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{
"cells": [
{
"cell_type": "markdown",
"id": "3fad395c-641e-4a78-909b-0d4bd15943dc",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"id": "6c652f88-09b2-42b5-868e-3bd5302ee843",
"metadata": {},
"source": [
"In this example, we will show how to explore the cell-cycle dataset of CCTD-U using AggMap.\n",
"\n",
"The **CCTD-U[1]** dataset is a cell-cycle transcriptome data of U2OS cells, consisting of the expression levels of 5162 genes at 5 different cell cycle stages (G1, G1 / S, S, G2, M). This dataset was transformed using z-score standard scaling. \n",
"\n",
"By fitting on the CCTD-U dataset, AggMap can transform it into feature maps (Fmaps). Visualization of AggMap multi-channel Fmaps of the cell-cycle **CCTD-U** dataset at different cell replication phases indicated that multi-channel Fmaps can easily select stage-specific genes. The stage -specific genes in the five cell-cycle phases can be easily aggregated into hot-zones in the single-channel Fmaps based on their correlations, while the multi-channel Fmaps further separate the phase-specific genes into different channels. Therefore, the multi-channel Fmaps facilitate group-specific feature learning or feature selective learning by AggMapNet. \n",
"\n",
"By the hierarchical clustering-guided channel splits, each cluster (group) of feature points may be separately embedded into a different Fmap channel. More clusters enable more fine-grained separations of feature points into groups. \n",
"\n",
"\n",
"* [1]. Hao, Q., Zong, X., Sun, Q., Lin, Y.-C., Song, Y.J., Hashemikhabir, S., Hsu, R.Y., Kamran, M., Chaudhary, R. and Tripathi, V. (2020) The S-phase-induced lncRNA SUNO1 promotes cell proliferation by controlling YAP1/Hippo signaling pathway. Elife, 9, e55102."
]
},
{
"cell_type": "markdown",
"id": "79fcb5ef-1cc8-4b0d-b2c2-40130d433df0",
"metadata": {},
"source": [
"## Read data and pre-fit on AggMap"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7341b166-c260-4523-9ae1-ae8e6519aa54",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-08-01 16:25:56.434248: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n"
]
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"from sklearn.utils import shuffle\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"import matplotlib.pyplot as plt\n",
"from aggmap import AggMap, show"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ed04e4ea-2fd5-4b0d-8e02-9716de147499",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_excel('https://cdn.elifesciences.org/articles/55102/elife-55102-supp5-v1.xlsx')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2f9750b9-a4f4-47cb-b054-c8bcce8e74cb",
"metadata": {},
"outputs": [],
"source": [
"df = df.set_index('ensemble_id')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7d8d1e14-7388-44ae-a000-e186ed824d00",
"metadata": {},
"outputs": [],
"source": [
"dfx = df[df.columns[4:]].T"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "69c18822-8cd2-4e53-9d3d-3b7fa0187493",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-08-01 16:25:58,556 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Calculating distance ...\u001b[0m\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|###########################################################################################################################################| 5162/5162 [00:00<00:00, 5831.88it/s]\n"
]
}
],
"source": [
"mp = AggMap(dfx, metric='correlation', by_scipy=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "66836da0-e3d0-4d57-a7b3-479300e84905",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-08-01 16:25:59,705 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - applying hierarchical clustering to obtain group information ...\u001b[0m\n",
"UMAP(a=None, angular_rp_forest=False, b=None, init='spectral',\n",
" learning_rate=1.0, local_connectivity=1.0, metric='precomputed',\n",
" metric_kwds=None, min_dist=0.1, n_components=2, n_epochs=None,\n",
" n_neighbors=500, negative_sample_rate=5, random_state=32,\n",
" repulsion_strength=1.0, set_op_mix_ratio=1.0, spread=2,\n",
" target_metric='categorical', target_metric_kwds=None,\n",
" target_n_neighbors=-1, target_weight=0.5, transform_queue_size=4.0,\n",
" transform_seed=42, verbose=2)\n",
"Construct fuzzy simplicial set\n",
"Mon Aug 1 16:26:00 2022 Finding Nearest Neighbors\n",
"Mon Aug 1 16:26:01 2022 Finished Nearest Neighbor Search\n",
"Mon Aug 1 16:26:03 2022 Construct embedding\n",
"\tcompleted 0 / 500 epochs\n",
"\tcompleted 50 / 500 epochs\n",
"\tcompleted 100 / 500 epochs\n",
"\tcompleted 150 / 500 epochs\n",
"\tcompleted 200 / 500 epochs\n",
"\tcompleted 250 / 500 epochs\n",
"\tcompleted 300 / 500 epochs\n",
"\tcompleted 350 / 500 epochs\n",
"\tcompleted 400 / 500 epochs\n",
"\tcompleted 450 / 500 epochs\n",
"Mon Aug 1 16:26:11 2022 Finished embedding\n",
"2022-08-01 16:26:11,784 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Applying grid assignment of feature points, this may take several minutes(1~30 min)\u001b[0m\n",
"2022-08-01 16:26:56,509 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - Finished\u001b[0m\n"
]
}
],
"source": [
"mp = mp.fit(cluster_channels=6, n_neighbors = 500, spread=2) # "
]
},
{
"cell_type": "markdown",
"id": "58e0224b-31d1-4f17-92dc-3b1d18b6d8da",
"metadata": {},
"source": [
"## Transform the data by AggMap"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "6bb75a0e-6d1e-4997-8f15-bb23d821952f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|###################################################################################################################################################| 9/9 [00:01<00:00, 5.74it/s]\n"
]
}
],
"source": [
"X = mp.batch_transform(dfx.values, scale_method='standard')"
]
},
{
"cell_type": "markdown",
"id": "cfcdcb4b-e61e-46ff-936b-1eca371db171",
"metadata": {},
"source": [
