diff --git a/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_evaluate.ipynb b/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_evaluate.ipynb new file mode 100644 index 0000000..879cb26 --- /dev/null +++ b/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_evaluate.ipynb @@ -0,0 +1,6966 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model assessment\n", + "Here we compared the weights learned by several model iterations, to highlight\n", + "- Performance user parameter combinations\n", + "- Interpretation based on TF regulators\n", + "- Coherence or learned graph-weights when assisting RNA-weights, or only using ATAC-weights" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ilibarra/miniconda3/envs/mubind/lib/python3.9/site-packages/IPython/core/magics/osm.py:393: UserWarning: using bookmarks requires you to install the `pickleshare` library.\n", + " bkms = self.shell.db.get('bookmarks', {})\n", + "/home/ilibarra/miniconda3/envs/mubind/lib/python3.9/site-packages/IPython/core/magics/osm.py:417: UserWarning: using dhist requires you to install the `pickleshare` library.\n", + " self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n" + ] + } + ], + "source": [ + "cd ~/workspace/theislab/mubind/docs/notebooks/single_cell" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell\n" + ] + } + ], + "source": [ + "!readlink -f ." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import mubind as mb\n", + "import scanpy as sc" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-rw-r-- 1 ilibarra ilibarra 18M Jun 10 02:06 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 21M Jun 10 02:06 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 909M Jun 10 02:06 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train.h5ad\n", + "-rw-rw-r-- 1 ilibarra ilibarra 18M Jun 13 02:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0_obs7468.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 21M Jun 13 02:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1_obs7468.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 887M Jun 13 02:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train_obs7468.h5ad\n", + "-rw-rw-r-- 1 ilibarra ilibarra 833K Jul 5 00:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0_obs86.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 836K Jul 5 00:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1_obs86.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 22M Jul 5 00:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train_obs86.h5ad\n", + "-rw-rw-r-- 1 ilibarra ilibarra 1.5M Jul 5 00:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0_obs386.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 1.6M Jul 5 00:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1_obs386.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 57M Jul 5 00:51 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train_obs386.h5ad\n", + "-rw-rw-r-- 1 ilibarra ilibarra 17M Jul 8 03:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0_obs7359.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 21M Jul 8 03:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1_obs7359.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 875M Jul 8 03:27 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train_obs7359.h5ad\n", + "-rw-rw-r-- 1 ilibarra ilibarra 17M Jul 20 18:14 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_0_obs7359_var1948.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 21M Jul 20 18:14 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_use_logdynamic_1_obs7359_var1948.pth\n", + "-rw-rw-r-- 1 ilibarra ilibarra 875M Jul 20 18:14 /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022_sample_train_obs7359_var1948.h5ad\n" + ] + } + ], + "source": [ + "!ls -ltrh /home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/noack_2022*" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True neuroorganoids_use_logdynamic_0_obs1646.pth\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True neuroorganoids_use_logdynamic_1_obs1646.pth\n" + ] + } + ], + "source": [ + "# query\n", + "obs_id = 1646 # publication case\n", + "# obs_id = 7359 # testing hadamard\n", + "# 7359\n", + "import os\n", + "# load models\n", + "model_by_logdynamic = {}\n", + "for use_logdynamic in [False, True]:\n", + " p = 'neuroorganoids_use_logdynamic_%i_obs%s.pth' % (use_logdynamic, obs_id)\n", + " print(os.path.exists(p), p)\n", + " model_by_logdynamic[use_logdynamic] = torch.load(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "ad = sc.read_h5ad('neuroorganoids_sample_train_obs%s.h5ad' % obs_id)\n", + "# ad = sc.read_h5ad('atac_train.h5ad')\n", + "#rna_sample = sc.read_h5ad('rna_sample_train.h5ad')\n", + "rna_sample = ad" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1646, 19883)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sample.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "train = pickle.load(open('neuroorganoids_train_dataloader_obs%s.pkl' % obs_id, 'rb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext line_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# # load the pancreas multiome dataset\n", + "# rna, atac = mb.datasets.pancreas_multiome() # data_directory='../../../annotations/scatac')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# %lprun -f model.forward model.optimize_iterative(train, n_epochs=10, skip_kernels=list([0]) + list(range(2, 500)), opt_kernel_shift=[0, 0] + [0] * (n_kernels), opt_kernel_length=[0, 0] + [0] * (n_kernels))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# %lprun -f model.binding_modes.forward model.optimize_iterative(train, n_epochs=10, skip_kernels=list([0]) + list(range(2, 500)), opt_kernel_shift=[0, 0] + [0] * (n_kernels), opt_kernel_length=[0, 0] + [0] * (n_kernels))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n", + "order None\n", + "0 out of 288...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "break\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "for optimize_log_dynamic in model_by_logdynamic:\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + " print(optimize_log_dynamic)\n", + " from matplotlib import rcParams\n", + " rcParams['figure.figsize'] = 20, 5\n", + " rcParams['figure.dpi'] = 100\n", + " mb.pl.logo(model, n_cols=3, show=True, n_rows=6, stop_at=4) # log=True)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for optimize_log_dynamic in model_by_logdynamic:\n", + " if not optimize_log_dynamic:\n", + " continue\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + " print(optimize_log_dynamic)\n", + "\n", + " tsum = torch.sum\n", + " texp = torch.exp\n", + " tspa = torch.sparse_coo_tensor\n", + " tsmm = torch.sparse.mm\n", + " t = torch.transpose\n", + "\n", + " # connectivities\n", + " C = model.graph_module.conn_sparse\n", + " a_ind = C.indices()\n", + "\n", + " log_dynamic = model.graph_module.log_dynamic\n", + " D = model.graph_module.log_dynamic\n", + " D_tril = tspa(a_ind, D, C.shape) # .requires_grad_(True).cuda()\n", + " D_triu = tspa(a_ind, -D, C.shape) # .requires_grad_(True).cuda()\n", + " D = D_tril + t(D_triu, 0, 1)\n", + " # log_dynamic = log_dynamic + -torch.transpose(log_dynamic, 0, 1)\n", + " # triu_indices = torch.triu_indices(row=n_rounds, col=n_rounds, offset=1)\n", + " D\n", + "\n", + " import seaborn as sns\n", + " mb.pl.set_rcParams({'figure.figsize': [3, 3]})\n", + " sns.heatmap(D.to_dense().detach().cpu(), cmap='RdBu_r')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "model = model_by_logdynamic[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mb.pl.set_rcParams({'figure.figsize': [12, 3], 'figure.dpi': 110})\n", + "plt.subplot(1, 4, 1)\n", + "plt.plot(model.loss_history_log_dynamic)\n", + "plt.ylabel('log dynamic loss')\n", + "plt.subplot(1, 4, 2)\n", + "plt.plot(model.loss_history)\n", + "plt.ylabel('overall loss')\n", + "plt.subplot(1, 4, 3)\n", + "plt.plot(model.loss_history_sym_weights)\n", + "plt.ylabel('similar weights loss')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n", + "True\n" + ] + }, + { + "data": { + "image/png": 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ly3HkyBFUVFTgwoUL+OCDD9QujcgpaKIDRHZ2NqZNm4ZHHnkEOp0Or732Gj755BM1SyNyGproAFFZWYkBAwYoywEBAewSQWQn1We77GybNm3Cpk2blOXq6mro9XpVnivs2rXOm5z+A3VqbEun1S5r3YC8tbdSd01NTZurqxriuztAuLm5tdkBwt/fH2fOnFGWzWZzm10iUlNTkZqaqmbZCr1eL+1UurLWLmvdQNfVrokOEDNnzsRnn32G6upqCCHw/vvvY/bs2WqWRuQ0NNEBIjAwEKtXr8YTTzyBQYMGwc/PDykpKWqXRuQcBLXpD3/4Q1eXcN9krV3WuoXoutp1QgjR1b9IiOj+cdglkeQYYiLJMcStsHe8t9a88cYbCAgIgE6nQ0lJSVeX0yE3b97EM888g6CgIBiNRowdO7bFyD6tGjduHMLCwmAymfDkk0/i5MmTji2gS76Ja9yoUaNERkaGEEKIrKwsERUV1bUF2enrr78W58+fFwMGDBAnT57s6nI65MaNG2L//v2iublZCCHEn/70J/HUU091bVF2unz5svLvnJwcERYW5tDn5574Z+wd761FI0aMUG30mto8PDwwadIk6HQ6AEBsbCzMZnPXFmWn3r17K/++cuWK8hocRbphl2q713jvnw9SIfVs2bIF06dP7+oy7Pbiiy8iLy8PAHDgwAGHPjdDTJqzfv16VFRU4Msvv+zqUuy2Y8cOAMDHH3+MtLQ0hwaZh9M/c/d4bwBtjvcmdWzcuBE5OTk4ePAgPD09u7qcDktKSkJeXh4uXbrksOdkiH/G3vHe1Pk2bdqETz75BIcPH7b5nqllP/30E6qqqpTlvXv34uGHH4aPj4/DauCIrVaUlZUhOTkZly5dgre3NzIyMmAwGLq6rHalpKRg//79qK6uxsMPP4yePXtKcUIOACwWC/r374/AwED07NkTAODu7o5jx451cWX3du7cOTz77LO4ceMGXFxc4Ofnh40bN8JkMjmsBoaYSHI8nCaSHENMJDmGmEhyDDGR5BhiIskxxF0kICDA4VcapaenIyQkBCaTqcVghNraWjzxxBMwmUxYt24dVqxYgV27dgEAVq1ahQULFgAASkpKsHv3blXrPH78OJ577jlVn6MjoqKikJ+f3+56XfF/CnDYpdTuzCJqr3fffRcZGRkYPnx4i/sOHz4MLy8vfPPNN/fcRklJCfbu3XtfExnaW29UVBT27NnT4e0/qLgnboVOp8P69esRExODgQMHKpP7AS1/2979W3rkyJFYuHAhRowYAX9/fyxfvhwHDhxAfHw8AgICbObLBoBdu3YhMjISgwYNwjvvvKPcXl5ejsmTJyM6OhphYWHYunWrTW0rV65EdHQ0lixZ0qL248ePIy4uDmFhYYiJiVFCmZCQgDNnziA5ORkJCQk2j8nNzcXvfvc7FBYWwmQyITc3F8nJyXj33Xdt1rt48SJWrFiBvLw8mEwmvPbaawCA4uJijB49GlFRUQgPD0dWVhaA21MP9+7dG2lpaYiIiMDWrVvx+eefK9feDh06FH//+99bvIb8/HxlsMSdbaxcuVJ5r9oal7xq1SrMmjULU6dORVBQEKZMmYJvv/0W48ePR1BQEObMmYPm5mbltcyYMQMGgwFDhw5Fenq6sp2CggKlvpdeekkZggvcnud81qxZiImJgcFgwNtvv91qLQ7l0AsfJQFAbNy4UQghxHfffSe8vLxEY2OjEEK0uFY3MjJS5OXlCSGEeOqpp8TMmTNFU1OTqK2tFd7e3uK3v/2taG5uFhaLRfTo0UO59nTAgAEiMTFRNDc3i5qaGtG/f3/xzTffiKamJhEZGSm+++47IYQQ169fFwaDQRQVFSm1rV69utW6GxoaRP/+/cUXX3whhBDiyJEjom/fvqKurq7V2u+WkZEhpk+friwnJSWJzZs3CyGEWLlypXjzzTdbXe/y5cvCZDKJqqoqIYRQXovFYhFnz54VAMTHH3+srB8WFiYKCgqEEEJYrVaba3HvyMvLE0ajUQghlG1kZ2cLIYQ4ePCgCAoKavU1rFy5UgwcOFDU1taK5uZmMWLECDFs2DBx9epV0djYKIxGo9i3b58QQohZs2aJxYsXCyGEuHDhgtDr9eLo0aOioaFB6PV6cfjwYSGEEIcOHRIAlP/jcePGifz8fCGEEI2NjWL8+PHir3/9a7vvr5p4ON2G559/HgAQEhICNzc3uztNJCQkwNXVFX369EFgYCCmTJkCnU6Hfv36wc/PD2azWdnLvPLKK9DpdPD19cWMGTOQm5uL3r174/Tp0zaHq3V1dSgtLUV0dDQA4OWXX271ucvKyuDi4oLx48cDAOLj49G3b1+UlJQgPj7+l7wdbSooKMAPP/yAiRMntqglMDAQ3bp1U67NBoAxY8bgzTffREJCAsaNG2fX8EQPDw/MmDEDADB8+HCbRgM/N27cOPTp0wcAEBERAXd3d2UYZ3h4OMrLywHcPvo4ceIEgNvj5e+8/56ennBzc8PTTz+tbC8wMBAAcP36dXz55Ze4cOGC8nzXrl1DWVlZu69BTQxxGzw8PJR/u7q6KodUbm5usFqtyn03b9685+Pa2k5rdDodhBDw8fG55wmSjrQKUfsCdSEEQkNDUVBQ0OI+s9kMT09PuLj8/29tmzZtwunTp5GXl4ekpCQ8//zzWLRo0T2fw93dXXkdrq6uNu//z93v+3+v9+nOfeL/jVAuLCy02W5X43fiDho0aJAyKL+oqOgX/Rb+6KOPANw+M/zpp59izJgxCA4OVi66uKOiogK1tbXtbi84OBjNzc04fPgwgNt7yerq6k4djO/t7Y0rV64oy3FxcTh79ixyc3OV20pKSnDr1q1WH//9998jNDQU8+fPx7x581BYWNhptXXE008/jQ8//BDA7T5HOTk5GDt2LEJCQtDU1KRc4J+bm6vs+b28vDBq1Chs2LBB2U5VVVWXt53hnriD1q5di6SkJKSnp2P48OEIDQ297235+fkhMjISV65cwfz58xEXFwcA2LdvHxYsWIDNmzfDarXC19cXmZmZ7W6ve/fuyMnJwRtvvIGFCxfCw8MD2dnZndegDLcPhzdu3IiwsDDExcXh/fffx/79+/HWW29h4cKFaGxshL+/P/bu3dvq45cuXYqysjJ0794dnp6e+POf/9xptXXEH//4R8ybNw8GgwFCCCxbtgzDhg0DAOzZswevv/46rFYroqOjYTQalcft2rULqampGDp0KHQ6HXr06IH09PQunRaJVzERSY6H00SSY4iJJMcQE0mOISaSHENMJDmGmEhyDDGR5BhiIskxxESS+z/LNIpBMFhhmAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 3, 5\n", + "r2_all = []\n", + "for optimize_log_dynamic in model_by_logdynamic:\n", + " print(optimize_log_dynamic)\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + " # contributions per newly added kernel\n", + " import seaborn as sns\n", + " if len(model.best_r2_by_new_filter) != 0:\n", + " r2 = pd.DataFrame(model.best_r2_by_new_filter, columns=['r2']).reset_index()\n", + " r2['opt_log_dynamic'] = optimize_log_dynamic\n", + " r2_all.append(r2)\n", + "\n", + "if len(r2_all) > 0:\n", + " r2_all = pd.concat(r2_all)\n", + " rcParams['figure.figsize'] = 3, 3\n", + " rcParams['figure.dpi'] = 80\n", + " ax = sns.barplot(data=r2_all, x='index', y='r2', hue='opt_log_dynamic', )\n", + " sns.move_legend(ax, \"lower center\", bbox_to_anchor=(.4, 1), ncol=3, title=None, frameon=False)\n", + "\n", + " plt.xlabel('number of filters in model')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " index r2 opt_log_dynamic\n", + "3 3 0.678699 False\n", + "3 3 0.630149 True\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.dpi'] = 120\n", + "rcParams['figure.figsize'] = 2, 2\n", + "df = r2_all.sort_values('index', ascending=False).groupby('opt_log_dynamic').head(1)\n", + "print(df)\n", + "sns.barplot(df, y='r2', x='opt_log_dynamic')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "model = model_by_logdynamic[True]\n", + "\n", + "torch.set_printoptions(precision=2)\n", + "dynamic_score = D.to_dense().detach().cpu().sum(axis=0)\n", + "# dyn_score\n", + "dynamic_score = dynamic_score\n", + "dynamic_score = (dynamic_score - dynamic_score.min()) / (dynamic_score.max() - dynamic_score.min())\n", + "ad.obs['dynamic_score'] = dynamic_score\n", + "\n", + "ad.obs['dynamic_score_cluster'] = np.where(dynamic_score > dynamic_score.mean(), 'dynamic', 'static')\n", + "z1 = np.where(((dynamic_score - dynamic_score.mean()) / dynamic_score.std()) > 1, 'dynamic', 'static')\n", + "z2 = np.where(((dynamic_score - dynamic_score.mean()) / dynamic_score.std()) > 2, 'dynamic', 'static')\n", + "\n", + "ad.obs['dynamic_score_z1'] = z1\n", + "ad.obs['dynamic_score_z2'] = z2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1646.000000\n", + "mean 0.412133\n", + "std 0.073884\n", + "min 0.000000\n", + "25% 0.406668\n", + "50% 0.412133\n", + "75% 0.412805\n", + "max 1.000000\n", + "Name: dynamic_score, dtype: float64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.obs['dynamic_score'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ad.obs['dynamic_score_abs'] = ad.obs['dynamic_score'].abs()\n", + "sc.pl.umap(ad, color='dynamic_score_abs', color_map='Reds', vmin=.45)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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96RLkJBFMqRy+siD0Og9o5mO4lsLs6+942bCXDDApyyDrnN2M8a2OFhoajWZbstIstRwBuCKCdL7zRWtJKDzt/3t1W0RV39gIV7zo2QgBriHYO5Bpe30j0Ml9Go1Gc5YpN0JONkuBACxf10XzuYdNNj8EoQ/lGUAhbAfDTvwTShhc8+wbuPkfP8z3PvMVcoNFnvy6l1Ip9hErCJXkhxNl0o7J3v4MrrUxGsdWFgi9oIWGRqPZdpT9qO25Uu2CA2CGLKaQpAd3oQZ24VtZLL+MVZ1CGCYqU0QYgouuu5gLbng8mBbVSBE3ZZEQAtuERhBzeK7OxSNdtJbTYCv7K3pBCw2NRrPtsNfYrisSbSPGYII+UoYi65iYhoGRyaNsG1R7nSk/DGnEFpVoSVNRCgQCy4B6GBNLpcuLoH0aGo1mGzKYcXCWCY6Vm/fFKiC2ARgmvkyOEUKgTLvjeqHhIAyDvG3gmkn0kmUIjOY5jmmwUfJC+zQ0Gs2jlpWlN7YK9TCmL20TSUXaMvHimPl62HpdkeyIF+euFEiVvJ/YLSDiOYSKUYBvpomNRJAIIXAMQCRmJN+QVAJFf9resM9Bm6c0Gs2jAqUU8/WQkhdioJAIGmGMAQzlXIZyZ6/nxGo0wph/+dE0O7JOq7xHWYTsKqapBTFeGJFzTPxIIZeF48YqyfA2BFiGSZgdIo5CqpHCsto1j4xttMxQGdsga0tipZBSYWyAurGVtYhe0EJDo9EASQjrZMXvGJckFWRNE/rTvQmOIJJMlBs0wpiUZbKjkCK1AR3yvntsASlVS2DYRrIIT5UbuKZgZ9FNTFBKMduICWOV+CdQ1ENFI0o0DqkSXUQIyC7TpgxBh9/CNgRKwkLdYyCXPuP3sN3RQkOj0QBQaoRrvj5R8oliGF5F4whjSSOMcUyDo3M1wuZOvx7GHJmrMZx3OTTfQEpF1rW4aCi3bsfyVC0g08zQtgywmucLYDBttRZ/IQQDaZMFb9HhLQhiSb05KUuAaYBjCmwzER5+JAljSK2yKiqlNsRcp81TGo3mUUEsT925brrqk3VM/EhS8kJMIRjKufhhzIlyl+zrJpGCg3MNUpYBJkipeGCqwmWj+XUtwqM5l6lKcp/l8sY06LiOIQRubRqrOkPs5lD5MTwEtinI2QLTEGRto3WeYwqOl0MyttEWnRVvcGsNbZ7SaDTbnpIXECtIWQKlwI8VlgAERCtkyWwtoLIsT6LiR+0LuIA+G7KmQgILAdRigbtstbQMyNkG0+U6tmmQT7tYPdR4un68j688HDZ3/SJRMUjmGEnV0jwA1MmHKEw80HrulidQu66nmE6WvcXIqEUMIcg5BpP1iIJjkLKSiKm46UDPpZwNcYZrTUOj0WxrlFJMlj0GUmZrUZRKtYSFVIpqIFtlnrww7riGXBbiWrChz5StMNhRF0544MmlxbLgGBjNA8JYUm74PfkLUrbJcy4d5dhCnbIXYQjVus5sPaLPNXEtgR8r0pMPt53r1OcoxBWgs97UIov5GQu+BF9iNX0mxYxLyukM1T0f0UJDoznPkQoyltGx6zZEEoFkiERL8E5hpxFAxhJkLcXyvbQQkLcUMhK4loFoXn85USyRSnWMr8auYgY/iqkHEV4giaQkBh6Y80hZBo4huEB1mtuEXBJ4SiUO8uWCMoxVS7uApgZDUoI979o41pmntvX6HrcqOrlPoznPObZQO6VDevlCl3W67zVtA/pSVlebvW0Iso6JZSS+hJUtuA0hiONT+1SW41om/RmXfNpmphG2fCpGM6U7KI63HR87WRqpYuu5IjFpNUJJPZTUanUKcYV+Gogu5XOrQdQxdjoIU/T02KpoTUOjOY9ZqAfEUiEF2CrCUjESgY+NVEsLV9S0Pyml8GLJrr4Ux0rtju+0ZSS7UGGglGxpGwoIhdlWxlwlF2uGx0IpiJiqR6Rtk13FdM89LKRS3D1RauVgGGJJIM0NXUrRyWBXZ4jdLPXBA9QiiFRMyhIYQrTCb02/Sn9cBSAL5ITHUdWHEkbzfUPNCxnYgGZMxhYWCL2ghYZGc55yvNRgoR4wRol8dT6x57s5VCqPQ8SMSgFJP22TGFcIQiGSTnYpC1MI4mUqw+L/hBBgWKimeUhiIGlfKBVQDxVeFC+eBCTJeyfLHrv7M23HS6k4stBgrh5gGYKdhRRDOZej83X63CTUNool9TAmlCopNBiDLOzF6d+HVBDGiWPei1RbCRJDCLJxve1+torY6UQcD53W9CpBjBfGG5Jvsp3RQkOjOQ/xwpjZWsCYUaOvMZMMKhCNErFhYThpCqakEguGRAPLVigFFWWzYDiUvJCca1LxI6RK/BmWkfgIkmtJROghlATLwRAuiqWaUFIpvEg2F/h2raIedDraj8zXCCJJwTWIJBxdaCAE1IK45ZOwTANbKipBRCwVBdfEj5NIMLMZKWUISDe1jOV0M0c5hsIWilAt5YKUGuEZCw2xzfuNa6Gh0ZyH+FGMJSAb1zpeE2ED5aSxDEE+9rFEsqAKAQURUpcmXmxQDxNNwhRQcA1yjokiSYAzvRJCKVAKM/LJ2yF1M0cjVokfIVJLoUorsE3RVrJjotRAKkXKThZbxwTXFJS9zmRE2xTkHQvLEChEIgiXyQfHFK2McQOFQCEx8K00qWhJ21DCgBWFDRWdhRFPh63sr+gFLTQ0mvMQReKclnQJIzVMlDBQwsQWnc5pR0ga0mju3pOxTCuqSKDioCUwFkuQm0GdrBnREAUkzfMU2M1oquWiw4skD05XGC+mSdsmVT9iZcdV0xDYhkEjbJ9fwbWprwgJXtQyktmBpSIyKsRq3jUWBgsiS2wKMgTJ+7fTVCMI5NLnZQgoprVPQwsNjeY8JJYK2zKoi36coIIpk127MizizADKShMqMDExaY8a8mQiIJZHXEkFS+t6c3yFFmHEAWnLJ6C9DEkiwGD5+i8VnCx5jGRXX6SLGQfbMpmp+UgFWcfENgSLxW4N0S4wAFwVUBDt78dEkTFj/CAiFVURQMVSHAwzKBR7+jIYhqCYdjYk5Ha7o4WGRnMekrIEniGIsJgv7CMr64md382BEEiS3AkPFwOFTUysYD62qUsDe8XaWQkk/akk10OaLlLUMOj0TRBHRMrBEAKxLEcilp1mqlAqPCmTcuZSsLzbqm0apGyTtGMxkHWQSmEZBsfml0xMKzO+QZETXcJmlcIJa+SC2dZQfzBLygl5ICqwo29jixQKY3sLHi00NJrzkKlaiN00+EcYVMwcWbvdQeyYglgalMlQDyJ8CdDdtBJIxXQjJmUmne6yTg7bryBk+yJdUXbLprV8QTcNgZKS5WmBKcugL+VwdL5BwbWWOvIpxa7+7LLKtEmY7SOzVWpB3OqjIYDGQ49Q/vf/wB3fSfFpP4ZYZcUTYWfdrFTc4ICb4uGZKhcM5U71kfaMNk9pNJptRyOIiU1B2lpawIJYkVr23BACx4RqKPFl+0IXq8Sss3zhlwoakWQgZWIKA+VkIPQgDgBBWaTxlb2K2Elaq8pm7kbKMhgvpnEtk/FihsPzNQwElim4dCTfEf00W/epNaOuVPOfuS9+maNvezc0CzEOXPcYdv3BmzDSOVT/OJhNr4ZhYtgOhCuCAoRBmgg/klS8kHxKlxEBLTQ0mvMSqRRBDErFFFyBI0TLqW3OHsaaPwFCIIrjVOwdHefvyKd4ZLZGzjVbC7hUClOIJWFi2qgk+YNYWJR9MyktvsqcFjO0LxnJ4ZgGfiyRUjFWSDGScwliSWpFuZNFvGUOEdG8w+SH/l9LYADMfe9e5r93D8NXX4gMA/wdl2K7KTBMMG0Mr9wqM6KEQFkOkUhsYlNVf8OEho6e0mg02w5DCFKmYDAFLvFS9vb8SayZQ63j3JlHyPXbVFODbeen7EQD+NrDMwxmLMbyLkIYxKilUuJx0DJPmUS4ysFTFqCaJqUlP4YkETp+JHlkdmnHbwjY2ZemkLJJG6vnR2Qck5IXtt6HAOL5hY7jglJybdOrECgDe/Gapk04sA+jOo0Rh2DaSGEyqxJ/hh/JDevct93zNLb37DUazWkxkLHJuwa2DOH4A6j7v4k6/gCiOtNxbNab7xg7NFdjKOvw1AOD9KVsRLPchgH4ceKfWO7PEEC/lYQ1xSpxckeK1kM2I3QXO/ItIhWcaOZprMVgxqE/baNIemuYJhSf88y2Y+x8hpHrLkmuKwx8uWL5My2m7WGmnBHmzD6OUiTASq4nWMpeP0MMU/T02KpoTUOjOU8xBBgPfAtmjyUDs8dQuX7I5tuOC023o2OdVDBV9QgjRd61kApcETNshThKQtS56JnNvIiVeRlA8/rd55mUAJG41uqahhCCXcUMttFgoZn0t+M33oKRzVL52tfJjxa54ud+AjubAqDet5sAg5IXk3cT4VH2JbVQYgiT5QHEi5M+UW5wwWBuQ3pqbGe00NBozjNiqSh7Ef3CQ80ea/cxVOeR+X6MppYQWGnmM6Ndr3OynORH2KbANmCn5WGFdYhDEAJlpcBeysnwm8tNzrXY3Z9hoR4wVw9oRJLZekh/2u5aIdcyBE6PJp1omUZiOA47f+UNWL/6RixDIL0FKkGV0C0QpvqwlGLOi5nzljSInPLIEBAIh5pIsaxmI7FMzGdnXEZkA0xc5xItNDSa84y5ekAkFabVffFSo/upx1COLRpuERNBECUNiVZqG5AUAiyIELs6jZBRokVYTuJXMG0wTGLDwlMuIMk0F91ixqHYrBpbD2Lm6j5lrz1E1zYEO/vSPe/uc45FdVlXQSHAUJJCVMMxJVGmgGcl4bMrI7CGZJkBmv4UVaMi0kyZxaVrQVsb2NPF2OY+DS00NJrzDL9pm4/sNHJoL+bM4aUXB8YQThpHQSPOsRiLlHNN+tIOqqlZnFhRFr0QzCHiICl3jkKFEjBQgO8Ukvv6yX29Ln0zMo5JxslQCyJqfoRjGWRsE9vsHi21GoWUTSgVC/WAUCbO61FRJUVisrJUjBVGzNkDRMtsZIaSFGkPuc2pBrMyT9x0lg/nXMwNSMzT0VMajWZbkXMsyl5EJZDYFz0JKz+IXZ5EZIswshdI/B1ZC3wJ9VByyVChrf92ECmOLjRaz7NxPals23wulETGPrGRhKk2Ikm1WchpLetM1rFWbfLUC0IIhrIurmlwcK5GxqQlMBaxiCGO8GID10yiuGSsOqKCBGAT4doOOwq99/h4tKOFhkZzntGXtvFjyWwtYMoDd/BiRobGW9VsASJh4loWLkko7H0ny/SlbcYKKWzTYCTv4kUxJ0oesplZLlZ4t4WSLKg0Xj3Cb8bhGoINaWQESZmTWhDjWkaHnyHjWLjNRV4imjpPglLQkJCxRVOLEUhTUPedpGDh4nHCoM+IKCk2VGBoTUOj0WwrhBCM5lMMZR1Olj1KXsRx0gxZPikhkYaFby7VW8raJn4cU/Ujjpca7BvIArCrmE5arCqomDkG5FzbfSIzlZQpaSbYCQEHBnMbUvSv7IUcnqu3REFfymq1ku3PJGY0QZKkt6DSDLBUk2qBFKZpdvREr5k50qoCKk66D5oOLpL0GWg+3dA+DY1Gsy0xDWPJmY3BRJQmZQn6VoS2Lncp1IOYWEpMw8AQgmvHi3z36Dwz9iD5uIIVeii/AW6aUmGYIJatZD9DiA2rEnui5LUEhiGSjn+LlL2QsUK6VauqLDJ4yiFFgIdFDZtMl2v6ho3EaXu/DWkyvEal3dNBaxoajWbbstLH7EcKYXikoyoCRWBlqcj2UuYHZ2tcOJzkcpS8kIfm6hR3FpjyLIYO/wAhY5RhEu/L0ijua51XTG9MGQ6lFMEyZ/pKH4lUtF6XzbIlyrTwRHL/lFKEUrX5aJQCKUxmZIoBPEwBdWlQHBg67/MyVrK99SSNRnNGrPQvOCok789iRw2ssE6mMc2AP5W0bW0SxIpSo9l/Q0E9jGl4AYNHv9Oq3SRkTPHwf2E38z2UUvRtVO0mIci7a+93hYB9g4kZzTJE28JvtmplNftEqaSMiQFUcTii8jzgZzkYpDlSDrpc/cwwDNHTY6uihYZGcx6TcSwODGYZyDgMZh0KeM2ue0tCIkPAkCq3nTdb85FSMZJzGMk6eI0aRuS3HSPikHFRIWtKhBBMV9tfPxN2FdMUUhaCJSGwiGkICikbxzTIu2Zbs6hFDJFU1JUkAqMd0eooeKLU6Hj1TBGm0dNjq6LNUxrNeU7KNtlhm8RSMV3tVuQD8vj4jkEjkoQSjpc9pmoB1+8u8rzLRrn3ZBnpZjH8JNfBn50nKNcwne8xcs2TmDHThLJzeT5dbNNoOeQB6kFE2QsxhaCYcbAMAz+MCeOl0iWOmbw3U0kMUxFKAYbANg3CWFIJlt63EALXNlphwhvJVq4r1QtaaGg0GiDZoXtWljisYa7Yf0vDxjGTvtyT9RA/VvhxzETZZ3cxzYHBLJWLfoy+R75J7cH7qB85kZw48Xn8B35A4efeQmhvbAe85WQci8yKKKfFjG8BFFwD0xCYMkpqYIUeYuYQ+DVUbgg5egDLMJldVlJEIDAEHXW3zne2rg6k0WjOOqPFHMeMYXyW/A9SGDScPiDZgeeW5UQsZpe7lkmUH4LHv4DGVHtV3GjiCOrEYQY3OArpVNiWgWUIXCsJxUUpDGSStX74bkRpEuFVMWYOYRy7l4xtdNS+ci2j1dxpoxCm6OmxVdFCQ6PRtEjbJmMDOY6YI0xYw8w5QyxkxonNpQU/bRkslq0aziWRVVIpqn7SR5wuZqhQruzXfXbwl0dZ0WxWW5lBhO2+ClGaTJz4TQuVapZrd01jw/0a292nsXVnptFozglp28SxDALDoS5SbR4OpRRSQc4xuXJHvhUR9eBUhZQtwK+SvvK6tuuJgVG8sYs67hPFkpmqx/GFRisaa6NZ7ABoAMIwULHEkF3uZZjQTAiM5VIxRsMQbeG9G8F276ehhYZGo2lDCMHe/gymEEnBwVgRy+QRymQzbpsGo/mkN0XFC8m7Fhki7Ngj/+Snkf/xn8LZfxHudU/F/tlfwbIMomWLbxhGNHyftKFwDcVEucFUxes+oTNgJJ/GC+WS4JMR2CnI9LUdp4b3IQzBUNog5xhkbNHK/zhVeO9WIAxD3vKWt9Df38/AwAA333wzURR1Pfb48eO88IUvZHBwkKGhIV72spcxPT3d87200NBoNB1YpsFgLhEKUiW9uxczu4M4SYyr+MmOvR7GCAEpFUDgo47cQ9oOKV5yAYWrrkJk8xgCvDBZxKSUBFGEKZL8iYxtMJAymatvfE6EYxkokUR9ASijKQAGd8PQHiiMIMcuQQ0lhRqT3h2ClGWQdwwMAbv7u+WPnz7CED091sN73/tevvGNb3Dvvfdyzz338PWvf51bb72167FvfvObATh8+DAHDx7E8zx+5Vd+ped7aaGh0Wi6kk/ZBHGSPe3FCi+SicbRjCaaqyWLfMWPiKXCFAp18mGolZILRAEcvR8RNFDAvYeT2lSxlKxcElMbVF6kG45pMFEJqYcSETZrUAkBmT5UcQequKN1bLzMFmcagrxrMlH2qAfdd+2ng2EaPT3Ww5/92Z/xjne8g7GxMcbGxvid3/kdPvKRj3Q99pFHHuFlL3sZuVyOfD7Py1/+cn7wgx/0fK+tr3dpNJpzhm0aeJHEMQSDGbMVxloPJV6zIcUdJ8qMF1x29qeXBEYTgcKszuD17cJr1aDqXBDDWNG/QdVvV7KjkKLqh8zVPPqMldqMQmLgf+tf8O/+JgoBV92AuO5pQFJrK5QxpUbI/oEsaefMuvZtBvPz8xw7doxrrrmmNXbNNddw5MgRSqUSfX3tprhf//Vf55Of/CTPfe5zUUrxt3/7tzz/+c/v+X5a09BoNKsy1pfkVhRco63TXcY2UCrxc8zVAmZqIb6wId3sL64UxBFEIcbcMTzPZ6iYQSmFaRpY5tLiK5XCtExGcu01rjaCUiNkotwgZZmr9vHw7r8D79v/gmrUoFGFb38R9dBdLR/OIvONjTGfrSfkVjRNeEIIbrnllq7Xq1arABSLxdbY4v8rlUrH8U95ylOYmppq+T/m5+f57d/+7Z7nr4WGRqNZlbRtcvFwrutrhgGH52o8ZV8/Y3mHUhAjxy8n9hoEJ4/hnzxOVKuSnj/K8LHv4Czrwuc4NinXwXUcsukUxYy74SG5UxWPeybLzNQC6mFMgIWn2o0rNRwaD9/XcW508D7KfnvU1EbNbj0ht0qp1mM1oZHLJX+fUmlJy1v8fz6fbztWSskznvEMnvKUp1CtVqlWqzzlKU/hmc98Zs/z10JDo9GsiWUaHeVwlVL4UeLnMIQg51hkbBP50HcIjh4irpSRtSrh5AniWpVUeYKxTPtyYxgG5jrbua6H42WPtGWQc6xWE6Xj5JlXKerKZlalmSZHXBjsODfMDbaFGgvYMPOZMIyeHr3S39/Prl27uPPOO1tjd955J7t37+4wTc3NzXH48GF+5Vd+hUwmQyaT4eabb+bb3/42MzMzPd1PCw2NRnNKaqGiHsYopYikYs6LieTSsuqYAsevoE4ebit2CBCVFlCGRco9uxnhSimcFQ7lWAmmVYajMs8cGRQCdeVTUMWR1jGyfwfBY57IQNpiIOMwkHHYP5jt6A64lXjNa17D+973Pk6ePMnJkye59dZbef3rX99x3NDQEBdeeCG33XYbnufheR633XYbu3btYmhoqKd7aUe4RqM5JTv7UvzXkXkG0jZCiI56TEnXVLO7DUcIKiOXElZDxotnb8kZyrpU/faoJyHEkrCTirRj4Dh5ePmvwrGHiBB4owcQwqDsRxwYymGtY9ffC5vRue+d73wns7OzXHbZZQDcdNNNvP3tbwfgjW98IwAf/vCHAfiHf/gHfu3Xfo3x8XGklFx77bXcfvvtPd9LKKU6S1puEotfNo1Gs/1YaIQ8OF0llpKBjI1rmtSbHfMMAf2OonDn5/EfvretlIi6/ElMXvjjSAWXjebPajmR+yfLLFOIEALCSGI2e2wMpNod/FIpquFSt8HdxUxHIcT1sHLNE0Lwoze/tKdzL7rtk1tyvdSahkaj6Yli2ubxe/qJpeKO4ws8cs99lP7rexQuuYCpvRdzXa7GwJ6LEaZJNJVUuRVj+zl+4CmthkexUlhnSWjEUnVUec83Zuj3JgGoZEYx0qNtrxtCsLhOC5JCjBvNVq4r1QtaaGg0mnUxU/N55GOf4v73/AGLK+zgTz+XHbe8GsOyEXsuxhrbCwhOpncSiWSZEQKOzjfYP5hd4+obR8UP2wq8Z4MFxqoHW89T5YOUbIco098aU4uNmZRCILo2cDrf2d4iT6PRnHWCMOLgH3+4JTAAZm//PCcOTgEghIFw0ggnRWC05140wpgg2vjGRt0wVmg0eX+u4xinMYupIpzYw5QR9UgRxYp6oAjizTENbXT01NlGaxoajWZd5A3w50sd4w1fEGJgN/f380aOhnDbfOOxVJyt9TDnWriWgd8UUrHR2aPcEIJ8tJQAF8QuVZVEeRXTG9PTfCXC3LpRWL2wdcWZRqPZkhT6sux5xo+1jeXGd7DzSY/jbsZ4gGF+wA4mzKEOp/edxxY2PBppNQwh2DeQZUc+xWDWQRV3tgmO2LAxM+3JbwOGTywlwzmHXX2b02lwu/fT0JqGRqNZF4YQPONP3se33vNHHP36txm89EJuuOXX8aVAYlAmqY5b6OIP6Et3z9WIYsnxkkfVj8i6JuN96VZC3plgGoKBZsfAybJiZvRqUo05LAPMbD92WG07Xgi4YjSLZZ/dnJLthBYaGo1m3QztGOYnP3BLy1GslGLei3nMgMvJSsDdEyUuHMy2JdcppXjWZSNdr/fQTI1KM6eiHsbUg5jH7ChsyFyrfsSf/9cRbAOe/5hRvOwIfa6BAFRURyxLRlTCwNhkTWizr7/ZaKGh0WjWjRdJpuoRWTvpOVEPkxLq8/WQi4dzZB2Th2ZqDGXslolqKOfidAlhDSLZEhiL1IIYL4w3JAv7c/ec5IGpRKO4aCjLFaO51pyUk4WwASoGYaLsFKJLFd6NZCubnnpBCw2NRrNuUraBVFAJ2iOhakGS7Dfel2a8L00QSephRMoyVxUAhiGSXf+K8Y0Kd314ptb6/4myz0VDWXLNjHZp2hiGgWgWBaxIg9QmawLbXWhs79lrNJpzgmuZDGY7o4vcFc2UHMugmHbW1BgsQzBaaA/NHcm5G+LTANhdXHJo33OyQhBLKoFEKgUIZBRAUEeEDYpmvCWzsLcSWtNYg7l6gCkEfZsUeqfRbGdG82mUEq02rYaAHc2+4etldzFDwbWpBhFZx6IvdeZLk5IxKmjwwkv7OVbymCh71IKYQ3MNdvenqASCnBExaIatmlkq9JC+jZnavATErZyD0QtaaKwgloowjvnDrzzEfx6cQwj4yYuG+dWfuFBnh2o0K9hRSDGQcQhiSdo2z+g30pe2N2SDppSiVKmRrk9hoMgAb7s+z6TYRda18cKIhUZIrMAm7jhfRgEmmyg0trl5SguNJo0w5kSpgR9J/ChmouyhSJJe//XBaS7fUeBZjxk95XU0mvMNxzJwNrHH93o5XvLI1OcwjCUzk/LrjPUXKEt4cLra6hIYKANWCA7D3FzLwnYXGtt79huEUorjC41W5qhrmfz843ZjLktMun+qs22iRqM593hhzCOzVX54ssQjs1Wmqj6O6NQgVBTx4HSVuUaIKZIeIHUsanLJ3yIsByOVOZvT33ZoTQOIpEIGDcZqR0lFdRp2DjO7m9GCy4mSB8DFI91bXmo0miWiWBIrtSnVYbuhlOLwfJ0gTjZ8tSDGMqAsHYZNb+k4wHAzhLLMaM5d5rA3WZApZvwY1zbYk9+Y3JC12Ix+GmcTLTQAU8Du8oM4cfIlc3wfM/aZrSkE8NQLBnnmJd2TkjQaTcLJstdyiqdsgz3FTNIqdhPxI9kSGIsYQjAtMxhSURQBsTBIF4cQls3+/gx+2J4TYhoCD8FodnPKhqxEO8IfBYig1hIYi+SiKn/6kscjLIehnLvKmRqNBpKs60WBAeCFkqmqz85Nqt+0iG0arRwPAYhmGJRlmsyJAnHKZrTgtrKwxwopjsxVO67TiCWFlI6S7IXtLfI2CtPpSCySwkAJQwsMjaYHGmGnD6Hb2EZjGoLRVcJ8lYKhnNNWIFEIQc5tFw4VP+LiofzK0zeN7V6wcOvObJORSlFqhMzXA2LTppLd0fb6THonM424mQCk0WjWItMlea/b2GYwnHO5cDDb0jKW021sIOvSn3GSUiJCcNFIgZx79owu211onJfmqVgqDs7WWrbQyQqQ2c2CVSQV1ahbeXw7idOWSnU0c9FoNO1kXYvBrMNcLUCRCIzh/NnT0tOORX/GZr4etsbyrtUWChxLRcULkQoKaQvbNKj5EQ0/wkzZZy0PS/s0tiEzVb/NeSYV2IagYedp2Etqato2zlrtf41muzOaTzGUdZFKbVgJkG4opYhrJaRfAwRmJo+ZzjNWSJGxTWpBTNo2KWaWzFCRlDwyUyNsduObqQqWK0IVP2RnMaM3iD1wXgmNWCqOzNe72lptU5CyTSp+hAAyjsmuoo7X1mjWg2kIzC4moY1ENqpIb9GZnQiQhjTIZbMUMw7dfrbz9bAlMJJ5LrrOE8JYUg+iDn/HZmBs885955XQmKn5qzrn+tIO/RndeEWj2erI0OsYu/vIFA/VLF585VhX/0TUQ7/vs+W+3Mr+il7Y3rNfJ14XgWEIGMm7WmBoNNsEYXYKhTlfcbTU4CsPTXc9py/dfs6K1A4MIcg4Z2cPvd0d4Vt3ZptAtsuXYqyQZiirw2o1mu2Cmc6DsWTiOVaNuWcuSdg7VurUQgAyjsWuYhrXEggBkYIgVsRSEUnFjr60LkjaI+eVeWog6+BHkpIXIoCBjENhA0owazSas4cwLez+HUzOl/jigzMcry2pDWNrlGbvS9u4lsEjs0lTplglD+CsBrzo6KlthCEE48U0Q5FDzY+6tp7UaDRbHyEEOwaK7B4MmajPIxWM5ByeduHQmuelbJO0bbb5NvvOYrgtbH+fxnklNCApd3B0vt7KAM+5FruL6VbPYI1Gs3248aJhnri3n3oQM9xj9YY9/Rlmaz5eJMk4JoNn2Z+phcY2Y6ritZUMqfoR9SAmexYzQjUazcaRdayu/srVMA3ByGl2GNSch0IjlJ1xdaGUXY7UaDSajUf7NLYZhZTVVmpACM5q3RmNRnN+I4zt7Us971bL0XwKgaDihdimwXDe7SlyIoolZT/CFIJ8ytLlBjQazemhhcb2whCCHYUUOwq92zQbYczhuRqLli23ZrB/IIuh47o1Gs15xnknNE6HmarPclfIYq6HziLXaDYfpRT1MG7WhHsULFnap/HoJ+rmPF9Zh0Cj0Ww4USw5PF/Hj5LfW9o22duf2dZavtjmBQu3t8g7S3TLGtetITWazWe2FrQEBiSm4vlGsMYZ2wDD7O2xRdGaRg8MZByUgoVGiGkIhrIOqbPUlUyjOZ/xu2j0QaS1/HOJFho9IIRgKOfqfuEazVkm51hU/ahtbDERVynFNw/Ncf9klV3FFD9x4TCutQ2MJ1tYi+gFLTQ0Gs2WpT9jE8SS+UaAAAazbss0/Ik7jvPF+6dax955vMTbbrz4HM20d3Ryn0aj0WwSohkiP9rsN75YIy6MJV/5UXvvjPsmqxyZr7OnX3fc3Ey00NBoNFuelQVFFdAlqLHr2JZjm5untreepNFozksc0+CpBwbbxg4MZtg3sA20DB09pdFoNGefm67fzXhfivsmK+wqpnnmpSOnPCeIJbFUpM9h9KP2aWg0Gs05wDQET79khKdfcmphAfDDo1OkwhqWAbOxzRV7d26PaKsthhYaGo3mUc/xuQoX2jXMZuWfcUIempjkst1jZ38yW9j01AtaaGg0mi2LUop6EBMrRc6xTrt8SOxVWFm9o6D8DZjhaaCFhkaj0Ww8SikOz9epB0k/b9MQ7BvI4FrrX3RTtg2yXUgY56gGlK49pdFoNJtA2YtaAgMglorp6ulpB0MD/XhySUuJFfT1D5zxHM9HtKah0Wi2JMEG1p0yTIvc6G68SplIxuTyfQjrHBUd1dFTGo1Gs/HkXKtDsziT1szCMEn39Z/ptM4c7dPQaDSajSdtm+Rdi8qygoWPhurS271H+PbWkzQazaOWMJZtAgNgsuyh1HaoFfLoRWsaGo1mS9LNfxFKhVIgtm/jPu3TOJfM1wIOz9a4eEf+0dE7WKPRtEjbJoZoL0KYts1t3eoVtr95atuutJ/+3jH+15cfJIwVWdfk9154BU+6YOhcT0uj0WwQhiHYXcxwsuLhR5KMY7KzkD7X0zpztNA4+8zXfI7MN3j/y64miCT/8sOT/ME/3c+n3/wUjG2tt2o0muVkXYsL3BxKqY7y6L1Q8UIOz9dpRJJiymbfQAbb3N7moXPNthQah+YaPPWSYQBcy+TF1+/mxEKDihfRlz5HsdcajWbTOB2BEUvF/dNV4qZ9a7YeIJXikpH8Rk9vfWifxtkn7ZjUlmWKAjz5wiEtMDQaTYuyF7YExiLzjfAczWaJ7V5GZFsKjUwXoXHDhdqfodFoluhW9nxLlELf5j6NLfAJrk4kJUfn69x7ssxD01XmGwEnyx7Q/sfPuSaXjJ5jlVOj0WwpMo7FSM5tPRfA3kdp//AwDHnLW95Cf38/AwMD3HzzzURRtOrxt99+O9dccw3ZbJadO3fy4Q9/uOd7bWlNY6LktZJ7glgyUfJarxkCdhZc8imbLAHxsftQbgZjZA9CbGlZqNFozhIHBrOM5FwaYUxfysZ5lGoa733ve/nGN77BvffeC8Czn/1sbr31Vt71rnd1HPvFL36RN73pTfz1X/81T33qUymXy0xOTvZ8L6HOYnqlEGJd2Zz3nSyz1tEpy2CvWSX41j9AnAgXY2AnzhN/