR7J8AB5HsT55hX1qh3LtKYwlxEUqo9Z5kn9fa5AdgXVJiLNKYwF5GUau86c4CC+p75vlC4Q+skkukU5iKSUtV1UbwuO3ab0ebXFqhnLtIkhbmIpFR1XbRhn/W2KvAleuZ7g+qZizSmMBeRlArUxcjJcrTrtQeG2dUzF2lMYS4iKWNZFtW10YatWdvqwDC7euYijSnMRSRlQpE4pgU5WUc3zK575iIHU5iLSMokt2JNnoDWVn63A5fdxl4Ns4scRGEuIimT3DCmvWFuGAYFPpeG2UUOoTAXkZSpDCXCPD/b1e5rFPhcVKhnLnIQhbmIpExyG9bktqztke91UxOJUxPRueYiSQpzEUmZZI867yjCvLdXk+BEDqUwF5GUqQwdfc+8YUa7htpFGijMRSRlkgGcd1T3zLXWXORQCnMRSZmOuGdeoGF2kcMozEUkZSo6pGdevz+7Tk4TaaAwF5GUqayJkOW0k+Vq+/GnSX39HgB2VtV1VLVEMl77dm4QEWmHylC0XUPsDrvBS2u3E4ub1EbjAJTtq+no6olkrKPqme/bt49zzjmHzZs3U1ZWxlVXXUVRURHz5s3DNE0AFixYwLRp07jyyitZv349QLNlRaR7qwhF2n2/PBY3icYtHDYbXpedLysU5iJJ7Q7zaDTK3Llz8XgSQ14PPvggs2fPZvHixViWxeuvv05paSmrV69m2bJlzJ8/n3vvvbfZsiLSvdVG4tRG40e1xjypwOdma0UNsbg6AiJwFGH+0EMPceWVV9K3b18ASktLmTBhAgCTJ09m5cqVlJSUMGnSJAzDYODAgcTjcSoqKposKyLdW8NM9uz2nZjWWIHXRcy02KH75iJAO8P8D3/4A/n5+Zx99tkNj1mWhWEYAHi9XgKBAMFgEJ/P11Am+XhTZUWke+uI3d+SkjPadd9cJKFdE+BefPFFDMPg3Xff5ZNPPmHOnDlUVFQ0PB8KhcjJycHn8xEKhQ563O/3Y7PZDisrIt1bMsyP5pCVpOTGMVv2hZg0ovdRX08k07WrZ/673/2ORYsWsXDhQkaNGsVDDz3E5MmTWbVqFQDFxcUUFhYybtw4VqxYgWmalJeXY5om+fn5jB49+rCyItK9JYfZO6JnntyfXZPgRBI6bGnanDlzuPvuu5k/fz7Dhg1jypQp2O12CgsLmT59OqZpMnfu3GbLikj39ubGPQBs3Bngz+vKj+payWH2LXtDrZQU6RmOOswXLlzY8POiRYsOe37WrFnMmjXroMeGDh3aZFkR6b4CdYmzzN1OG7GjXI7qczvI1vI0kQbaAU5EUiIUTmz24nUd/YCgYRgMKfBStq8Gy7KO+noimU5hLiIpEYrEAMg+iq1cGxuSn01tNM6egPZoF1GYi0hKhMLJMO+YqTrH9fYCsGl3sEOuJ5LJFOYikhKhcByP04bdZnTI9U47NheA97+s7JDriWQyhbmIpEQgHO2Q++VJ44fkAbCmTGEuojAXkU4XiZmEwnFyso5+K9ekPn43Qwqyeb+sEtPUJDjp2RTmItLpdgcSe6j36sAwBxg/OI/quhib9ui+ufRsOs9cRA62bgmYUYhHIVYHlgmWBS4vOLPh1OltvuSu6kSY53g69iNn/HF5/GHtdkrKKhnZz9+h1xbJJApzETlY1VbY/AZsew/ijZZ9OTww9BwYfh74+rbpkjurEtfpyGF2aHTffEslV00Y3KHXFskkCnMRSagsg1dug02vJX739II+J4JhJL72fgaf/R1+fgqMvxq+eg84s47o0jsbeuYdE+YOu8FLa7cTicXxOGy8uXH3QacxivQ0CnMRgY1/g5dugLr9kD8cjjsb+p8CtkYbvMQjsL0EvvwXrHoKdqyDKxdDdn6rl9/dCcPssbhJ3IThfX2Ullfz8Y5qThrYq8OuL5JJNAFOpCeLx+C1efD89MT98X9/DCbdCgNPOzjIAewuGDoZ/vM9OGkqfPkuPHch7N/a6ts09Mw7eJgd4NRBifXmL39wdIe3iGQyhblITxXYCb/9d3jn55A3FK59DcZ9JzGk3hybE0r/mLhvPvx82LsRnpoIb89PTJxrxs6qOgzA30HD7I2d0N+Px2nj5XXlWqImPZbCXKSnWbcE/jEXFhRC2Tsw4DQ482bYuR4+/EPrrzejYMZh1L8nvuqqYPUvIBxo9iW7quvwuh0dtvtbY067jVOO6cWOqjre21LR4dcXyQQKc5GeZsOfYeWjEAnB6Mth3HfB5kgsRTOjbbvW8PPhuMmJXv7a30ITR5talsXO6roOX2Pe2Nj6rV2XrtnWae8h0pUpzEV6CsuE0B745M+JmepnzoJh57Y8rH4kRl8GBccnJsS9/fBhT1fXxaiLmvTK6rz5tsP7+ji+r48/frCdrTrjXHoghblIT7CtBAI7IFoLfUfB5P+C/KEdc22bHcZdDVl58Mb98NlrBz29qxMnvzVUwTCYdf7xxE2Lx9/Y1GnvI9JVKcxFujPLglVPw3NTEve5s3rBGd8Hl69j38ftgwk3JCbIvXwL1FU3PLWzqmPXmDfnkjEDGdbHy+9LtvHlPvXOpWdRmIt0V+EA/P4/4K8/Sgyr+/qCuxcYnfTPPvdYOPuHECiH5fc1PJxcltaZ98wB7DaD2V8dScy0uPtPH2FZmtkuPYfCXKQ7Kn4YHh0HpS8lNoGZdCuYMYh2co/17NugYASsfga2rgZgV1Vqwhzg0jEDOHtEb976dA9/0rpz6UEU5iLdzQeL4a0HIbQbhp1XP6zurX+yk3urDjdc+kjiff78A4hFKE9BmCe3d/19yTbOGdmHLKede/9c2nC/XqS7U5iLdBfRWvjTf8IfbwLDAYXXJmaaH7qTW2c7bmJiudvuj2HlI5TtCwHQN8fdqW8bi5tE4xYFPhcXndKfypooM365ihff13I16f60N7tId7BvMyz9Luz6EPqPgZO/mbhPnko254HjU/ufDG4/vPUQdWZvBmT15sQ9f+PTvl8nGu/8e9lfGZpPaXk1G3YGeP3jXXxz3KBOf0+RdFLPXCTTffwyPH1uIsjH/0diW1Zv7/TUJXkOus0JJ14K8SjXxhZznC+GGY2krBqGYfDNcYPwexz8rXQnH2zdn7L3FkkHhblIpgruhj/cAEtnJia3feNpuPTn4PSku2YJgwqp9R/HxfbVXOD8MOVv73U7uKLwWCwLbnl+LYG6Nu