"## Multi-channel Fmaps"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8e0aff4c-ce9e-480c-a2d2-c11501b26ace",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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hvvsshjy/4j1QN9JVElF6oEnNScH9KW/6Okd5RMecDB6sanKWyinC5nIvafCZlyjCQd6B6Xi8PYnCb3ukAs8B4Wrm4DF5VDmg9hdB90PBcf+9DTVaHHmTpm5s+KhS7au+q39fOel0daFOr6XsULLL0X5pDYaUwS5agyFlOGCteeWpGtRW1w9TAyh0dSIoOOgxafMgWvxERPKrXo7dxuBMfYjPpIz6FdNdXXmzKo7e9pC+UX7hFFfv/rJSZRGRxkdecHXxOKjYUK5br5jl6sL0411NGubRNtBP3zcbTmMITeCjgYAg/WSChjddkNP7asCbBgeFlPvBYwp5o5Og1sTDEH0NjfZoWaPjZZhCwXPmJZBU/G3z/JAeX/dDvV372sTrXD1nQL+jQkYp8casGn/KMFesX7/evMcGw1iBXbQGQ8ow6uYKgsYJttrxdclpTXMEKS0VYxolam2Dn2/oQupAh9YVUYWTk/yGsE9Dc1QNbL95p7ftQukyV5fP+K2r89/S9r/y2T9wdf1vlSI1bFMa5g8yBpUH7fLyk2tQVz70ZzAZPcZcV26H0u5QioU/yc/fNmm7p8iiFZCfoeK++9jTY5fxpu+B9kYpsEd9Q8F6yB4ODdnm8GfewnCfWp5a7H3mPbdr6sm27Euu7smc4Op8nwa+tWX0CUbTkJ5/YnP2hdjXo7BfWoMhZbCL1mBIGUY9uSIEGiqoGBNUXUMZyFHsOvdYVzffN6DbqFd/bv9CqJrdShO9ULgmULKAZ5qUW8Sn1LLovbpetN1R6W2YrfnL1T+oYknaN/Ghb7qaSRm75+rIjoEpc739YLsbkygYHkc6XjxiAZZX4wNByk76GA2RowGBhgqmUjAQb7iZxlTZowFzVM0XXKCU+NHv6fnP9CstpVGGSjdvF+i/XnR9xdUXNfrn6WND+jfcldvo6gcrmqwy0KKUerroumYO6hOMB1oecvXsQX3S8MvnHjD12GAYK7CL1mBIGfbJXBEdIk1f8UiC3age0yjBIdRR3/POi17n6txGpU9UjLnevtOUmkhJ96/tbqU/A0dDVZ57kKs91bvGPnJ7g12XSRzynUqDuZ7cHW/WhRAGxlSJ6IN+UlGquQyVo8Gh9YlfuroPIy3YNkflmrSUU/lEfKpOfzPbGIuHHafrhemCLXtJcpKjRgkveSQw5Y/eY7YOVj6qx0r/76q83kZc0PS4q6+o6HckIvKFg65xdevLX3V1se1OV5fzSrXbqvp50uOuBjVjTKjobc5Dzy4xemwwjBXYRWswpAwHzHs8MEdpZgPGglCdTaoYE16bHwdXg0Zz2/QkZ0DrmZ88cDSMFrgVYH6yiEhme3yLokepYdSQJWfq66C0pHalg1RBZGpD+TSlWrlf6KBrkaiyrBSQ1JAKM80HVLq9drwAogYHJmJ4aRBQpb3UByjaTJigsuuNM8HyPGci/q1AnZcLrftBtZpDx2ny4GiTS+/S4c/tVaX7hYxvKmmqquf6x3W6X/3jbtRldp2r62pVr/PWejVjsB0vB6/T6g1PGD02GMYK7KI1GFKGA+Y9JhWlajs4Y5yrG0E3qTzT1FCahcHFIpLZjhYpmDbYXscUi8rkltj19px9lK4T62l9AMkYp/iqZiisLrPoRK2PUaV290W/c3XdXR/S/aMiezqGZN99tqvzv1Gq1jdb1VgRkaGz9DN1v/uKrtdLatDzlt+iVJvGghC1Jn2PUlR/PAZGiWAZZiVTASYl5npbYOa44VY1zJzT+9fettu+pJ8pTF/o6qUXa0rEjMGnXF2u0+9+U05V78fzT2CtemvzvZzS2HKD3+Y4W/TveRBEtrFXTTOFDnyXEo9ZJVWS1zTEG12isF9agyFlsIvWYEgZDph6TKpMNdfzAvfE01uCRgSRsI+ZZgfS4NymntjX2SJIrzJputfiJ35IXGnWOFc3LVFa2nOeeqNzm3bpcay4EAehZDI77/u6DEabVBZf7GpvwLSIlDo0+C6/TYPd+mdomxhpKdMmqB4ztSGkJL9yPAaSK1pVDWbLH00QVHP52Z6PPOvqidfgO8W5+flV/+lt+wPnYfA41vubr+i6+uvQFjik2zvlk/WuvuomXW/TkI6dIV2lR1hEpHnHJa6uZpXmV+v1726wWdX/qWX9Wwm14FFJfsqm5hkMYwd20RoMKcMBU48JhrExzI1Uty6QrRw1YJC+0mhBhFTeHZ/STN32m1VBpNocOgYRkY5b9DNs0yuB1jZ/W8dr9P6jHmvbz/VBf9/lSiUzKzHC5Ndvc3V5mlI7OeF73n5kF39Et42WM9Jd5ibnt+i22aJG9Zf+3eI0beVrXX2vt21voDLq5Ver2WHhJXpbwda3276tyu4hVxyh68khSxkK8zmX6jIivuL87//4Z92nOr2FIiV+rFGXqTZrYN/Pqge7mn7hD4LSNhRUnRYRKTXpOazkNkkcJld0vfMLqvg/1qie5gVFff3nrb+KXU8U9ktrMKQMdtEaDCnDfqXHpK6hsSIhvzFVYqq8Tcv8iXEl5CCHvMCku32n6sPs/ONK06ke13er4lhtz+N1f/27oAzTPFL3JzUpDFysCmRukyqW+Rdwi3C9tt2V3tfn6vKzmlxRueRmVw/d8DlvPzJ5mFICbWmsCVJiep3ZyteIQcs9b3i/9/nvXHa1q8/YredqzudV9S0eoQFuSy5Rs8kZH9Hl6Re+5Uv3ufqs3ne5enmT7oeI31K3oKjn8I62e1x9XFFbN0tIj3jNt/TW4e/r9YnCj2GOeHiittxVI2FsOdDlaj1GmkA93oYc47vblPqSNq/LbZDhwn5pDYaUwS5agyFlOGDmihC8FAx4kvclPI6UmuvNoRWQ4XE0UTQ+phSn1Nmh+1FSShXdpx0fV+Vv3D//SZcrsPUNA6OhKjNxo/EG9T33XalKZO4HmipRuOr3EkLdDz/h6sNv/J+u3va/vuXqSb/4tKs3fXKZqxmc5g26Bs3mJL5oesSjP9RbBI67ePOn49v/CLbs3XqdtsSR9k4qK5Vk8JmIyMPNehwcqcHPfKr1N67+YFkTSUrip3/EreeuLMww+RXecrmiKuoDLTp8en5RTR7LGzUzm5SYrXlMtOBxm7nCYBhDsIvWYEgZ9qt6nAReKBypcoAek96K+Oozx4Jwud5zlH623akP9PNrNROXnuTdZ2gyRNNy9YlGfc5T/k5Vzu7LNUSNZo78Y2oOoMLcejXU8QmqtHL/iqcoPcut07aypu+pOi0iUup4xNVemBva8Z67CEONkY3cvlKDyAYO1XY1X4XGeBKovCIii1u0je74glJGDmom6Id+8e/1WJc1Kz3+4Dc/6Orf/x8dt7KyUY0PIn6yxBU5/Z6uZRoEzAuS1VuPO0B9/6ai55YK9dtKmmH8m6p/3KTEBCkxQUpMCs0guaSwX1qDIWWwi9ZgSBledfV4uIh6gUPeY7b2hQwcpNDlSc2xyzCEjuq2iMiOS9W7TIWadHz895RuVSagja1bva+lM+B7fuCNujzUVYag3THtLG8/zi2oYlw4XhXxiZ9SOrjjrdpKxgl6TKVofFZpdt/s01z9n9crDWX7mIjIH0EnqYSed74aJx74garxTIn4xJV/4+rPX/0vrmaaw+zB17iaFFPEp8db0R53VUb/bN+dVeWbwWmToTBfl9HblmktehvRVcVg8kb1GouI5EBxq/VQx9EKWMluljhMA+3uRE013IZKGwxjCHbRGgwpw6tCj5MYKuhVpkGBarOIb6igepxkGe5H71n64D63EaotVOVoi18B5gwux2PiiJDGVUrv+k5Wz2/LYqWx3A+2MPafoC1+LT9R6inih7Ntu/e7rr6/5d9cfeXHP+bqFdfofiz4hlLwNZu05e/xm9Q0sTmrQ72jGF8Z5+qVaDn7TvEtrv52dr3EoTej38UMjMoowqRBw8Ejjb73mDT6xnE3u/qEfh0MzeQKrndjTtMtaLR4soLUEmQbD0Vyj0uNeitRrVdfN8/HjvqdriYl3pTTjO0QjB4bDGMIdtEaDCnDX6x6HGrl2xdQcd75cVX9xl+rftKXvqUP/duRSEG/cP1WbZsTEalOVPrUtBRT3zr1QTy3TTrOdAvSd7b/lbZj8PRbtG3u1p67vf34arfS5UwTqHmPbrvSrW2Bdc36teanacLEwCY1ebTfeoyrT+7XBI3jC9oCJyKypuFpV3/2vaoS/+5mbSuc921d168/o9P0HkNKxNSyJmvMGdDllyEhYmOEVnY1aFsbW/gYyHZb45Oufvfgka7uyajiu6hBqfLbSxqS91BezR9sv0sKKu0MdtuW1dsT0n/C6LHBMIZgF63BkDL8xdLjkYJUNKo47wHD2EhLi/M0tYFZxRxaLeLTWmYgN6xRT7OffBE/HKKIz3J6X3GOGgC+0q5q5U+ySnVFRMpbQX1ze//KMm0wpPQi73mV3pI0Ha3jOErb9Fz2LfcTHLafoikaExd9zdU/fvF6V3OIcg8U4/UYqEwqSdrLQctfy/nmivk59e3SOHFCv6ZKrMvpNqge06ixDOYKhrTVgyqXAp5ikbAyzNeZdcz2vxCMHhsMYwh20RoMKcOo0OPZ07Vlbc0zakDIZvXj5XL8r33os+PbNTFiR49PB4nCQqUwISMER4SQ0oaWCVFrzxQivjJMYwiHUpMe0xvNzOXcOn04z2Nov3VN7OsHX7RTQihDJS6s0m23vKkQ+3rjbD3/2QmV2GWyk/X1oX7/e1yX0SHK996k6vNlB3/J1f/35Sti95UKbjcMCr0ZVempKpMqi4jc3/JrV3eWNBOZoz26YXCgmYM+6VtgCqGJoiGro1Eu2KntgiIiOdHzTBV8M1oEm6p6KzHcFjyjxwbDGIJdtAZDyrBf1eOmvH786OmqRk7sUCq5+JH4lrgk1FpEZOHrlM5shsq56QXk7s7TtrbGldrCRZ/vwtWrXb1qndKraVPUfNAdoekbrlRDxrgfKUWqcDwJ8pRJlTM9UGdhtLi8/o8Sh54fX+DqBy/5sfdecS2oLCguqTJNFw0wVAzh3A5u1HOWgQEjO0lvEXYv9RMpGqbqe++9X8eTMIQtN6TrpeeXdJdUmV5n+osPLanKLuKnTPwsp+aHDw+qT5vbYysf8W+YiDeUiQ+hiyIU4EbaTTo+XBg9NhjGEOyiNRhShjFlriAdLwwou6AS3dyoy8x/rVLr3j6lkivWKN1sb1FaScodBVXpAZgi6FeetkmVxa4T4M19VP2xHzhNVeKv/IvSvOm3a3vbjjt9mkd1t+8RVSzzs5QGF9dA1QeFHirpeaoWtCZtpj+50uv/Pz8ASr3x7f/h6ru/rvtL5TSafBGHnw1oON2FDarsRoPdljRp0sNnujWZ4/nA0GYq1DQ4PFxRhbrcoPu6EK15v8/5KRShSXlEE0aJ0GN8Tu9fu/rOtv+QOBg9NhjGEOyiNRhShlGhx5NBt7Z2h40QexCiscNdphZC6vPu0zXTeMYybSubdqhSwJmHq+Hg149oJi7XKeKr1QTV6vFPqqrpUe2ZmpBwep16bfuLuq9db1VKFVVtiRzocdvJGmLXfavS6Dow+xzUYLbjUW3mMvQek1pH/02q/OwCVbg/+qNfuHpmqVP3D8YHpkfcnlPv9pnIJI5SyQt2fcDVVGqZVkFKfMZuDcD7Qruu69I+bT3cWq9pIQ+2qqo8Y1D3W0RkWZOq/FSMOSSavuckaRWE0WODYQzBLlqDIWVIhXo8FVQtRElFhk+pSXf52U5QZb5Oeivie6X5XvcupZkrb9KM4gnf0BQGeprPP0zp8S9LenyZRl1ncX1D7OsiPn2tb9f3suOVulI9bujU4yttUUpLE0WmSY97SBeXSq9/+8NWwHq0/H32vqt0vVCM723VXGHSVaY5NEG1JYWOKs83IZXiwwOaj0y/MhVceoRpuvgDkiuYUMG0ic0BRVpEZM7AbFfvy5iPOBg9NhjGEOyiNRhShsT0eObhypG6ngubDPYHavmQ6T1e9uewwjoczH+tqrabQB/nzBrwluvp0//z1j2ry7GV8OQFquZ+8UJVJo8qnu9qJmXM+ydtdaMXmCotqbKI7/8tMcUC543LRD+/B1SMGQpHqhwFqTn9zaTKn7hXW/O2ggZzNMe1OfWEX1pS9Z30lrWIyBcOusbVZ/eoYYHGiZ6Al3htXsPfJpUPcjVV4ZnwPXdBCRYROX33O13NcR6k8M1D+vdYi17HweixwTCGYBetwZAy1KTHRx11pHuzVntcEiRRdkk/2R63vzBcys82vSjKFT0mKtykqOOalTKuu1wf6B/0Bc0CHn+O0jkqvqSbQ5HvwqPEOIyBLv1HfqbuO2ksEyoIKs/MSY6CoXKk0fQoX959sS4P6ko1l1R0AkZr0OxAuiniU1+u95569XvnG//g6tP63uHqVXlVnmmCOLXvJFeT0kZ9z8TCgnqlSa9HAqPHBsMYgl20BkPKULNPKkSJSXVFkhkZQsvMO1qV2q7n4lXNfUESQwYpMWlslH7uQS6yGn6e1J7ba4QXoTBVKScpcfM8PQekmwSpcscZuyPvqceYtLR1oSrr9BjnJik9ZrBb+UXQbHwVddkwPWZbYGlz/Hm+QTSd5ELR1kOaF0iJaaggokow1eRcVY/vJCxXKM7FetWH/FS97sfh2A/S4HnFOa7eWPG9w4fhM5PLk+RAwn5pDYaUwS5agyFlSGyuoEkgFMYmEg5CI9VOQqdDSm0tinrWSUqL7n4oPsRruKCxgxnNImGFO2QGycHgIHh9CKst79BzRtpcLWL6Xsk/fxztQSW541RVUQug1wxt47roMSbV5e1ClCqTHnvq8XZkQmN7X/zzla4mve3KbXT189ktrp6LCXrRRAq28L2zqtvj+I8VeU2+YNsc/c0PtGp+8iQYPtrRchf1FFPtzsFQQSWainYo8I1mDC5v6rHBMIZgF63BkDLs19a8JApuG1raevv2/n9IND2C9HO45gyaK7bv0m3XGkMyWgip1S3zldo1TNX9Y6oEEyJEklHZhk6MNwENHtwUr6CHjBJReszthQwgjZjAx+PY9JbbXf3l7ytFpZL8GEZ2RMeCkF5zCh7zjWmQoHo8D6oy6eravKaZlEBXo95h0trQ9kYCo8cGwxiCXbQGQ8pwwJIrSIOz9fGrLQ7o/yH7EuaWBKTEG1+AcrcP3uoLztSB0z+6p2NkO7YXUEkejNBjKs4MeSsFjBqhZZrmxNNY0m/uh4g/kqT9HapW9/xaA9mYp8yRJGeufo+rSX1LdboMaW/UexwKcONyNGQ8mlNV+nVo/5tcUcWYho+ftN6nx4D1i4QHSSdBktEhRo8NhjEEu2gNhpRhv9LjkNGCKjGX4diNUxcq1aIn+UCnZlBFJc2rhVCaBtXVeiRRUMEl/exfqerotuvf7urXLLrX216IihKh4yBdrYAS11KMiZBPm619RMsCHB/aAs9e815Xs4WOg6MZxhYFaeZ8mCgeg7liJQwSZyFUjmFzDGnbltW2wKjvmWM+SK9D6vFww9+MHhsMYwh20RoMKcN+pcchswMp8eaXVJlky99xaNnbiHC16OS64WYdJzFznHOKUqE7Fw3fwxwylQw3hK4dIz6K6/S4o5R0qF//TVpLXzCpL3OT6QsOBbglSbqoBarVAqrNfXrPtjNdTVWYPuLGqh/stnhIbwtmNax1NVv7GNpGcL3jYebYlHve1VuwniMi66FPmGaQHtD0csCcEZqmRxg9NhjGEOyiNRhShgNmrqBneCJGVzA7+OjpSqdXrlUKcfrblHJE6TFHcJCKhmgzM41J2ZNQa9JmEZGloLjcNrexfLUeB33Ffcv19SSpGVRjjz/Sz19eukGPg4kTbPkjbaYPmW19GajbgxuZZxzvQ46+R1WabYik7zSC8HzQ5PGu1We6emtW85CjCRE0YTyY3enqN+FvmnSXtPQZgVKe63L1/OI83TZC5dimJ+JTcBo7SHcv2fERV9/d9itXkypba57B8P8B7KI1GFKGmsFuowlSYoLBbswO5qDq9TBXvLjd99OyjS5JKyDp6vev0AlpF1+tozlC63l4hZ/Y0Q9KPb5d95fbIEJe4FA7ndf2NlHPXzS94+CP7nT1y7eoB7pOkEqBdYWSLrKg01y+0pvMVEIKT2U4NMmPVLuM80xv7uQBNS5EzRVMmTga/t8dGf3+Zg5qwgTHd5zcr7nTS7IbXc3kiUMq3LbvL6aZg+aKbJ0ex43jbnY1qXmIEieF/dIaDCmDXbQGQ8pwwNRj0kfS4OEGvl36Ab9F6sa7xrmatHa0PMps5Zs0wacyy59QytM5Rd/b2h3vsx4JaFBgC52IyNT1Src46Jq5x7uXqdId8gV7FLoQT62jPmSqxPRQE6FEDK6Xho/Pd/2Dq0lXo0aEQqYgcWA7H00UTKJ4RjDVb/eprv5hx62uZotfdKA1DSBEg+g54H4MF6YeGwxjCHbRGgwpw6tCjzsPVcpJE0USRIPdaKJIQkVDpgsaOGaBElM9jvqQmYO8DnR8pBMG98CbXAfTREiFFhF5/2kYu4HbhW/eMsHVbMcjQq15pMCh0R8ifuuh54HGcdBcwdepjlPdPvfpc10dpZtUcEMT9NhexzEfizHcuozpffQh7wiMJxEZuQK8Nxg9NhjGEOyiNRhShn0yV7C9TSQZLW3AlrZ1D2+z9Pze+1vfAxradqgNrjGPNrMBpWq/jKw3CajUkna3NSvtC2Uoc/kT3qAteA8s03azpkFlSKVDlIKdNVeXFxG56/e677zduO1+3T8mYrC9zlNwA615tSgxEfUl7wGpPSm0R5UPgemiR9fD8R0SOZU0YTAYrrde/16eqqhfefbgLFczPaIbxgeqzbUC2EKUmEYLtgUmSatICvulNRhSBrtoDYaUoaZ6fNRRR7o3R0sRTQoqs6ShUVzyt2q2+Kfbx8cuM9x0C+YZsxUwaq647f72va4rNEEvCaiuevSx2+eJVIPZ8hfCuNOV6u1eqvSTdDUp6jASo/2vXnT1rgda4hYPItTix3Nw0Yb/7X3m4WYdzB3y9lI97oJRg0ry2vw6V4cC26JmCr7H9Y4kD5kw9dhgGEOwi9ZgSBkSmytq0bzQe2yv29o9POoVSroY7nqiGO6UvqSgeWQkU/dCOdBUXaP+3yS0NvQd5WdiMh9MG9wGB1rTIyyS0PRB325AdfU8yfB+UN0+te8k7zNUcGm8KFABrqgCTKocCmZb06BU+YT+ha6O5h5TDTZzhcFgqAm7aA2GlCGxy2HOzPjQNZGwKhqiskkUVb6elBInob6jSYkJUuIQxU0CLs+2wCbQ0ug5W5OAHvMzE89VdXzn3fG5ziHKXS34r4cMGR4S0MckI1eiBoVQpnET8pGpKoeyh72kDKjCDGxLao4YLfW4FuyX1mBIGeyiNRhShsT0eO0zwx8HEaKrIUrMkLdQyx5bz0RE7l+qD/HbW+grRgYvGF3IXBHKKiZIV0XC6RhM5gghyS3CC1NUkaZpgokUIiLZ5/a+Lu/c/jR+ADbTMSq9sYu8Al7WcYKB1sMFVfOZr1nvvVdYeoirizBFMJO4bVCpb8hQQfWYRol9SZ4gpd5f7Xv2S2swpAx20RoMKcMBS65IMjGOU/aowNZqm6NPeEJHfPYwB1rT8LFkBXy3I/RWk+5yG0y+GK4POZS/zFY+EZHlq/U4SP+Hu70J79dbj+7b1Fc9UtobSrQYKTioOQQaKkJ0d2p5iqtDCjMzlqPLJRkqPVyYucJgGEOwi9ZgSBnsojUYUoZ9ipuJJiKG7pd4TzZ54t4lb46enH+sSvi17s1+dE/844vQfnAbX7pwu6u/fNNEV5+6sM/VjH+pBTY1JBm5GQIfzazqin/Mtnmb/6gptF7eW/NxGPuT2RjA+1iC8S/7gtG8jyVWtzzp6v/RO9/VjIaha4qPYFiHnEucPF/L3RS6vx1JWHkt2C+twZAy2EVrMKQMiekx3UBRJ1CIApIm3v2QGtOT9J4mob1Jwf0gZewP0MoQJeZnRfxGhp5AI0ISSkyEnGB0bHXv8s9Z6PwzHie0XvarhhxpHTml1jsKo+N0EhGpL01z9TFVHSNK2jtU41EV3ws92qETKTqPZ2+oFVZOcL2DEh8EP5qwX1qDIWWwi9ZgSBlqOqJee4ymMQ6X5kWRpNd1pFEwIZp41knqfidNT7LtpJE5VKhnHq5JkpweTxWc84JIrfuLut+9/fFNFtHGBYK3LpMvVfP61ms1qZLHxPD24fb+JkUoaTEEKtq16DFB9xKnv7MPdmZJX2fqIun0xKqeJ1LdpFR5tGCOKINhDMEuWoMhZagpp9GAn0SJjGK4dJfLhMLKaym4IQpPSkwKTcMB18NmheJAsv/XqFCzJhjZw3Gfix9RtTrJedq+K7zM1K+qijr1Dm20OBpNBpylVDoAIfRJKDGRlBITpLtUjBklEworJz3entFbClLlKLheToxnqHl0/s9owX5pDYaUwS5agyFlqKkev37udPfmSFMMqZwej95aqquk01RLzztDe2ZvvGuct96QUSNJgPog7NAcxUm1+YcweUR9z+z/5Xuh2UPcp6kH68ZDqm3SVEcq16EUy5CyHroNGa5nOilCynDTHD2XHMU5Uly080Ou5uyfF0GJqQxz+Vs6bnc1fcjRz+yPWBlTjw2GMQS7aA2GlKGmekxKXIuqJaFSbc1KfZcibiZEY7meO/5fvCFCROT41yvVZiwN19UWUIn5+oLX6nqmHRpvXuDy0W3QIEG6yu1d9J6drg6N5WQsT60RnwTVat4u8HspQXTncdBcQfAYQqmT+4KQMkxKzNGdg5uGv+35xXmuvqPtHleT0lL9JUKUuJa5Yn/M8qkF+6U1GFIGu2gNhpQhcRojqVY0uYImhfmgmUseVWU45KMluA2aOWgGiNI5BoNzP0jvSmAvIWMIl+d++CaIZu8zvGWgEYXYuEXpXXOjrpfLkwbnAvZmKtWhMHURf995TG0tuj3u0yET4/eD22Pax2iieZ4aIvpX6jFx/OZA18ioOT3JnZiz0w8zBsdYHmiPcQimHhsMYwh20RoMKcOrYq6gsWDzS0p9+aA/W6/L9/YpZ+yMKLukdOecojTnzkWqOJM2Uzml6kr1l611Ezt0+VJEJOR8Ixo16FemCh4ydpA287aA54NpFdEWQd4+8JhqpY3EIaTkj9aU+1cDbMebUzzG1Xe3/crVIXPEgQhpC8HoscEwhmAXrcGQMiQ2V9SiSCEzASkWVdGewNhLUkDSY5o5om1ph03WbV97qxoWLvlbbbGiXzmkXHtT16HAcntf/djL3mfY8kdl+VMf1G3fcq96l3k+F7w2Pt+YVJdKN9Vc7p+IT//bQanfsUDzm0nlV6yJV4ND1HfWEXpuVq3zz/9o+pL3B6gYl+r0OEh9vXa6Om2nIyWOhsIdaEMFYb+0BkPKYBetwZAyJA52m3mE0q6uZ31PLBVdqrk0H9AEQYo6GGAZfOhPkIpHt0fllYrz5efp+I9PXzvJ1aSopOPMPaZfOKraks7Tr0wafMP573X1x35yh6vvhU+arYoPPa1q5/ve3OXqR2CoaG/1DSY9uxFEh/PG/aPyfdxsPW5S/KhpJm7/2EqZBtBcMb9wnKs3YswHx3rkcMdYkjAFTkKPR9KyZ+qxwTCGYBetwZAy1KTHZ556mHuT/tOoekkFMfreHnDkBJeneYFUl97cQlH/b8lFKBy9yPTUzoXaGgqYo2JMhZrqNo+baqyIyPrndH85nZ00mnTe8yHjPP1z5luuPuaPX3T1JEwapDEjavKg4kyKy/PGz9C0QdoduoUZTYV4pNnWowVSV1LoUBhbtJVvf4W27YHRY4NhDMEuWoMhZUjcmhfyDov41JImDCrA/DzVzpMXKK18bK1SUVLJj56909Vs9xMJU21S3E6o2PQk3/Odza5+3xWHuprthSG6H902p9qRHj+4VGkV6TWPm5T/1vt0sPOvVh3p6vNPfNrV39/0IW8/GrescvVLf/VVVx97zzmu5nexdPrnXT37dZ/T/Ziq32vj9eNcvS/JFaE0k1oDwvc36EOmYszM5L8UGD02GMYQ7KI1GFKGmvT4pLcc4d70RklEfA+kOVQmX9yuNJG5wqH2OPprT1uoVJIK5znv1PY7ET/FgZSY+0tzAOkxqfxkKLXL/qQUnOr0u0/yFUPSYNI++qxDyjrVbQbXkSrTsEG1ORr41g3PMNsKuT36mHlMvKWYgPOxDpS4Cyo5TSgivu+Zxo5a6RrDwXAn7tXC7MFZrl7TsC52GarKNFocaApt9NhgGEOwi9ZgSBlqtuaRbpIGRf3CTF7gFDaGuXGIcihw7DgYMB7vijdaRJXMftBPLkc/9CK0zc0AfSTlJDWnKYHUM2oyoHeZFJc+be7HY2uUMpKOc72kzdwnqunMehbx6fiSFZopzfP85/7XubpulyrXZ016wtWNjfG0ub1Fj5P7IeIbMkjbh5uaEcJIKTERosQEPcLlGt7jVxP2S2swpAx20RoMKUNN9Xjhmzrdm9GRGARb4ohlGP9BkDqRHs/yXtftNYG2RdsC+V7nFN0PUnsqss9viw+Sow+W26bnNxoqRypKqswRKD//jZorPnRGj6uX/kk/+4EJOhUw173J1f/wzBtdTYX+pr7Lvf24bNLXXX1N+QZXv++lT+KY4seF/OAZNWAMTp7t6oXP6jrpq348koHMW6BQGB+3zQQN3hZs2LBBDIqhoSFTjw2GsQK7aA2GlKEmPTYYDH95sF9agyFlsIvWYEgZ7KI1GFIGu2gNhpTBLlqDIWWwi9ZgSBn+Cz4i05jC+CJwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in range(9):\n",
" show.imshow_wrap(X[i], color_list=mp.colormaps.values(), x_max=1, vmin=-0.5, vmax=2)"
]
},
{
"cell_type": "markdown",
"id": "461f6f41-7c00-4773-a8e1-bb601e23dda1",
"metadata": {},
"source": [