etvHQms0mu3PyjVPCEH8wDd6Ote85Iae18vdu3fzgQ98gJe85CUAfPKTn+Q3f/M3OXz4cMexj3vc4/jFX/xFfumXfqmna69kC4jd1ellVxA98O2WwACQcyeQk4c2cVYajUazdZifn+fYsWNcc801rbFrrrmGI0eOUCqV2o6t1Wp873vf4/jx41x88cXs2LGDl770pUxMTPR8vy0tNHbkU9hhjeHj32f84L8xMHUfQi45wAeyDsqrdZynGtWzOU2NRrNOpEp6YxyaqzFRbhB1KYO+ESilKHshk2WPUiPcGnWrDLO3B4lmsvi45ZZbul6uWk3Wu2Kx2Bpb/H+lUmk7dn5+HqUUn/3sZ/mXf/kXHnroIVzX5aabbup5+lvap5GxDfYc/U/wkg8l1ZgnS0Bl7/UUUjY51yLccYDooe8tnSQMjNF952bCGo2mJyZKHiUvCX+tBzH1IObAYPa08jHWYrLiM1cPWs+rvs148Rxnla/D59qLkMvlcgCUSiWGhoZa/wfI5/Ndj/2VX/kV9u7dC8B73vMeLrroImq1Gtls9pT329KahlqYbAmMRazZwwxmnFZdfevix2EduBaRziH6RnAe9xyMbN+5mK5Go+kBqVRLYCziRxKvMk987F7iIz9AlqbO+D6xVMwvExgAJS8k3CStpmeE0dujR/r7+9m1axd33nlna+zOO+9k9+7d9PW1r4XFYpE9e/Z0vU6vWtiWFhp06axVCuBnPvRNHpxM1C5hmNiPeTKpG19N6qkvxRzZe7ZnqdFo1oEgiX5cjhN72Cfuheos1BdQEw8gy2cmOBSqayCN3Aomqg3mNa95De973/s4efIkJ0+e5NZbb+X1r39912N/6Zd+iQ9+8IMcP36cRqPB7/7u73LjjTe2tJBTsaWFhlEYwhgcbxv7q+N5ZmsBf/zlH52jWWk0mjNBCMFg1m0bG5QlxIolXpV6DwPthmUYHZ3+0raJa53byEoljJ4e6+Gd73wnT3rSk7jsssu47LLLeMpTnsLb3/52AN74xjfyxje+sXXsb/3Wb3HjjTdy9dVXs3v3bur1On/1V3/V8722dMgtQLURcPiBe7n3oWN8ecLg7kryZevP2HzhV39sM6ap0WjOAhUvpBbEpCyDQn0SNXOo/YD8EOb4ZWd0DykV0zWfRhCTsk2Gcg7WWaz91C3kNjp4R0/nWvuv3RqO+xVsaUf4RKnBfCNE7DjA5TsO8INvH4F7kt3H9fsGzvHsNBrNmZBP2eRTiQlaOaOohRMQNX0QwsAYGF/j7N4wDMFoPnXG19lQtnkl7i1rngpi2VFc7AXXjmMagifsH+BXn3Fxa1wphRfGHcXJNBrN9kBYDsa+axHD+xGDezD2X4tIF871tDRd2LLmqUYYc3C2MwdjX3+GzDI7pRfGHF2oE8YKAQznXYZW2Es1Go3mXNDVPHXk7p7OtfZcpc1T6yFlGTimQbAsPC7nWG0CA2Ci7BHGyQergKmKT961zrmzS6PRaLqxXif3VmPLCg0hBHv6M0xVPbwwafXYzTbphXGXMamFhkaj2ZpoobF5OJbBruLapYy79dZIO1pgaDTnM0opal5AEMUYhiDjOjh6I7khbG+RB4wV0q3eGoaAsUIKR/cA1mi2HEEs8cL4rNjpa36AH8UokszwSsMnluc4E3yRDc4IP9tsaU2jFxzL4IKhHGEsMQ2Bsc3D2TSaRxtKKU40CwZC0kBtT38GexM3d0HUKSCSNWILLMZbWCD0wrYXGots5hdQo9GcPhU/agkMSOpMTVd9BjIOkxWfSEoGsw7FtLNh9zSFIFqh0ZhbZEOpHeEajUazBt2CVepBzMlKpZVbNVcP2dMvGcg4G7IBzLg25Ybfeu5YJrb2aWwIWmhoNJpNJeNYUGuvNvvwbI2BzJJmkbIMZmsBs7WA/rTNQNZhoRGiFPSlbdL2+hZ82zLpz6UJm45w29xCAmObaxrrmv3999/PRz/6Ub7//e93vPb+979/wyal0WgePeRci+Gci1IK1Wy+VA+Wum06psBcVvZ2vhFycLbGbC1grh5wcLbWdnyvGELg2tbWEhiQlBHp5bFF6VlofO5zn+P666/ngx/8IDfccAOvfe1riaKlP+Stt966KRPUaDRblzBO/BOTFQ8/6jRDLTKcc/nhRIVaEDOcc7lkJE/aNppl0jsXyJUVgeZW9MXQnDt6Fhq33HILH//4x/ne977HoUOHOHz4MD/zMz/TEhxbMd1do9FsHmEseWSmxnTVZ7YW8MhMjUYYU/ZCji80mKp4RMvCXPcNZNpKlRtCoFCtkPm16HV5WWzvulKb2VJs85DbnmtPFYtFFhYWWs/DMORnfuZniOOYz3zmMwwODnb0o+242WmURtdoNFuTqYrHzApfRcoy8JaFuzqmwYGhLIYQHJ2vU/HbF/K0bbKnP8OxhTq1IEaQ+DBKjbCtu8bu/jR5t7Mp20qOLdQpe0v3GM27Hb07zibdak/500d7Otcd3r0l18uexVk+n2diYqL13LZtPvWpT2HbNs973vOQWyVxRqPRbDiy6Y9oH+s8zl+RHxHEkmpTUCx3fC8ylHUwDcHegSwXD+e4eCTPzr40g9n2Y09VwTqWivunKm0CA2C66rfNW3V5H2cdw+jtsUXpeWY//uM/zt/+7d+2jdm2zSc/+UkymQye52345DQazbklloqj83Xun6zw4FSVuWWaRTHdZee/hv8261rsKqZJ2yZp22RnX6rVTwPAMg1MQyCl6vBhnCx7a7ZpvXuixJGFRse4VLQ0loVGwI+mq9w3WeHofF23UjhNeg65/cAHPkC1Wu0Yt22bv//7v+eb3/zmhk5sPSilKDVCvEiSdcy2L6JGozl9pqpey6QUK8XJikcQS0bzLinbZN9Ahrl6gFSJaWqlucoUos2PUUjZFNb4fdaCiPtOVsisqB8nFUSxwrG6Oc0Vx0oeikSzWV5GKO9aGELgRzEnSksb24ofMVnx2NmXXtfnsSFsYX9FL/QsNIaHh7n77rv57Gc/y2Mf+1h+/Md/fOkilsWP/di5a716dKHRUoHn6jCckwzndE8NjeZMqfmdEVFz9QDHMhjIOGQcK8nDACbKnTt91zZ6Lu0zUfb48DcP0gglP3PVGPllwsY2BbbZ/ToCMA1BJBUnKj4DaRvXNBjMOow3hUK391Hzz5GjfJsLjZ5n/8d//Mc8//nP52Mf+xjPec5z+H//7/9t5rx6xgvjlsBYZLrqc3yh3jUTVaPR9M5qkU3lFV01ga6FQlOnyMJWShF7NcLKHJMzM60wqa8+NMNsU2tJWQa7ixnEKsJHCMFFQ1kAIqmYqgUEUrGnP4PRzP/o9j6cHqK2NoVtHj3V88xuu+02vvjFL/Kd73yHf/zHf+SDH/zgZs6rZ1Yzc5a8iINzta6FyzQaTW+M5lMYXdZqq8uuv5h2SC1biG1TdDi0VxI3KsT1Eir0eEzR4HVX5BAkZUU+d+8kRxcaHBjKkTpFRvhFQzmeuKefCwazXLuzj8ftLra9nnWtNh+MtRV7h28Teg657evro1QqtZ4PDQ0xMzOzvpttQsitUopHZmsdURuLDGUdRvSXQ6NZFSkVC15IFEvyqc6SHVEsOThXa3XINATs6c9weL7OTD1gIONwyVCORhjjRTGmENiWQc6xVtUOIPnthvMngfY14f/9oMKhcoQA3vyU/QzlHNK2uea1esWPYqJYkXbMs1IRu1vIrVea7encVN/guY/06kLPPo2OcLstEmIrhGBvf4aZWkCpERKvmGc9SOr3b8QXTqN5tKGU4tBcrZVbMVMLGO9L05duj2q6YChH2QuRCnKOyT2TlcRvkHaYq4fccbxEdpnzekc+hXB7+M0JVsoMCimLcWFx40XDVIOI6lyEbQj2DGROqyOnVIqw6SB3LRP3XFfc28Kmp17oWdOwLIurrrqq9fzuu+9uew50rUnVdrNNTu6r+RGH5+sd44NZR6uiGk0Xyl7IsRWhqm6zR81qTFfqEAYYAqqRoBZ3Fw77BzKknbVX6KheRnpLUZnCtLEKQzTCmENz7b/lnGuxp3/tTp4rKXshJ0oNpEqc5bv60mTPotToqmlUFno6N5Uvbm9N4yMf+chmzmNDyLoWw1mX6ZrfNr7QCLXQ0Gi60C33Ya18CCUlORVgNBWRnKWY9BPhsZKjC3UuGs6vqeVbmQKhYRF4DWJhks7mkoW1i7l5vYEtUqqWwIAk5+R4qcFFwzlteTgDehYar371q9d8/eDBg2c8mY0g7ZhQax+TOolHo+lK3rUxhd9m1l2rGVIcBR2O8YKlKIedhQcjmWSIr+XEDmPJgwshYWzimgLLr+NaJsVMZy5H9hRay0r8WHZkrUdSEUm1avjuWWGbm6fOaPZBEPC3f/u33HjjjVx00UUbNaczwu2S/KNgzQqcGs35SlLCI0MhZZGxTUbzLkNrRDyJLinfUiXRiitNKYJTd9ScrQWEscI1BbZpIIQgiCWTZQ/HFBjN6zhmkqD34FSFiXJjTW1oEdcyOgScbQisbuFgZxEljJ4eW5XTmtmdd97JzTffzNjYGDfddBN79+7lrrvu2ui5nRbGKh+27h2u0XQnZZvsKmbYN5hlMOuuaboxbLut14NSiuO1GKmgFkqUUqQNybAdklI+E+XaqtcCWlVwVy7kQgiiWEGztUQYK7xIEknFfD1ksnLqskWGEIz3pVu9OixDsLOYPvemqfMlT6NUKvGhD32Ixz72sVx33XXcfffd/MEf/AEDAwO8//3v5/LLL9/MefaMaQj6V6i2hZSle4hrNBuAEAZOJo/puBi2w3xss9CsHOJHEhkFjLsRfZZiPCMoyAZ+2JkIuMiiKayrBXnZ2i5Ee1mritdbNnc+ZXPxcI4Lh3JcNJxbt4lL00nP0VOZTIZsNsvNN9/Mz//8z7N//34AxsbGuOuuuxgZGTn1zc5SafSkpn5EPYxIWyZ9afvc7y40mm2CigKozCQrdX4IYXb6F7wwZqbmE8YKxxQokuimWnmB4VT7Bq2KQ39hdYf4QiNgquIjWAqNl1Kx0hWulhUfTNsm+wezZ/hON59u0VP1Rme5lW5k0uktGT3V8/b7iU98InNzc9x+++184QtfYH5+fjPndUYIIehL24wV0hQzjhYYGk2PqKCBOnQHavogauoR1KE7UVF7NGIsk9yOshfRCGNKXpQ4r9MOdhd/QSOI+dF0lbLXqXFIv066OsleNcMe28MyElNU1GWtXBwSwMg2ri2nVG+PrUrPQuMrX/kKDz30EM9+9rN5//vfz9jYGC9+8Yup1+tbJtFPo9GcPtMVj4d/9CDIZaafOEAtnGw7rtJM8lvOQiOxUTmp9jyKWEE1Noik4thCgzBeWitkFBLNncCMPEwZYXoldhgN9g1m2VVMs6c/QzGdVMVdfL6zkErMTOc8Q+/0kUr19NiqrMvQv3//fn7v936Pw4cP8+lPfxrDMPA8j8c+9rG8973v3aw5ajSaTaYeREzXPEazXcJj43b/gdFFmzCb2nwxn8XI5PGxWIgMjvo28TJvxPLKso1aBWNlOrhXJW2bFFI2GcdiRyHNzr40Odcm51oUMw6W9k+eU07r0zcMg+c85zn8/d//PcePH+c3fuM3Oho0aTSa7cOJUoOUZVJzim3jChD5obaxvGu1FSYEGGqai6RSnKzFHG0YzIQWkWoXMMsry8Zdlp8Ig1oQtWkkjzZUj4+tSs+O8A25me4RrtFsSR6ZqbT+n/XnyXuzzDVCnMFdTMgstinY2ZduVYqVSrFQD6j6iT9jIOtgm0bXvuGLWIbg4pF863kYxTSmj5Ih8XVI4ARFaiQCaDjnMpLfvr4L6O4IX6h2ljrqRjGX2ZLrZc9C48UvfvEpj/n0pz+99s200NBotiTTFY+Kv+SojqViouKTddojpy7fkSdlmy1n+GJ1aUPA3oEsk2WPepdyHxnHZLwv3RH6XvNDKuUSQsZUlYOn2s1jFw5n1yxSGMWSRhjjWua564+xBo9GodGzN+mzn/0sl112GS984QtxnLVr5G8lYqmYrHhU/QjbNBjJu9iGAaJ70xiN5nxkMOsilaLih/iRxBAGAxm3o+VAyYtI2SYlL2x7TSqYqfq4ttEhNHb2pVYtTZJ1bbLDiflrdqLc8fpsNWCsL9U1ArLUCDleWgpfHcm7DGW3vmayFQXBeuhZaHziE5/gox/9KP/3//5fXv7yl/Oa17yGxz72sZs5tw3hZNmj1Az1i2TM4WWVM/OuxXgxrbPFNec9hiEYLaQZZaln9oNT1Q6hsdgBL+ric6gFEUIITJFETUHyG+tboyf4cjKOSS1IBM7iT3LBC1HAeLG9l7dq9itfznTFp5i2sYytvRnc7qXwev50X/rSl/L5z3+eu+66i/HxcX7u536Oq6++mv/9v/83tdrapQLOJctV7s7XIhbqq7+u0ZzPjPe1d+1LBECyzyx0EQRSJZp9rCDnWFwwlGV3f/c2rVIp5uoBE6UGpUaIUoqdfWlSlsHKw0teSLxipY2l6hhT0GoUtZXZ7o7wdYvksbExfuu3fot77rmH5z3vefzGb/wG3/72tzdjbhvCqcqHNHQhQ42mK1nX4sqxAvsHMlw0nOWi4WxLAKRsk939aTK22bUAYD2M1vRFHJ2vc7LsMd80MU1VfRzLYHeP/TIs0+iI4LIM0TGm2XjW/Qk/9NBD/PZv/zb79u3j61//On/6p3/Kk5/85M2Y24Ywkne71OVcInOK3sMazfmMZRoMZB0Kqc5SPHnXZt9glt3FzoV+LRORF8YtM9Qic7UAqRSO1ZG5Qd61WkUHl7OrmCHT7BaYagqc7VD9QareHluVnn0af/Znf8af//mfc/jwYV71qlfxla98ZcuUQ1+LvGtz4bBJzY+wTMFCI6TcLHZWTNttzeY1Gk3vNMIYIZIeNoWU1fpdAYyuESrbbT1cHJuu+Xzh/kn29WcopmzmGkkP8m4aiGMZ7BvY+vWnVrLdHeE9h9wahsGll17K05/+dCyru6z5oz/6o7VvtkVCbiMpEYiuuxeNRrM6fhQzXfU5WfF5eK7GRMXnitECN144RD2MCSJJzj11VelHZqpt3fksI/k9VryIL/5ouu3Y/rTNG564bzPezqbTLeR2YqG6xhlLjBVzW2K9XEnPmsarXvUqhBBUKpVTH7zF2erRFRrNViSSkkOzdWKlyNgmV44WsIwqd58ss7OQ4jGjedbo39TGcM7l6LLe5Isd9RzL4Ml7+vnmkaWCqAOZ7RPifz7Qs9D44z/+444x27ZJp9NdjtZoNOcapRSyMov0qmCYmLl+jFTutK9X8aK2trAAuwopDi80OF72eMxofpUzO5lvrB61OJixSVkGXiTJOiY/fmDwtOe8FdmCysO66FloFIvFrk6moaEhbrrpJt73vveRSqU2dHIajeb0kdV5ZL3UfBITL0wihhyEtfbOPYwlhug033bLZ1qsxjq6zlLlK8NllyOE4CVXjhHEit3Fzizy7c5WdnL3Qs9C4+DBgx1jYRjy0EMP8Z73vIf3vOc9/P7v//6GTk6j0Zw+0u/Mn/raf3yfJz/pOmyvTHj3V5ELkxgDO7GvfhqxnaJUKuHFUMVlIOsykl/aCOZTFk7VIGgm9imlODjf4KKhLJevQ8sA6EvbNLqUG4GkYu543xZoy7pJbEU/xXrYkIKFhw8f5sYbb+Shhx5a+2ZbxBGu2foopYiVwhTiUbt4bDbR/ATKb69z9PO3fhozneUjN6ZQi1oIIApDGJff0ApPD5TBUfrYM5Ajs6xFaiwV842AKFZJ5FSzjPnpMFcPKDVCBBDKpP93yjLY2ZdeM8djO9HNEX50tje/8O7B/JZcLzekk8nevXuZmZnZiEuddaRS1PwI0xBtPw7NuaMeRJwoeQSxbFVX1b2d14+ZG8D3GpgiWXhOlAO+fMchrhi2UU/a23asKs+A3wA38VE6QpJXAfUwbvtdmIbYsPpOAxnnvHRyb/ei7xvyS7zzzjsZHx/fiEudVfwoqUUVNY2MOcdid/+jVy3eDiilOF5qtMpBhHHS8e3i4Zz+u6yTamxwXAyQIUBiUC/YvO5lT+f1V6dh/v52j6xpwwpfh4EkfRZ2/EoppOKUIfCRlNSDGMc0SG3jpNwtqDysi56Fxu23394xFoYhBw8e5LbbbuM3f/M3N3Rim0EQS6YrPn4Uk3Utgki2BAZANYio+NFpq9uaMyeMVUf9oFgq/Ehu64XiXFAPYyQGVZb8Es+9fg8XjCoiZy/xyUOtcfPixyHMpc9XKjBT7W1VlVI0wpgginFtk7S99vIhlaLcCAmlIu9auJbRIfhrQcREU6t0LYPxvnTXv3PVDzm+0GglARbTNjsK2zNycyu3cu2Fnn0a+/fv7xizbZu9e/dy00038epXv/rUNzuHPg2lFA/P1FpOPEh6AKyMZBjOuQxv46b12x2lFA9OV9uiawwBFw/nu7YZ1azOytLhAGrmKJdlkjHp1VGNKlW3SP8VTyaul1FeFYlAZPqwV/T7nq161IKlrO9CyqaY6f5bUUpxaK7e4exOzFsOg1l31b/1voEMqRUC6ZGZattvF2D/4Nq9NrYC3Xwaj0x3loDvxoHhwvb2aXSLntpONMK440vXLfQtt40b1j8aEEIwVkhxotRAqqRE9lghrQXGaVBIWVR9u9UaIG2b7L7kIqoH7yZngZHKQCrDX//A5xlDFS7dUYBMoeu1oli2CQyAihdSSDttobhSKhYaIdUg6hodlfS38UlZJqYhOkJvpYKDs3UODLULhJW/XYAgklteaHRj64mB9XHerJCr9cywml9c0xAM51zS2gRyzimkbLKOhR8lHdl0uZfTQwjBeDHNSJw0WFpcYH/7v0KeuROGUoJ/OxHzz0cj9uyrcOmO1cNmu5lU1OI/zT9Pol3U2sqDdMNQklqjQX8uixCdNn4FLDRCRvNLv8Wca1H1l4SWIdi2gSvnTZ7Gdidlm7iW0dFUxlzRt3g1/u3BaT51xzGUghddO87TLhnZrKlqoGs0W82PmKn5RFLRl7YZzDjaOd4DK5PjhooFPnBXe7TjY8aS38BcPaDcCBMzUs7FNQ3+8d6TfOvQHC+/Zif9mSV/X9o2MQxBGEumqz5VP2rzEXZjQFUZoIbRgEbDwhJFQjo3aisFyY5CismyRzWIcEyDkXxq224mtqDFaV2cN0IDYGchxcG59rj1XsxR3zs8z7s+d0/r+d3HS+Rdi8ftG9jwOWq6E0SSI/P1lmo/VfERJG1KNevjzT9+ISfLPg9MVnAtg1c9YS8XjeSZrflMVvzWcdUg4uGZGp+88zgA/+c/D/GMi4d5/J4iOVuQSzsopTgyX+/YjC0ilSKIJLZpkBERQywlHKaJGFQVTopi2zkCOqpPW4bBeJcS7Jqzz3klNNKOxXhfmumqTywVhbTVk9P7X+6b7Bj75/smtdA4i5T9sMMWXGqEWmisE6UUg2mD/9/Lr2a6FpJPWS2NrrSiHpRSMFsLWs8rfszhmRLP2m1jRoK4UiN0cqsKDEjMTJPNa1ySjVjsJivLs6j5k6QtF3PkWmInQ9YxsU2D/ozTEUGllGrm7RgtU3Msk2gu1zK2VakRuc29GueF0PCjmJlqQBBL8m7ShnI9Zo1CqvNj6rXvsWZjsLr8vbareeJcIaOIsLFUlnvAcbCXmQBXBhsYKmbUCnAMRSAFlgE/f+VA2+cuvQqCFKpLq7Mkq3/p+ZQvuDQNcu4k8vAPgUSrGJ+f5Nhlz2Wov78txHeRehBxbKFBJBVGMzBCCNpCcEfz7rbZQGx389T2Ec+niZSKw3N1Sl5II4yZqvpMVf1Tn7iMF1073qYu96UsXnzt9ktm3M4U0jbuilaeYayYW7YT1qxN5LeH38owQMYR95ws85FvH+a7RxZaC1pfOM+FtQd5ZmGW//3YmKuKkj7XJO+0awCWIVioel3vJ4RgOOvgNrUAXzjITBE5faT9GmGDvvLRVhe+5SilOFHyWr4SqeBEqcFEqdG2X5+q+ERyu+dabw8e9ZpGNeh0ziWRGb1X5B3rS/PRX3gc/3r/FEopbrx0lIFeGwdoNgRDCPYPZpmt+UxXE0ERxJKTFQ+E7rnQC0p2hsCeLDf4+B3HWwvwwfk6L7hsiB3+SURzNGPBzZca/MDaTaQUllj6PS14MYdLEdcW0iiZVMg1V5iKLhrK4lgGu/qSirW+7XYYaFYLapCqM9xWAXGXiKsgkljO1t8Hb0b0VBiG/Nqv/Rp/8zd/gxCCV77ylXzgAx9YtWEeQKPR4Morr2RmZoaFhYWe77X1P+EzpFuo7elYNfozDi957C5eet1uLTDOEcnfsvOPt9IWr2lHlmcI7vtP1ORB1Ird+PdPVNoW8JIXcWR6viUwFnGIKDgG88rlWDkR2hOVkKMNk6vG+4hlUlOp4rXncgDsH8iyfyDb8jtYe69sP8BJY++8sOvcDQHOCiEkBLhm+/fAFGLbVAxQqrfHenjve9/LN77xDe69917uuecevv71r3Prrbeuec673vUu9u7du+Yx3XjUaxpZxyRtm22JRsPLbJ+RlJwse9T8xKE2WkitmasRzxxFzhxBWA7G2MUY2b5Nnb+mnW5+DEv7NlYlOno/3tc/2VqFxPAezCe+AMMwMVNpLLPTVBuaKTBMWKaZ+MIhNixiYfHphxr84MQExbTDG57SXimikLF58HiJi8f7iKViVzGNs8KsaO66BGyX6MSPCEyXaPxybMvtEnibmLh29qU6fBop2+BEyaMRJrWoxvpSq+ZibTU2wxH+Z3/2Z3zgAx9gbGwMgN/5nd/hN3/zN3nXu97V9fjvfe97fPGLX+R//s//ycte9rJ13etRLzSEEOwdyFBqhIRx0r94efz/iZLXShqqhzFH5utcNJzr+gWMpw4TP/xdIFGH5dwJ7KufgXB1KODZoi9lM1cLWiYLIWDwPNL8pFLM1wMaYUzaNhk4Ra5KcPfX2ratavoIVm0ea+wAAE/Y088dx0vUgkRAZGyTx+8dQogM0clHMGWAb7iccBMfnmUIfvXHL+DfH57lRKmBUqrt/n4Yc8vH7yLlmPx/z76UK2/oLD8EEA/u4ZAYTDLCQ5ieqbJ/MNs1CirjWFw0nOuInto/mO24//nI/Pw8x44d45prrmmNXXPNNRw5coRSqURfX/vGNooifvEXf5HbbrsNeRp+oEe90IDErNHfxeatlGrLMoUkjK8exF3zN+TUilIqcYScOYo5fsmGzlezOqYhODCYpeSFSKXIp+wO88WjmeMLDSrN72zZS0p17Fojf0F5nY2Ylo/1ZxxuvuEAd58oo1BctbOPvGsBDmLP1RycKeM3dQCj6TuyTIOnXTwMJE7phWXmwc986yhhrDAjyU9esaM17oUxE2UPL4xJOya2YbSVEImkYq4erOprFEJ0LRmyHQXGekxPy9/fu9/9bm655ZaOY6rVJCKuWCy2xhb/X6lUOoTG//gf/4Nrr72WH/uxH+NrX/ta75Npcl4IjbWwDNHhKLfNVb6IRhcFutuYZlMxjO6bgEc7YSxbAmORshcRxRJrFcFp7b2C8IFvLw3YLtYK/0HOtXjy/s6cI8sy2TdSpNwU0IWU3aEJjBVS5F2LRhjz5bsm+MGheZ508RC//MyL2VFMkjKUUhydrxM2f2f1IMYQ3etSnQ+sp8ptLwULc7mk73upVGJoaKj1f4B8vr3axUMPPcSHP/xh7rjjjp7nsJLzWmgIIRjNp9oqgfZn7FWLoJljFxGVpmmVHHPSGEN7zsJMNZo1WGOz7Vx7I1gW0dEHMHJFnKt+AuH2XlLcbApo5dWJ7v8v/NI0Rn4A68LrEOk8QgjyKZt8yubnbtjPz3UxR/mRbAmMRbrJh/OlJUGX2otnRH9/P7t27eLOO+/kggsuAJIeR7t37+7QMr7xjW8wOTnJxRdfDCRRV5VKhaGhIT7/+c/zhCc84ZT325B2r72yVdu9BrGkHkS4lnnKgoWyOo+cOZo4wkf2IZzeQ3c1mjPl6Hy9TdsopKw1zVMbRfC9L6Iqs63nIlPAftzz1jQPKaWIYolS8PBsrc39awgwBYTLFtC9/ZmuyX3bmW6l0b97ZL6nc6/f09/zevmud72Lf/zHf+QLX/gCAM95znN44Qtf2OEIr9frzM3NtZ7/53/+J69//eu55557GBkZwXFOrcE/uv5Cp4ljGjjp3swdRq4fI9e/yTPSaLozXky3HOEZ22orILhZKK/eJjAAVL2MqpcRq0QPxlJS8/yW/X5H3maisuT76EvZzK8IlT66UMcQgrRtsqOQ2lalQdbDZjRheuc738ns7CyXXXYZADfddBNvf/vbAXjjG98IwIc//GEymQyZzNImY3h4GCEEu3bt6vleWtPQaDRrouKI4D8+BXKZP0UYOE9+McLuXrqj7gWEcbvfwrYsAqk4WfK4d6LMpWPde3dAUkF3/2B2Q+Z/Lummafznodk1zljiSfsGt+R6qTUNjeZRTqkRUvFDLMNgMOusewcvTAtz/1XED3+/NWbuuXxVgQEQq07DvRAwVwuQwKVjhTXDZRthTNgMsd1MvDBmupqU2y+krFOGMG8E273dqxYaGs2jmJXlziteyAWr5CGthbX7Moz+HajyDEG6yJyRQ5Q98q6FEIlmsHyxtU0TX7ZHegWRamvQJIQgVZ5g1JvAQlJKDzOT2wNCJD6PTU7ajKTk0Fyt5ZRvhDFSods9nwItNDSaRzFz9faCjqFUVLyIvvRp+EKyRRpWhrIX0ggi/Fi1rm8Zgt39mVYgiWtbSTnzKE6Eg21RCdrNVamgwp7G4dbzgfoEsWExnx1nOOeeVoZ3FEtmmsmfOdeiP22vqjlUvKgjimuhEWy60Njo6KmzjRYa55BSI2z19uhL24zm3W2ZrKQ5fbwwxo8kmWYvifXy3SPzfPnBadK2wfOvGOPACj+AQLCyK/XpfMWUUtQ9H6UUecck78BsI6IeJteOpOJk2Wv5IYQQpF2H9LL1Ny8Mpip+azbZoDOKKOsvkN15IYXTEGpJu9l6q1pA1Y8IY7lqwmA3TcY8C7+/7W6eenSGJ2wi8eQjhHf9K+E9/45cmDrt63hhzPFSgyCWxCrZsU2vs2S7ZnszVfF4ZLbG8VKDH01X11148VuH5njvPz/AA1MVfKn4p/un+PeHZ9qS5FYW13RMo6dulSuJ4rjDKbuyTLoXdibstd3bMtjTn2kKSEEgOnf0oeliW6e3LNWCuKMi7nx99dL5edciteJeQ2fBNBUr1dNjq6I1jXUQTx4kfvC/Ws/DuQm46pm4fesPwV2Z2QvJzqiHduWaRwFh04yynMmKRyFl9axt/vP9UzimwVMuHGppKQcXGqSOL/D43cl3ciDjYBuCih9hGYKBrNPV7HNkoc5XH55hth6yt5jmmRePNMuJrM7Kq3Trh7GSrGu1cjHUYIbGg7M4fhmAyLCpFXczuCxXSinFfD2kFkSkbJOsYzJZ8ZNyJLbJWF+qlYzb7VMTa2Q+CiHYN5il1AiJpEqEyDaplHsu0ZrGOpBTh9qeCxR/96Vv8h8Pzaz7Wt3qJT1a49I1nYRdDNuRVOvqtWCZgtGC2/G9OTRfb3ueT9ns7Eszkk9hGZ3fMT+S3H7vSWbriaZzeKHBlx5s16It0+xYfoNm1VmguYD3nmkOIAyT1MWPp7rzKuaGLqO85/GMDw+1HTNR9jhZ8aj4EdNVn8NzdRphjCIpMHpsYamaQ8YxSdnt7y9Wipk1NPjFunTDOfesCQypentsVfQqtR6szgTAOV/x/n+6v+sisBaFlNW2MzOF0FEb5xEp2+ywqWe6jK3F8y/fQbiyGxGQXqUMzmpMVDyCFdc5stBos70LIcikXGzLxDINUo7Njr4sl4zkuWQkz/7B7GkVjjQMg+LwDkbGdzPSl21vJStVWzFEWOmdSQReEC1WPBbs7c92dHicqvptrRHONbFUPT22Kto8tQ7MXZcSzB7HaMagT/oGX5pKU45Cpis+O4u977SSL3iGehATK0XOsTp6NGsevRhCsKc/w8myhxfFZB2LscL6StJcubOP3/jJC/jGofnWd0cA1+xMsrQnKz4PTFeIlOKCgSx7+7uXGyl2qflUTNkdZizDMEitKDMhhGC1+p4bQacbvx1DJBrXIqYhujqaG0F8yhJBZ4vt7gjXQmMdGPlBjGufxcc+/w1mG4ovz6SoRAYjeZfRdf7gIfnBPdpq7Wh6ZyOyni8aznPBUI6jCw1qQcyuvhSFZomOrz0y01pwp6oBhhDs7rKxKaZtnrC7yLePLgBJ+OxPXjB4RvPaCAxDUMzYzNeXtA3HFG1a0Wi+s/lSyjIJ43af4Uqzleb00SvWOnGyBa54/BO59Qv3U4l8xvpSvON5l21KIlLZC1lohBgCBrPultkpnS9IpWgEMZbZvZfDVsFoaq3LOTxf79ihH5yvdxUaAE/ZN8hjRvPM10N2FlKbbt8vNUJma0n4bTFtM5jtbprdkU+RskzqQUzKNujPOESxwosSzaGbH3A0nyKI6/hNs9Vg1mlrvHau6WJR3FZsnU9yG3H9vgE++cYnMVcLGMx1j0Y5U8pe2Obkq3gRB4ayW3rxejThNbs4LvZaKaYTZ/J2odtiajc3NqoyiypPg2Uj+sdblZr70w79axTurAdRq2PgmSzC9SBqa0cwWfExDUGxy71F01G9XCY6luhoIbscxzI4MJgliCWmIbo6/88l2jx1nmIaguH85jmuV8aXK5Ld2UheC42zwWTFa2vOtdAI6UvbZLfQjnUtDgxkeGimSqO52zYNwSXDOeTCSdTJH7WOk+VpqjuuJJ1OtW1IgkgyXfXxo5isayGgLUR4MOusmjR3KspeZ7h52Yu6Co0zQam1Q241p8f2+AWch3TTXjZDo9F0x486o+H8SLKYKzdfD1hohEmP8oxD/iw0EIqlIowlrmWcMpcjbZv81CUjHJqvE0vYW0yTcy3iqYm240QcUpub4oQ7yGjeZTDropTi8HytFZnlRQFSqrZAjdlawGDWOa1dvNXFlNttbL2EseRk2aMWRCiVbLQEMFpIMbCFOj1u5cioXtBCY4sykHXaEgAT9f386Gy2Fci6VkeGdrYZIl1qhEyUvdZ4PWiwf8Ag3UNy2+myUA84WfGQKllgdxXTpzQRpSyTS4dXZouuvjhPV336006zwmz7wtYtsi+Wil6St8NYMlVNEvKyTlJJdqERtrK3LSHoS535UnR0vt5WEBESwXGyWVhxq+RBafOUZlPIOhYHBrOUvBBDJAJjtT7Qmo1nRz5FLBXVZib1SM5tmW9KXme5j5IXbprQiKRkouy1HNuRVJwoeVw4nFv3tcTATtSJB1rPQ2FTsYtAklAWK9U1qGNlH/KUZfTsXzs0V2st5vUwxo9jDgxlKdVDyl6AVIqpikfGjxjJpxBCEEkJip6/82EsOwTGcrwo3jJCQzvCNZtGyjZJ2SZhLJmtBYSxpJCyT69CqWZdmEaSRyGVQkCbOahbUbuNMK+shh/KjkioIJYdJqNeMAojKNNGlqdZCGDGHkQayeKfsgxs08A2k7pMyzXdv/nqw+waynLdhYPsGcr27M9ohHHHYl72EvNRrGTbrrseRFT9kIoft5L68q7FeDF9StOsKQRCwGqbeG3a3Ti00NjiRHFM6ZF76K9NIQ2Tudw48eg++jM2SnU3G2g2jpWLTRRLDNGedGY38wk2i5RtdiS5uZZx2n97ke3HzPaTi2IqpSS5MGWZbdFhu4ppjs83+NjXH8GxDHYOZPj2/VM84YJBdhUzNMKY46U6liHYUUitKjS7CVgD+NF0BdsQrDyt6kUsLHOUV/yI2dqpy5UbTW1wee+Q5RyZr3Ng8NTRh0opgmbzp80SNNo8pdkQFr+slmG0mQf8iUcoVk8AYMYRo6VHOG5nmK71EUtF1jEZ70tr09VZIIolj8zW2qKqBjI2w7nUpjYMMg3Bzr40E6UGkkRgOaZxxp3tvFBSb5bXqIcxJS9sLc5CCHb2p3nBE/e0zCnPeOw4o3mXUiPk20fmW5VYH5mr8aS9A13n4lgGfSm7ZdJb1NoWTWErF+Zu1V17LQEymHXJOhaNMKbiR1SXaUpKwXw9ZEdhdaFRDyKOLTSImjW1xgrpTdHq5TZ3hOuVZgsQRMli9PBMjQenKkw3a+UcmqsRl6Y7jk835lsRGLUgbnPKajaPBS9sExgAQdzdB7DR9KXtVo8JRbIDPzxXP+0e0kopJivt35vpqt9WQ63qRx3297l6wMOztbbFvRbEnGh+B2Mp8YKo7Tq7i2l2F9MMZ922ulCRpPV5CgHFjEPW7Vyk15PUmrJN+jPOafXFOFFaCrOWCk6UGpsS6RSr3h5bFa1pbAFOVrxWiKci+fHO1nykgryZAsptx4dWuz25HmydYmyPZrqtz6e7aK//3qojmiuIJbUgPq3+GFLRIQCBU2svio6eFYtz8YKIireUy5F2LHKppOd2Me1AGuIFRSleeh+hTGpH7SpmsEwDpRS1IGrlcmQdk8F1hMv6UcxkubNAoYA1ow9jqTrel4JWXTDNEvrT2AJ0U78Xf89zuV1k/AVsmfwYG3aecrq9fPTKqp6azaEvZTNT9dt8C6eTkOZHcTMqy+i5f4YQ3Xrw0eET6BXTEKRts+27J0SSwGd7IYMZl5xrYZuiLfy2P+vg2CbzTQE2nDYZSZsMZgxqvs/ykN5GEJF2LMxluRxDOYdaELUJrEaYRIft7s8gRCJAwliiFK3M7zCWTFX8VvmQkbzbkSOilOLIXJ1w2bUtQyRtXzPOmqVRTEPgmEab4BAkYcsbjfZpaM6YjG12bcoEiVZxaORaMn4JKUyMXD9Fa+lHaxmiVSxRyQg1cwRVLyPSBcTQHoSp/8QbhWMZ7BvMtrTAYtqmsM6kvooXcnRZeZj5usnegcwpBYfX7CGxnLRtnFE5j13FNCdKDepBjGkIomaIcTLPiKGcSz2UFFMWpiHIu0nk3mBGIZUiCAL25Zv3VzEZAVVlsFxwSKlYrri4lsnOvhRH5hssp+JHbdFgK7Wd5TkYfiQJYsm+gfZij40wbhMYkGhTo/nefE7jfWmOLSRCZ9GnsRmmx63cla8X9IqyBRgtpAibPwohYDjnEkayJRiUMMkOjZFPWa3oj8GsSygladtsORPlsXuhOpecU19AeWXMvddQaoRMVpL+zVslVn27krZNdhW7lxjvhZUtfethTDWIyHex5S9npuZ3CI2+M8xCt02Dvc2F96HpKsv1mEgq/uq7R7h/qoYh4OXXjPNjFyQarhCC/QNZgjootbQzNwTYQhGq5PsYS8Vk1e9YfLt9Bw2xeu9yP+oM260HcYcprdt1TdEZobUaacfkwuHc5kdPbXNHuBYaWwDHNDgwlCOIkgJrpiFaDrgglhTTTkcUh2MZOMviGFTotwRGi9oCX7r7MB/+rwkiqSimbd7+jEu4bIfuKXuu6OZHiHvwenZrttTtWqdLt/Vx0VIjFXz67gkev6f/lNVvTcPAj1SitQSSWIEhvLZwXtcy2yKqINkoraZtdXNqCzrDoW3TYCDjMLesbttIfvXrdkOIrV3ReCughcYWYtF+K5Xi4GytZV+tBQ2EYG1TiFg0CywtJAr42PePE8nkRzOYdTg4VyPjGF0FkWbz6UvbzC4r/GcIyPVQQqOQsjp8X+s1ja3FYMZpRUBBUqDxkbmltrF+LFlohOxYJjRM2yYKlmlOQhArk9mG38zBEMRKdTW97uxLUUhZ+JEk46xdNdfqIgwGs05X09GOQnJdL5JkHXNLCoCtHBnVC1pobEEqXtQRyTFT9TsWiVgq6kGEYxm4lo3oH0PNn2i9Pmf1MxckP/ydfSle98S9mIagFsTUggYnSg2ybtIxTputzg4jORdBYsO3DYPhXKdDtxsDGQepYKERYArB0Ab3tC5mHCzToOKFWIbgMz842RZuOph1GFlR1dm0HRAGMg4RwsC0bIIwpuAs5RrFShHKLpqCEORTNr3qvDsKKTKOSdkLSdvmmgUIM47FFqpP2IF2hGs2nG5fqsWRIJZ84nvHmCh7POuykVZS30DGYXTHRczKNHhlPCtLxenn2l3HueNYiWt39XXszBRJLP7R+Tr7B7PrUuM1p4cQgpF8ipF1WghFs4f8ZvaRz7lWK3z3NY/fw9987ygH5+rsHcjwysfu6mrjNy0L01paRpSM2r5nphBk3PUJt6of8aPpKmOFFDuaQR6TZY+TFQ/bNCh7EfP1kAuGtud3VjvCNRtOPmUxVRFtX67FGPMP/tvD/NO9k7zt6Re1ZYHP1QNStsG02QfZvtb4S68Z59Bsfc0kJS+SPDhVYbyYOa2Y/7NBLBUnKx5VL8K2BKP5VBIiGTWDAXQ5lQ1lZ1+K//a0i9Z9Xjcn73rW9btOlPjwfxxstXR99mUjvOTqce6eKLGvP93qRx4ryVTFI+vaZB1zWwqP7crWXCHOcyzDYN9ghplaQNQsUtifcZBK8eX7pwAY7dIAygs7k65sU/Dnr7yO+XrAVLWzLo8TVMnXk7pWE/EYF+wYwNhinc4gKW+96DiNwyQef3F5MgTs2sICbyuilKLsJZ34Mo5J3u0tX+RUpGyTRriyP3fvf5ePf/9YWw/wL943xWNGC/Sn7bb6VpZI/C6z9RDbFOwdyOJsExOr7qeh2RRcK6kptRxB8qMM/Yj7JqtcubPQ9lp/xqbUCNs0lL6UjWkkNnAvitu6pqX8BXZN3YVoLr/F6nEeFo9j50Af2XO0AHthzFw9KZddTDstQVDx27Ohl//spEqEyumUCt8uRFIyUfKo+okPazSfOiMheaLstTLM5+qJeXPRFHQmpByLglLUmn+vrGuT7jGXRErFdLWzY2U9jIi6ZKGbInEqh7Fipupvm3a8211obA/RrAESu/Yrr98NwMe/d4wfTpSRSuGYBrv7M7hWkiiWcy0c02Aw47QS/yBJXhorpOhL2QykLforR1sCA8CKA7KVCY6XGmetPMZy/Cjm4FyNhUZI2Ys4Ml+n0tQuTuWoD2K5bgejbJasCLssSFuNk2WPih+hSJLbjs7Xk54Tp0EYy46SJHP1YMMWs6xrM1LIMFLIdK0ltZJIShphjBDwmBXh4Gnb4PIdBbo1j1o+3WCNXhpbjViqnh5bFa1pbDNecu04Fw5n+e6RBYppm0tG8m0Laso22dPfPflssRTFwzM19vSnKXbxTxpKEskkzt42z66duNQIO+o7zTdC8imb0XyKo/P1jgS3RZYnOfZC1Y84vtBoaWWb7WReDaUU5UZALYiaFWANImgV94ukpOpHVFb01VYkCW6F1Pr3favJ1mSj0Ntn6IUxtSDCtcwz8inM1HymmuXMDQGvvG4Xf/v949w/WWZXf4an7B9AKcX1e/s5MldrzS6WimjZ+9CmybOH/qS3IdfsKnLNruK6z/vmI7O85/P3tcJ5f/txOX5yWWiiFAaVzAiWIZip+pSbXeuGc+6G5gSsRreFZ3Ek51pcNJyjGkQ4pkGsFCfLHmGsSNudpjylFFLRETH28GyNbx+d54L+DPllC8101acvZbdyZc4WC/WAshcse+8xJ8o+956scNVYgflGsOoif7o2fMcyyNhmqyw6JJ9vr+X15+oBJ5fldPSl7dbnX2qEpOxTd/VTShFEsiUwINEc5usBv/D4PXz8ruO4pkFfyuLQXB1DJGG/M03z1fKPZCDjMJjduBjbWCoiKXHMU/diP93rb2e00DiP+JOvPdyW//H+71R57M9cSa56koYUzOV2odwsGWeptlUsFccWGuwbEM2ubpu3qBbTdquu0yLL4/Et02grEJgbsro2oio1Qk5WPGKpmmU/0timwYMzVb59ZCE5t0trVi+Kz7rQqPhhx8I0knOY9+pMVb1Vczj60/YZ5Wns7s8wU/VpNAsADmVPrWUlnfUi5mrtfodSI8Q1Dd57+71865FZMo7JL9ywn1c9eV/X60xVvKbfqvM1qZIIqnoY87jxvlbBQKlgthaQtg3qzYAPpRT5lLVmNvl6Wa752IZgd38a19rY6CwtNDTbgliqtt0hJLu1R+I+Hn/ZfhylyMTJ7urgbK3j/EPN7OCMkyzCvSSkrRfbNDgwmGO+seQIX6uXgmi2+FxOGEuOl5aK4TXCpN/Inv4MP5iotMYrQUxhmaYhSApHbgUWrYKii6momLYZOEXF1p7usazQZS/M1QJOVlbv2/KZ7x3jW4/MAonZ7ENfeYhr9xS5coVGXGqEzKwQOivJ24LH78gwnDaoRQrV/BykAj9WnKz6OIZBzjWp+jEPTFXoT1sMZl2sM6gZ5Udxm+YTSsUjs3UEiTa1o5DSbWPRjvDzBtMQXLenv20s65hcuTPJ6TCaNXeEEGtqE/Ug7ii6t5EsRgaNFdLrar6zSLfeIrVmGYvljuPDCw2qQTJuCsF48dx0P+xL2R1BB4vtTlea1gQwlN3YTPBeUEqt+Te3DcHXmqHgy7mjqdUtpxZ0r+a8SNZUPKZo8rgdaUZdxc6UYtEYJYDpWkA9lGQco2WeswREUcxUucHEQo3GKe6xGmUv7DquaIb3nkLY9cp2d4RroXEe8Vs/dTFP2j+AbQouHM7yvp++nHQXM81wzl2z81ljCzd9StmdX+nFRfbA4FIp7SBW3DddoxrGXDySOys+m270ZVwGsm5LQJT9iLlGxN7+NBcN5xjIOFiGIGUZ7OpPn5H5LOwSYRZLRSOITxl51i2L2TIEeddiz0CGC7qkuF8y2jnWrfeLs0w49tuqTXtMmZBpfkUV0J+ysA2Bu0zApy3RMh8pBTNVj3tPlnl4pnpKIbXy/axFdZX2BetluwsNbZ46jxjMutz6gitOeVzKTkpElxohU1Wvw/YcxJKTZY+RnLvlMrFdy2Qo67RMIKYhWvkH1433kbYMjpY8TAFXjRXYkT/z3IQzJZ9yyKe6O3J3LCulcbqEseTYQoNGGGM0S+8PZl3mmw5txZK21S0Kab4edjSAsg3BhcO51mL9yz95AQ9OVjg0k0Q4vfCx4zz+wEDbdWaqPl97aIY9/Uv3SVkGA1mHE6XE9NXt67R8TAjBeGHJh2HQGUAhmo/F0OSLh/M9fU/70g4nK/6qgQcb1exsKwuEXtBCQ9MV0xDIZgTSSqRaiusfL269hKqRfIr+jEMYS1KWQaxoNfi5YkeBK3YUTn2RHpBKobpEaJ0LKl5IPYhJ2WZHN8CTZa9VIVcqmKz4pGyjJTAg0SQmyg0uHMq1nVsPog5fhtvMC1p+3Fgxzd++4Yk8MFmhL2Wzoy+FF0b4YYQhBI1I8dbb76Ha1FL39ad581MvYP9gEh4+Xw9phDHVCPqXyc9YQX3FBn+5X0GS/B3axpRqvS+pkp4lvYTkGkKwbyDLZDlpvyzEUvl5xzTOSUj2VkQLDc2qnKpfQ8kL2alSW7Luj20aCGC+5rdMLxnHIrvKjn69TFf9pDGSSsJVx/s2p8tbL5wse21lw6u+3SbMu7UTrnqdnQDDuBmmvOxt1LqYIoWgq5lsphaggHkvRCpJympWukUhVBLJtig0Ds03+NL9k/zyDQcA2DuQoeyFhJFEWRJDxojQIypNMRZLSnY/Vbu7sG9EirSVLPpSKRpR+ztbT2hy2jbZ1zRj1pu9yh1T0J9xNux7vt01De3T0KxK4RR9HkxDnNEPKYgkJ0oNDs3VmK35G56FXvWCNlt9fYOyv2t+xHR1yYxRbT4/F8RSMV9fEQLrhW3vs5vjPO9aHaYg1zI6BF83k0y3HIx60PxMms9X5oWahuDa8fZFf3k3PkMIimmH4XyKVDqDbZuY0w+R9hfIR2V2NQ6TC8u4XRJOYwXVUFEJJNVQtfWrMDi1870b01WfQ3P1JCel4jNRapz6pB7Z7j4NLTQ0q5JxLHYVkygmyxBMrgjZHTkDdV0qxeFmyZB6EDNZ8dvCHTeCbmU2utUwWi/dFqH6aUbsnCkK1TVLfrmwHM27bbvtoaxDxrXY2ZdqOX9dy+hIkIREuCxPgrRN0dVMs1Kb6eZYry77jATwtIuGu74nqRTxwiSo9r/VuChzYCi3avvWrp8DMFH22pzYSiV9aLwuGhgki/rKTcCCF3WUXjldFisunOqxVdHmKc2aFFI2hZTNrf90H/983yRX7uxjR1+K+ybK/LdnXkL/aXa7qfkR4YofxnwjWFfuwKmwTZMgileMrb5PCuOkBlLKMteMUuoWCny2w2AXsQyDnGu1LYppu71jnWuZ7B/IMFHx8MKYRhhzaLZGPYyxDMFYIbXq31EIwe7+DF4YUw8iKn7EiVKDYtqmuOyc1ArtoxYuZlQnz01D8FOX7SCSScn/n7p0lKvH+1hJHEvqvo8tFStn5MeKjBBYhtHRpGzp80hyd1a2x634ITnXIowlJ0v11qKctk1GC+k2jXm1Xf5cPdDdLtFCQ9Mj906UUQruPl7i7uMlAO6bKHN1l3Imqtni048kOdfqush2S5LaaI9ALmVTbiiiWCKAbMpeNRdjvh4wsUyT2pFPMbBKaYqca1FM2yw0d56udW6dpLv60szU/JYjfCjXOe+TFb9V4TiIlwRpJBUTZY+ca7UEqlRJ1dhaELfeWyQVJ5dpgvUwxotidhQS7STrWgxmHGabpjLDMMinnZaT2rFMitk0V4x1Corl+GHymUbZQezqNEIu5tjAn/8oIjN5mB/bP9BxniEg79oM5Rxmqj6luF3zs5vJqAt1v20X3whjqn5EflnItWMZWIbo2O1vlPl0K5ueekELDU1PXDZW4Oh8o2OsG0cXGq2d73TVZ2ch1bYrhSSz3DZF247QEAKl1Gn7Sfwo0RQKKQtDCEzDoD+bQsok9n+160qpmFwRITRZ9ehL212d20IIdvalGcq5SKlwrc2pUQRLppJaEJGyTIZzbocWZBhJN8DVUEq1epGsRi2IWiVaJkpLvUsaYUw9iLuahObqISP5pSzp0UKKwaxDrNRp9+ZeNLYZcUSUG8YIakw2JJ84LJgMTGhUuXa8r8O5vX8wSyOMOThb64j4c0yjpUl182ktjoWxZL4ZFTiUczhZbjdRrfwOny5aaGjOC97w1AMcnq3zwGQFyxC8/PrdXbWMxfpEAK5fJlOfoVrP0rfvAsSy0iNJxd326P9QKqpBRL6HctoreWimykMzNRTJzv+6XUX6mrvHU8XoR7IztFipxCdyvOTzvRMlwkiybyDD43YVWwLCMQ3YZKvUiVKDSvPzXBSK3dqcLjQCKl6EbRoMZp02M5wQouvOeTmLi3w3ARPEcvXEtxWFcS3TOKNFxTJNIr+C05hLBuwUI5bCdSIIkvkfK3k8aW8/pUaY9IrJuqBo5XosYptJh8flDabStoUftQcOZByTSEoOztaWPqNG4rPzophYKvpS9sYJDd3uVXM+MJRz+dObruP4QoO8a1FYxba7uIvKV44zMnNvaz2JvEnsx9zQdmw3Z+nptIio+hE/mlmql+VHknsnKzxpb7sZY64eLFtoHDKORRBJFhoBpiHadoCOaTBXD/i3g3OtsfunqlT8iBsv7O7A3WikVC2BsUjQ9LtkljU2Wl5kD5JyGBcO5RAyQk4dgjhiOD/OxLI1dbm47s/YbSZEQ9AhRPvSdkcZjbxrbXhyp2NZiKhdozWE4JoBAw8TqeCioSyD2SRBcZGDs9WOa4Wx6uhIWMwkmlDVC5OIrYxDyraYqwUdQrXqR63wW80SWmic5yzaaXs1r5wqmS/rWliGYGD+kTYfhSpNIiuzGPnB1lgxbbcVrzOFOK2+CCsXVuisI7Sy4F7NjxgvppsNp5aOW+yOOFZI8fVDc23XEEJwcK7ekUy2WQhBRyY20FEscmXIbSQVlWqN1A++CI2kSGPGcjhwzbOo2jlc0yDjmDRCiW2KNlOSEEl01OQyIZR3LUbzSaTVbDMXI+9aG9Lpb5EglvhhUnHXtCzUijJPuweyDDf9IWnbaCVrLtK11XGXkHAhBEO5FEO59rl3i0HbLH1Am6c02xKpEgdoqRFiCsFQzmnbuZ0uhhDsHcigHuliQw/bbcTDzTIkiVklWaxOJ0GumLYpuCZ518YQiRBZ7vCuhzHzjc42ojPVzpIRQ8uaMa0UDDnHJGM1F6wNbFClVGKW8yNJzrFakVhlL+qQGt16fqw08wFYUw+1BAYAUYB5/F6GLn/q0vtxuwcFDGZdUpbZarK0mK+zcne/UczW/JaQMpRkn9HAipt/L2EiTZvQWWrl2whjFryAgUwyl7gpQFYuxmv5eVbSl7KZqQZtpiPHNDgyX8e1EpPfRlV21kJDsy2ZqfqtuPNYKSYrPmnbbDN7nC6uZRKN7EFOHlwatFOIvtG244RI7NG99HJYi1gq+pf12ehLJeXD/SjmX340zdGSx1WjefpXmNS6xvUv+0Ffu7PAiXIDEFw0mGmVUn94psbegcyGhdkeLzVakU1T+IwVEjv8iVKjbY6uabCzr3MhHMw6bZFfjmngyICOvXfQe4Ja1rXOSp/4SLY3YhqUJax4WWl+FTNvDxPH7Z+1Hy311Dg8X+tYiItpe13hsZZpsG8w0yqPE0ay5dup+olmun+w05d0OmihodmWVLsko1X9aEOEBoC572qwXNTCSUQqh7n7MoS5OV7jbtVH/SjmO8dqHG06Rw+XGvQ1o6oWOTTfYCzfLrCWLzQDGYefuniEH54sU3AtrPkJct//J6zSJKXRfdjPfDlmvnhGc/fCuCUwFpmq+piG6BBqfizbFi0/SsJFHdNgdzFNtalh9WdsDGc/8si9LBeNYnQ/VT9CiKR3SC8LYBjLZiTamS+WZS+k4kVYpmAw42CZBmHcbhjKqs6eHVkiFmgXANnm97QRxl1NU2OnYTpzLZOxQprpSoOy135NL+r0JZ2v6E/gPMU1zY4f2+mGSXZDGCbWnsthz+Ubds3V6FZbyLGMtryCkhfx3eMlrh4rUHAtvnV0AamSRWco69CfttnVl+7QHkZyLlftKDBVqtP39Y9hek2H6/EHqXzpbyi+5M1nNPduu85YKlJdkguXj5UaYVuzqbxrsbvZG14pxbSRx9vzBPpmHsRCYo1fzCF7jGA+aaaVtk329mdWdWRHUnJsvkE9jBEk2sx6zD0rWW6CgkSAXDCUI7UiJyIQFo5qF6Kfu2MSmc5x7QWDWKagP+2Qd63EHxeHSajbMgF4JspAI4yYrnUPT9642lNnXpXgXKKFxnnKcM6lHkatPImca52y1tRWpZi2KXlhq5SFbS6avRymlznaG5GkmHY4UV4q9z7vRcx7Efv601yyrCeEVElSoGkkzvm5+RNLAqNJdOIRpN/AcJeCA5RSzNYCKv6Sn2YtYZxxzI5w2ELKwrFMRvMuU5WknlOSub10n6lq+4684kc0gpi0Y1Lymt3xCuNUC+NA0nArWFZ8sNH086zmo5iq+K0e4oqkGGHWtVo7/NWYqfqt4olJUEMSk1tboQ2GsaLqRxRSNrv7M0yUGniRpOoMkA0nETK599cfafDuzxxFkQQo/PfXXM+BsTxRvcJQvICjJAcwOUERTyQmyoH06RcXnCx3L2WTsozTagrWDW2e0mxLHMvgwqEc9SDGNMQ5K4NxJgSR5ES5QaOZuTxWSGGbBlknMb08fleR6VrATC1AAJeO5NjXn25lchdTJvv6Us3Ci8ku3o9iZqs+rrGUZJiyLQqDQyghEMscpdLNIuz22P2pqt8KTW2ESZXYi4Zyq+7oRTNwYKri40eSrGsy0ozsGcy69KVtwjjRPJYvhFHcufBEUlIPVNeFz486d7erleJI5t5Zl6kRxGsKjaT/it/2vNvabQraAhDStsmBoSVHtxfkiLwaD5yo8kufeLA1/uobL2TvaA4ZxwyoeRYNeBYx45SYdneQdW2KZ1Dqw4u6VPUlqcK7UWihodm2CCE23dmplCKMFZYhNjym/+hCvbUYepFkpuq3NQbKOBYvvXInc/UAxzLINRe8S0dyTFY8rtmRbfNxNIKQIwseRbd9gfbCiFRfP6XLnkr23n9P3pcQNK59JsJoF7YLK4raxc2ExdU6A3pRzJ996zDfPjTHUNblVY/f06ZRWIZBtzJYhZTdloRnCkHaNnl4ptY1ecy1DKIVZc5zawiAlGV2CJpTbSyW+5YEnWYiA3DMJTNP3Q878igmyg3m6yFgkOrLc+0FA9zxcBL6/IRLhgBwiDBXeHxMFSXNmcyN/z4nlQF0bddFtNDQbBp+FHN0vkEQSwwBo/nVC+OtlzCWHYtaKBV+JDsWt4EV90zbJk/eW8RbEQxQ80NiqbC6yLaUZTB11dPwdl+OVZokHNrD4MhIx3GmEKzsVLFWTseff+sw/3TvJJCU5fjdL97H/33FYzvmvJKxQqIhVf0IxzIYybn4kewuMEzBeF+amVrAQiNAIBj8/7d3pjFyXeeZfs+5e+1VXd3sJtlqbpIlO3QYx45tKBPHjuWBnMAwMkGAkTWWCEgTx5YyAQwMElmyNYasH0Z+JJgg0A+RkhMkGCAwxkAwwGTsOAZMZyIH8dBWpNhyZHFpkk32UlVd293P/Di3btWtutVdzW62usnvAQiQl7dWss93zre8b1ZHzlCxbntQuZzbGGQmb8Dxg1i+vJLRN52h0TZpQzbVZHFfFrEDWFHwsr0gChgSxhg++/F78fh//wcAwHLDxlTBhAsVAVgycCgqwLd/WjZUju5QrS+zw6fwvaxgOwkUNIhbxrWGHadAQoERYbztoHA2MrnMsLGKbeLxaYKJ0TUnELGBUA89MudZNQ/BmzmISiRaOEw1pyfkLCxNQTbFh73HPw4NELqBwA8u1/HRd4wGpEH4gI1t/7Gj6SaFMxydyoJznrCO7Xg+XrlYi79DQ+M4dbAYfweawnGsmoPjB1AYg6pwCCGDsqaM+m4AQCWrY9324QahXM6T9WlwxkaC2lrHxayqQOEs9f3PlCw89R9O4sKNVlyIF4zjOoo4IBpQIOCDQy/N7UiheiZn4lKtE4cjQ+U77h9P6SmCGEMnLS/uBTsSNDhjmM2buDownzCdn3w40NRVdF0/IWWSNzQ03RDrruwY0hU5UZyzDKnUqiSL0WmULB2GoqDpeNAUjqKlwQ1C/L/LdZQsHffO5hP3T+cMrHW8kWs3gx7pTvVqKgzyRMJTUis/ud6KvyuFAZ4fYrHRxXwpmbvvFfFtL8DlegdeIMAgTyLDRXSVcxyvZnE1EjzsBQ753hgyhormQEpNCIF124cTtHFsKoesro5sBPKGitMfORH/udZ2sNR0YCsWLoUmmPARcg33GDtTc8gaKo5Vs2jaPhTOUDS1HU+r7ncoaBC3DEtTRgqqw74L26GU0ZE11BEPDMcP4HoBVIXDHDOPoHCOSs5C1/MghCx2qwrHQllBveuh1vXQ8gUK5tZPRpauwIpOFz9baePzX/9hnHb5dyeq+G+/8c44ZfWf3ncXvvy/fxzvst93VxnvPnjzHuYH8iZKlgbHD5HRlLFS8N7QzAdjDPWuh/lS+vNeW7fjTjsB6TOeN1Km0xlD0erXW3rrf0ZXUckaUjY/CiheKP/e9uQMhKUpmC9lsNS04Uay+nNDw4yqwmCpkTyIAoSCw/Wl091O2e0aqgIjd+saQ/b7SYOqO8QtQ3YzyR9kxqRHxUbmRuMIQpHqwgfINEphQFqjZXtYa9noOB7atoN6Z3RYrOX4WOu48IVA1tCRM/V4cWWM4UZTTss3HR+L9S4urHVGnmO17eCny038dLmJ1Xa/Y0gIgbbro+P6EELgzPfeSuTpv/tvK/jHARHEnz9UxIv/8RfwXz50HM/9+jvxzL9/x7bTLFL6Y7x3CJCexisYKm40bVxa62C55SROYWkud2kdVoBstZ3K6rH2WEZTMJ2Xp7VqzoQTAk4wKooIyJ3+8WoO980WMF/OxNIdQgiEQYCO4ye+H85YaqPAXuZW2L16nocnnngC5XIZlUoFTz75JHw/ZejVcfD444/j6NGjyOfzuPfee3H27NktvRadNIhbhqkpOFHNRdLa6XnwzbjetLEWieTlDBWHitbY5xFCoGW7MBTAilJLQgg4rgdDl3npS7VOvAtmAO4qZxI560bXgx+GsTd2EAqsdTzMl8N4AVu3vcSg2vWmAy0SAby41u/osjQlIZLY43KtA6Av3FjO6JvWMHaaE9NZ/Ph6f+5EiybQewKSrcgOtTcwmNEVtIe6r6wNajUH8iaqWQOhECMy7ZWMnlDMzWjKhjMQIgzhddsQIkSRA7rKsO7zxON36pSxG9yKk8Zzzz2Hc+fO4fXXXwcAPPjgg3j++efxxS9+MXGf7/uYm5vDt771LRw7dgyvvPIKHnzwQRw+fBgf+9jHJnqtfRajib1OKOTQVm8XyphUUb2ZH+qm7cWqqoA8Iay00oev1joufrrcghAiDhi91xeBH/tCD7apCmBkUa913MROtldwZwOavU07XVV3te0mOrq6XoBPnJzD+w5oePSdFj44p4EBeN+QZPvbQd7Q8J7DJRyrZPCO6RzeOVtAZygoNB0/9lSfK1hxIOVMniLTJvEHUThLPdHM5AwcLJoomhpm8gbuKm9cj/BdGyLyC2cMyCgCOusvvNuZVL9dOHv2LJ5++mnMzc1hbm4OX/jCF3DmzJmR+7LZLL785S/j+PHjYIzhAx/4AD784Q/j3LlzE78WnTSIHcPxA1xc6/sv5w0VhyMp9XrXQ8vxI8XQyQrWaYX01Guuj6WoIB5ivNzDsG+0vJZMe6W1Q+YNNfF+01pLNYXDTRmg+9UDIX6j0i9+L7omFqp7w6NB4QxTUdE9zdEO6H+XuspxvJqDF03Jb0canjGGkqUjTWW/7fqx6nHJ0qUGVzD6b24oAIOCoqVB38E62W6w0yeNWq2GxcVFnDp1Kr526tQpXLp0CY1GA8XieItd27bx/e9/Hw899NDEr0cnDWLHuNFM+i83Henid73p4Nq6jabjY6Xt4uJaeyK/5bSUhamN/pcdHCprOKP5YMaiLihDHbEtHW6nTJtFOFwyE++3ktETgUOLBPh6g5KcyY4kLkJkvUbiuQ7pNjrd0ZTVTmN7Aa42ulisd1IFHYeRtaHkZy+n2N1qCgdnDKEQqHddrLXdsQFnqzS6Hi6udbDWcXG96eDNlRYu1Tpo+6P/V0o5C7NFK57x6BFG9rhxXWYPFp1FKCb6BfT/7zLG8Oyzz6Y+X6sl04ylUim+1vt9s9lMeUT0PoTAY489hrvvvhu/+Zu/OfH7p5MGsWOk9dnLga2kl8WkiqH5aBaiN2Vtajy1HbVXBO+ZFi21fcxkVWicgXMOVZOBQeEMRypZLK3L+ZG8oY600M7kDAShiIbeGAqmhsW6vD+rKzhYtKApctfdW4xlMGIIgwAlk0OPzH+Y8MEaQwEMwHqnC9M0bpmRk+uHuLDW98pet33MlyzkN5k3mM4aEELuhIuWGnuGDxOGAm+tteNU3PUWcKSSHVuXEFHK0vZDWJoydkhwpZ1MPfqhfFwHAgdMIBM9TNFNcEWFH4Sw/UBKwUenjcVG35++5co06Wbpr91mK4Fsks1VLiclWBqNBqrVavx7AMjn86mPEULgs5/9LH7yk5/gW9/6Vmpb9jgoaBA7RlYf9V/OGSpWOu6IecUkHUKMMRwsWtAVjtW2A9sLsbRuY67QL4YHoZwbGEyd+wA6AcOB7Gj+I6vL7pxxcM5wqGThECwEocAby81YJ6ntyt37QkXKjwyeUjquj44XIDtwElIUFaFmgXt9NdpAMeAzDX4Q3rK0SsP2RjqT1jruhkGj7fiJobZQCBQtHWn/Sg3bS9RuhAAurLYxW0if+L+2bifkVapjFHPHrY8hGK7ZQMFQcKiUAWMMLcfDjYF6VNHSUDD1kVNVy/HhBeGOzAbtVcrlMg4fPozz58/j+PHjAIDz589jfn4+NTUlhMDnPvc5vPLKK/i7v/u7DdNXaVDQIHaMmXx/l65wqfBq6epIt4y1QbdMb1facQPoKoOpKgkRvHXbh8Jl4Gg5PhbrHQgBDG+UWq6PA9gesm02ea3tBhBCihn2BBM7bgBDYSNT5EIAfmEOSmcVzLMhVBNdowQepLe8CiFg+yEUxm6qNXkjNgvSy20nEddtP0TT9pEzVNheAF3l8XtOq/sIyOBgaUpCxsULwhE9rtWOi2pu9KRVsrTEv/XoZ+BxR9zq0Kmk0fWQ1dKXs73WVzXJ6WGrnD59Gl/5yldw//33AwCef/55PPbYY6n3PvHEE/je976Hb3/72yiXy1t+LQoaxI7BWX+XPshMzoChcrQdqUa7kf7USttBvZPuZ9Cj7cjC6NKAxPkwOyEpkSZprit9McMrjW7cJeYGAtpQ/j8QgCsY9Jxspw2FQKvrI29pWG27iYljLwhxca0Tp/iKpoaDRTN+LSGkWdEkKa2SpWGtnbQu3UzLKq042/F8rLTsOJhUMjoqWQMFU8XymMW97fqJoOGmFLGFiE4VQx+lGtn99vzdh1t8B+tZae9XQH5vgx1yRWvjeZW3A3EL6izPPPMMVldXcd999wEAHn74YTz11FMAgM985jMAgBdeeAEXL17En/3Zn8EwDCwsLMSPf/jhh/HCCy9M9FpM3IqwN+7Fol0CcefR9QJ03QCmxsfWMsIwxJsr7ZHr3tAPmaFwHKtm8a/X+0U+zvo6RwzAVEaDrnCYmgptG2mgG007nl3gDDhcMGDdeAPh2lV0mY7V4lF0LdlCqzAgr/NYfoQzhmstD6Yq23ZtT4xYsBoqx9FKFteadmy/26NXh1huOVhtOwiFXBTniuamwcP1Q9S6rkwzmdqm9aOVlpPY5TPIRXp4cT5SyUJVOFqOjyv1DoYb0ipZDQdyZpRC8nE5OgkOkjPUTesMS+t27MvRY9Bo6lqjkxgu5IzhrkoWDLJTz44mzHtOjB03QCAEcrq6q7Igw2seYwy//NVvT/TYc//1I3tyvaSTBnHLWWk7SR/orI4DKTntRteLUz8bEUT3ZDQlbsENhWwFLJsqOBMIghDdIETX9VHMGDBSUhdBEKC23oKlCCiKAt3MgCvDaq8mSpYON5BFXFz+F4RLbwIALHRxcPlHuHDwgwhUA4EApnIWwACNczAGLHd82APdP8PaSo4fYt324KS0Ett+COb4iV19w/agKWzT2QRd5SPfcRAKuIEcXKx1XDkDI4BSRsN0Vp5EeqnFSlbH9fXRLi83CKEqHDlDxZGpbKLFGgDW2h4gpJji9aY9EjAK5mjzQRpp6/pgoJzOm1hpOei6UuV3KisDaS+1yXl/+PBirRPPoMhmiMyOulTeaVDQIG4poRAjqYzVtht7RA/S9gIMZy3ClJ1Wb+04WLRwtSEtSbVITFBhAs1ucofatr2RoOH6Id5aWsWRkiFfUYSwOy2EWgbZIY+HjufHUiAHV68m+tS5CJHtrmA9fwjTWR1dL0DL9gAm23nvKmdwbd2G48tuMc8P4AxtzwMhkNFV2ENNBBldSW2XHU7bTEKt42Jp3Y5SXMnAtdp2oXGOas5AdaA7raG6sTQ6oscNpp4MVcFd5Qx+tpo8HdY6LqZzRmorrjnhoKehKWDo908wSBXdHirnmB0KPk3bw+V6v+mg0fWkQ+XA9xVELbmHS29fR5XY326vFDSIW0sYitSuGD8UGN7sGaqCdduPThtywQiF3B0Opkl6+Xld5TgylUUoRLwL7Tij9RDHD9B2/ITh1D9eWMX7Z5PtuwoDvn95Da5geP9dZRRNDeu2l5A6d7gOC93E48rFAmYqObh+0C/QimjxzJs4OtUf5hv2ymaQ09lKVNdoOj44A6pZA1ldTXXoS/MP3wg/CHFt4NSQllJvOX5iUQaAAwUL15s27EiZeDqleJ12KFQ5sFhrw1AYHD+Zkqt1XKlLtcFpsul4uDKw+DMAswVzpGY0zHA6KxRIDbobORbuBnsx5bQVKGgQ20YIgWbU2pgz1JGj/7AHtq7wWJJikEpGR9P25O5WyKG5w3kLq10HXTeIdsM6cobM89uetB8tZ/qtpIamYMg+G14oUOs4iaCx1HTQKHEUBwbaRHsdv1D7F6Czjnr9AAq/+MsjdYbV4lEcWv4RWE/WojCNzPRBAMCNZnLRAoCu6yfqCb2Atx5Jb1ezetwpNV/OyBZi1k/FFEwV67aKZrT46QpPnAYmIc3qdRhtoPNLui2G4IzhcCmzYcrQUJWEmrHG5b9374SoK4A9cDDyQunkqKc5XUWstZPfY68z6xrGpzbHoat85GSWN3bWH2Or7MWBw61AQYPYFkKIRM74etNJDJJdrncTAUNhDNM5HVcaXQghxfp6w149w6DeAmSoHD+50Yp3hjZCmI6CWseLaxlNx4ftBzhYtKLn4DA0FS3HA4M80fgCUIZ+UN8zX8L/+NEiHnvvrJSqCAOEr30Hhit3uAfsBrzXBNSFDyQe17UqaJz4FUz5dUC3sKYUsbbcghcICCEHBgcZTsExxjCVHfWiiL8fPryTZ5gvZ+D4AYJQwBoj9b4RUh4+OQcxmPrRFIa8oaLWcWEoHF3XjU92uqqgmNk4SN1Vzsg5Gj9EMNQtJRsCRHy64UzKm2/ERkvqattF3lBTC/uVrI622z+hKIyhmjVgaUo0HS67qarZnXGPvFOhoEFsi7YbjAjdLbcc5E0Njh+MyGcHQuDKQLqn6fi4q5yJAwdjLF4Q1m0vkUrgDFjrOCN+zfWuB0Pl0KMCbc7UsdZ1E4vksBf6iWoOpxaq+Oq5Rdw7ncGvVX3k3WTaKbz2Jsr3/bvEsNx6x0WnDUwfP4J618WN6LPI0wFPDJIxtnP+Idsp3Cpc2r1eW7cRhAKGynGwaCIMZc3I9gJcqsnPntNYIv3l+gEcL4C5QfeVwvuF+TeXm6NF7Oi766WZXD9E0/HAGVAw9ZGZlbKlozP0bzGI7YVI6yDOGxqOVKQviMIYyhn53FLnau8EilvRcrubUNAgtkWaz0XvZJFmqZpGveumSksM5s81zjbcYffqBBldwUI5g7lCBrWOAz8MpQFQym75V45X8SvHqwiFwLXFy6NPqpswNRXf+L+XsNxyEIQC//CvywiFwP95+tfQHgqIAkDd8WUeXwh8841l6ArHJ39uDj83d/PGSjdLEIYIQwE18hzJGyr8MClVHoQCi/Xk7nyYcV4madS6HipWv5Gg4wWYzpnI6CpMlcMNQlxt9P1JmraHw6Vs4kRWtDRwFrXO+sGI0ORGkuwZPf0UspegoEHc0fREAAd/DnryGqrCUbY01LobD+uxoSmvRtdFywmgKgwZjcPxN2/D7dFxA7QcH3lTw1xxfIfMuu3h9etNGCrHOw8UUJyZg3PlMIz6YnyPeuIXAQD/6wdXsNZK5tm/9+Nl/NI91ZHntVQF67aLa005eGj7If7nq9dw93R2w9OCHwr8+EYTy20XJUvDO2dy2zpdNLuyHRWQwbeUNaEqHJrCsNS0cWGtgyAUOFgwE+kgLxQjKr5bkjthHEstefLzQwE3EFioqPGmYGWo4BQKWfguDwX1vKkhb0q5lcW67JDjTA4AbuS9Qdx6KGgQ20LlHAvlLG60pB1o3lQxM1ConS2YyEX58lZKq+hgK2UoBC6stWF7/Z2tFslzDA/4ZTQFmsLRcryRAbM0mYtBrq7beOn7l+LU13d/tob//IEFmO/7GLylC1C661Cn58GL0wCAA0VzJGjMlkxUsjpWhzp2GJMh8I0b/TZUJwix3HJjmfg0XrlUw+WG3PFfbzlYaTt44O6kMZMQAh0vgBBAVh9f2/D8IA4YQDSJbrsoZU3Uux5+eHU9/rs3VtpYKJlx0O/4ApyFMBRpypS39C0FjWNTGbx+vYlO9G84mzcSp8it7rFVRXbI+UEIvk1J9r1CWhv5foKCBrFtLF3BQiXdI4IxhrypIWuouLDajvv+GWRnUDVnxDvqlZaTCBiA9MAYVLrtUc3JxWhpnSVaLRn68uauH2Kl7SAQAmWrX3A/99Zqolay2nFx/moDH1ioQD10YuQzfO7X78P1tgMhgHP/sgQeCrzvRBU3mnZqZ5HjBwkJD0NNV+ft4QYhFhvJHP5qx0O9K/P+TduHwuUpqvf96QrHkUpmpNDe6Hqod2xYQ91pPTOlNCfBjheibKroRs/d8gRanhSCnC1trRZQyej4pfky6rYHS1NGGgMKpo7ugIAjY0Bugm6mvSYFsh0oPUUQE8AZw5GpLJq2j0AI5A11pAA6bmgtq8tTRT1y1ZvK9gPATN4AYzLdpHG5OGuKLEj/dKUVdwHVOh4WyhkULS3WrgKA9x4wcU9FR0YPEPgeGFcSMtFL6zZcBpSjRf8TH1zAu+cKcLwAK203dbd/z0wery410bB9ZDQFnzw5l9piHH83kEX+4RNTx/VHgmUPNwix0nYxW+i3nzp+gCuNLhQGmEoymGnR6xspi6+ucCxMZfFvy63EKW3YawSQcjC1jht1vqXLk+gqT5w2B8kaKmaZJbvbmNTeup0VaNOgoEEQE8IZi7WA0jBUPtJtpTCZ3+aMpe7WOWM4kDdHevfrXW9EN2m17aBoaTg5V8CFWgf3H7Lwq/P9E5LfbiDQsuCKAkPXwBhLVV1daTkjHiHx++XAsaksPv+rJ1DreCia6qa7ZFXhuLuaw4+X+57d80UTbTc5mKZyQOcMbiDbiIeH1HqDbIEA2p5ARpPfj6Zw5E353R0qWVhs2HHLshbJanDGcFfZwnJLWtbmDHVk4e96AS6stuMUU8P2cKSS2XLheT8Uq4nx0L8csWeoZg20XT/ultEUhiPlzI7lsXuL3XvnS/DDEHdnkosyA8BCHyFj8P0AmqaOFF01zsbKYIRC4FBe1i14dCKalJ+fK2Aqo2O57aBsaVgoZ/DmSj+I5HSOotF/L3U7GOk4G/TstgMBOxDIGQpmilbing8eqeBG00YggAM5A5rCcL1px4Gwkkn3u6h33ZGaRL3rUQDYIjTcRxA7hK5ynKjmIsE5tq0umZKl4UbTSdQWqtFAne16uHfKghF0kOIOBQAIwgAapBrrUtOJd+bjXOeEkE0AxZucB2CMYb5kYX6gWF7J6LjedGT9R0+eVoqGMmLPmjNU5I3+9LjCGGZyo4u/ylk8DAkgFi/ssdJ2YajKyKlwuMuNuDlIRoQgdhDG2Mgg3mY4vhwwNAfMnTSF48R0FqttOd1csmQLp+sHsT6VxzRw4cZLoWAcgvUClbxqqBz3H61gJeqeyhkKLqx1MAxjDCrb2dz8VNaAyjnaUf4/+Xqj9/emxzuujyAUyE4oAz6cBgNkqms4aJQsTdYzeq8HbOiNQqRDgoUE8TZS67gJMb5BbSJDVRI7akC2o/bwmYoQDFwE4IyDKfLHwQ9EouuHM4aZfD+/P5MzUmsdth/AiSaoFS4n27drBiVtTFW0uk6iVZNH/udpbDVdpKfUXNIK96am4OhUFvWuBwHZkWbSzMQdBwUNYt8ihMD1oRbS1baLSqYvTSGEkIq60UT58M47ZArqrgBjHKYQ8IMQNTvAvRkD484N1ciJcFCGGwAslWNl4P10XB/VnLntwMEYQ8bUYbsegiCEonBY+s6J7lWyOpqOHwsbmtp4d0VTUzBLgWJbUE2DIN4GbC+AF4SpMt9SKgNoOz6uNLpx0DhUtJDRVbieH3dWMQbU7RDBUM4gDIGxUQOyo2s6J+dAesN2HMBg75frh3D9EMYOLLIK58iaW1O3nRSVcxybyqLjBWDATYkiEpNDLbcEsYsIIbWSesXeQbVWoDdBziGEiAMGIAPJlUYXd0/nUMiYkUGQgKYoWGonRRdzuhLLlW/EdM7AVFZHKARUznG1PmpVu1+mfxljyFIX1K5AQYMgdpGm48cBA5ABQ+VS8sJUOWYLMh3k+MGInIgf250qCWmME9UsrjRstF0fOV3FweLkfg2c9aUtMrqK9sB744xRzp+47aCgQewr7BQvbZUzHKvmEtc0hUNhLNFyq0QLfNcLYKg8Xuy1SJLjZnD8AC3bj+QwVCicwXYDKJGyLKV5iGH2y+lzHBQ0iH1F1lCxMuTsltaiyxnDwaKJK40uQiFlOoqWin9baUEIGUAOlayxcxeTYHsBrq/3i+Et28NcKYO8uTNtqI2uh7WOCyEEyhmd2ltvEyg9RRC7SFZXcSBvSCc2IUUP0+RFglBAQFqoKkxOcfcCBiDNoK5GNY5JTgNdL+gv4JaOrKGiaSd1oQRk4CiPceUbRgoq2nAD6flRzfY9uHtF/B7X1m0onKXqQRH7CwoaBLHLTGUNVDI6BJAqMdJ2fVyudeLOqqKpyftTJNSDUGxqP+r4Sc2ldVu6DabRcnysdjxkdAUzeTmcl4YQApfr7bju4vhyCHGuYEWvMSpUWOu4FDSIt507S16SuC3wQ6nwen3djkX6BrnRdBKtuA3bQyDCERtSXeFjdaQGqXe8FM0lF/khGQ8hgHXHRydSwL2YMjneo+ONFurXbS+WmEh7X203wFo7XSiR2D+EoZjo116FggaxrwhDgbdW21huOah1PVyqdVDvJhdS10+3oD1UsqBGi7GucBwqWZMVqsfcYmoqDhQsGCpHKAR8IaArDL1u3bYb4FKtg0aKvHmarergtXJGj9/rIEtNO2oXJvYrQoiJfu1VKD1F7AuEEGi5Pta7/ohn9GrbRWlAKDBnqGgMpHcYZC1EUzhy0yqCUEDZxHN8kLKlo9Zx49MLgxQTBCI5dz+MvTAYY9C4DFJCCFxdt3F13cbBgplIaZmagpyhJk5KU1kDjDEIIaSPxpiFw/HDO86D4naCahoEsYOstV3UulJEcCprxKJ5l+vd1FRUGrMFEwICTceHrkhDoN4iyxjbtIYxjK5yHJvKodaV5kMlS4vnL0KBEd8OxhgyGoMfCjjR1Pq1KHAMemscLFhoOX5cCO+JLa51XCynaFsBiCe2CeLtgoIGsWeod92EHemVRheqIgW5NwoY5SE5coUzHC7d3NzFOHSVjxg99V7LUHms2zSIyhnyuoKGE0BAdmwN/sD1rHCHWbfTP6vKGWYL5kR1GGLvspfrFZNAQYPYM6Qtlk3bR0ZP31nnDRUFU9vQDXA3mC1YuNG0R1wHAUQnnAB5Q4290DcjrZYxE0mW0LDg/keE6bbG+wUKGsSeIW2xVDlDZkw65kDBTJX13m00heNQKQMvCHFxLak/FQqBmZyRMFfajOmcdDDsbUgNlaOSoYBB7A0oaBB7hqmsjqbtx9IfmsJQymhjHeP8ILxlQaNpe6h1PVn0zuoTiflpCkclq8dtsZwBB4tb99A2NQUnpnNo2j44Y8ib6o5Z3hJvP3TSIIgdwlDlYrlue2AMKBha7H+R1RW0B5RotW3awW5E0/ESXhlNx8fRqexEr1fJGCgYGtwghKkpN73Yq3y8pwWxv6GgQRA7iMJZ6mJ5qGjhetNB2/VhqgoOFIxblq5Jm6todL2Jg5Sq8ESX1GYIISj1dAchAgoaBHHLUaNhvN0gbQEf17AkhMBq28W67UHlHNM5A9aYwv0wjh/gasOOVXfnCuaWU1kEsdvQ/1CCGGIqo0eSHvLPCmMojUkVrbRd3Gj2ZipCtFwfOUNFNatvGgAW6924VdfxQyzWJxdQJPYvlJ4iiH2IECKukWT1pL2pqSk4NpVFo+uBMYaSpY2dwE7Tgmo5PloDdRAhBLpeEM10yFOIH4Qjsx1+KGD7IQ3v3eZQ0CCIfYYfhLiw1oEbaTgZKseRSjYxNGeoCmbyGy/ey00nITo4fECod10ozMDFWjuWPimaGg4W5YCewllimpxBdowRtzf7PWi8/U3uBLHLrHbcOGAAMjVU62xdPXZtk8cwMNxo2QmtrIbtoeX4YIxhNm8mmok3klIniL0CnTSIO440FVx3B5RjheifNoQQAEOqvIjjh8gDKFoasoaCrhvA1BQSIbxD2O8nDQoaxB1HzlDRHNKy2orta6PrRc6BSQ0hhQFrUQG96Qa4ULfxrgO5kccPDgqqnCNvUrC4k6CgQRD7jJKlwQtC1DoewGS3VM8RzwtCrLQcOH6IjK6gmpMWrEEkdR4IgRvNLgyVQ2UMXV9AUzgKpoqrTQdr3WQwWncClE0ZpDjDllpyiduTkIIGQewvGGOYyZuYGVKtFULgUq0Tp5Q6XgAvkHawyy0HAkBBV1Cx+j82liaw1g3QsD2oacZKnGG+nEEoBBjSZ0AIYj9BQYMgIrpeMFKDkFax/TSUMdTdpHIGXWFwAgHOgJKpoh6p9aqcYSEaSCTtKKIHpacI4jYhbWFnQ79PW/sHL83lDUxnDYAB80VrrKw7cedCQYMgbhPSLFjzpopa14PKZVBxghAq7weCQAg4Ay21hspxfIcNoIjbC9KeIojbiPmShYbtwfFCZAwFOV1FGE10A0DXFxAigKlyZHQVq20PvZDBGVDNGm/fmyeIXYCCBkEMIGVDdGBAG7Fs6eh6fal0OxBwwwAHilnkTB1Nx0coBPKGRlasxKZQeoogbnMyugrOgEFr55whW3QZY3G7LkFMAgUNgrjNUTjD4VIGyy0HXhAiq6uYyZmbP5AgUqCgQRB3AJam4q4y/bgQBP0UEARB7CIi3L7O2dsJBQ2CIIhdZL+np0gpjSAIgpgYOmkQBEHsIvv9pEFBgyAIYhchlVuCIAhiYva7jAjVNAiCIIiJoZMGQRDELrLfaxp00iAIgthFRBhM9GsreJ6HJ554AuVyGZVKBU8++SR839/2vWlQ0CAIgthFbkXQeO6553Du3Dm8/vrreO211/Dd734Xzz///LbvTYOCBkEQxD7n7NmzePrppzE3N4e5uTl84QtfwJkzZ7Z9bxoUNAiCIHaRnT5p1Go1LC4u4tSpU/G1U6dO4dKlS2g0Gjd97zh2vRDOyCuZIIg7lIWFBVw8/9JE9xaLxcR6+aUvfQnPPvvsyH2tVgsAUCqV4mu93zebTRSLxZu6dxy7GjSEEJvfRBAEcZty4cKFHX/OXC4HAGg0GqhWq/HvASCfz9/0veOg9BRBEMQ+plwu4/Dhwzh//nx87fz585ifnx85OWzl3nFQ0CAIgtjnnD59Gl/5ylewtLSEpaUlPP/883jssce2fW8aNNxHEASxz3nmmWewurqK++67DwDw8MMP46mnngIAfOYznwEAvPDCC5veOwlMUKGBIAiCmBBKTxF7jiNHjuAb3/hG4tqFCxfAGEO9Xsejjz4KxhhefPHFxD1//dd/DcYYPvnJT44850c+8hFYloVarZa4/vLLL0NRFORyOeTzedx99934kz/5k/jvn3nmGZw8eRKqquL3f//3d+ojEsS+hYIGsS95xzvegZdeSrYuvvTSS7j33ntH7v3Zz36G73znO8hkMvjLv/zLkb8/efIkWq0Wms0mXnzxRfzBH/wBvvnNbwIATpw4ga9+9av4xCc+cWs+CEHsMyhoEPuSBx54ABcvXsQbb7wBALh69Sr+6Z/+KfWUcfbsWZw6dQpPPvnkppOvH/rQh/Cud70LP/rRjwAAjzzyCB588EEUCoUd/wwEsR+hoEHsSxRFwac//WmcPXsWAPC1r30Nv/3bvw3DMBL3BUGAl19+GY8++ig+/elP44c//CF+8IMfpD6nEAJ///d/j9deew3vec97bvlnIIj9CAUNYt/y6KOP4i/+4i/g+z5efvllnD59euSev/3bv8WNGzfw0EMP4dixY7j//vtHThuvvvoqSqUSpqam8Hu/93v44z/+Y3z4wx/erY9BEPsKChrEnkPTNHiel7jW+7OmafG1e+65B0ePHsUXv/hF6LqO9773vSPPdebMGXz84x+Pp18feeQR/NVf/RVs247vOXnyJOr1OtbW1vDqq6/id37nd27FxyKI2wKa0yD2HAsLC3jrrbcS1958801Uq1Vks9nE9dOnT+Pxxx/HH/3RH408z/LyMv7mb/4GhmFgdnYWAOD7Pur1Or7+9a/jU5/61K37EARxm0JBg9hzPPzww/jSl76EBx54IFbgfPbZZ1MX+YceeggLCwt4//vfP/J3f/7nf45KpYJ//ud/hqIo8fU//MM/xJkzZyYKGp7nIQiC+Jdt21AUJXHiIYg7CQoaxJ7jkUceQbPZxKc+9SksLi6iWq3it37rt1IVPi3Lwkc/+tHU5zlz5gx+93d/F4cOHUpc//znP493v/vdePPNNzd9L48//ji+9rWvxX/+0z/9UzzyyCN4+eWXt/SZCOJ2gSbCCYIgiImhQjhBEAQxMRQ0CIIgiImhoEEQBEFMDAUNgiAIYmIoaBAEQRATQ0GDIAiCmBgKGgRBEMTEUNAgCIIgJoaCBkEQBDExFDQIgiCIiaGgQRAEQUzM/weFTCFtJL3WfgAAAABJRU5ErkJggg==", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# contributions per newly added kernel\n", + "mb.pl.set_rcParams({'figure.figsize': [5, 5], 'figure.dpi': 90})\n", + "sc.pl.umap(ad, color=['dynamic_score'], cmap='RdBu_r', sort_order=True)\n", + "sc.pl.umap(ad, color=['dynamic_score_z1'], cmap='RdBu_r', sort_order=True)\n", + "\n", + "sc.tl.embedding_density(ad, basis='umap', groupby='dynamic_score_z1')\n", + "sc.pl.embedding_density(ad, basis='umap', key='umap_density_dynamic_score_z1', group='dynamic') # basis='umap', groupby='dynamic_score_cluster')\n", + "sc.tl.embedding_density(ad, basis='umap', groupby='dynamic_score_z2')\n", + "sc.pl.embedding_density(ad, basis='umap', key='umap_density_dynamic_score_z2', group='dynamic', color_map='viridis') # basis='umap', groupby='dynamic_score_cluster')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "umap = ad.obsm['X_umap']\n", + "sns.histplot(x=umap[:, 0], y=umap[:, 1], bins=50, cmap='PiYG')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pcolormesh(\n", + " np.histogram2d(umap[:, 0], umap[:, 1], bins=50)[0]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "x, y = np.meshgrid(umap[:, 0], umap[:, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "x = umap[:,1] # array_txt[:,0]\n", + "y = umap[:,1] # array_txt[:,1]\n", + "z = ad.obs['dynamic_score'].values # array_txt[:,2]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "rcParams['figure.figsize'] = 5, 3\n", + "\n", + "# generate 2 2d grids for the x & y bounds\n", + "y, x = np.meshgrid(np.linspace(-3, 3, 100), np.linspace(-3, 3, 100))\n", + "z = (1 - x / 2. + x ** 5 + y ** 3) * np.exp(-x ** 2 - y ** 2)\n", + "z = z[:-1, :-1]\n", + "z_min, z_max = -np.abs(z).max(), np.abs(z).max()\n", + "fig, ax = plt.subplots()\n", + "c = ax.pcolormesh(x, y, z, cmap='RdBu', vmin=z_min, vmax=z_max)\n", + "ax.set_title('pcolormesh')\n", + "# set the limits of the plot to the limits of the data\n", + "ax.axis([x.min(), x.max(), y.min(), y.max()])\n", + "fig.colorbar(c, ax=ax)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "import itertools\n", + "import numpy as np\n", + "\n", + "def grid(x, y, z, size_x=1, size_y=1):\n", + "\n", + " def pairwise(iterable):\n", + " \"s -> (s0,s1), (s1,s2), (s2, s3), ...