5uJ5JBFOYimcaMw0s3wc/HwPoXoNex9bPVo7B20ZHtr54Kho21A6/EtAymBheDFU95FYb38XHuCX34sqKG+//yScrfXyRVdM9cJFPsKoV1z8P6ZRDcCQ5P4t74kImJtePx+p6nrev0QD80h7Elfh5FkeXU7PkXmwZNTXkdLjqlP5/uCrJkzVa8bjunDMrlG2OPSXk9RDqTwlykKwnsgqptiWVlwd2wbxPs/iTxVV0/K9vTC447G47/N/DkpLe+rdgStPO32BVM9/yLATv+if/4zVRkD0tpHRx2G9NPH8Qj/9zEspJtDCnITun7i6SCwlwkXdYtgVgtbH8f9n4K+z6D0N6my3p6Qf9T4djT4ZgJYEUP9MS7sC+CdvbjIX7yFbg++DVnlczmb2c+Dy5/SusxoFcWF4zqyz8+3sUf15bz3bM6aF96kS5CYS6SLhWb4f3fJg5AAXBmQd+TwNcHsgoSG714eoF/ALga9SYNOn3vl46yJWhnYLaJa9Bp7N4+kb573uErH87j/QmHn67W2c4e0YePd1Szdut+/vrhDr5+yoCU10GksyjMRVItFoG3fwbF/y9xLOngMxP3vXMGHtg33Zl9YJlXhqqNwc5aO2f1SSxJ237MFGyxGobs/DtVn5/GxuNmprQ+dpvBtPGDWLB8E3f+8SNOH5pPb1/nbmQjkirtms0ejUb50Y9+RFFREdOmTeP111+nrKyMq666iqKiIubNm4dpmgAsWLCAadOmceWVV7J+/XqAZsuKdHtmPHH4yVsPJXrdX7kJxkyHXoM67wCUNNkSTOw8d5y/fha7Yefd8bzLS9YAABzQSURBVA9T6ypgzEcPUbjubjzhZm4rdJK+fg9fP7k/FaEId72kw1ik+2jXp8fLL79Mbm4uixcv5plnnuG+++7jwQcfZPbs2SxevBjLsnj99dcpLS1l9erVLFu2jPnz53PvvfcCNFlWpEd4bS5s+EtiAtt5d0KfE9Jdo07zWSAx8DfMF2t4rM7TlzcLn6AqZyRDt77EJcWXcuIXv8EWD6esXpNG9GbC0Hz+VrqTF97bmrL3FelM7QrzCy+8kB/84AcNv9vtdkpLS5kwYQIAkydPZuXKlZSUlDBp0iQMw2DgwIHE43EqKiqaLCvS7b33S3h3AfQ+AaYvStwj78ZKKxNhfnJe7KDHK3uN5o1zlvH+yXdiGTbGbfgZX3ttCid+8Rs8Vi1Ou4HDZuCwGzjrvxw2o8PqZTMMfjbtVHKzndz1x494Y+PuDru2SLq0K8y9Xi8+n49gMMgtt9zC7NmzsSwLwzAang8EAgSDQXw+30GvCwQCTZYV6dY+ew1e/RFk94YZSyErN9016nSl+xOnpI3OjR32nGVzsPm4q/jL5L/w8dD/wBkPcUrp/+PfXzuHMR8/zOAvX+K4L//I0K31X+Wv4LB3XKAPLsjml98pxGEz+P6i91m+YVeHXVskHdp9k27Hjh185zvf4bLLLuPSSy/FZjtwqVAoRE5ODj6fj1AodNDjfr+/ybIi3c66JYkd2d78KbwwAww7jL8atqzoOru0dRLLgo/2OxjijZHjPHBf2tGop+2wG5hZ+ZSedBtvfH05O/pfgM2MMPTLpdjqKonHIgd9dbTC4/J5vGgcpmVx7a/X8J+L32fpe1/y0trtHf5eIp2tXWG+d+9errnmGn70ox8xbdo0AEaPHs2qVasAKC4uprCwkHHjxrFixQpM06S8vBzTNMnPz2+yrEi3Y0YT68b/9STEw3DajMREt3g08Vw3tr3Gxv6I7aAhdpvDxbAdrzJ06x8P63kfU/Evdh9zPlv7no8rFuLYrX9J/EXQyb46uh9LbzgTv8fBX9bvYMmabdRFDx9JEOnq2rU07amnnqK6uponnniCJ554AoA777yT+++/n/nz5zNs2DCmTJmC3W6nsLCQ6dOnY5omc+fOBWDOnDncfffdB5UV6XZiYXjvGajbDydeAgNPS3eNUqZ0f+Kj5aRDhtjNaKKXbccgbkLcTAR2PJb442ZnwRnkBj8jt3oDBZUfsDu34/+bOewGL63dTiyeWEXjcdq55YIRPPfOF5SUVVIZijDlpAHke10d/t4incWwtDZDpOOZcXj6HNj5IRx7RmL5mdHonm9r68hber6dr534agEYBu9cUtW+921DveaXenn0Ey+/mbSfc/onhsjX7YpixiJEImFcjoPDPNvnx4xFqKsL44pUMWbzU4DFh8NvIOzKw+Nx8/mgy6mNJAI4y2UjFrcazkZv/HtLz7X0eygc5/clW/movJpj87N4/vozGJSnrV8lM3Svha0iXcU/7koEee+RcMq3Dg7yHuCj+pnsseBe1pRVsm5b1RG/NuLqxdZBF2E3IwzZ+ffOquJhXA4bV04YzAUn9mVrRS3feW41laHUncEucjQU5iIdbfUz8K8nwN8/MeHNZk93jVIqOfmtwBnFZ48RNy1Mq20bQ1XmnkIw6xhyA5/ijlR2Uk0PZzMMLjy5PzdMHsbne0Jc85v3qInoHrp0fQpzkY706T/gr/8N3j5wxvcTQ889zLYaG7vr7Az31rX/IobB7oLTMYC+FWs6rG5HwmE3GNnfz7jBuaz9cj/Tnny34f66SFelMBfpKOVrE1u12l1w1RLILkh3jdJi1Z7ExLGT/DVHdZ3KXicRtWfTZ/8HGCme/W+aFpePPYYRfX18vKOaHyz5gHAsntI6iLSFwlykI+zbDIumQSQEU5+BQePTXaO0Wb03sVnMKH/tUV3HsjnYnTcOZ7yW3Ir1HVG1NnHYbBRNGMxxBdm8sn4HM59dze7AUYw2iHQihbnI0Vi3BN59HJ79N6jZm5i1Hq7u9pvCtGT1Xid+h8mQ7KPfb3133ngsDHrv+VdK1p0fyu20873Jw7jolP6s/qKCCx5+i8WrvsQ0tQhIuhaFucjRCFcl9luv2QcjL4TBZ/SITWGas6vWYEvQQWHvKB2x+2rE1YtK/wlk15STV5n63jmA025jwVXjuO/yk8GCO176kCt+8S6f7tI21NJ1KMxF2quuGt59AqrLE+eRj+jZmx99WF7Nsg2JpVzHOjsu6Hblnw7AsC8Wd9g128pmM5h5xhD+eds5fP3k/qwpq+TCnxfz3edW88LqL9NWL5Gkdu0AJ9LjhYOw+Aqo/AKOKYSTv9nj1pIfyjQtPqryADDKH2ql9JGr9h5Hnacvg7b/jawRt1Lr6dth1z4Sh+4Yd9EpA+if4+GPH2znrU/3sG7rfj7ZGeCkAX4Mw8Bht/GNscektI4i6pmLtFWkBp6/Er58F44ZD6cVgaF/SgDrqrLw2OJHtyztUIbBnr5nYbNijPjyhY67bhvE4ibR+l3jYqbJ6IE5zP7qSM47oS+BcIzfrNzCM29/wc6qOi1jk7TQJ5BIW9RUwMLLYcvbMOrfYdx3FeT1dtTa2VHn5JScGpwd/J+ksuA0wq48Rny5FHvs6Ja8dRSn3ca/je7HnAtPYGQ/H5/tDvLY8k28t6UC7ZItqaZPIZEjVVkGz34Ntq5KDKt/89ket7tbS9ZWJobYT83puCH2JMvm5IvjpuOOVjF0+587/PpHo4/fzXWThjK98FgMA5au2caP//AhUfXQJYUU5iJHovyDxPKzfZ/BWbfA1F+CQ6dqNfZ+pRvonDAH+HzolcQNJyeWLYI2bg/b2QzD4NRjc5l1/giOyfXwwntb+e5zq6mq6ZmrGiT1FOYiLfngBfjD9+CXF0Bwd+LQlD4nwLrFPXot+aEiJny4380xngh93Z0TYGFPH7YMvJic0Bb67yrulPc4WvleF98/93i+NrofKzfv4xtPvkPZvs7540akMYW5SHNq98OqJ2H9ErC74fTrE0vQ4tEevZa8KWv2OqkzbYzNPbpd31qzYehMAI7f/JtOfZ+jke22M+Xk/pwzsg+f7wlx0SNvs/qLinRXS7o5hblIUza/AU9Ngh0fQP5wmPwj6Dc63bXqsv6+PTHEPj6vc8O8yj+SHQVn0mfvagbuXN6p73U0TNNiykn9+cbYY6iNxvn2L1fx0tpt6a6WdGMKc5HGwgH48w8SM9ary+GEixKnn2XlprtmXZZpwd+2u/E7TE7O6dwwB3h/1H8Tt7kYv/6elB6P2h6nH5fPdZOG4nbauHXJOh7+x0bi2gpWOoHCXCRpw6vwxJlQ8mvoexJcvxxOvFgz1luxdp+DXXV2vlJQiyMFnyhV/uP5eNQteCIVnF56X1r2bG+LEf38vPT9iQzOz+ax5Zu49LEVrPp8X7qrJd2Mwlzk3ScSQ+ovXAXV2xN7rH/le7Dv83TXLCO8uj2xJO2s3p3bK3fYDJz2xNeWEd9lX/5YBu98jWG7/obD1nV333PYDT7cXsU1E4+j8Lg8Pt5RzfSn/8XNv3ufbZVdY828ZD5t5yo9VzgA7zwK7/xfYkJb/vDEbHV//0RvTxPcWtUwxO40GZMbhk5aMWZzuBha/gp1dYmT2JwOg539zyN3/0cUrp/H5/E9lA69mmi8a/bSY3ETl8POjK8MZtLxvfnD+9t55cMd/OPjndx4znBuPGc4Xrc+jqX91DOXnicehdXPwCOnQfH/giMLTpsBZ/5nIsjliK3c7WR7jZ0pA8MdvuvboeKxSMOXGYtQa/dT1m8Kjngtw0sfo8/udzu3Ah3kmNwsvjd5GN8aP4hsl4PHlm/i/Iff5KW127RznLSb/hSUniMeg/UvwFv/C/vLwOWD8+6E7AJtydpOiz7PAqBoWC3EUv/+e/LHYdkcDC3/M2f96wZco37M9hFXpb4ibWQzDMYOzuO0Y3PZVV3HL4o/59Yl61i2ZhsPfOMUhvb2pruKkmEU5tL9vb8IvlwJn/0DQnvA5oCh58AJXwdvP4jVJHrr0iY7a228Vu7mpNwoY/NjrN+dnnrszR2D6evL4C9+z4SP72fHvrf58IRb2OsdmZ4KtUG2287QPj5u+7eRvLR2Oys372PKz4u55fzj+d7k4bhSMaNQugWFuXRfNRWw5jl45xEIV4NhhyGT4PivHlhqpvvi7fb851nELYNvD6tN++mvNb4hvH3uEk5d82MG7HqL/ruK+XLgRXwy4ntEPSOIddF76ZC4n+7zOPn2GUP4ZGc1fy/dxc/+8SnLSrbxX187ga+f3B+HXaEuLVOYS/cSqYFP/wYf/j7REzej4PDAsPNg6GTIykt3DbuF/RGDZz/14LXHGcRO1m0zwJmdtvrYHC76V31A2aDLCOSfRP/t/2BI+SsMKX+FkH8on4y4gc29LyBu96Stjq0xDIPxQ/IYPSCHVz/cwcrN+5j1/Fr653i4ZMwAxg3Jo38vDzkeB36PE6/bgcdhU9ALoDCXTBePwvb3YUsxfPE2bF0NsfolUv1OhlOvAoc7MbQuHebnH3sJxu3MHLQLl2FiWkbaZ9PGYxHi8ShV3uOoGH49OVUb6Fexhl6Bzyl8/3ZOtXvZ1u9cdg66kPKCs4CueVCO027jolMGMmFoAe9+vo+PtlXxyxVfwIovmilvkO1ycExuFiP6+ThreAHnn9iPPn53imsu6aRPOMks8RjsWHcgvL/8F0QbHWSRMxD6nQ2DTk/87MjWPfEOtqnaxqLNWfR3R7iwTxfdgc0wqMw5kcqcE8kxQjgi1Qzc+ipDy19haPkrxOxZ7M0fx67eX6Gq31fYk3U8XS3ce/vcXFE4iMtPO4Yv9gbZWlFDXdSkJhKnJhIjEjOJWxbhmEldNM5nuwN8vKOaP31QjsP2Ef82uh/XTBrK6cflp7spkgIKc+nagnsS4b1jbaLXXfYuRAIHnu99Avj6Qf4wKDge3L4Dz8WjYFOId6RQFG5e6SNmGXzn2D0p2fHtaMW8/Yl7+/OJZzDZtdvpXf0R/qpP6b/nHfrveQc+AdOwE/ANpco/kmDeiez3j2SfbyR17j7prj42Awbnexmc7yXLZSMWtxrW0zf+3bIsAuEoG3YEWPVFBX/9aCd//Wgn44fkccPkYXx1VD9sXXhzHTk6CnNJPdOEuv2JCWo1+w752gtV22D/l1BZlvi9MW9fGHgqFIyA3iPAN0A97xSJmfDD1R42Vtn5zvAaJuQFiXetY8WblRyCD7j6Eu5/AfG+F2ALV5NTU0ZeZAeemh34QlvpFdgE5a82vC5mz6IqdzT7fcPZnzWEmqwBxPwDCbj7E7Xnk/aZf40YhkG/HA8FXjenH5fPln01rNi0h5KySr63sIRjcrO4ZMwAzhhewMkDe9Hb58LoQvWXo6Mwl6NnWVBbCYEdUL0jsfzrsJBuFNy1FWC1kgI2B2TlJ+575w9PbOaSMxA8vQ4up9noKRGIGsxalcObOx2cnFPLZQXbu/qW6K2KOv3s63Uytb4zMWMR6mrrcEf3kxPdhadmF57anWSH95K/by0F+0oOe33c5qLG059w9gBqPH2ocfWhztOXuLcvIXcfgs7e1Hn6AKmfGGgYBkN7exk90M+Oqjre2LCb9duq+EXx5/yiOLFNsctuo4/fTb8cN/leN7nZTnKznORmO+mV7Wr4OTfLVf+YE7/boT8AuiiFuTTPsqCuCkJ7EwEd3FUf2NsToR3YkThZLLADYnWtXMwAlzfxlTc0sWGL25v47slLTFJzeMCVDZ5c8OQc2MjFmZ0IbfW+0+L1chc/WeejLORgXF4dtx2/C5th0oVXe7WPYRB25VGVnU+FfxRx08Ll8eGxxzGqtuEIV+KK7CcrVoUjsh9XeD+eaCX+vV+2eNmo00+duw817j5EsxPfa1x9qfX0Jprdj6CzNwFnb+L2rE5pVh+fm2+MHcQlYwayrbKGsn01lO+vpao2SqAuxrptdUd8kpvdZtArKxH6Po8DA8AwMBLfcNltDMzNYlBe4uvY/GyGFHgZkOPREH8nS1uYm6bJPffcw8aNG3G5XNx///0MGTIkXdXp+kwTzNiBUDPjiZ/NWOL3eASitRALJ4L1sO+HPtZM2WhtYgg8GeDxSAuVMsDtTwx9Z+cnfk5+uXwHwtvlS+yyZsWbDmSFdZdiWfBFwM6KXS6WbvHw0X4ndsPihpEhpvTdjxG3Om0P9q4oZlqEXb2JOwrACy6HQdykIeydVh1mqAJ7pBpnLECWGcQRCWCPBvGYNbhiATx1O/EHP4cWDkuLOnyEPX2IOHxE7dnEHF4sl5eIPZuILZu43Y3d6SKGgxhOTJsTu8NJzHAQxYFpOHE4ncQMJ1EcRCw7TreHCC7CuInb3PQu8DCqwE/YyseyOchy2TAtCNZFiZuwvyZCdV2M2kicmJmYbBcMx6iJxAnH4oTCcULhGLsDYbbWHxJjWZD8U8A0LZr6s8DlsDGgl4deWU56ZTnJ8TjJSf6c5cDnduBx2PG47DhtBnWxODWROLWROHXROLXROLURE7sNCnxuCrwuevvd9Pa6KfC5KPC5cDt69umGaQvzf/7zn0QiEZYsWcIHH3zAT3/6U5588snUV8Sy4N0FULml/ihF6+Dvlln/M4c/d1iZZp5LBq5ZH8LxaKNgjh34ueG5ZEjHDvzc2rB0R7K7wJ0DOcckvicDOrsgEc5uX33vudeB40Ed9YHc3LC33d38czZny/Vp6fmjeW1nXruL1su0DB5c7yUQsRKBZCW+oqZBIGqwN2zny2DiZwAbFl/Jr2HG4EqO98fAlZ34v2Pchs2ysNf36Bx2G3aXC7N+MMVhb9vzTqcb07Bhmkf/fEde2+F24bTsmBYHtaXx8w7LTthwEDH7EAHCdhumZWGaFo4sL04rTjgSxopF8Zg12CNV2CPVuAmTFQtg1FXiiFTjiFTjqdtDdnwrNqvz98Y1DTum3Y1pOLEMOxg2LMPAIvEdw3bgZ2z1z9uwPAZWlg3DsGFhYNaXMWx2TGxE4xZR0yBqQSQO4ZhFOA6REMQCELMS72FiYGJgYTT8AWBhEAecGPQCesFBzzX+XlX/tbn+MafdwGW3Y7MZGIZRfzvAwGbQ8LthgGHY6kcSGv1u0DDKkGAc8p6N1T9WXzZ52yFxTRvH9/WR73WDMwvOugV8qZlEmbYwLykp4eyzzwbgtNNO46OPPkpPRQwDzpqVnvcWSaF3xqa7BtKV2NBJW91J2v63DAaD+HwHlhHZ7XZisTSc1CAiIpLh0hbmPp+PUOjAZh+maeJwaD6eiIhIW6UtzMeNG0dxcTEAH3zwASNHdv0TjkRERLoiw7LSs1o0OZv9008/xbIs/ud//ofhw4enoyoiIiIZLW1hLiIiIh1DkxlFREQynMJcREQkwynMRUREMpzCXEREJMMpzEVERDKcwlxERCTDKczbyDRN5s6dy/Tp05k5cyZlZWUHPb906VKmTp3KFVdcwRtvvAHA1q1bmTFjBkVFRfzXf/0XtbW1ADz99NNcdtllzJgxo6Fs0nvvvcc555yTmkbR+e2qqanhv//7vykqKuJb3/oW69ev7xbtKi8v59vf/jYzZszg+9//fkPZdLYJoKKigq997WuEw2EA6urqmDVrFkVFRVx//fVUVFQAsHz5cr75zW8yffp0li5d2mLZTG9XIBDgxhtv5Nvf/jbTp09n7dq1Gd+mpM2bNzN+/PiGa3S2zm5XPB7n/vvv58orr2Tq1KmHfT5marsCgQDXXXcdM2bM4Oqrr2bPnj0dV3lL2uTvf/+7NWfOHMuyLGvt2rXWjTfe2PDc7t27rUsuucQKh8NWdXV1w8+zZs2yXn75ZcuyLGvp0qXW448/bm3YsMG69NJLrbq6Oquurs66/PLLrZqaGsuyLKu8vNy68cYbrbPOOqvbtOvRRx+1nn76acuyLOuTTz6xXnrppW7RrgceeMBatGiRZVmWNX/+fOu3v/1tWttkWZZVXFxsXXbZZdbYsWOturo6y7Is67nnnrMeffRRy7Is6y9/+Yt13333WZFIxPrqV79q7d+/3wqHw9bUqVOt3bt3N1k2FTq7XY888oj1q1/9yrIsy9q8ebN1+eWXZ3ybLMuyAoGAdf3111tnnHFGwzUyvV0vvviiNW/ePMuyLGvnzp0N/7tlert+/etfWw899JBlWZa1ZMkS68EHH+ywuqtn3kYtnfa2fv16xo4di8vlwu/3M3jwYDZs2MCmTZuYPHkykNjGtqSkhM2bNzNhwgTcbjdut5shQ4awceNGwuEw8+bN45577ulW7VqxYgVOp5Nrr72WJ554ouG9Mr1do0aNorq6GkgcHpSK8wVaO3HQZrPxq1/9itzc3CZfM3nyZN599102b97M4MGD6dWrFy6Xi/Hjx7NmzZomy6ZCZ7fr6quv5sorrwQSPT+3253xbbIsi7vvvpsf/vCHZGVldXp7UtWuFStW0L9/f773ve9x1113cf7553eLdo0cObLhTJKO/rxQmLdRS6e9BYNB/H5/w3Ner5dgMMioUaNYvnw5AK+//jq1tbWccMIJrFmzhmAwSGVlJWvXrqW2tpaf/OQnXHPNNfTr169btauyspLq6mqeffZZzj//fB566KFu0a7+/fvzu9/9josvvpji4mIuvPDCtLYJYOLEieTl5R32mmRbvV4vgUCg2fY3VTYVOrtdOTk5eDwe9uzZw49+9CN++MMfdnKLOr9NCxYs4JxzzuHEE0/s5JYcrLPbVVlZSVlZGb/4xS+4/vrr+fGPf9zJLTpQx85sV15eHu+88w4XXXQRzz77LNOmTeuwuivM26il094OfS4UCuH3+5kzZw7Lly/n2muvxWazkZeXx/Dhw5kxYwbXX389Dz30EKeeeip2u501a9bw+OOPM3PmTKqqqrj11lszvl15eXnk5uY2/HV93nnnpez8+s5u1//+7//y4IMP8sorr3DnnXcyZ86ctLbpSF4TCoXIyclptv1NlU2Fzm4XwMaNG7n66qu59dZbmTBhQie0ovn6Qce36eWXX+bFF19k5syZ7Nmzh2uuuaZzGtJCHaHj25Wbm8u5556LYRhMmDCBLVu2dEo7WqojdHy7FixYwHXXXcerr77Ks88+y6xZszqs7grzNmrptLcxY8ZQUlJCOBwmEAiwefNmRo4cycqVK7n55pt59tlnsdlsnHXWWVRUVFBZWcnzzz/PnXfeyY4dOxg/fjx///vfWbhwIQsXLqRXr1783//9X8a3a8SIEYwfP5633noLSEzuO/7447tFu3JychqCom/fvg1D7ulqU0uvSf73Ly4uZvz48QwfPpyysjL2799PJBJhzZo1jB07tsmyqdDZ7dq0aRM/+MEPePjhh1M2ubSz2/Taa681fF706dOH5557rlPb07iOndmuxp8XGzZsYMCAAZ3XmEPq2Jntavx5UVBQcFDgHy0dtNJGTZ32VlxczODBg7ngggtYunQpS5YswbIsbrjhBqZMmcK6deu49957cblcjBgxgrlz5+JwOJg3bx6lpaU4nU5uu+02Tj/99IPea+LEibzzzjvdol379+/nrrvuYs+ePTgcDh566CEGDRqU8e3atGkTP/nJTzBNE8uyuPPOOxk9enRa25R0/vnn89e//hW3201tbS1z5sxhz549OJ1OHn74Yfr06cPy5ct5/PHHsSyLb37zm8yYMaPZsp2ts9t10003sXHjRo455hgg0aN68sknM7pNjTW+Rmfr7HZFIhHmzZvH5s2bsSyLe+65h5NOOinj27Vr1y7uuusuampqiMVi3HLLLUycOLFD6q4wFxERyXAaZhcREclwCnMREZEMpzAXERHJcApzERGRDKcwFxERyXAKcxERkQynMBcREclw/x/bxdw2V/rIZAAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 576x396 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "for i in range(5):\n",
- " print(Counter(labels[str(i)]))"
+ "sns.distplot(np.max(clusts, axis=1))\n",
+ "sns.distplot(clusts.reshape(clusts.shape[0] * clusts.shape[1]))\n",
+ "plt.axvline(1/10)\n",
+ "plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": 288,
+ "execution_count": 230,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "clusts = np.argmax(clusts, axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 231,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "0.22547371757613913"
+ "Counter({7: 1959,\n",
+ " 3: 758,\n",
+ " 8: 535,\n",
+ " 0: 84,\n",
+ " 9: 671,\n",
+ " 2: 829,\n",
+ " 5: 70,\n",
+ " 4: 20,\n",
+ " 6: 70,\n",
+ " 1: 4})"
]
},
- "execution_count": 288,
+ "execution_count": 231,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "adjusted_rand_score(labels[0], labels[3])"
+ "from collections import Counter\n",
+ "Counter(clusts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 232,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gauss_means = gmvaep.get_layer(name=\"dense_4\").get_weights()[0][:32]\n",
+ "gauss_variances = tf.keras.activations.softplus(gmvaep.get_layer(name=\"dense_4\").get_weights()[0][32:]).numpy()"
]
},
{
"cell_type": "code",
- "execution_count": 443,
+ "execution_count": 233,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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"text/plain": [
- "<Figure size 576x396 with 1 Axes>"
+ "True"
+ ]
+ },
+ "execution_count": 233,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gauss_means.shape == gauss_variances.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 234,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "k=10\n",
+ "n=100\n",
+ "samples = []\n",
+ "for i in range(k):\n",
+ " samples.append(np.random.normal(gauss_means[:,i], gauss_variances[:,i], size=(100,32)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 235,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from scipy.stats import ttest_ind\n",