"## Single-channel Fmaps"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f065df10-2e2c-4fae-9eed-54089b11b9fe",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ardOKtDupeqQX+UmZEodRoe/6XFAsfunfQOViuLt8UvrMJVtSzukqahcVi19ZAGXyGI1t6kIH9k39idjPu/MIjnvlYqSMcbF4LkIuItI0GSwzIXwBqCFT6vZOHDunayYngbLHUfd2bpE6OKJPCzIzsI/CRNx37UM4Ji4TkxAEel1lBy29KA7TmZEp3DdBPvRmY0I/7yw/jPMkTR3n+8E48fkQiuFnBDlUXCOg9X5TGP82L33qdz6YX1oDAw+DeWgNDDwMs9JjrjLA1QeC/HX/r8sF+nSoFFUfuIh5AHUTt1EqWn8sVLwe6mQYSvRxzx74NhPDdeU6pA/buunXoOP2RFDGvbeDNq/6BNSp9C4ohUk7YHxIvx2f1wyAMsbV6/QsqJ98tORR9iM/NKckBpBC7aDteNO/zqAI3Vf8BVxktIi8XK/eEUHq7tn3MVZJ67Bctx201If6+sTZKPUtCGPLPWaGyMDCPZ1ERALpenCLyl5Krxujap2ppJRHhmKq0jetMsQX4Eoc073Hg+SndrlxK3PKJLctdU9RsXI/HHenG/fE/b1HVPznkItVHGHRK3a0TuB+afAD1Q6YpIoro7hmVvJ7s0pcOoGbPtcH1FrOqx2bX1oDA4+DeWgNDDwMs5orMiqa1Jdc1WDiPJn3IrrxIjEK6uepPaCZBRfBK3viGJQ0Lgq3eh2WWRgB2vDes8u0/V31zRIVf/ps4YzHtOAwKd9hON/G76GYW3MLjAxRLZQOFgq6MxWtU1c2dngTa2d13ErKrpW2OxKIz7NPYTvjVLzdfjVMJVxMndP3RHT/NZtgstJAw7r7qF/QSZuKufAc+4L9qddNYjSuo5+Pfr/UUT8dRgjRQRcp8IPrYXBYmInz4xQ8LtLOnmI+BxHdeMEtJkOoV052KPYxNgWqPM8b6m+L2FRc50Q8PwjLBHnpY358IFFmwqrQFhV7C3V8nwK9HhMcR8QExv9/6teo2HSCNzCYQzAPrYGBh2FWepx5tlF92VaBF7/pixzaclwVYVEGFMvPy0F92e96ptymYn+qZMB1i+0JoEW+ZGqwTfPdjlE7x0sWoZBZ8fO5Kk47AxXPHq+rz1+gcimOj4uEMd0cnFbULOUsaG3AdaDww+Sp7T2DcWP6PxyEP7i4HVe3cK1zqJjbKY526NUjApOIetXjmCbjcR6TPRgDNpLkL8f1CrFSMbwBUNGwQFyLDmr/KKL3BZqg6iShVBeYFVymsVwxYlE40tuKe6GosqEih3ruiIi0Uo3hSKoeYfUhQ4UFU4RJkmTbx2Y2Mth8MZZB3hi/Ane7tlyJL+ixj+A8EgX785/EeB5yI83vVneJit3eGJsPfeBbftmyytBjA4O5AvPQGhh4GL50W5CrUpFO9NLzq7XlvFdCEWRDBntOV2eCXmz9CNn9TO1y0hwq5g7Zx0rQLuFQ4WZt389HrlPxu++CEq+4Aire6ffhAfUl40NKJShjXQGoEBs2+teC7kxPibOSSWSElNfzfc5FzRaugDJZUoTzmyB11p/MDtyOIyJUr3BQfhKmkvBkKly3FZ/33QX6HkRF+nyo9UVTGzzaFyyEet/eh88rKMVSRCQjDdMTjQaH4zhiQkBd2/uxrQnqCs+F/zjVc0E8KHGzQ1eqbQEYh+Rgqi89iWnM0DiuWZwVKji3/GDc2Vuk4oQe7PujnMXacq91FKh4TRzutZxJjLM3PVvxLoeKQ0ZxLXsCcU4bCx7BDmrthh4bGMwVmIfWwMDDMCs93jT+ufry4DmYI7hwloiequekCgn8cn/cjf8PNQ2gBOsWQTU8UoaX8FHHqWP4ClCwoApdvXQvQXpWCLUriYsAJeOCanF7bSq+/GfoGLfz8RUqrltA6XujYCmrLkXKnoiIm0wm3K7E4gs1kdPgyuvgUWUPL7f/cJFCvWIpKHT5fozNsE33fnOaH7fdEKLpXP2D6yG3U33ognnwXDd1zpxyx13oRERigqnthhNjMDKO4+gjswTT5swIh4qPN+D8uOLGJfNBPQfdenrcsgB81ziBmsEWcrpwhQlfL+rG7oXxSBzFeZ+1QrmeN4Z0vzoLpjAiuhIdMYUxWNpVr+LOEJuKFzYj/a8jAvdBZD+ekdxv/Rs72FVr6LGBwVyBeWgNDDwMs6bmVffiZzyIKhywyigisiDToeLhUWySPaRc+WKMVFQHpfX5EK0MvQVq8xVJiN+2zNP2HXgML8l9yJjQchVMA9z0+txyUG3HP5ciXoXPA9tBwwap011VM2i2iEhaPKh51xEotU7yK6+9EJQ6NR77sJK3l4uJHa4DPQu0YDtcHC10WnG1dmrOvLAA2+rsJaMFUfk+qj6RmsC+YuqARzTYQb7geOoQJyJS221TcWQIphWxRJvrmjG1yk/Bdblr7CTOIepCFfuQC2WU6K0fu1NEpMiFKibx/nRd3bjXEv3wZmP+OJTdwjbQ1bOxOL6GcUqzo+JvcROgsSIi2Q6o6wP+GOcmG+6DQqLEFYk41oVNKGaY9t03sNFFlJs6C8wvrYGBh8E8tAYGHoZZ6XE9pV3dtKhWxW8cKNSWawsDjQikAm7X5cCQ8WrR/Bn3Mb0awRdoJAp+tjhPxdzwWURXd3tjSVU9BSq79BqojNxdbaIStIbbYwxFUO1mSqcLK9aV6y4rFMu0XtC4KR8c48AKxGWVNhVfvgq0machXKmB1en5/4CP+8gtDu04fCZmFhrDQ3Fdoqlxsi/R4OwYbOt0CxTSoWHcGpwex82YRUQmiamPk0HiXJdNxRcWYHpTQ5+fzEhVcaSLVOUAKLuBAmXcPe035owTYxLojWNcNgH6aRuitwjBqKqy3kkmlCFQ6MtCq1Uc14fPhyy63zupBzS/MhE+5AtqsP5f8i7D5y6oymlV8MhLGKUbfobnZTaYX1oDAw+DeWgNDDwMs5orVrVXITWvG9RwQUqfttzYBBUWa7SpePV8KGwljWgZMUrGgl5qBxFeC6rgiKKKEWGIuXiYiIg/0cmaOlDfyAjQpdGz+Dz9DPbRmoVlxv1mHgf2Dse26tS8awkUy4RjmErULgD1CovEPrhTXk4m1Mi2LoxtMDUyXp8JGnW4Hgpnr+P8jZ25LQvT2lBKr2un9DpOlatssKmYUxJvXAFq1zyo+3+54gQjnmpVD45g3G6MqlQxd6WLJV/wnmp4xe9YcFbFTJVFRAKncE7DXthHzATVXJ7C/XHb55+r+Ia8b6r4X20wNZxOA2VnA4VtRL/v2DMcP4DnIZYote8E7p2UWjwLsuU4YgsV7m5yIP682ZgrDAzmCsxDa2DgYZhVPW5oBa1kf3FTj06Rxkm95GJbnP4UQOaMGPLKckUGWQ7KmEEtSSoqYaCY3rEvNQpU6JfJn6n4iU6k7PVYQJHqMkAHs96DatuUA6rF9Yzrc/F5TJM+XA3z6cX/CMYgh1TmmkVUaC0P1IkpcQAp7ty5zuaDY/UmsjTUBNVbRE83DF2EfXAhtBtToWr+oXS5in3O04D5fGi368aawmT4czuGgqYvLiIi88OhBtdOQX12kT950Bc0+3u5J1RsF4wTF0cTEenwwn34u+efU/Hdm36q4psmy1S8bzHeQvxkcp+KqxMx9XB74dr7T9BU5Tv/0vYtq0DhJZ5MNx+iCfnhJ7+i4pQPYCSRTLx1aL9rFTbz5G75MjC/tAYGHgbz0BoYeBi+dGE3NkpwbVgRkU+PwlcZGQVay9SXTQOPFh5W8d9qQdWuyIRX823yBfdlghYlJOjNfZlOHqVCctxGY/EqUDg2AHgTfR/agnYaVifoZlsGKNKYv+59dUTiuyhq+uxbDNrGhdp64oluXdOg4sOn8dL/mmUYA8anp3F8vtNqDzO9lh3UqfAGeG1rykHh1q2F2cFO6q9zhBpat4GWri1E+mSov14140A5qCXXMc4Kg6LaPIzxyArW3zx8gXFq2XG5CwpzWi/SE/cl52jrRLihODt8cbwZTlzvc0G4J+JHHSrusWDql9cHo0tDKAwmm97doeLyFbo5aFc6irD9IPGr+OJXlyNupnO10ZTmpWLE69MQ99G9/UqJUY8NDOYKzENrYOBh+NJtQZop/euBSyu15Vjl/Lg+U8U3pkOx/LAxS8VcJO4vnxViO9RkmE0GTVRz2StEV49tNtBSLgg2UQH6wwYJ6gwh8Q2g0J3LYJSYtwtUktt01Ofp6qWtB3TSTeYMyxKosKx219VDXeWid34ObGeUUgGTqqH+XvtdqI+BXjhnEZFt55CuyN3xeEqyPBtU+WAZ6Hh6Is7bRrWKL43ENaoagzFmYEw3mDCtzaTGycFUM7hlDOOZYQGFdk5RNz56kRHrhfHLGwKVj3TiTYGIyJvRmFpdNox7kmsJ+05iPBuCQH3z++BHjxgCzS7cgcJuEoKxPHZxobbvlftLVbz1enTXy23DdnOveQYrNOOcXNsfUHHAS0exzAQ9i4YeGxjMHZiH1sDAwzB7U2lK4UpJhvfy4/I0bTk/omGsMv/mIxRLCwiBueKWVNAwruebmQAKwcpuQyNo5a8uQ9NfEZE/nwBFclJLjPBF2JaFfLSx70Ndrb8SRgT/Oqzbch1Uv6lK7NtrWkeRNe9Bsfx0E6hb2r9BJ8uuwnGs3Qaa35BHbTOog15cPraTsgyUdu04UiMfrUXKl4heLI3pcVcXlOH2WJxHVASoK1PoRkpb3DmJaU5aGM5hfVCDtu9HdsHE8uMrcLxDk9h3rB/OKWECYx7ixnF/JDA+NE9Abf7ZnvdUXLwU9bJFRO5th5c4rQ37PpC3QMURLlBfq3vmht2FW2DKkWXwHstmUNe8ZD0lccvNG1S86fm38cULMIYMvXCHioN//L6KAzZuwfK/ALWWMr31yPlgfmkNDDwM5qE1MPAwzKoeB+3vVF/6kdo53QDQNwpK1u+Cunh9bJWKz46jru3LO0Fzfnot1LqPG0HJrk+tUfETn8FocckyvfbwmX9BOQ2+FhSpuRV0cJzosXuAFV/qXEfmCK5JPNYKmvfI7fAqi4hUrsf6xVeB5g+H4POlm6CgH63EGCS8DSWzZjFoIpsuSmqxTMxbiOf9Ev5WEb3g2RXeGPMPx0AT7S7q8PcdjH/wlhKZCVwozU0KsdV7WkPrCYxPgDemQKwe54zDnNHqByU5heoND/jiHlregVTAFht8uv+cXKnt+9uCqVJDEOjr6jZMJQJGcBwuK441vxL38NFCGCfW70AtbK0sx4RurJETqI4h3aDgsg/HrqnBDnrzkEQd+2LIr51In39YadRjA4O5AvPQGhh4GGalxymnm9WX3NaDK1KIiOzaBlr79dthAnizFLSjMBMeUq5kcOwQXvSvXoftNnRAybT3gdYU5qCglojI4ZPwll63FpSlyQ4Fsq4ZccgpbDf6eqh1sQ+hisKhm0ANvRJBr1b/XVcQ994OVTWKutXJCdCcnOOgfafux7FHkoLbXobl4wuwzWgbNYumVhnTi+Fdlw06uKkJlPEPcVequLQV9LquEWNw05oGFVuJ3na4QNuWhWJK4is6TeTqDsFTOKdsJyjxpNfMTK+wERS1KD1DxTFOjEHoMMY1yqGnDjbH4HokUoc7HzdkflcA7p1xH5gusupw7X2b6J7ypxcqw2Ri+bxB2/fkHZiyef+LKHUrHWMxqcE3Y6oiS1AIruTmNSoufGYnlnn8gKHHBgZzBeahNTDwMMxqrnBStQouGMatGkREvnk7XigvGWtW8e6wNBX3Oa0yE0b7vqHinL4nVJxBLTcWpoG+cOczEZGEc1SorQC0L84GMwg3Qh6LgfrZTZ9HkqX2ktdAp09swBiceVifFlj6QVPj3wT9TD6LdU5sAL1z9mAnedShbpKo69AA1NLu+TiH5ERSKKehcwzn/d3Am1Wc5YN9cBuS1CRs683PQEvvuxRKN3ee43rDJwf11hWPjO5VcV0YTCXFwajsECCgmXefhiGiNRrnmuzANY7vxXF/mrNQxasmzmn7TulACl7YIMY5uB/n15KC6dO8t5ASKolUbWKczjUFlLs3AvdB7Hu6Yu/9ow/wRwBNV+Koqksa7eMyMob8YJsKCwcp1ZGPaRaYX1oDAw+DeWgNDDwMX9pcsWYhjAttfXoBr9/HfKriH7depeLlaVgn3gJVbUct1OZQSgdjhbSqHorqynwoz9Px14F3VXyP910qzokFxUr2d8y47uFOVIP4vBgUNZRS5RYehL+46DKdoj59Ayob/KoCHtz2DlB2G7UVyT9M3fsWk9JahGX23gZvrjf9Sw0KAoUbHNSnJ7+7GrRvU/FBFX8t6x4VF4aA2vdN4JxY/U32cag41o3picMHxx3j1tPjvOn+CR6H2s3pcWl20NiIASjzodSyI7Qf8VAIGUGGMU69kWQ+EJGYLhwvU1lvMkXENuIelD6qXVxCrTmWU5E2Pxx38foCFS+59mlt31JKU6WHce2llpToxajqIb+gom23oeqFDJFCvQyqsjy216jHBgZzBeahNTDwMMyqHj90IYwSg1NQPjND9VYQ+7xRlYLrI9fZoYbtakHxt+wUUMCzn4ASbLgDLSAYB8lAEdGkq9CfPgCq4XyCmgN/BXTy7DOgOek/rVDxj8IOqfjhtCtU7BoBRbK9DdqVfUqvN/wNf5gXNl0Jz+97pUgzS67CWFU/CMNB1DukGIdDEQ8Ywr6jO6BKutc7VHzjSvK3isgk/e+d8NWp8xeYIhocRL7gtCmYEhKd2MfdRTeqeHv+aypuCYHiKyIS58S1HPbDPZLRC1rKdDWtEWPw5sUwFtz5HuhjVT6mTxktWN46qlfssAyCjseXoWLE9q9do+Jr9pZjBSupvGPUYbEN51B9C/zNSzZDGbc/f7u274gtlCLa7EB8KZ4FeZ5MFxnkW2cfcyKpzU79/M4H80trYOBhMA+tgYGHYVb1OL64VX3pTe0juPWHiMiKNFCYu8ZAqX83fLHMhLgQqLADo6CPNito26GzeIkfG4kX5+UlOj2zuvB/J6IL1Pyf96KNw3N+oGEHK7DdmEjQKzt1orPut6m4IwWUZcFKXcU+ewQUlzvqffWH+1T85CtrVTwcDMqeWQaq3ZuA8cwswXG4QkGj+u4C3ew/pb+E/91dULE7faCw+gkVlXNj3BZ7Qzlt98byF/dRGmE4TBdjAsq9clCn5tdsg1rdUAj/dlMMxmb9+1C3nVlITwwqhvd484NQ/u88iGlLANFerTeKiIzl4Fpa2D/MNLgd1FdGKK1wEaZrA+Ewp7CKLc/huMufulPbd17mf8uMyMdUTqLxlqXuGayf8eJ+LJMFQ4