\"\n", + " a, b = itertools.tee(iterable)\n", + " next(b, None)\n", + " return zip(a, b)\n", + "\n", + " minx, maxx = int(min(x)), int(max(x)) + 1\n", + " miny, maxy = int(min(y)), int(max(y)) + 1\n", + "\n", + " result = []\n", + " x_edges = pairwise(np.arange(minx, maxx + 1, size_x))\n", + " for xleft, xright in x_edges:\n", + " xmask = np.logical_and(x >= xleft, x < xright)\n", + " y_edges = pairwise(np.arange(miny, maxy + 1, size_y))\n", + " for yleft, yright in y_edges:\n", + " ymask = np.logical_and(y >= yleft, y < yright)\n", + " cell = z[np.logical_and(xmask, ymask)]\n", + " result.append(cell.sum())\n", + "\n", + " result = np.array(result).reshape((maxx - minx, maxy - miny))\n", + " return np.flip(result.T, 0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "cell_type_key = 'neuron_type'" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "grid_dyn_score = grid(umap[:,0], umap[:,1], ad.obs['dynamic_score'], size_x=1, size_y=1)\n", + "grid_counts = grid(umap[:,0], umap[:,1], ad.obs[cell_type_key].cat.codes.values, size_x=1, size_y=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "sns.heatmap(grid_dyn_score, cmap='Reds')\n", + "plt.show()\n", + "sns.heatmap(grid_counts, cmap='Reds')\n", + "plt.show()\n", + "\n", + "sc.pl.umap(ad, color=cell_type_key)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# for optimize_log_dynamic in model_by_logdynamic:\n", + "# mb.pl.set_rcParams({'figure.figsize': [3, 3], 'figure.dpi': 90})\n", + "# print(optimize_log_dynamic)\n", + "# model = model_by_logdynamic[optimize_log_dynamic]\n", + "# mb.pl.kmer_enrichment(model, train, log_scale=False, style='scatter', ylab='t1', xlab='p1', k=8)\n", + "# plt.show()\n", + "\n", + "# mb.pl.set_rcParams({'figure.figsize': [10, 7], 'figure.dpi': 90})\n", + "# mb.pl.logo(model,\n", + "# title=False,\n", + "# xticks=False,\n", + "# rowspan_dinuc=0,\n", + "# rowspan_mono=1,\n", + "# n_rows=12,\n", + "# n_cols=3,\n", + "# stop_at=20) # n_cols=len(reduced_groups))\n", + "# plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "model = model_by_logdynamic[True]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "G = model.graph_module.conn_sparse.detach().cpu().to_dense() # (C, C)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20134" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# number of non_zero weights\n", + "len(G[G != 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# output = model(**inputs, use_conn=False, return_binding_scores=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "here...\n" + ] + } + ], + "source": [ + "print('here...')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 1646 × 19883\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA', 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks', 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction', 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css', 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class', 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate', 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus', 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate', 'telencephalic_roof_plate', 'zona_limitans', 'pred_region', 'RNA_snn_res.2', 'patterning_region', 'n_counts', 'velocity_self_transition', 'neuron_type', 'terminal_states', 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients', 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks', 'to_ge_ranks', 'to_ctx_ranks', 'is_root', 'dynamic_score', 'dynamic_score_cluster', 'dynamic_score_z1', 'dynamic_score_z2', 'dynamic_score_abs', 'umap_density_dynamic_score_z1', 'umap_density_dynamic_score_z2'\n", + " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'chrom', 'pos', 'strand', 'tss_start', 'tss_end', 'chromosome_name', 'k', 'acc_score', 'acc_score_rank', 'chr', 'summit.start', 'summit.end', 'k.summit'\n", + " uns: 'RNA_snn_res.2_colors', 'T_fwd_params', 'clusters_gradients_colors', 'eig_fwd', 'line_colors', 'neighbors', 'neuron_type_colors', 'terminal_states_colors', 'terminal_states_names', 'to_terminal_states_colors', 'to_terminal_states_names', 'velocity_graph', 'velocity_graph_neg', 'velocity_params', 'dynamic_score_z1_colors', 'umap_density_dynamic_score_z1_params', 'umap_density_dynamic_score_z2_params'\n", + " obsm: 'X_css', 'X_fa2', 'X_umap', 'to_terminal_states', 'velocity_umap'\n", + " obsp: 'T_fwd', 'connectivities', 'distances'" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "model = model.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "# device = 'cpu'\n", + "# device" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell'" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "256" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.batch_size" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n", + "True\n", + "here...\n", + "here...\n", + "here...\n", + "here...\n", + "here...\n", + "here...\n", + "here...\n" + ] + } + ], + "source": [ + "for optimize_log_dynamic in model_by_logdynamic:\n", + " print(optimize_log_dynamic)\n", + " if not optimize_log_dynamic:\n", + " continue\n", + " model = model_by_logdynamic[optimize_log_dynamic].cuda()\n", + "\n", + " umap = ad.obsm[\"X_umap\"].copy()\n", + " umap = np.sort(umap, 0)\n", + "\n", + " x = umap[:, 0]\n", + " y = umap[:, 1]\n", + " X, Y = np.meshgrid(x, y)\n", + "\n", + " n_points = x.shape[0]\n", + " # x-component to the right\n", + " u = np.ones((n_points, n_points))\n", + " # y-component zero\n", + " v = np.zeros((n_points, n_points))\n", + "\n", + " pred = []\n", + " binding_per_mode = []\n", + " for i, batch in enumerate(train):\n", + " # Get a batch and potentially send it to GPU memory.\n", + " mononuc = batch[\"mononuc\"].to(device)\n", + " # print(i, mononuc.shape)\n", + " b = batch[\"batch\"].to(device) if \"batch\" in batch else None\n", + " rounds = batch[\"rounds\"].to(device) if \"rounds\" in batch else None\n", + " countsum = batch[\"countsum\"].to(device) if \"countsum\" in batch else None\n", + " seq = batch[\"seq\"] if \"seq\" in batch else None\n", + " residues = batch[\"residues\"].to(device) if \"residues\" in batch else None\n", + " if residues is not None and train.dataset.store_rev:\n", + " mononuc_rev = batch[\"mononuc_rev\"].to(device)\n", + " inputs = {\"mono\": mononuc, \"mono_rev\": mononuc_rev, \"batch\": b, \"countsum\": countsum, \"residues\": residues}\n", + " elif residues is not None:\n", + " inputs = {\"mono\": mononuc, \"batch\": b, \"countsum\": countsum, \"residues\": residues}\n", + " elif train.dataset.store_rev:\n", + " mononuc_rev = batch[\"mononuc_rev\"].to(device)\n", + " inputs = {\"mono\": mononuc, \"mono_rev\": mononuc_rev, \"batch\": b, \"countsum\": countsum}\n", + " else:\n", + " inputs = {\"mono\": mononuc, \"batch\": b, \"countsum\": countsum}\n", + "\n", + " inputs[\"scale_countsum\"] = model.datatype == \"selex\"\n", + " output = model(**inputs, use_conn=False, return_binding_scores=True)\n", + " output = output.cpu().detach().numpy()\n", + " # print(\"here...\")\n", + " # print(output.shape)\n", + " # print(output.sum())\n", + " pred.append(output)\n", + "\n", + "\n", + " output = model(**inputs, use_conn=False, return_binding_per_mode=True)\n", + " output = output.cpu().detach().numpy()\n", + " print(\"here...\")\n", + " # print(output.shape)\n", + " # print(output.sum())\n", + " binding_per_mode.append(output)\n", + "\n", + " # pred = np.concatenate(pred).T\n", + "\n", + " binding_scores = np.concatenate(pred).T\n", + " binding_per_mode = np.concatenate(binding_per_mode)\n", + "\n", + " # ad.layers['velocity'] = pred\n", + "\n", + " # conn = model.graph_module.conn_sparse.detach().cpu()\n", + " # conn = model.graph_module.conn_sparse.detach().cpu().to_dense()\n", + " # v = conn.sum(axis=1)\n", + " # ad.layers['velocity'] = torch.stack([v,] * ad.shape[1], axis=1).numpy()\n", + "\n", + " # ad.layers['counts'] = ad.X\n", + "\n", + " # mb.pl.set_rcParams({'figure.figsize': [5, 4], 'figure.dpi': 90})\n", + " # plt.hist(model.graph_module.conn_sparse.values().detach().cpu().numpy())\n", + " # plt.show()\n", + "\n", + " # import scvelo as scv\n", + "\n", + " # sc.pp.neighbors(ad)\n", + "\n", + " # # scv.tl.velocity_graph(ad, vkey='velocity', xkey='counts')\n", + " # # ad.layers['velocity'] = ad.obs['dynamic_score']\n", + "\n", + " # scv.tl.velocity_graph(ad, vkey='velocity', xkey='counts')\n", + " # ax = scv.pl.velocity_embedding_stream(ad, color='celltype', show=False) # X_grid='X_umap', V=V)\n", + "\n", + "\n", + "X = ad.X.A\n", + "G @ binding_scores\n", + "np.random.shuffle(binding_scores)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "import scvelo as scv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1646, 19883), (1646, 288), (1646, 1646))" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape, binding_per_mode.shape, binding_scores.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Value passed for key 'velocity' is of incorrect shape. Values of layers must match dimensions ('obs', 'var') of parent. Value had shape (1646, 1646) while it should have had (1646, 19883).", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[51], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m ad\n\u001b[0;32m----> 2\u001b[0m \u001b[43mad\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlayers\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvelocity\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m binding_scores\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# scv.tl.velocity_graph(ad, vkey='velocity', xkey='counts')\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# ax = scv.pl.velocity_embedding_stream(ad, color='celltype', show=False) # X_grid='X_umap', V=V)\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/aligned_mapping.py:199\u001b[0m, in \u001b[0;36mAlignedActualMixin.__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__setitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key: \u001b[38;5;28mstr\u001b[39m, value: V):\n\u001b[0;32m--> 199\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 200\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data[key] \u001b[38;5;241m=\u001b[39m value\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/aligned_mapping.py:89\u001b[0m, in \u001b[0;36mAlignedMapping._validate_value\u001b[0;34m(self, val, key)\u001b[0m\n\u001b[1;32m 83\u001b[0m dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m((\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mobs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvar\u001b[39m\u001b[38;5;124m\"\u001b[39m)[ax] \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes)\n\u001b[1;32m 84\u001b[0m msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 85\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValue passed for key \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m is of incorrect shape. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 86\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValues of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattrname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must match dimensions \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdims\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m of parent. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 87\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValue had shape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mactual_shape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m while it should have had \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mright_shape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 88\u001b[0m )\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[1;32m 91\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_allow_df \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(val, pd\u001b[38;5;241m.\u001b[39mDataFrame):\n\u001b[1;32m 92\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattrname\u001b[38;5;241m.\u001b[39mtitle()\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ms\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mValueError\u001b[0m: Value passed for key 'velocity' is of incorrect shape. Values of layers must match dimensions ('obs', 'var') of parent. Value had shape (1646, 1646) while it should have had (1646, 19883)." + ] + } + ], + "source": [ + "ad\n", + "ad.layers['velocity'] = binding_scores\n", + "# scv.tl.velocity_graph(ad, vkey='velocity', xkey='counts')\n", + "# ax = scv.pl.velocity_embedding_stream(ad, color='celltype', show=False) # X_grid='X_umap', V=V)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3267187. , 3021037.5, 2847642.8, ..., 2437426.8, 2477134.5,\n", + " 2158003. ],\n", + " [4095057. , 3790020.8, 3598780.8, ..., 2976316. , 3018336.2,\n", + " 2709070.2],\n", + " [2835657. , 2641068.5, 2478820.2, ..., 2183107. , 2214041.2,\n", + " 1921339.4],\n", + " ...,\n", + " [3018046. , 2782166.2, 2647321. , ..., 2228134.2, 2257748.2,\n", + " 2041660.9],\n", + " [3549892. , 3280913.5, 3104568.2, ..., 2619020.8, 2657527. ,\n", + " 2351277.8],\n", + " [3907840.5, 3605588. , 3436645.2, ..., 2834339.5, 2871860. ,\n", + " 2608044. ]], dtype=float32)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.shuffle(binding_scores)\n", + "binding_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "try:\n", + " scv.pl.velocity_embedding_stream(rna_sample, color=cell_type_key)\n", + "except Exception:\n", + " print(\"sample too small.