+ "test_matrix = np.zeros([k,k])\n",
+ "for i in range(k):\n",
+ " for j in range(k):\n",
+ " test_matrix[i][j] = np.mean(ttest_ind(samples[i], samples[j], equal_var=False)[1])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 236,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "40"
+ ]
+ },
+ "execution_count": 236,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "threshold = 0.55\n",
+ "np.sum(test_matrix > threshold)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 267,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import umap\n",
+ "from sklearn.manifold import TSNE\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
+ "reducer = TSNE(n_components=2, perplexity=15)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 268,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rep = reducer.fit_transform(encoder.predict(pttest[:5000]), clusts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 269,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(5000, 2)"
+ ]
+ },
+ "execution_count": 269,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "rep.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 270,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import plotly.express as px"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 271,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame({\"rep0\":rep[:,0],\"rep1\":rep[:,1],\"clusters\":[\"A\"+str(i) for i in clusts]})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 272,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "hovertemplate": "clusters=A7<br>rep0=%{x}<br>rep1=%{y}<extra></extra>",
+ "legendgroup": "A7",
+ "marker": {
+ "color": "#636efa",
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "A7",
+ "showlegend": true,
+ "type": "scattergl",
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\"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"width\": 600, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"rep0\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"rep1\"}}},\n",
+ " {\"responsive\": true}\n",
+ " ).then(function(){\n",
+ " \n",
+ "var gd = document.getElementById('8a5efd44-fcf3-4cab-8219-08616d06828a');\n",
+ "var x = new MutationObserver(function (mutations, observer) {{\n",
+ " var display = window.getComputedStyle(gd).display;\n",
+ " if (!display || display === 'none') {{\n",
+ " console.log([gd, 'removed!']);\n",
+ " Plotly.purge(gd);\n",
+ " observer.disconnect();\n",
+ " }}\n",
+ "}});\n",
+ "\n",
+ "// Listen for the removal of the full notebook cells\n",
+ "var notebookContainer = gd.closest('#notebook-container');\n",
+ "if (notebookContainer) {{\n",
+ " x.observe(notebookContainer, {childList: true});\n",
+ "}}\n",
+ "\n",
+ "// Listen for the clearing of the current output cell\n",
+ "var outputEl = gd.closest('.output');\n",
+ "if (outputEl) {{\n",
+ " x.observe(outputEl, {childList: true});\n",
+ "}}\n",
+ "\n",
+ " })\n",
+ " };\n",
+ " });\n",
+ " </script>\n",
+ " </div>"
]
},
"metadata": {},
@@ -1235,12 +12429,16 @@
}
],
"source": [
- "sns.distplot(ari_dist)\n",
- "plt.xlabel(\"Adjusted Rand Index\")\n",
- "plt.ylabel(\"Count\")\n",