r0k3/94U+MemxgMFdgHloDAw/DrOpxfBSoQr8T9G9yUv/lDvEFhdxngXr2QeU/VPybZder+HAbFGOLLyjc1wLQbPfdNlAtdwkUttyL8aJeRGSI0tS4EN3t2+5VMRdOc1MFjq8vR0e1nS2gg5Z6UJa4emz/zLh+3pFU93iSWnXs+B5aQ8TEg/o2Lsc4hfRRY216B+83hn10RGJsOruhmr950+vacdR543i9Bcfx1Amkj9l7cf1Sr3Ko+Mm3oJZm3YSxbZsAbU71gcI8v02vHPLh9ReqeG05ag+v/8ZfVNz+11tVHDqIe8qxCioxU+LiBbgWF9RiWnDsGhQKFBFptsEnfEvpVhVP5mFAvVmpLSaqPQyqbM/A/RVaRel02/BGIG/bf2v7lkh6k7CY/NjdRK/Jk5zxy/dV3PMI3lREvYLice5r8ZZjtgfT/NIaGHgYzENrYOBh+NJd85KjofgeOBqrLffra/Gi+dgQVLkdRxCvWwqaEx4AlaxjEApbZYNNxa5G0MHFF8LnWb2d/Jmit+OQeaAmwSdBeRbeh5Su3bvhM114GPvu3gQFPOIV/fy+wCDRVRGddvtdAgoZ9m8oiP20zkggjrV/AcYzuAZe4OyTpGIP4X/qvlvg3U6q080tA2vwnXMQxCogCNR8iGogUx04CU6AYu+uBeW7+/bTKubWH49Wf6ztO9iJa7l1CejrunpQ5dzjUKWFzR81GHPJx3W95pIfqHj7279RcdGVoPsiIsveAqW+9zu/VPG+SqoM4foTjpXS9/psUIxjb9mMjW4gc8QOFBeUPFKFReTAS/+h4vWPvIovqugNg4XONZhyP8foPppH1VAicR8Y77GBwRyCeWgNDDwMs9Ljh6Z2qS+L+6CQhVh0j+SJc6AO85PxMjs/HGrkvkakwS1PBt39+HSailmtHnWDWgwOQYXrrgGtEREJ78J3E0SVbd1Yn+sQM1oyYK7gdLyxeJzf4ndtKm7O0c87/XYUkuv7GxTP/ptx3ny83GUvphnH3ZEGJdM6DFa07GPQ1VOX41j71+oFzoaHqUtcJ2hYZD6Wa6fjiM9CelxzCyhZbD2mJIPhoNZXvQgl+e35MKqIiJx+CD7ftU2oQlJn/YOKozodWKGGUuUyyFjgorGtpmW4Tcc/UfVCRMTxMNqj2G2YDmXU4/5qTYCp5Mc5t6n4jTvvw4aa6Pg2wjeupdO9jHVFROR56nZHJgrZSdU1LsM9IUeoTvK6NMRc65jNI3/93NBjA4O5AvPQGhh4GGalx6vaq9SX9dvxwvruB45ry71wCOlxmy5Aet2rJ1D3OJZ8voy6BtC2glxUm4gPg7p6ohr0O8CqK7iRYdhuSRH8rpP+oMTJSaDdAydtKvbKwT5Cj4CmBDtAN8es2E71InpxLiJRHaCiQ2E4rrRK0MyWTKizq7bjXNe9ghq3f39+/YzbufRadCB8/43fqjgg/AXtOIJToIoOtGDf/lGg3S476LgtgSpMcMuURtBxXzKSBBagWsVwGaWSicjBtTBRWNyg1FeMfk3FDVWPYoV/glbaHwO1jtiGJs1caI2V1p67dHNF1Gu4D+u+cZGKM3ZB+Wa/8d6voarKsrOoFR26HcsPbYDBoYcqZaQ9heosIiJiIfuDne6LK3MQl5ERZUT36ytYaTvN5JN+s8zQYwODuQLz0BoYeBhmpcc/mtqjvnz+AFHgdZXachuGUQ3i5l3I8K+a/0cVX+qFl9GLUvAC+vN/ox4smxU4ZoU4/EpSFkWk1w7TgPMcVDymd45IUKQVu0DvhkNx7lTmVwbDKYWOUuV6E3RqHt6J/3lcCnqYUur48yZSn0Pt+IINIj3xOFZuSfKzdaCVfylaJueDwwHKHkSNvMeo4bbfKI47eDEo2ehxm4oHSD22jGIsI9v1liRsGGkrh5o7eS3uF+8BmhqdpoJqvVQoj4urcTrdR7jXzm0hxVdERv1wLHn5mD6439+kYt8tpPKuIzU3mSpJvFOCOAGUuPxrl2D7FQ3avuXvVLkigCgu+ZU1E8WV6O4oPvRbyaaLZEq5/OMhQ48NDOYKzENrYOBhmDU1r7QPHtyrlqPdx1fbj2jLPRuD9KxJ+jew3v0t7IhS4j44iBfmeVeA7pZXgR7YwkETfYiS+fnoRon+QaLOfTid2GbEcbWgzUMRWL8hD3S1cC/ooy0Y1LUj4zyqn4gcuMuh4nknqCVJHfbdkI99+BBlzygBLTp4I9TZpZ/hWO+gLmpPnFmtYi6eJ6LXQU5NmVkpz74UPt84UubP/gNe24JvwGubHIhjev1NKKqOKH2KYOsh/k8U1/t5ukduXYSYKzWkURUSbtK8H9Uxthb9TsUbH3tF2/eOR2F4cNU8puLcc7hXfZfC/841jesy8TYk4/hHWGYQ1yuVlGT5EGmcIiLyMfmpQ4ji5tL5pRMFJwr90KvwQz9x7XexTPX563szzC+tgYGHwTy0BgYehlnV49/LB+rLl2rQvSwvUW/svP0I6G5CAl70214CvV74m2IVv30EKt73LyxR8TE7UqqOfwpawx7a7l49LS2qFHQyogMUhNPaepJAcVmdTaGaxJaRmcW6iuscKr7+P6O176pWYVuLd4IitSwAhZx8BmaTlmehIMY04lhtHTjWusXYZt7PQMkOVsL7fVU+CqKJiByup0oNdBpsXAmPAO0boPS9MQemF0FRWIY7/CWfI4U+TJ+esAreuRqUeqDuQSzE1JcPkFPXWFH9B7owygOUjrcADchFRCSSfOilqEphXYPKHiP9P8IyTUif5KoZtv8hj3E0pcftb0B872J93zVEZV8qQfzN5Yifo/Oggm+uv25UccARvROgwqO7jHpsYDBXYB5aAwMPw6zqccAUaOVjyWiRsN8vS1vuj5d8puJfHkMHsXsf36Piw31IzZug7nibi/ASPvkNeIf9CmAsCArEcTj6SakTEasT2xqygbpVLgVNzzkJZXgoDMtbnV4U43OLC5/7toIaDkTr1DC+FvRu649B4S97mfy5t1GqV9zMKYKMMyuRNreCCua1tcFT7MzRxyDGhnM9XQ1FNi4On3OTbvsQzsnej7i9HlMN9ic7u8m3TCmPIiL2WKrZvIPMAduotu8KUnBvLkT8PvmNuXvcd1YhZuNChd7UW9ooRfH2JSocsf9QxW4b6K5vGL0hOEH1m4+BWr/c+DcV33sjDBvSiesiIiJJNsRfB4W33rxdxS89+SEO72H4xQM2U4phPxlPLtOfq/PB/NIaGHgYzENrYOBhmJUeNwio1h/OgLKsy2vXljvkhRrFE278H3iuaNGM61yyAilL+09BEWSltiAbcex/QHXteFT3HqeVgSrW/ALb9T0NDykXVwsgVTnnMNY9sxUqnmsz6NyaD6jyRIf+P45pdEwLKGTzyzApZG0E5bEOYfmGhVCJKy8AdZ1XAor6RhDOe81SVMPw9tIV/8PUVTAnG5RxUSIUzpoem4pbu0AZx8eorQrR4IBMooOrkDLZXKGn5o3741jYL56cgNS35gakxPVE47pEpZL54GAD4gJcl63fv0XFSxqmdQv0IrPKFrQn4S52vhkonDZ2EXzullack3ylUIX3WsjfzM2il5I3WkSklupvB2GKMXI9FR7809WIqQayloLHCno91O3ZYH5pDQw8DOahNTDwMMxqrpCfrFVf/vaPj6iP4916YbEfn0AK06Is0I41UfCActuN4tOgRQmkUo6Mgir0dYMipWXAK9vcojd2TkmG13ZsD6hQdw6UU2sAmR2opcnyF0H/994GyuJFy1ywHXQw2K7/j+O/O+ZBRfWewPpdqfh84R7QqE+/Ckq84Takc+06TaYSGxR0r7cwjYj+hk4To4MwBusCqBNdQ6GKL0mDwaFmCOPfO4Tx7OhFzOPU3gHlemJMH4PcBRi3rn1UOSQP16z3LlLQV+L8/vrqf6r4ext+hmXyqe40N1qOpyJoIjJwaa6KQ58htbqV7s/7qdpFDVFa9gL//GEVP/EQPMxylpYv16dlEkgzywsxPdQMFTZqgD5Knu2rSSWOo+lGNpl3vrfNmCsMDOYKzENrYOBhmJUeuz77lvryRAF+0p8OWq8tV9NlU/H4BP4P3JiB9KW3qlDwqq0DNGzBNqx75hpQrfRk0CtfSsf7WQLRIBG5e9cNKubGzn6rHSp2UirbBBUyS9gDM4A/eY8b54OSTVEz7bVb9ZrLbgu+i2jFeVesx/pJZ6EasnrclQ66dPB60Dk/St/jwmxrF8FY8MkBMiuIyMPXopH3M2+ADvokY+qxfhHU+20HYHSJoKoenPY4MYXjYKrMbUdERJKLoXafywdNDwnB+Q0U3Y8VuqFK99wEQ0TUp2ewTCVoad3PUfwt4xW0AflfG6DKFxN0H8fSdeqjRs12isvIqFFAnmauHsEVNyr0bo3iQ+yVK1QcbZH/LR67FHEXqfQnqarH582GHhsYzBWYh9bAwMMwKz3e7H5VfXlFBWrD7p+fqy036gMK+MIP0EB45GEomYPU/DktBsppay+oTDs1TnY5QcOWFsAk0LOZ2kSISOZ3YGSoaIIq2kfmiqlkqLCjPdSEmqjoaCgozrplUArr2qDuXfCg3rFv932gNlFUXSOhhptNY/m0EnzOFDqiDQud+xXoVc9xnM9ANGhsaBhiEZHkONDSmmIo4tHU/iM5FnH7v2EUSLkP16i0Bvtbk49KF2X1UOX7ppsriMJz/+aIJlzLniSM/8Spu7FQFSmyLqjsZ3+L1LXczfuwzEpSaUVEfgRvr3z/AsRv4V49/SrqLy98jeh1GaYLm1/Gm5H7N0DR1lTob6NyiIiI/DfS+RzbsA/bLhQ51Abkbap8wXT8Eir4Vknj8eRhQ48NDOYKzENrYOBhmJUen278tfqyKRIvzsuCE7TldvZAWT62HxUW/ONAix66AC+dX3gSZoymXCh6yxehIsYYpe/V74e3Nrh/WmpYARTEjL1Q/lqugsnj/lXlKn5yOyoQJE9rzqyOaR5UQ186jowKq7bcucWgpd5US7jgCBTV1izQ4LXvwPM7Eky1jpNBzRccgAJ+5BZq93Elzsc9oTOnzCRMNzIioMAffn6Bih1RoJ++mdhuYRbGvKYF4+dNqjmrx4NOXT329wMFDAzEedQ34FzjqUE4dzbsLLkcG+omJZjV3wbyCHNNYRGRH1AHvyA9XVGhC2OjqcdEx9lo0f7zDTjuVyiFrlav1qKlErIZpBBTqJ/ejy6Cf7gcRQ6141hNnuZ0KnT3448NPTYwmCswD62BgYdhVnr8jusF9WXcEGjXW5FLteUWTiIl7skmpPDlxFEhrRFQpANFoBNMvRKpKNza+VD33juSpuLgYL0OcQ95lC96F/SOW3N4PdygYr9fQYEsus2h4oxUqKvsoeX2IpzWJyLiP4K/29IxFbCMzPy/kBVm7o7XGzM+0+IyGYFzjaiBIcV6oZ7C1ddPaV/nQEu//5XDWH8KVP6lVqRM2gJx3B0OrFt9DiqxL1FablotIhK32KHiiY/gne1bA+V1hKpuTBLtHn2BFFnuPHctdZ5jcwSbGKZ/x02bc8jDG0ZToHM0bvNxjbXWHKE0BfofSvfLpeVFRM5SYbcteGMim96WGXExKd+rYG7Rzol91n8/buixgcFcgXloDQw8DF+aHr8+Vag+t/roNGViCs9+9zBoXPvfUFs29OugL1Y/rL//OJThn2w4peI9P4W/+dSFUACDB3T1Mu9CmABYcW79FC+w8zfCQHDgIJTvgsVQBGsPgVJFUSc53/fx+dAGnZa6Sqnp8MU4jsXX44V59WpQ3xM3Y7vRlXqKoTrWg6BnpRdBxU67CaaLM2SCEBFJIHOFLRgUq+KcTcUhITgO70P4POVWpE9W1OHzqAjQ5iEn6Hd8lN5Yu6Ia6yzJx3h22EG1mb6PjED9H3Hhek39muoKb0JXQGcO3kYE/X6Xtm+t6gNXhnDRdCMX95e8SQaHGCj8cjF10/uYFGo2R0xMe06iaf3DTTIjuJbz/XR+rFwTld/6Q7Q52Rj4dUOPDQzmCsxDa2DgYZiVHm8Zf0V9GewGXWqz2rTldg6BDk5RSpfdSS/VSSWO+T7oyNRmGB8qW0D72tqoCTL5hYOz6SW8iFgOhclM6FuM5QKqQNVSNkCVjgwC/WzrA93xfwapb9VLoFDGL6cX/SLSbcf5pcZDfWaqnVKFZeYV4Tx2/BBUO7wWywSux+dhW0Dxp3xwnexxuoI+sBzTBy6sFxiA5fobMQZWqhaSmoBxslowbXEMQVHliiKzwYeO0TGA9SeJZbobcV3H/PHF6G9Q/1rCSMFlE8MFuu9ctqDVjFxKFJerQWymZdLCZl6Gaw8X60ULFS7L0P8uwhsTiSczSBfdn0zBH7kY8eOoEy7z4OuWg9Tupc9l6LGBwVyBeWgNDDwMsxd2+5+r1Jc7vnmt+rgkNFlb7KNO1JPNinCoeHsJ6ExIEKjaKBUHCwmC0tfcBgpnsYA6xe+yYZls0HQRkYJDWOfE5aCoF70DZdcRO+2l/P+LkSCc+4pfovpD9YPofFa9FPtLrNGNBSyic4uRrhSca3cC4pwToH3NOaB9IdR5zmnDRh/4Hqp0nLwetYO5s56ISNN80DsfUtCnaCoxRdMTPxrbtDdBz+wPoJoDe48LU2Ak6B3WVe8Tu+C1nYzHWHE3Q8uVWH+cjo9bvIxR+5Xhk6hGwq0/Dv+R0vpEZPUpKL3ed76KL4ZpfKhbnaYwNzqw73/dgWN9vQjLnCO/8QG9U6HcSQ2nX5/WcPoLvIrtygvHEF9Hqa2DdD/vq0O8t87QYwODuQLz0BoYeBhmpcf7ep9UX34eCfUsy6UXuSoKQHpRxRCU0/Z+UKRqSq+zZOEF/d3LQHG2VWIfbGoYiJi5rYeIiCMK34URzWRv72gWFOD0nVAQuxNBXTvTQTFDQqgTXCqUWf8/6OplCNU9HogC5WQ63pJJVRuIco7bsI8179hUXLmClEzCJa9gLD/52qD23SipsCFkPulKwL7DwrC/gT7QxKQU3SzxBbjSRXMn1FF+CyAiMnkM45lxIwwgx0vh1Q0IwPFFhOOYWmuxXW9SmEc/xVRAwomOn4GB5X9tgCpLsBo8RJSTTRAVqAxR/QFS5bK/TdR6N1HU76xUofNWFKETEQm689/4g9VjVp9DaDqVRDWbz+db5rrMv/nM0GMDg7kC89AaGHgYZu2aF90P+mGjxsW3bNunLffeDQ9iHevMdGt0NZS4jGh4cLeWwZgRtA2U6tGH3lLxIxWoE5v4PKmBItKaASoUuQrGhEIqHlfbDgpXvRjnwZU1vHtAZUadUDLbqKVIHKX7iYg4YvBd0AD+/0W1gKa3UUZWEpkoOpOoax5R4iW7QAdHn8XUoe04FPplnxLlE5HeBKoYkY9tXf8czCplf0BNXVaPu3txrpz2ePYTqMLhK8hUMq7/nw/rJDruwLGHEh3nWsnc6qQzVK8E8gV+83cUV/vFb/+CL67I1hfcg06HUkXUMsWGmH2+Duw7O/vX+PzxKxEzPSbvcdA2FIsTEd1EYaP0vxtJGX7/LHb94p1Y/B6i1rtRG1yi9Ot6PphfWgMDD4N5aA0MPAyzqscvuF9TX9b54iV8x7he+zbcF5T4cAeMF3Eh1O3OgXUmqDBZVoxDxcUNUIyjbaB5S2Px0v+Vw1TVQEQuWgwP6OFyeHVHqHrEqgJQp0P7kZrHdY8LPodJoyFv5mJsn/yMVD8RWfQ26GfNffhu+Xzs77OTSC1LP4gxqFlFNYnLsI/UCtD0oXBq00H2X9c0mp5zBOs0/h30jr3ExWdw/UKaQOccVJOYOxCyd3h+KqYz/cO6wcQ1Auo7PIyD5FRANlSkkCp9uhqFzLiCyXgX9uGqRLqaWMkcISIyQiaKTmy3814UfIv99psq7nkGSm3UiqewLqfQcToeV6sYJA+0iDze/JKKH/G6CV/8EYXh5Cc7Zv78UANiKionTdRs+lCjUY8NDOYKzENrYOBhmJUef+p4Wn151Abjw6joqVqt41BnI4gq39+AwmIPR8JPWkNqLldaCLBA6fuaDR7QBz6G7zk4Rvceh1OLDE4Bi96C4nE+P25Q8dhTaSquuBzqeGLizM2pAwfxf61ljW5qmKIiZ/NLoJymlYLG2Tqw/r9/DwqdcxhUmduIdKVhDGydGGdWmDuS9TFIq6Kib8PYn+8YGNbwHVThg86P60azP5yRTfTYMaTXii6vwrWMjsJxDVOnwsuWwHRRVKur/1+AVWxLO8a1X6he8O/36itxQbYH18683BlqtXEbpf9xdQuugMEUlQuw9egpoZrf+OnrEP+SqmtcQS0/8qg28j+p8TQbMIJpbI+3GHpsYDBXYB5aAwMPw6z0eODwg+rLwwXz1eetgRHacqe88SLe5g3zQu0IaBg3KWaV2LUPy1x0PzqOjVJz6o+Pwdvsb9GV05BT8H22UTuPC5aCFh08MTMly80G3a0vtal4IaX7cfqeZURnLOdrgj31JlRspqhnVkLhtIWDng1Q4TOu/cwd6ti3zFRcRKfjH30Dx7TgBM6jLQPTkIwy0DD7N+GVZQU3JBDHZ+/H8tfm1Wv7zvHGOP9gO6oz/PRaTG92tcJhMjwK2rxt9EUVF/Z8T8VuosdTxFx3rd+s7XvtVuqC93kD4g5q1JxC1Sp2oMOiRo+zqHpEJb0huBv1odm3LCIi69IQs0mkhCpacC1mrm/M+wub2WAi71UYemxgMFdgHloDAw/DrN7j0ON4Ue+TB99nm69eTM1/Cqrjhm4Ualt77IyKL1n9ExUnR4NKjtwISlvVDbNCaweoXUIcKOP4NO+rk4qaBVFFjLJz2BbT4PGtUPEuuKJSxVdkNqj4jVSc6zjR9JW5OkWyvQ5FPf4l7O/IffDqshI6PwvHMTZOaYRdoJ9Rr4LKh/wH/MJDH+FzVpVFRHpSyAMdBRrcdA3UXN+z8LWm/A7K58hvoahWLoWCnp4Pmv34fCiiv2+6UNv3tu1IWVt6E6jhB3XopLjX/oyKa1Jhbrnd/z4V+xSBJiY2kQ/8JhhVNDosIrK/FnE9+aPTqS50FdFdTo9jTzIXjOOOdmy0mN6ShA0Zx1E7Wt7CPS9fp/Y5TKGfPop4ETWYLiCFeRaYX1oDAw+DeWgNDDwMsxd2uyVPffnnt5HKdGPlSW2x+6NRcCsvAnSmuh8qc4EN1HJ/K9Tg2FBQMos3KIifD6hJaz8U4rJ9RCdExE0d3caCsL6VUuqsVmxrqA1UdJKWz8qA4mh3zNygmP20IiKdXVBxvZqx3QVHQe1PXQ+ayZ7fyTxMESarsbxvDj5f+9+gS/ZEqowRo1O1cQvGwBWC5fyvxZi3nwBl5OMLfgzpf2W1uF5WK/ZhCwHlvj+lRNv38/Wgx9GhmOo4SSVeGIt7YmQCn/e6MH4nqvBGwUGVNWLrQSuv+bq+73/++Tf44ySmElIGr7rmGW6hSherUNtaEs9DmxdT8/TnqDCbiMgNlILHtZUjcU7lxx9Rcd6tz2MZrnX8Lt6YaEYLU/fYwGDuwDy0BgYehlnV49N/Qt3WdsGL/tdyV2vL3etGt7tDE3iRfmsolLRD4/g8LQKUcWAUlJGbGqdFgso0doAe33wzqgGIiHxQlKbiMTIpcN3k2EjQNluonmL1BfqHsC4bQa4rbFDxe2/kaetcfStVHUCpZNk/iPRBbzuGeHw+pgKDRAEtgURpSQGfJJH4zANQQa//tj5FOLoR5xfegf2dPW1TcRQdhy+x/CA//PHgMtC8V89BVS4tx3Z+XKWrx+vIxBIZCOW1qgkpiW/3b1HxU7mXq5i7LXJaX0QkrtE4xb2j0zoNchNmbiR9DF5nra3IEhyTHKVl/rkRcRt5jw+SkSRY91xLCRVwuwDTPYnDvZr3MU0juTMfHzen/60gyj4LzC+tgYGHwTy0BgYehlnp8cJdJSpeeTeoRWWATs/O+ODvF3bCH5oY85iKueHzxqV4Kd7aD9o96gZF8vKCIpoQDVo5MKYru7ajUP7c8eTnpWW4kTF7l+NiQOf8fPG5N+l2H5fixXssFY4TERkcB8Xtow6BXJt5KAwbczpxHKxuu6m5so8vzrt6JdFEos0lV+qpecMh2BYXjItqx/FxHegxK/Zx4F2kj+33RhPw++4BVbb4IUXN20t/23D2HVDDrI0wGaQnwEiyuu07Kr7SDT8uT0P4uth7cY1DKfXyg4PTuuZxGw2mu2yi4BYhXJP4Z2haLv8gZZjT/Thl76I0fd9swuimtD1Wg8/R/TKP/PrcnmTttHP6EjC/tAYGHgbz0BoYeBjMQ2tg4GGY1RF1uPMJ9WVvEOaeZ4P1OW3nFL5b68I8499TcMtcFAj5vFmQcHDSDtdJtg1zgHneeMXx8HbMP1Yv1037I+OYlifa4Gry9SIH0Qjmm+daMd/huTInBkyRT/yuZLy2+myIKo+LyIHtaSpOO4t9+NyP+VX/VmgBHYWY+9hortZDhdIzTsLY35aOOS13TZ+c9q/2usswtidfRN5zTBPmTm5yTfXdhTHsopzdxAa81rB1YT7XvQmlalgfENHLyiyY51Ax9/wJ8ofLqKQKczvWFO7LQjHwv5/GfdPSRO6tML0cDvv598+DlrIs6ef44mK6Zjz35LluHSUbZJNbiZ1SG6lUjYjIHw8i5sLlNy9AvI9eGT1xDeI/H0C8gQqwj9D5PX7AOKIMDOYKzENrYOBhmPWVj9MflK/HChoVMKXTlMpBuDqiQ0FROzpA9aoC4Fg52Ajnhy0Yry+e+9dTKv7jA/eoOD4JNCo6iKR2EdnoD/r60iBoVbsd+w6w4nj9/MCpEr+K1x2Vz6LTd3WZTcV/3g4HT8zVZEQX/ZVK+XJQpMJn8Yok7Nt4DZL/A1C1kDfgljlWh8SA9BV4LZHri+PufQj0jF/ZiIiUnIMD67YfHVHxnp9iWjF6P7YbSskYznSM549u3qniXxTB+XTHAtC8t04iT1ZEJKCK8p6p6mLnED5fEol937WqVMVtPpgm7XdgbAZLQUsjKYGCXVMiuutt2ZPb8cVylD+Sz/TyOAoZ4TN/zrSZ83If368vF0ivbdjVxHm3nHO7l9xzXALnFJWn4c7zj898eCLml9bAwONgHloDAw/DrOrxPyZeV1+OeYGa3HNML/vxo2VILIj3gxep2gXa8ET9VhW/kwt3/e5+uHAenkSR6UMRoGEH++C6cQzrxm1WJpu6YNaODIOJ3j6AdbypqqEPxY1krneTK+nmK+HeOtlIpnQR+VY2XENnF6Kfy5vPQp3lzuedVZhirNiJYz1wI0zqUdFQjIeGMHtZWQA1feKXVARbREouhApu68E6OccwvTmwEdclowLG+x5yka2+DefKLUu3vg5qPhSq5/IWLAala2zHOXGSBiMvEctHW7CP65xQj28vRc+dwUHcd76++r3KFS27d39VxfZLkOsasQqtMotafqfiZQ9QZUdOKiDqev9Lz6l4czA5qER0GnxnAeJCysHtoqqQpeTGWk6JAQPkbouhjvL/uduoxwYGcwXmoTUw8DDMSo939/1VfXnZ51D9Hr36Vm259nGofW3OYJkJIf6gIJO0y191QPV7LWOlin+7+QUVX3IDEg9OUXtEEZHkOFCsBfG6of8LjJFxYmcRqElmCuhLWjTo47E3QD/Z1JC6nrqNi4hjEKYIpr43XIMO5R+fALX/zVq8kD+xBjmc1atA8/x/Dorabqf2m41QwzesIXO8iOw4gnO6+m8Yn26q0kipq3L0KpyrP5ku1i2FOh7gh2nHBcFQ1v9askzbd0cHKPimy1C65uPTaSqODgdVzk8APc7xx3jap3CuH/55hYqzH8B4dA/p+bQNrbjXuI9T380wmMgYvelgNfcGapk6QTfkIZwrJwzYX0AndxGR0H7cd76HqSP929TjZymp2FwVkk0bnJSQQJ8/edjQYwODuQLz0BoYeBhmpcdbxl9RX34yATpxj7tIW+4DK9Qz5wQoY9sg6EugBRSQy8qsTsLL5bJe6vEzBhW0IAbUYnhC7wZe02NTcWUt6MUE5e+uWKTT2i+QQJ3qG/qw7vGTUL0vWg3K2EZ0VUQk4i+gPz4kJpbdA5oeEU5d5efhXKt78eI+2Ybc031noD76FoNyp16PdRPIwCIiUvIcrs3opfDRjoyCei3JxhgeO4PC55k7oJamP4pC8zs+QXmUwCTQ25AgvSLl39IwvfluA/y1zS0YqyCuepkOal7XjPvD5cT1ttkwZmyg6OrS+95cvRq5uZ+dxrjdsKxBxVteIJfCp2RweJ/KFq1HTusP9v1LxU/d/X0sM73nDhshWil7m6s/siq9hkrSMCVOIwPHTjq+im5Djw0M5grMQ2tg4GGYlR7/feIN9aX/FChOk6/u26wZRTrTAn8YCza0QEn7W+xFKh50g0IvCgD9HBJ8XjYIClfZgv1dl0MlRkTk7VKYMO5YhN4875ZTPx43/jctn4fjK2+F0jpBCrP/e6DpjVmghsm1urHj3GIoiOcrjs7VH7kIOqveY3R892SBon626UoVd/8XtU2chigqEt78Ijy8LZl4cZ++yKHihmKbilNrQPsacrAd33Gws/EoUGIf8m6LiMwnunu2FlQ7NQlTj35S2TkNUVygiQuXgm6eO4DxjyzE9n189H3zNesfxLSpdz+MFpJGvuAnyT/cSFUX2zE9kSvJuMJVHddNKwvDZWk+JfU4kqZQEaR230SVPLmYOqcLstf578cNPTYwmCswD62BgYdhVnr8t8m31JenJqGU5vl0ast1eUEFdEyAEsT4QOVc6EKvldoAUJYrm0AHn0lAOtikgB3sfbpQxbF36MaCyGCklnUNgJqEBoCW1ndAGeaX8AMnbSrOvxrbbXkZVKh5HihmfDpRGRHJ/AsqeLTMB4WMq4cSOvwoXta3deH4+uygV9mZRDFrcKzsBVj9Oo414VnqHSMiJa2gk/7P4zo5baDsaWXYX/VyvZrjF3jwB0jNe+z1S1QckI3zTogZ1tZhv3FeBpTrwycxveExL8gFLXUTvR0ltZ+70AdZETe0Q02fjkGixz5UWbPC/08qjv/5B1iBld3DNPW4mipJZJKRJwrmFhER+dVnKnxgBJUoLp4EVb7neuo1tImq2feQ+s9Oo3oyBxlzhYHB3IF5aA0MPAyzVq5o84YamOgNCvdqS4G2XHmlTcUPXwbjRcs41h+wQqW8tg+q8svJq1Sc4QUF8dGP1qq48GYYC3oHdAWX6VkXdVRfvgjbaq3CMvMLQeFC189suuhOBCWL6AbtGu+wacv1/1eDih2doE9DYaBxjpqZFVWGawwq6kXLoSwWV2MakVaCS5Xtr1fQOPIBUudSH4WCvvMImT9uxZQm3AI/7lUpUON/fwLXwpsqWgQFYfmYUL1ySBld+xNn6HhTca5MdxtacC3SkkATvThl0gdx7wDum+l9mNg8wh5oWzjocfyWw1ihnIoCshp8gswOdqL/pBAXP3ydtu/in9+v4hetlLZHrS4li4rEceUK9jqzejzdwHEemF9aAwMPg3loDQw8DLOqxy+4X1Nf3nbsc/X5G6vWnHedY1PwWCb7Qin0FVCWj9phiGD1t6QW9Gp+MtadpJ4vxWeJcohIfhbo7opYVAc43ol6ww3vIXXtxm9AeX2vFFUzuKKFuwiUNn8j1N8DRSjAJiJS+CmU3s57Qb26ayg9MQLUML4YFNpnAufUfQGmHuNufB5YC6o1nIlxWvGynp7INY3dZM1OKwWlPnY91m9fAkp2LAMdyrek4LpuPgIzAB8TG0dERCxktuB+Tc5B8o7n4hpxpZG6NkwjAgPwOdNjPx/evl7YraUdajyvz2jr+S8Vez9NtYq/shTxo58gDqHpVwsZMDZSPWMRkTJ6g8JGi5XkMS6iNx2XU0G8Aarq0aX7yBWMucLAYO7APLQGBh6GWdXj3W78pN/pRjG3I5Np2nK3jqATvH8gFMvKEbz073KCykQEgR40dINiZiaCJnKry9YeopW+Oj3roHS54wJKbB8EzXEVwlv6QRlSznJTHSr+/DSONaUbNGzvURgobL16WuCZ1VAaow7ANxpDh/jVmzGteNy+WsWL1oBOB5F63NENSuw3jP+pdvLpjgboU5ryNTiOnBNY/9CtVF2BvMTz9mHMrwiBCtpZjjFblOdQcV0TaKzfNP8vIywEU4Hl86HM7yvCdYmLA02/LBc1obeVpKl4fR7eFtR0Ylz7h/Txj4qESWSQUvuiqZjesAuKbHA+TW/+cXTmkzhLbxS+jUoqsvucvtx88jTHkemjjlL2mDa/QxUtWCXmZb4kzC+tgYGHwTy0BgYehlnV4x0Df1Nfvh2AlhsBPnr1glyBknZoDKlhK/xBf1g9ft+OurQxQaBwFe1QRf0t8M1OkNLa3qNXj2Bw93Gmx4NO0Cp+Qe/vi33UNYPi8Ev/ZmptMuHWBT02HXBFh4HdoNrOsJlVzcxS0NjuZKybVA261P4NmCi4EkRMo24w4S7v3L2vIxXnGt1CY0Ad8UpvhbLrR3WFF2Q6VBxHFT52F1PNXhEJIUrsJIrKFTviInS/8hfo7sex2h04J1akOzrw+WWrqXawiJTV4n5xUNqjF6nP3J2w/Y8bsDJXmzhF23XT88Ad9Ar0Nwda9YkKMm0w9b1zMeKjDYhd9Pz0kw88gGarr5026rGBwVyBeWgNDDwMs6rHT8s6FVtGQcGc43qK1MXWGhV3u0D7XmwrVHFIACiBhWip1Qf0MSIEVCEtDC+2G/phdqgf1f/PrM4DNeGCcbytnHhQwNZ+GB+6+0BlMpJBrUsroFiGkvd4NElPabt/Der87qzHtMCeBYWUqVrSCez77FU4v7QjGM/jV4O2pdG6Cz6n9MdonXJz977gPoxPHFUC4a5+WWW4RkvewLl2pGO73VFQ+NfHIXWtJFJvjTI6RvujJtHeRO5Y4ec0vbxUpKKVUAsZrpN80yLUPf6kKk3bNxd94/TGAZoO8dRI1uHNgWwlNTeJ6g0H09Sj0YG4a5pvfBm1/7iYtsu+4rdKaXmqgfwBFZW7AVNFzcwxC8wvrYGBh8E8tAYGHoZZ6XFDF2jDRelQgvv9dPXy9YlCFVupnURkCGhOsP/MdY8To0EJTg+DImVFoU5vtRsU7perYFYQEdk9CP8we1bnRThU7KaeGAtj8fJ8PBoK4LaTSNVatAB0+toUvFR/vYqojIg8tb0Q59GAMfGLwhgE92MfI4FU8K0aFLV1PahdCHmg28sw/olBpKgm6ylqgU6cH+8jphnUMLaV6lGnY/3AQazLqnJ5KaYkJ6JBBe19uhmAU+oSoqESV9VhfVbj/yMVqZsfO9G+IyyYOuDRtKUlElOHyWm+ju5ejLmjH8fFPmQ2gzzw9YdU/GL1w9hQETV2zqO3EytJKZ+eNnecfMWsRKfYELPC/BIMSHILFXnbjObiGoWeBeaX1sDAw2AeWgMDD8Os5oq7Ro+rL2MsUM8cbp0q1NhtKvYjiro8EsXcyvrxcnpwFLStpBIvyDetQ9WF4+3wq66OB32xeeuVE5rGsW9O4bttDHTkdT8YQ+IsUIkbXFi3vBUv0oddlFaWDi9pbQcon4hI1xGsE7MGy9WfwXLrL8IYdA8QJd6Dwme514FqHTqGcco7AWOH83ZK/TtNaqfoFFyWg6pZ99tUPEnXJaMUtHIkCJ87YqHqW1wYyy4yf0RfQUYCEakqwdTFHQAqmpEOSuwYAHVlT/KJKijRAf7YNzePZk/x8LCemsfGidQ47K+eUv5c5Nl2vHcLVk6j9EZuF8I0eE0a4uppVU6qqQsemzPYIBFIynU0FYbTUvmSERfhXpH3Koy5wsBgrsA8tAYGHoZZ6fFDU7vUl8V9oKth/rrJIDMQL8kHJ0EvLF6gPBHeUBYTJqAY7xpD+t+VfqApvtSGpMEPNDR3RPefnrXiuGxToM4OL1DRgSnQwUn6PzU2CepU1Q+6VFKD/QWREpmVpL/8Hqe6vbWtoKx+lD5oJdq3NAXU8qHO3Sp+PwUe1Zf/hNrPg+uxv6VZoGNrbFDyRUSeL1mkYnstaJiVUvuseaCPPc0Ym4RGULXIVtC52kX6NOQLTE77N2+hAnB93dhW4ULcE73v4xql3wWjRkcfjuOurIoZ9/d/K/5TrjH02MBgrsA8tAYGHoZZ6bGBgcH/eTC/tAYGHgbz0BoYeBjMQ2tg4GEwD62BgYfBPLQGBh4G89AaGHgY/h8aTje/Ru5k9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in range(9):\n",
" fig, ax = plt.subplots(figsize=(4,4))\n",
" sns.heatmap(X[i].sum(axis=-1).reshape(*mp.fmap_shape), ax = ax, cmap = 'rainbow', yticklabels=False, xticklabels=False, cbar=False, vmin=-2, vmax=2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "597f1693-257b-49c4-be75-529f7afd6b1d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,10))\n",
"sns.heatmap(X[i].sum(axis=-1).reshape(*mp.fmap_shape), ax = ax, cmap = 'rainbow', \n",
" yticklabels=False, xticklabels=False, cbar=True, vmin=-2, vmax=2, \n",
" cbar_kws = dict(use_gridspec=False,location=\"top\"))\n",
"fig.savefig('legend.pdf')"
]
},
{
"cell_type": "markdown",
"id": "01535501-09aa-49e7-86fa-567c92b1feac",
"metadata": {},
"source": [
"## Visulization"
]
},
{
"cell_type": "markdown",
"id": "e4a2ec04-0fb9-4fbb-a404-41760a0e4098",
"metadata": {},
"source": [
"### 01.scatter plot"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "370096b9-ec98-46bb-9908-0ae84602a280",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-08-01 16:26:59,451 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - generate file: ./feature points_5162_correlation_umap_scatter\u001b[0m\n",
"2022-08-01 16:26:59,480 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - save html file to ./feature points_5162_correlation_umap_scatter\u001b[0m\n"
]
},
{
"data": {
"text/html": [
"<iframe style=\"border:0;outline:none;overflow:hidden\" srcdoc=\"<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8" /> <link href="https://www.highcharts.com/highslide/highslide.css" rel="stylesheet" /> <script type="text/javascript" src="https://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js"></script> <script type="text/javascript" src="https://code.highcharts.com/6/highcharts.js"></script> <script type="text/javascript" src="https://code.highcharts.com/6/highcharts-more.js"></script> <script type="text/javascript" src="https://code.highcharts.com/6/modules/heatmap.js"></script> <script type="text/javascript" src="https://code.highcharts.com/6/modules/exporting.js"></script> </head> <body style="margin:0;padding:0"> <div id="container" style="width:1000px;height:850px;">Loading....</div> <script> $(function(){ Highcharts.setOptions({"global": {}, "lang": {}}); var option = {"chart": {"renderTo": "container", "width": 1000, "height": 850, "type": "scatter", "zoomType": "xy"}, "colors": {}, "credits": {"enabled": false}, "drilldown": {}, "exporting": {}, "labels": {}, "legend": {"align": "right", "layout": "vertical", "margin": 1, "verticalAlign": "top", "y": 40, "symbolHeight": 12, "floating": false}, "loading": {}, "navigation": {}, "pane": {}, "plotOptions": {"scatter": {"marker": {"radius": 2, "states": {"hover": {"enabled": true, "lineColor": "rgb(100,100,100)"}}}, "states": {"hover": {"marker": {"enabled": false}}}, "tooltip": {"headerFormat": "<b>{series.name}</b><br>", "pointFormat": "{point.IDs}"}}, "series": {"turboThreshold": 5000, "dataLabels": {"enabled": false, "format": "{point.IDs}"}}}, "series": {}, "subtitle": {"text": "number of feature points: 5162, metric method: correlation"}, "title": {"text": "2D emmbedding of feature points based on umap method"}, "tooltip": {}, "xAxis": {"title": {"enabled": true, "text": "X", "style": {"fontSize": 20}}, "labels": {"style": {"fontSize": 20}}, "gridLineWidth": 1, "startOnTick": 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],
"text/plain": [
"<highcharts.highcharts.highcharts.Highchart at 0x7f9417157450>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mp.plot_scatter()"
]
},
{
"cell_type": "markdown",
"id": "7d5094d5-a2d7-4a61-8944-840263375d3a",
"metadata": {},
"source": [
"### 02.grid plot"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "85bcb29c-34dc-4df1-8a90-ab15477e252e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-08-01 16:26:59,508 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - generate file: ./feature points_5162_correlation_umap_mp\u001b[0m\n",
"2022-08-01 16:26:59,530 - \u001b[32mINFO\u001b[0m - [bidd-aggmap]\u001b[0m - save html file to ./feature points_5162_correlation_umap_mp\u001b[0m\n"
]
},
{
"data": {
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"zoomType": "xy"}, "colors": {}, "credits": {"enabled": false}, "drilldown": {}, "exporting": {}, "labels": {}, "legend": {"align": "right", "layout": "vertical", "margin": 1, "verticalAlign": "top", "y": 60, "symbolHeight": 12, "floating": false}, "loading": {}, "navigation": {}, "pane": {}, "plotOptions": {"series": {"turboThreshold": 5000, "dataLabels": {"enabled": false, "format": "{point.v}", "style": {"textOutline": false, "color": "black"}}}}, "series": {}, "subtitle": {"text": "number of feature points: 5162, metric method: correlation"}, "title": {"text": "Assignment of feature points by umap emmbedding result"}, "tooltip": {"headerFormat": "<b>{series.name}</b><br>", "pointFormat": "{point.v}"}, "xAxis": {"min": 0, "max": 71, "startOnTick": false, "endOnTick": false, "allowDecimals": false, "labels": {"style": {"fontSize": 20}}}, "yAxis": {"title": {"text": " ", "style": {"fontSize": 20}}, "startOnTick": false, "endOnTick": false, "gridLineWidth": 0, "reversed": true, "min": 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"Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 68, "y": 70, "v": "ENSG00000174720", "Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 69, "y": 70, "v": "ENSG00000167522", "Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 70, "y": 70, "v": "ENSG00000215421", "Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 71, "y": 70, "v": "ENSG00000103356", "Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 5, "y": 71, "v": "ENSG00000225330", "Subtypes": "cluster_06", "colors": "#ff00ed"}, {"x": 6, "y": 71, "v": "ENSG00000267009", "Subtypes": "cluster_06", "colors": "#ff00ed"}], "type": "heatmap", "color": "#ff00ed", "name": "cluster_06"}, {"data": [{"x": 50, "y": 71, "v": "NaN-5162", "Subtypes": "NaN", "colors": "#000000"}, {"x": 51, "y": 71, "v": "NaN-5163", "Subtypes": "NaN", "colors": "#000000"}, {"x": 52, "y": 71, "v": "NaN-5164", "Subtypes": "NaN", "colors": "#000000"}, {"x": 53, "y": 71, "v": "NaN-5165", "Subtypes": "NaN", "colors": "#000000"}, {"x": 54, "y": 71, "v": "NaN-5166", "Subtypes": "NaN", "colors": "#000000"}, {"x": 55, "y": 71, "v": "NaN-5167", "Subtypes": "NaN", "colors": "#000000"}, {"x": 56, "y": 71, "v": "NaN-5168", "Subtypes": "NaN", "colors": "#000000"}, {"x": 57, "y": 71, "v": "NaN-5169", "Subtypes": "NaN", "colors": "#000000"}, {"x": 58, "y": 71, "v": "NaN-5170", "Subtypes": "NaN", "colors": "#000000"}, {"x": 59, "y": 71, "v": "NaN-5171", "Subtypes": "NaN", "colors": "#000000"}, {"x": 60, "y": 71, "v": "NaN-5172", "Subtypes": "NaN", "colors": "#000000"}, {"x": 61, "y": 71, "v": "NaN-5173", "Subtypes": "NaN", "colors": "#000000"}, {"x": 62, "y": 71, "v": "NaN-5174", "Subtypes": "NaN", "colors": "#000000"}, {"x": 63, "y": 71, "v": "NaN-5175", "Subtypes": "NaN", "colors": "#000000"}, {"x": 64, "y": 71, "v": "NaN-5176", "Subtypes": "NaN", "colors": "#000000"}, {"x": 65, "y": 71, "v": "NaN-5177", "Subtypes": "NaN", "colors": "#000000"}, {"x": 66, "y": 71, "v": "NaN-5178", "Subtypes": "NaN", "colors": "#000000"}, {"x": 67, "y": 71, "v": "NaN-5179", "Subtypes": "NaN", "colors": "#000000"}, {"x": 68, "y": 71, "v": "NaN-5180", "Subtypes": "NaN", "colors": "#000000"}, {"x": 69, "y": 71, "v": "NaN-5181", "Subtypes": "NaN", "colors": "#000000"}, {"x": 70, "y": 71, "v": "NaN-5182", "Subtypes": "NaN", "colors": "#000000"}, {"x": 71, "y": 71, "v": "NaN-5183", "Subtypes": "NaN", "colors": "#000000"}], "type": "heatmap", "color": "#000000", "name": "NaN"}]; var dataLen = data.length; for (var ix = 0; ix < dataLen; ix++) { chart.addSeries(data[ix]); } }); </script> </body> </html>\" height=850 width=1000></iframe>"
],
"text/plain": [
"<highcharts.highcharts.highcharts.Highchart at 0x7f9417620d90>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mp.plot_grid()"
]
},
{
"cell_type": "markdown",
"id": "09ca1386-5b42-41e2-929b-8a69d2fcb3d4",
"metadata": {},
"source": [
"### 03.tree plot"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c97cbfd3-d47a-4fc8-96a2-0c79f74a35dd",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TYPE</th>\n",
" <th>colors</th>\n",
" <th>STYLE</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000003436</th>\n",
" <td>clade</td>\n",
" <td>#ffd500</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000004139</th>\n",
" <td>clade</td>\n",
" <td>#ffd500</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000004799</th>\n",
" <td>clade</td>\n",
" <td>#ffd500</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000004948</th>\n",
" <td>clade</td>\n",
" <td>#ffd500</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000005073</th>\n",
" <td>clade</td>\n",
" <td>#ffd500</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000280053</th>\n",
" <td>clade</td>\n",
" <td>#ff00ed</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000280202</th>\n",
" <td>clade</td>\n",
" <td>#ff00ed</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000280206</th>\n",
" <td>clade</td>\n",
" <td>#ff00ed</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000283154</th>\n",
" <td>clade</td>\n",
" <td>#ff00ed</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000285530</th>\n",
" <td>clade</td>\n",
" <td>#ff00ed</td>\n",
" <td>normal</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5162 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" TYPE colors STYLE\n",
"ENSG00000003436 clade #ffd500 normal\n",
"ENSG00000004139 clade #ffd500 normal\n",
"ENSG00000004799 clade #ffd500 normal\n",
"ENSG00000004948 clade #ffd500 normal\n",
"ENSG00000005073 clade #ffd500 normal\n",
"... ... ... ...\n",
"ENSG00000280053 clade #ff00ed normal\n",
"ENSG00000280202 clade #ff00ed normal\n",
"ENSG00000280206 clade #ff00ed normal\n",
"ENSG00000283154 clade #ff00ed normal\n",
"ENSG00000285530 clade #ff00ed normal\n",
"\n",
"[5162 rows x 3 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mp.to_nwk_tree()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "6f66ec03-0257-4500-9f03-fba8df76221a",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mp.plot_tree()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f46231ef-d734-4e82-b71c-f1aaa7822e29",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}