- "plt.show()"
+ "px.scatter(data_frame=df, x=\"rep0\", y=\"rep1\", color=\"clusters\", width=600, height=600)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
diff --git a/model_training.py b/model_training.py
index 62307226..3e6ba284 100644
--- a/model_training.py
+++ b/model_training.py
@@ -232,7 +232,7 @@ DLC_social_1_coords = DLC_social_1.run(verbose=True)
DLC_social_2_coords = DLC_social_2.run(verbose=True)
# Coordinates for training data
-coords1 = DLC_social_1_coords.get_coords(center="B_Center", polar=False)
+coords1 = DLC_social_1_coords.get_coords(center="B_Center", align="B_Nose")
distances1 = DLC_social_1_coords.get_distances()
angles1 = DLC_social_1_coords.get_angles()
coords_distances1 = merge_tables(coords1, distances1)
@@ -241,7 +241,7 @@ dists_angles1 = merge_tables(distances1, angles1)
coords_dist_angles1 = merge_tables(coords1, distances1, angles1)
# Coordinates for validation data
-coords2 = DLC_social_2_coords.get_coords(center="B_Center", polar=False)
+coords2 = DLC_social_2_coords.get_coords(center="B_Center", align="B_Nose")
distances2 = DLC_social_2_coords.get_distances()
angles2 = DLC_social_2_coords.get_angles()
coords_distances2 = merge_tables(coords2, distances2)
@@ -258,6 +258,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"dists": distances1.preprocess(
window_size=11,
@@ -266,6 +267,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"angles": angles1.preprocess(
window_size=11,
@@ -274,6 +276,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"coords+dist": coords_distances1.preprocess(
window_size=11,
@@ -282,6 +285,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"coords+angle": coords_angles1.preprocess(
window_size=11,
@@ -290,6 +294,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"dists+angle": dists_angles1.preprocess(
window_size=11,
@@ -298,6 +303,7 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
"coords+dist+angle": coords_dist_angles1.preprocess(
window_size=11,
@@ -306,54 +312,60 @@ input_dict_train = {
random_state=42,
filter="gaussian",
sigma=55,
+ align=True,
),
}
input_dict_val = {
"coords": coords2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"dists": distances2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"angles": angles2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"coords+dist": coords_distances2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"coords+angle": coords_angles2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"dists+angle": dists_angles2.preprocess(
window_size=11,
@@ -363,15 +375,17 @@ input_dict_val = {
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
"coords+dist+angle": coords_dist_angles2.preprocess(
window_size=11,
- window_step=1,
+ window_step=10,
scale=True,
random_state=42,
filter="gaussian",
sigma=55,
shuffle=True,
+ align=True,
),
}
diff --git a/source/preprocess.py b/source/preprocess.py
index 5612fc81..4361371d 100644
--- a/source/preprocess.py
+++ b/source/preprocess.py
@@ -309,7 +309,9 @@ class coordinates:
else:
return "DLC analysis of {} videos".format(len(self._videos))
- def get_coords(self, center="arena", polar=False, speed=0, length=None):
+ def get_coords(
+ self, center="arena", polar=False, speed=0, length=None, align=False
+ ):
tabs = deepcopy(self._tables)
if polar:
@@ -384,6 +386,21 @@ class coordinates:
"00:00:00", length, periods=tab.shape[0] + 1, closed="left"
)
+ if align:
+ assert (
+ align in list(tabs.values())[0].columns.levels[0]
+ ), "align must be set to the name of a bodypart"
+
+ for key, tab in tabs.items():
+
+ # Bring forward the column to align
+ columns = [i for i in tab.columns if align not in i]
+ columns = [
+ (align, ("phi" if polar else "x")),
+ (align, ("rho" if polar else "y")),
+ ] + columns
+ tabs[key] = tab[columns]
+
return table_dict(
tabs,
"coords",
@@ -524,17 +541,17 @@ class table_dict(dict):
self,
window_size=1,
window_step=1,
- scale=True,
+ scale="standard",
test_proportion=0,
random_state=None,
verbose=False,
filter=None,
sigma=None,
shift=0,
- standard_scaler=True,
shuffle=False,
+ align=False,
):
- """Builds a sliding window. If desired, splits train and test and
+ """Builds a sliding window. If specified, splits train and test and
Z-scores the data using sklearn's standard scaler"""
X_train = self.get_training_set()
@@ -550,16 +567,20 @@ class table_dict(dict):
if verbose:
print("Scaling data...")
- if standard_scaler:
+ if scale == "standard":
scaler = StandardScaler()
- else:
+ elif scale == "minmax":
scaler = MinMaxScaler()
+ else:
+ raise ValueError(
+ "Invalid scaler. Select one of standard, minmax or None"
+ )
X_train = scaler.fit_transform(
X_train.reshape(-1, X_train.shape[-1])
).reshape(X_train.shape)
- if standard_scaler:
+ if scale == "standard":
assert np.allclose(np.mean(X_train), 0)
assert np.allclose(np.std(X_train), 1)
@@ -573,6 +594,9 @@ class table_dict(dict):
X_train = rolling_window(X_train, window_size, window_step)
+ if align:
+ X_train = align_trajectories(X_train)
+
if filter == "gaussian":
r = range(-int(window_size / 2), int(window_size / 2) + 1)
r = [i - shift for i in r]
diff --git a/source/utils.py b/source/utils.py
index 688ba17e..edb703a3 100644
--- a/source/utils.py
+++ b/source/utils.py
@@ -11,6 +11,7 @@ import pims
import re
import scipy
import seaborn as sns
+from copy import deepcopy
from itertools import cycle, combinations, product
from joblib import Parallel, delayed
from numba import jit
@@ -87,6 +88,32 @@ def angle_trio(array, degrees=False):
return np.array([angle(a, b, c), angle(a, c, b), angle(b, a, c),])
+def rotate(p, angles, origin=np.array([0, 0])):
+ R = np.array([[np.cos(angles), -np.sin(angles)], [np.sin(angles), np.cos(angles)]])
+
+ o = np.atleast_2d(origin)
+ p = np.atleast_2d(p)
+
+ return np.squeeze((R @ (p.T - o.T) + o.T).T)
+
+
+def align_trajectories(data):
+
+ data = deepcopy(data)
+
+ center_time = (data.shape[1] - 1) // 2
+ angles = np.arctan2(data[:, center_time, 0], data[:, center_time, 1])
+
+ aligned_trajs = np.zeros(data.shape)
+
+ for frame in range(data.shape[0]):
+ aligned_trajs[frame] = rotate(
+ data[frame].reshape([data.shape[1] * data.shape[2] // 2, 2]), angles[frame],
+ ).reshape(data.shape[1:])
+
+ return aligned_trajs
+
+
def smooth_boolean_array(a):
"""Returns a boolean array in which isolated appearances of a feature are smoothened"""
for i in range(1, len(a) - 1):
--
GitLab