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# np.random.shuffle(binding_scores)\n", + "# ad.layers['velocity'] = binding_scores\n", + "# scv.tl.velocity_graph(ad, vkey='velocity', xkey='counts')\n", + "# ax = scv.pl.velocity_embedding_stream(ad, color='celltype', show=False) # X_grid='X_umap', V=V)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# model_by_log" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "act_on = model_by_logdynamic[True].get_log_activities().detach().cpu().squeeze(0)\n", + "act_off = model_by_logdynamic[False].get_log_activities().detach().cpu().squeeze(0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(act_on, cmap='RdBu_r', cbar_kws={'label': 'activities'})" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'act' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[58], line 4\u001b[0m\n\u001b[1;32m 2\u001b[0m rcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure.dpi\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[1;32m 3\u001b[0m n_show \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m15\u001b[39m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mact\u001b[49m\u001b[38;5;241m.\u001b[39mvar(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39msort()[\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m-\u001b[39mn_show:])\n\u001b[1;32m 5\u001b[0m act_sel \u001b[38;5;241m=\u001b[39m act[act\u001b[38;5;241m.\u001b[39mvar(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39msort()[\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m-\u001b[39mn_show:],:]\n\u001b[1;32m 6\u001b[0m vmax \u001b[38;5;241m=\u001b[39m act_sel\u001b[38;5;241m.\u001b[39mabs()\u001b[38;5;241m.\u001b[39mmax()\n", + "\u001b[0;31mNameError\u001b[0m: name 'act' is not defined" + ] + } + ], + "source": [ + "# highlight the top-n filters per cell, with the top variability\n", + "rcParams['figure.dpi'] = 100\n", + "n_show = 15\n", + "print(act.var(axis=1).sort()[1][-n_show:])\n", + "act_sel = act[act.var(axis=1).sort()[1][-n_show:],:]\n", + "vmax = act_sel.abs().max()\n", + "sns.clustermap(act_sel,\n", + " vmin=-vmax / 2, vmax=vmax / 2,\n", + " cmap='RdBu_r',\n", + " \n", + " cbar_kws={'label': 'activities'},\n", + " figsize=[5, 3])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((7359, 1948), (7359, 1948))" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sample.layers['velocity'].shape, rna_sample.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "# scv.pl.velocity_graph(rna_sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# ax = scv.pl.velocity_embedding_stream(ad,\n", + "# color='celltype',\n", + "# # density=2,\n", + "# arrow_color='black',\n", + "# n_neighbors=15) # show=False) # X_grid='X_umap', V=V)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "# ax = scv.pl.velocity_embedding_stream(ad, color='celltype', density=2, arrow_color='black', n_neighbors=15) # show=False) # X_grid='X_umap', V=V)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "# scv.pl.velocity_embedding_stream(ad, color='celltype', n_neighbors=15) # X_grid='X_umap', V=V)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Study the asssociations betweeen obtained weights and cluster-specific transcription factors\n", + "\n", + "Load information from archetypes DB (Vierstra et al 2020)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(AnnData object with n_obs × n_vars = 1646 × 19883\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA', 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks', 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction', 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css', 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class', 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate', 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus', 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate', 'telencephalic_roof_plate', 'zona_limitans', 'pred_region', 'RNA_snn_res.2', 'patterning_region', 'n_counts', 'velocity_self_transition', 'neuron_type', 'terminal_states', 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients', 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks', 'to_ge_ranks', 'to_ctx_ranks', 'is_root', 'dynamic_score', 'dynamic_score_cluster', 'dynamic_score_z1', 'dynamic_score_z2', 'dynamic_score_abs', 'umap_density_dynamic_score_z1', 'umap_density_dynamic_score_z2'\n", + " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'chrom', 'pos', 'strand', 'tss_start', 'tss_end', 'chromosome_name', 'k', 'acc_score', 'acc_score_rank', 'chr', 'summit.start', 'summit.end', 'k.summit'\n", + " uns: 'RNA_snn_res.2_colors', 'T_fwd_params', 'clusters_gradients_colors', 'eig_fwd', 'line_colors', 'neighbors', 'neuron_type_colors', 'terminal_states_colors', 'terminal_states_names', 'to_terminal_states_colors', 'to_terminal_states_names', 'velocity_graph', 'velocity_graph_neg', 'velocity_params', 'dynamic_score_z1_colors', 'umap_density_dynamic_score_z1_params', 'umap_density_dynamic_score_z2_params'\n", + " obsm: 'X_css', 'X_fa2', 'X_umap', 'to_terminal_states', 'velocity_umap'\n", + " obsp: 'T_fwd', 'connectivities', 'distances',\n", + " (1646, 19883))" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sample, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1646, 19883)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sel = rna_sample # rna[rna.obs_names.isin(ad.obs_names),:].copy()\n", + "rna_sel.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell'" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "import bindome as bd\n", + "bd.constants.ANNOTATIONS_DIRECTORY = 'annotations'\n", + "\n", + "anno = mb.datasets.archetypes_anno()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Cluster_IDNameDBDSeed_motifTotal_widthConsensus_leftConsensus_rightCluster_size
611HD/1homeodomainLHX6_homeodomain_3120122
722HD/2homeodomainALX3_MA0634.126816186
793HD/3homeodomainVENTX_homeodomain_2213201
804HD/4homeodomainBARX1_MOUSE.H11MO.0.C1751317
815HD/5homeodomainBARX1_homeodomain_1212186
...........................
163282PAX/2PAXPAX5_HUMAN.H11MO.0.A244213
161283PAX-halfsitePAXPax2_MA0067.18171
0284AHRbHLHAHR_HUMAN.H11MO.0.B9283
105285KLF/SP/3C2H2KLF8_HUMAN.H11MO.0.C9092
285286ZSCAN4C2H2ZSCAN4_C2H2_1151142
\n", + "

286 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " Cluster_ID Name DBD Seed_motif \\\n", + "61 1 HD/1 homeodomain LHX6_homeodomain_3 \n", + "72 2 HD/2 homeodomain ALX3_MA0634.1 \n", + "79 3 HD/3 homeodomain VENTX_homeodomain_2 \n", + "80 4 HD/4 homeodomain BARX1_MOUSE.H11MO.0.C \n", + "81 5 HD/5 homeodomain BARX1_homeodomain_1 \n", + ".. ... ... ... ... \n", + "163 282 PAX/2 PAX PAX5_HUMAN.H11MO.0.A \n", + "161 283 PAX-halfsite PAX Pax2_MA0067.1 \n", + "0 284 AHR bHLH AHR_HUMAN.H11MO.0.B \n", + "105 285 KLF/SP/3 C2H2 KLF8_HUMAN.H11MO.0.C \n", + "285 286 ZSCAN4 C2H2 ZSCAN4_C2H2_1 \n", + "\n", + " Total_width Consensus_left Consensus_right Cluster_size \n", + "61 12 0 12 2 \n", + "72 26 8 16 186 \n", + "79 21 3 20 1 \n", + "80 17 5 13 17 \n", + "81 21 2 18 6 \n", + ".. ... ... ... ... \n", + "163 24 4 21 3 \n", + "161 8 1 7 1 \n", + "0 9 2 8 3 \n", + "105 9 0 9 2 \n", + "285 15 1 14 2 \n", + "\n", + "[286 rows x 8 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sel.shape\n", + "anno.sort_values('Cluster_ID')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "here...\n" + ] + } + ], + "source": [ + "print('here...')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "# log_act" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for optimize_log_dynamic in model_by_logdynamic:\n", + " print(optimize_log_dynamic)\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + " log_act = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " log_act = pd.DataFrame(log_act.detach().cpu().numpy())\n", + " # log_act.columns = anno['Seed_motif'][2]\n", + " # log_act.columns = ['intercept', 'dinuc_bias'] + list(anno['Seed_motif'].values)\n", + " log_act.index = ad.obs_names\n", + " ad.obsm['mubind_activities'] = log_act\n", + "\n", + " mb.pl.set_rcParams({'figure.figsize': [5, 3], 'figure.dpi': 110})\n", + " delta = (log_act.max(axis=0) - log_act.min(axis=0))\n", + " var = log_act.var(axis=0)\n", + " plt.scatter(delta, var, color='gray', edgecolors='black')\n", + " plt.xlabel('effect size')\n", + " plt.ylabel('variability')\n", + " plt.title('TF modules (by score) | GraphLayer = %i' % optimize_log_dynamic )\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "# unique names for annotation\n", + "names = anno['Name'] # .sort_values('Name')\n", + "added = dict()\n", + "new_name = []\n", + "for name in names:\n", + " if not name in added:\n", + " new_name.append(name)\n", + " added[name] = 0\n", + " else:\n", + " new_name.append(name + '_%i' % added[name])\n", + " added[name] += 1\n", + "anno['Name_unique'] = new_name\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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w2bF77rkHixYtQnh4OHiexxNPPIHu3bvj9OnTtr4FQggxSVFlLfQNVjEAxRU19uyO07N7UKqoqEBRURHi4+M1r8XHx6OgoABVVVUtOveNGzfwyy+/oFevXnrbpKWlgeM4zRchhNhSuMgT+j5pOABhYi97dsfp2T0oyWQyAIBIJNK8pv6+urra4vM2NDTgySefxOTJk9G3b1+97dLS0sAY03wRQog1qVQMB88VY8I7J9E//Rhu32mAvn//8jyHGQNM33ixPbB7SriPjw8AoKqqSjMkp35CEgqFFp2zoaEBEydOhJeXF9577z3rdJQQQsykK9NOTR2XmmbfjYkLtX9HnZjdg5JYLEZ4eDgkEgk6d+4MAJBIJIiIiICfn5/Z52toaMCkSZPQ0NCAL774Am5ubtbuMiGEmKRxpl0zHBAd4I3aBgXCxF6YMSCK1inp4JDFs7Nnz8aGDRswePBgAEB6ejqSk5N1tlUoFJovlUqFuro68DwPNzc3yOVyTJ48GXfu3MHhw4fh7u5uz9sghBAthjLtwAB/bzccWPSgXfvU2jgkKK1atQq3b99GTEwMACApKQnLly8HAKSkpAAAMjIyANxNH1+7dq3mvZ6enhg6dCiOHz+OH374AV988QU8PDy0svOWL1+uOR8hhNgLZdq1HFV0oIoOhBArmfDOSWQXVOoMTByA3lFiHHhukL275VScsqIDIYS0RTMGRuudI6JMO9NQUCKEECsZExeKx3oGQcBzmmw7DoCAMu1MRsN3NHxHCLEiTUXw09dQXFFDmXZNGPvMpa0rCCGkhWhrCuuhJyV6UiKEtABtTWEeSnQghBAboq0prIuCEiGEtABtTWFdFJQIIaQFaMGsdVFQIoSQFqCtKayLghIhhLQALZi1LkoJJ4SQFhgTF4qjeaV6s+/MWTBLqeWUEk4p4YSQFmvpglmViuGgpBjr/pOHylq55vW2mFpu7DOXghIFJUKIhazxZKNe5/TVxVLo+ygS8Bw2T4pDYkKYFXvvGBSUjKCgRAixhLUWzR48V4yFmTm6Nwb8k7rCeObcga1+eI+CkhEUlAghljAUTMx5sjG03UVjQUI39I32b/WVI6iiAyGE2IC1Fs0aWuekxgHwdHNpF5UjKPuOEEIsYK1Fs+EiT9yQ1hsMTBwHyOoVeof41EHQmnNOjsoEpKBECCEWCPPzQJm0Xu/xUJEnAOMf7jMGRkNSpH9OiQPQ0dcdpVX6r2XtyhG65stuSOshKcrB0bxSmw4V0vAdIYRYoEeon+HjIb6aD/eFmTnILqhEmbQe2QWVWJiZg9R92VCpmNbGgE2JvVwxrX8kblY3GLyWtStHOLLILAUlQgixQN51qcHjv1yXmvThzvMctk3tjc2T4tAnSoxgX3f0iRLjzSnxOLvyEfx6Xap37krN2pUjHFlklobvCCHEAsWVtUaPm/LhnpgQBp7nkJgQpnNOyJRECGtvte7IIrMOeVKSy+WYP38+xGIx/P39kZqaCoVCobPtW2+9hb59+8Ld3R2JiYnNjkulUkybNg2+vr4ICgrCq6++auPeE0KI8UKsnm4uOF9c1eIPd0PXAYDoAC+rz/E4ssisQ4LS+vXrkZWVhby8POTm5uLEiRNIT0/X2TY0NBQrV67EnDlzdB5PTU1FeXk5CgoKcOLECbz33nvYtWuXLbtPCCEGC7ECQP7tO5ArDS+INeXD3dB1BDyHBcO7WT3pwJFFZh0SlHbs2IGVK1ciJCQEISEhWLFiBbZv366z7fjx45GYmIjAwMBmx2pqavDxxx9j/fr1EIlE6NatG1JTU/WeixBCrKVxgoL645sDwHN3n4KMrck39cNd33UEFhR8NZUjrqlm9zmliooKFBUVIT4+XvNafHw8CgoKUFVVBT8/wxktjV26dAkNDQ3NzqXvqYsQQqxFnaDQtBDrbVk98m8bH5Zz4TnsOpUPAAbX/ui7jjkFX83liGuq2T0oyWQyAIBIJNK8pv6+urrarKAkk8ng7e0NF5e/bkMkEqG6ulrve9LS0rB27VrzOk0IITroSlDon37MpPfWK1Q4V1CJHBPW/hhKhLAVR1wTcMDwnY+PDwCgqqpK85r6e6FQaPa5ampqtJIkqqqqDJ4nLS0NjDHNFyGEWJOxxITG2mKZoJaye1ASi8UIDw+HRCLRvCaRSBAREWHWUxIAdO/eHa6ursjJydE6V2xsrLW6SwghZjGWAKGLrdf+tJRKxXDwXDEmvHMS/dOPYcI7J3HwXLHR9VOWcMg6pdmzZ2PDhg0YPHgwACA9PR3Jyck62yoUCs2XSqVCXV0deJ6Hm5sbvLy8MGXKFKxatQr79u3DjRs3sG3bNkoLJ4Q4jL6daA19fNt67Y+aJfXs7F1yyCFbV8jlcixYsAB79+4FACQlJWHLli1wcXFBSkoKACAjIwOA7jmgoUOH4vjx4wDurlOaO3cuDh8+DE9PT8yfPx+rV682uS+0dQUhxNqa7kQbKvLEr6XVqGlQ6n1PnygxDjw3yKZ9smT/J2tt0aFG+ykZQUGJEGJrB88V4+VPJdA32sVxwJbJ8TZNKrA0uBja70m9+aA5wZT2UyKEEAf76FS+wXVLIk9Xm679UffBknp29i45RLXvCCHExooqDNevc3PhTZqXackeR5YGF0P7Pdmi5BAFJUIIsSGViqFeqdJ7nAMQbsIHe0sTDiwNLob2e7JFySEaviOEEBs6lFOCqlq53uMcB8wYEGU07bqlexxZWs/O3iWH6EmJEEJsyNh8kq+nKx6PDTH6FGTqNhj66EtV540EF3uXHKLsO8q+I4SYyNQ5ncbtzhVW6s26A4AgoRuWjeqhNzOO44Aofy8UlNcYPE+wrztOLx9usK/T/3wa2nOmwK717BqjlHAjKCgRQkxh6jofXe30UadUgzG9ademaJqabemaJHuglHBCCLECU+d0dLXTRz2XY8rusqacx9y+OiMKSoSQdsncem6mrvMx1E6taaKAOUVcDZ3H3L46I0p0IIS0O5akV5u6zsfYUw/PAQmRYq25HENp1+acx9y+OiN6UiKEtDuWDG8ZepppvM7H2FOPn6crMucORGJCmCaQ6Eq7NoTD3YB04LlBWucxt6/OiIISIaTdsWR4y9R1PjMGRoMzEFkqa+XNgh7Pc9g6JQFT+0XAy00AngPcBfoDVNM5pKZDkbfvNEDfm22x4NWaaPiOENJmmJqybcrwVtNzhYk8ERvqi5yiqmbvjQ31xeOxIQDuPvWkHcpFpZ4Fs4yh2ZoilYrhxU/OaQ0n1ivvXkXda33rivRl2jVlypokZ0BBiRDSJpgzT2So5A4A3JY1oPf6o6iqlWsWvt6Q1oPnOfh6uqCqVqHV/kKJFC9+ck5zDTcXw4NwTed0Gg8nNsMB0QHeqG1Q6FxXpOu96u94Doj090KdXOmQNUmWoKBECGkT9H04N54nUj+dGEsskKsYKmu0n3TU52oakNDkGmPiQuHl5gKgQee5dc3pGMzYY4C/txsOLHpQ52FD72UMCPBxt+k+TdZGc0qEkDbBnHkicxMLTKFSMXx0Kh+p+7JRUK4/u03XnE5LsuVac6adLhSUCCFtgjkfzup6bpsm9kJUgJdVAhMDcOXmnbvDhwYyux/t0XxOpyXZcq05004XCkqEkDbBkg/nb38pQ6GRvY5MxQFQKFVGF86evXa7WRtLK3i39L36mLuw2JpoTokQ0iaYu++PweQCC/A8B4GAMxrgblTLsebQRWwY30vz2uOxIdj5wx+QFFZptdVVraFZVqCfB2LDfHGhWGpW9W99WrpvU0tRUCKEtAmGtmYY0aMjVIxhwjsnNanit+80WPQvf1eeg+LP9zUNANcra3GusHnKeFP7zxZpgpI6Hfx8UVWzdrGhvtg6JUETBPQFDI4DeoX5QcBzKK6sbVGmnTkJI7ZAVcKpSjghrYaxdUia4432/ZnePxLH8srwdZ52sDLlv3qeu/u0Ilc2b+3tJoCPhwvCGwWAQzkleregaOr39FE4lFOCN4/9hvzbupMReA6Ydl8kfrkuRVFlLTxdBbhWXqNzfyZ1+netXIkwPw/0CPVD3nUpis3cNn3COyf1VixvWo3cEk5ZJVwul2P+/PkQi8Xw9/dHamoqFIrmaZamtC0uLkZiYiICAgIQGBiIyZMn4+bNm/a6FUKInaifEhZm5iC7oBJl0npkF1RiYWYOUvdlQ6Vi4HkOiQlhOPDcIJxePhwHnhsEnuPwdV7zkkLGeLsJMO2+SL0B5k6DErdlDVofsOqsPlOo70VfQAIAFQN2nynQ3G/+bd0BSd02/3bN3d9LYZXW+5r+ngxxdDafQ4LS+vXrkZWVhby8POTm5uLEiRNIT0+3qO3zzz8PALh27Rr++OMP1NXV4YUXXrDLfRBC7MfS7RhMqdrdlIDnsGFcLH65LjWYSadQMa0PfADYNrU3hO6GZ0aE7i5mzWe1dCzHnG0rHJ3N55CgtGPHDqxcuRIhISEICQnBihUrsH37dova/v7775g8eTJ8fHwgFAoxZcoUXLhwwV63QgixE0u3YzBlryKu0f82Ti4oqqw1qW+NP/B5nsOax3sYbO/v7WaXTLamTNm2whbZfOawe6JDRUUFioqKEB8fr3ktPj4eBQUFqKqqgp+fn1ltX375ZWRmZmL06NFgjGHfvn144okn7HhHhBB7sHRYyVhJoegALwT4uOvcHjzMzwNl0nqT+qdUMaz4/AI2/t8v8HAx/O/98jv6+2NLpgy/GUoYsUfdPLsHJZlMBgAQiUSa19TfV1dXawUlU9oOHjwY7733HsRiMQBg4MCBWLZsmd7rp6WlYe3atVa4E0KIPRkKLoaGlQyligt4DguGd9ObTdYj1A/Zhc2z4vS506DEnQal0XYqZnqyhTWZMvymXljcNGHEXnXz7D585+PjAwCoqvrrD63+XigUmtVWpVLhkUceweDBgyGTySCTyTB48GA8+uijeq+flpYGxpjmixDSOlg6rKSrpJC+HVubyrsubWGvdXMRcAY/3KMDvJDUPxICfffL3W1jbnwwdfhNV8KIrn2bbMGsoPT8888jOzu7RRcUi8UIDw+HRCLRvCaRSBAREaH1lGRK2/Lycly7dg0vvPACvLy84OXlhdTUVJw5cwa3bt1qUT8JIc7F0uCi/pf/5klx6B0lRrCvO3pHibF5UpxmIai+CgZFNso0E3m6NkuGUN/L6Nhg/Hfhg1g39l699zvy3rttEiJEJpdI4jhA6OGCjV/9YtcKDeYya51SSkoKPvnkE0RERODpp59GUlISAgMDzb7o6tWrcfjwYXz11VcAgFGjRiExMRGrV682u23Xrl0xceJErFmzBsDdJ6E9e/agsLDQpL7QOiVCWg9d65CaDiuZuqdS43Pq2o+I5zkI3V307ovUEjyHZll9Yi9XrHq8BxLjw5rfi577PXiuWO+6KA5AVIAXahsUqFcySP/chkN9fxwH+Hq4ws2FQ4TYy+R1TC1l7DPX7MWz9fX1+Oyzz/Dhhx/if//7H0aNGoWnn34aI0eOBM+b9uAll8uxYMEC7N27FwCQlJSELVu2wMXFBSkpKQCAjIwMo20BIC8vDy+99BJ+/vlnqFQqJCQkYPPmzUhISDCpLxSUCGk7DAWYET2CMLxHEPacvqYVrFSMYfH+87rLE+kIHpbi1P+H6Z5LEvAcNk+KM6tagqH7faxnkGZuyNiC3qbvsWVgsnpQauy3337DlClTcP78eQQFBeHZZ5/FokWLNHNBrQEFJULaDmNPDo2DguZpyMMFVTVymycdeLsJ4OkmuLvgVsdxS6slGHuaMlShoSlLAqO5jH3mWpR99/3332Pnzp04cOAAEhISsHPnTkRHR2Pz5s0YNWoUvv/+e4s7TAghljK44Z3m//z1s1LHZn62Yiwzz9JqCeqkBH2BxJR1WmrqdUy2DErGmBWU1q5di48++gj19fWYMWMGzp49iy5dumiO9+/fH/7+/lbvJCGEmMKcD2BnFCrytPo5ja3TaswZNgU0Kyjl5ORg69ateueP3NzcNAkJhBBib+Z8ADujHiG+zV4zNXFDX7vpA6IgKaoyqaSRM2wKaFZQuu+++zB69Ohmr7/++utYsmQJAOCBBx6wTs8IIcRM0wdEIbuw0uxVqa4C3ZXA7e2XJuuiTN3byFC7ET2CMKJHR3ydd0NzTB97lBEyxqx1SvqKpr722mtW6QwhhFhKpWL4JrdUbxVtfTgOVtvor6WKm9TaM7UIraF2X+eVYXiPYM06rSBfd4i9XME1SrAzdTGxPZj0pHT+/HkAgFKpxIULF7QyJ65evQpPT+uPgxJCiDk+zy7Ckdwyk9s3zb5zNF1DZ6YUoU1MCDPabs+ZAk1VBvVrjiojZIxJQSk+Ph7cn2E1Li5O8zrHcQgODsarr75qm94RQoiJNh751eS2rgIOvcJFmDEgChu/+sUp5qAaD52pg8b5Yv272DZOSjC3WK2xjD1HMikoqVQqAHez686cOWPTDhFCiCVuyxpMbhvg7aZZD/TRqXyUVZtWCdxWGg+dNZ4fMrbgVf1kZWmxWmdk1pwSBSRCiLMy9Wmn6Yf0jIHRJr/P2txdePSJFGnq8AHA6i8u4ssLpUbnuRo/WRkqVgsOmN4/0qr9tiWjT0rTp0/Hnj17AADjx4/X2+6zzz6zXq8IIcRM7gIO9SZk0DXNMBsTF4q0Q7lGa9wxtLzskLebAD7uAni63f3orW20mFalYnjxk3P48kKp0fNwAEb0+CspYUxcKL7JvY6vLuqYU2PAsbwyrZp6zsxoULr33ns13zeeTyKEEGcysU849vxouBCzrgwznuew8vEYLMo8b/QaLU3SezXxXnz7S5l26nb13dTtnT/8gfNFJu7dxAHDewRpggzPcxjeI/jueZv0kQH4Ou9upp6pc0jmFrW1phbVvmsLqPYdIW2DQqHC4Ne/RZm0+dwSByA+wk8zVNe4KOv0AVH4JrfUrMw9S6irgOsr/mqOxnXy1AFkxecX9JYxMqeunilFXlsSmFpc+06dDm5Mr169TO8VIYRYmYsLj5NLhiHtP7n4/FwxauVKeLoKMC4hDGlP9ATPc80+bMuk9ThbUGnzvvEcsOrxHthz+ppV9jBSZ9SZmhRhTvmgxmueGr+/8dooW2btGQ1K6nRwg6XGOQ5KpfEtgAkhxJZ4nkPfaH/kXZfiyg0ZlCqGQ+dLkFdShR6hfkY/vG0lNswPKsZwvkh/irc51MkaugKIofamMHVtlK0YDUrqdHBCCHFmhp4asgurkF1o4nyNDeQUVSHHhDkrU6mTNQwFEF3tTWHumidrs2jrCkIIcRbqOZU3j/2G/NuOrXDdUpH+niiqqNWbUNF4bmdMXCg2/p/xhb/6ygfpS2YIc/CaJ7NSwseNG6ep7NAUpYQTQuzN1DmV1qKypvkGgBwAX08XeLjwCPf31ioHZKwqurebABvGxeqsKK6vgGtsqC94ntO9E68dCraalRIeHx9vy74QQohJ1P/K33L0Eq6V1xp/QyshrWs+N88AyOqVWDvm3mZzOTMGRkNSpHunXQHPYcO4WJ3zP4aSGc4XV6FXuB8uFEt1Zt/ZumArpYRTSjghrYr6X/n/d7G0xeuGWgt9Kd2Wpm8b2iKdA5AQKcLMgdE2Kdhq9e3Qs7KysGvXLhQXFyMsLAxJSUm0hxIhxKoMLd5U/yvfFgFp1L1ByCuRIt/Jnr70JRjwPIdtU3ubXfHbWDJDSWWtwwq2mhWU/vWvf2Hp0qWYPn06HnjgARQUFGDs2LFIT0/Hc889Z6s+EkLaEWMb212vqrPKWp+mkvpHYt3Ye3EopwQLM3UPidmKoNEWGuYmGFhS8duZC7iaVZD1tddew9dff4133nkHr7zyCt5++20cOXIEf//73826qFwux/z58yEWi+Hv74/U1FQoFAqL2x46dAjx8fHw9vZGaGgoMjIyzOoPIcR5HJQU46uLpXo3trtyQ9bitT5co/8V8BxGxwZj3dh7wfMcxsSF4rGeQRDYqU4cxwGvTYjF6sd76H2ysXaCgaECro7efdasoCSTydC3b1+t13r37o07d+6YddH169cjKysLeXl5yM3NxYkTJ/Tuamus7ZEjRzBv3jy8+eabkEqlyM3NxYMPPmhWfwghzkGlYlj3nzy9u8cqVQxKFbO4YjcHoIOPG7zcBOA5wMtNgCf7huPh7h0xKeMH9E8/hkkZP2BYTBBemxCLDj7ult6KyRgD/vntZTx+b4gmGDYNmtZOMGgceG19LXOZleiwYsUKCAQCrFmzBgKBAEqlEq+++ioUCgXWr19v8kUjIiKwZcsWTJw4EQCQmZmJRYsW4dq1a2a37devH+bMmYNnn33W5Os3RokOhDiPg+eKseATicE2fp4ukNUrLRpeU38A6xu2apwo0EHohtIq++2zFB/uh/0pg3D4wnW77AjrqN1njVYIMhaUEhISNGuTGGO4ePEifHx8EBoaipKSEshkMsTGxiI7O9ukDlVUVMDf3x+XL19Gly5dAACXL19Gt27dUFlZCT8/P5Pburi4QCgUYtWqVdi3bx+kUimGDBmCf/7znwgJCTGpPxSUCHEOKhXDw5uPG10A2ztShBA/D7Oy7zjcHSazd7aeoSCoy5tT4p1yN1hranH23YIFC6zZH8hkMgCASCTSvKb+vrq6WisoGWsL3A2UBw8exNGjRxEQEICUlBQkJSXh22+/1Xn9tLQ0rF271kp3QwixBnVygykVGWY2ysLbdSofv1yXolauvxyan6crunT0wW1Zvd0qPqifth7tEYTiihqcL5aa9D5b15VrDey+Tkn99HPlyhV07twZAHDlyhV07dpV75OSvraMMYjFYrz//vt45plnAABXr15F165dUV1dDW9vb6P9oSclQhzv4LlikzLeRJ4uWP1ET62tJ27faTAYbLzdBPDxcEH5nQbITdgE0BrU21QAwKLMHJOf0Pw8XdClg4/WthqA9lYb9trXyFasvk7pzp07OH/+PG7duqV14jFjxpj0frFYjPDwcEgkEk2gkUgkiIiI0ApIpraNjNS9zS8FGkJaD1MKi3IAogK8sXj/ea1UcWP/pd9pUOrdZ8hWKmrkSDuUC6WKmTVkWFWr0CxqvSGtb7bAtXFqfEv3NXJWZgWl48ePY+LEiVCpVJBKpfD19YVMJkN4eLjJQQkAZs+ejQ0bNmDw4MEAgPT0dCQnJ1vU9tlnn8W2bdvw2GOPwd/fH+vWrcOwYcPg4+Njzq0RQhzI0GJOtbhwP1wokTYrjeOspHW6l7kYw5r8b9Nj9trXyFHMCkqLFy/GsmXLsHDhQojFYpSXl2PdunUmDZM1tmrVKty+fRsxMTEAgKSkJCxfvhwAkJKSAgCatUaG2gLA0qVLUV5ertmq/aGHHsJHH31kVn8IIY5lrLBodIAXKmvlbaLoqjXYY18jRzFrTsnPzw/l5eUQCAQQiUSorKxEfX09unTpgsLCQlv202ZoTokQxzM0p8QB8HQToMaEITh1Wnd7EOzrjtPLhzu6G2Yz9plr1uJZHx8f1NberQnVsWNHXL16FTU1NaiqctzmWYSQ1k/XYk41BhgNSByAToHe6B0lhqug7c2zNOXoUkC2ZFZQevjhh3HgwAEAwKRJk/Doo49i0KBBeOSRR2zSOUJI+6AuLLp5Uhx6R4kR7OuO6AAvmDqPz/McXhzWFQeeGwR/bzfbdtYJOLoUkC1ZnBLOGMOePXtQXV2Np556Cl5erTNq0/AdIc7J0PYKTY2ODdZko0145yTOFlTauntWxXPQuYcRoD0cacq2FM6uxRUd2joKSoQ4p/7px1AmNV7mp4OPOyLEHiiuqkO4yBMxIb7YfabADj3Uz9S5rcZBZuuUhGYlhqb3v7vkZc+ZAruWArKlFgelZcuWYePGjQCAl19+WW+7N954w8IuOhYFJUKcR+N9lM4XVUFuwtoldQRo/HQh4DkoHJCpJ+A5TO0XgV9Kq+8GkT+DZN51KUoqaxEq8kSPEF/8cl2K4sraNhFkzNXixbOVlZWa7ysqKqzSKUIIaUrXPkqGaJ5GGjVUf+uIgAQAj/UMwrqx9wKAJrge/aUM4SJPLB0Z066Cj6VMHr5TKpU4cuQIhg0bBg8PD1v3y27oSYkQ52BqqSEAEHm5ws9dgGsVdXbomWnUmwQC0Btc3V149AwRYuagTu02QFl1TkkoFGoKobYVFJQIcQ7GEhtcBRx6hYswY0AUHo8NQc+0r1Gv0F+I1RBvNwHiI0S4U9eA38troVQyuAh4dO7gDUlhpVmlgQRNEg9MCa5N32MqQ9vEt5YAZ9Xad4MGDcLZs2fRp0+fFneMEEIaM1ZqKMDbDQeeGwTg7lOVpQEJAGrlSpy8elvrNQGvQoifBxjzw7lC09ZeRgd4YcHwblpBwZQ6fpaUCjK2TXxrzcZryqygFB8fj9GjR2PatGmIjIwEz/+1zOmFF16weucIIe2HoVJDTReLfnQqv0XX0hUz1IFiar8ISAqrDAZIngNG3husMxCYUscP0C4VZMoT0KGcEhzJLWtW+6+t1cIzKyj9+OOPiImJwblz53Du3DnN6xzHUVAihLTIjIHRkBTpHvZquli0qLLWJn1Qqhg+P1cMT1cBauT6q0hE+nvpfTIxVsdPjQEorqgx+QnI0BNYW6qFZ1ZQ+u6772zVD0JIOzcmLhRH80p1JggI3QX46Y/b2HUqH8WVtZBZWIHbFKZsc1EnV+odKjMUXJuqrlMg/tVvIK3Vvh9dT0CGnsDUAa4tMKvMECGE2Iq61NCmib0g8nLVOlZZq8CeHwuRXVCJMmm93fdHasxY3bnGdfyMudOgbBaQGlM/AQF3n8D0nbEt1cIz60mpvLwcy5Ytw/Hjx5tt8ldeXm71zhFC2hee58BznMV7EdkDAxATLIRCobpbgUHHPNC2qb01c0QXS6QWJ2U0fgIyZ3izNTMrKM2fPx8lJSV4/fXXkZSUhN27d2PTpk2YOHGirfpHCGlnTMlec7R9PxXi2K9ld+eO/qwm0XQeKDEhTDuJ4c/yQdV1CpOf9Bo/Aeka3mxcpmhMXKitbteuzFqnFBQUhIsXL6JDhw6a/ZQKCwsxbtw4/Pzzz7bsp83QOiVCnIupNe+clYDnsHlSnN6kA3Pur+m5mga41limyKrrlBQKBQICAgAA3t7eqK6uRnh4OH777beW9ZIQQv4ULvJs1UHJWCacKdl5+p6AeJ7TPIG1VWYFpR49euD06dMYNGgQ+vXrh2XLlkEoFCIyMtJW/SOEtALG1tnoO/54bEizeZmYEF+Tt6xwRsYy4Yxl5/l5uqJLR59W9wRkLWYN30kkEggEAsTGxuLq1atISUmBVCrFG2+8gcGDB9uynzZDw3eEtIyudTZNt2R48ZNzOlO9eU57Iav6fTwHyJWt879LDkDvKLGm+kRTxn5fbaUygz5WrX0XExODmTNnYsaMGQgPD7dKBx2NghIhLWOs1punK49aueUlgQwRevCorrPNuS1lbE4JaBtzQ5ayalD65JNPsHv3bhw9ehSDBw/GzJkzMXHiRHh7e1uls45AQYmQljFnh1hr4zlgar8IfPxTIVryYKXel6mlHwWWFlptT4x95pq1eHbKlCn4z3/+g4KCAowZMwZvvfUWgoKCMGPGjBZ3lBDSOpla680WGAN+LZMhPkJk0fvdXXj4ebogIVKEzZPiIPJ0Nf4mPbzdBNg8KY4CUgtZVNGhY8eOePHFF/Huu+9iyJAh2Lt3r1nvl8vlmD9/PsRiMfz9/ZGamgqFQvdiOVPb1tbWokuXLhCJRJbcEiHEQuEiT4ddW51UMGNgtEXvb1CoIKtXIsTPA4nxYXB3sazIjYDnsGFcLBITwiggtZDZf4Hi4mK8/vrriI2NxbBhwxAeHm52Tbz169cjKysLeXl5yM3NxYkTJ5Cent6itqtXr0ZUVNtY0UxIa2JpQLAGDkCoyBMqxuDlJjD7/U1rzIWLDZfyEXu5QsBzmjYc/hqyayuLVx3NrDmlYcOG4eTJkxg+fDhmzJiBsWPHWrQLbUREBLZs2aKpBJGZmYlFixbh2rVrFrU9e/YsZs2ahc2bN2Py5MlaW7gbQ3NKhLSMSsXQ+9WjqKyV2/3aPAf0CvfDhWKpSQVQDekTKcKMgdF6kzYEPIdNE3uB57h2maBgLVZdPPvEE09g37596Nixo8UdqqioQFFREeLj4zWvxcfHo6CgAFVVVfDz8zOrrUKhwJw5c/D2229DpTKehZOWloa1a9da3H9C2qKW7GjK8xxWP9EDCzNzWpwoYA4BzyE21NcqAQkALpZI8XhsiN5SPrFhvth9Kh/FVXUIF3li6cgYzTqrSRk/WHUn2Laww6ylzHpSsobCwkJERkbi5s2bCAwMBADcvHkTHTt2RGFhoVaquSltN27ciCtXrmD79u04fvw4EhMT6UmJEDNYY91M43NYI0AYwgGIj/DDU4M6YdepfJyzYuafgAM4DhB5ucHH3QW1ciXCRZ5QqhjOF1dp6typfz8dhG5a9e+ssd6ora9jsmr2nTX4+PgAAKqq/tpuWP29UCg0q+2VK1eQkZGBTZs22bTPhLRljXc0VX9UNJ1rMUa97cTmSXGIDrDtFgocBzw1qBMSE8JQbELmn3reJz7Cz0hLQMkAhQq4JWtA/u0aBPu6Y9p9kbhQIoXqz8AD/PX7Ka2q1/m6qb83Xazx92jN7B6UxGIxwsPDIZFINK9JJBJERERoDd2Z0jYrKwtlZWXo1q0bAgMDMXbsWEilUgQGBuLMmTN2uiNCWjdTdjQ1hbouW4C3m95kAWtgDJo+hfkZn9P2chPcXcv0zACz+5VTJMWqQ7lmVy035/fWlLX+Hq2VWXNK1jJ79mxs2LBBU5ooPT0dycnJZredPHkyhg8frml76tQpJCcnQyKRtGjei5D2xNo7mrZ03RIHGHx/4z7FhPgiu7DKQGugpkGJfT8V4mJxlUX9qrFgQ0EGoMjCnWDbyw6z+jgkKK1atQq3b99GTEwMACApKQnLly8HAKSkpAAAMjIyjLb18vKCl9dfQwUdOnQAx3FtpgQSIfZgqGq1JTuamlIFWx+euzvUplAyve9v3KeTV28bPad66EtSZDh4WVuDQgWVipk9/2Ptv0drY/dEB2dDiQ6kvTNUu86UOm7mnM8aeA6I9PdCrVzp1FtccBywZXK82dtMWPvv4WycLtGBEOJcxsSF4rGeQVZbFNr4fNbE/fmlYkD+7Rq7BiSRnkWzrgbusfHclzms/fdobehJiZ6UCLF61Wr1+VZ8fsHkrb/18XYTQOjhAk83F+TfvmPXtVDA3Sezf0yK07lodsOXubgp079oONjXHaeXD9d7XJ+2XEXcqotnCSFtk612NO0gdMed2y2bmFeoGH5YOgyTMn7AH7es1DET8Rww8t5gJMaHaX5HjX10Kh+3ZLrXSbVk/qc97DCrDwUlQohVNV382VL1ChUO5ZSgqLLWCr0zjauAQ69wkdGnE0O7yPI8hxkDqB6nuWhOiRBiVboWf7bUR6ev2bUaeYC3Gw48N8ho1e/2Pv9jC/SkRAixmHruY9epfFy5IYNSxVCnUEJp5c1giytqsHRkDM4WSEx+j6+HAHcaVGZnAZoz7KauZNFW538cgYISIcQi9qp3pw4SY+JCsfOHPyAxslhW/Z4uHYUI8fPQqiGn5sJzUOjps7nDbu15/scWaPiOEGI2lYph9RcX8eWFUpsXYFUHCZ7nsH/uIMSHG69hxwBcuSHD9cpaTO0Xgd6RIgT7uqNPlBhvTonHr+sew+jYYBp2c0KUEk4p4YSYRf2E9OWFUrtcb3RssFZl7MbbOlwskaJeoX+s0FB17bacdu3MjH3mUlCioESIWWxdsaGp3pEizNSzl1DjwHLlRjWqahU6z9EWKiG0FRSUjKCgRIh5JrxzEtlW3MPIVF5uAnTwcUOdXIVwcfNN7wz1iwPQO0qMA88NsmufSXO0eJYQ0kxLdjZtaRVw4K9htUdjOuBcYRVKTSgZVNOgxLXyu2uVblTXQ1KUg6N5pZphufZeXbutoKBESDuja2fTG9LmH/L6tKQKONB8YapKxZD2n1x8fq7Y5JJETTe9S0wIa/fVtdsKyr4jpJ1p6c6mMwZGtygRQKliaFzAzsWFx/pxschd9xiChO5mnavxpneG+kXVFVoPCkqEtDMt3dm0pVXAVQzILqjEwswcpO7L1uqLp5vArHMxAOeLKtE//Rh2ncpHbKgveA6U5t2K0fAdIe1MS+de1FUMVn9xEbvPFFjUh6ZPZmPiQnEopwTXLahvJ1cylEnrcUNaD57n0CvcDzzHoaSyltK8WyEKSoS0M9aYe+F5Dr9clxrdutwYlYrho1P5OJpX2uLKEOpAd6FYSunfrRgN3xHSzlhr7sWULDwvNwEMPaAwAFdu3rFqqSJThiCJ86KgREg7Y63K1uEiTxgbEKuTK+Hr6aq3HQdAoVRZZYsLNUr/bt1o+I6QdsZala0N7SWkpmJAZY3+nVl5noNAwJk1BGhsyJDSv1s3CkqEtAItWeyqS0srW6tUDCrGIHR3QWWt/qCjT+OadNcra5FtpPL34M4BqJUrUVxRA083F8jqFbgla9DZltK/WzeHDN/J5XLMnz8fYrEY/v7+SE1NhUKhu2aVobb19fWYM2cOOnXqBKFQiL/97W/YsWOHPW+FEJtTL3ZdmJmD7IJKlEnr9aZU27M/i/eftygg+Xm6oneUGJsnxWHb1N6YOaiT0ffUKVTYnzIIfaP9UVhRi9t6AhKlf7d+DglK69evR1ZWFvLy8pCbm4sTJ04gPT3d7LYKhQIhISE4duwYpFIpdu7ciYULF+Kbb76x5+0QYlMtXexqy/6Y6+4+Rz5au7qOiQuFu4vhj6LiihqjO9pGB3hpAh2lf7deDglKO3bswMqVKxESEoKQkBCsWLEC27dvN7utt7c31q1bh86dO4PjOAwYMAAPPfQQsrKy7Hk7hNhUSxe72rM/xuhKQuB5Dj1DffW+Rz1HZOi6HIAAH3ej25cT52f3oFRRUYGioiLEx8drXouPj0dBQQGqqqosbgsAdXV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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.stats import spearmanr\n", + "res = []\n", + "for optimize_log_dynamic in model_by_logdynamic:\n", + " if not optimize_log_dynamic:\n", + " continue\n", + "\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + " log_act = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " log_act = pd.DataFrame(log_act.detach().cpu().numpy())\n", + " # log_act.columns = anno['Seed_motif'][2]\n", + " log_act.columns = ['intercept', 'dinuc_bias'] + list(range(1, 287))\n", + " log_act.index = ad.obs_names\n", + " ad.obsm['mubind_activities'] = log_act\n", + "\n", + " mb.pl.set_rcParams({'figure.figsize': [5, 3], 'figure.dpi': 90})\n", + " delta = (log_act.max(axis=0) - log_act.min(axis=0))\n", + " var = log_act.var(axis=0)\n", + " plt.scatter(delta, var)\n", + " plt.xlabel('min-max range')\n", + " plt.ylabel('variability')\n", + " plt.title('TF modules (by score)')\n", + " plt.show()\n", + "\n", + " for c in log_act:\n", + " a = log_act[c]\n", + " b = ad.obs['dynamic_score'].values\n", + " # print(a.shape, b.shape)\n", + " res.append([optimize_log_dynamic, c] + list(spearmanr(a, b)))\n", + "\n", + "res = pd.DataFrame(res, columns=['opt_log_dynamic', 'archetype_id', 'spearman', 'p_val'])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# add archetypes name\n", + "meta = pd.DataFrame(pd.concat([delta, var], axis=1))\n", + "meta.columns = ['max_effect', 'variability']\n", + "meta['name'] = ['intercept', 'dinuc_bias'] + list(range(1, 287))\n", + "clu = mb.datasets.archetypes_clu()\n", + "meta['archetypes_name'] = meta['name'].map(anno.set_index('Cluster_ID')['Name_unique'])\n", + "meta['archetypes_name'] = np.where(pd.isnull(meta['archetypes_name']), meta['name'], meta['archetypes_name'])\n", + "\n", + "meta['archetypes_seed'] = meta['name'].map(anno.set_index('Cluster_ID')['Seed_motif'])\n", + "\n", + "meta['filter_position'] = range(0, meta.shape[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "meta = meta.sort_values('max_effect', ascending=0)\n", + "meta\n", + "\n", + "res = res.merge(meta, left_on='archetype_id', right_on='name')\n", + "res = res.sort_values('p_val', ascending=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "name_by_filter_id = meta['archetypes_name'].to_dict()\n", + "# name_by_filter_id" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Observe general scores per case" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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opt_log_dynamicarchetype_idspearmanp_valmax_effectvariabilitynamearchetypes_namearchetypes_seedfilter_position
53True52-0.1820359.919688e-144.5416890.06094352CCAAT/CEBPCEBPA_HUMAN.H11MO.0.A53
249True248-0.1815721.147380e-134.9406030.068638248NR/20ANDR_MOUSE.H11MO.0.A249
41True40-0.1714092.544866e-124.7496320.06842440NR/11ERR2_MOUSE.H11MO.0.A41
235True234-0.1617544.082971e-114.8858670.079185234P53-like/3Tp53.mouse_p53l_1235
93True92-0.1539033.459312e-104.8071680.09272492SOX/3SOX10_HMG_493
.................................
19True18-0.0713683.767849e-033.6418190.05812518HD/13CDX1_HUMAN.H11MO.0.C19
59True58-0.0707274.093270e-033.4314830.04146458Ebox/CACGTG/1ARNTL_bHLH_159
72True71-0.0699884.499830e-032.7436880.02021771TBX/2MGA_TBX_272
209True208-0.0695154.778801e-034.0190490.081420208ZNF146OZF_HUMAN.H11MO.0.C209
13True12-0.0664806.974081e-033.3857280.04133312HD/12PBX1_HUMAN.H11MO.0.A13
\n", + "

288 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " opt_log_dynamic archetype_id spearman p_val max_effect \\\n", + "53 True 52 -0.182035 9.919688e-14 4.541689 \n", + "249 True 248 -0.181572 1.147380e-13 4.940603 \n", + "41 True 40 -0.171409 2.544866e-12 4.749632 \n", + "235 True 234 -0.161754 4.082971e-11 4.885867 \n", + "93 True 92 -0.153903 3.459312e-10 4.807168 \n", + ".. ... ... ... ... ... \n", + "19 True 18 -0.071368 3.767849e-03 3.641819 \n", + "59 True 58 -0.070727 4.093270e-03 3.431483 \n", + "72 True 71 -0.069988 4.499830e-03 2.743688 \n", + "209 True 208 -0.069515 4.778801e-03 4.019049 \n", + "13 True 12 -0.066480 6.974081e-03 3.385728 \n", + "\n", + " variability name archetypes_name archetypes_seed filter_position \n", + "53 0.060943 52 CCAAT/CEBP CEBPA_HUMAN.H11MO.0.A 53 \n", + "249 0.068638 248 NR/20 ANDR_MOUSE.H11MO.0.A 249 \n", + "41 0.068424 40 NR/11 ERR2_MOUSE.H11MO.0.A 41 \n", + "235 0.079185 234 P53-like/3 Tp53.mouse_p53l_1 235 \n", + "93 0.092724 92 SOX/3 SOX10_HMG_4 93 \n", + ".. ... ... ... ... ... \n", + "19 0.058125 18 HD/13 CDX1_HUMAN.H11MO.0.C 19 \n", + "59 0.041464 58 Ebox/CACGTG/1 ARNTL_bHLH_1 59 \n", + "72 0.020217 71 TBX/2 MGA_TBX_2 72 \n", + "209 0.081420 208 ZNF146 OZF_HUMAN.H11MO.0.C 209 \n", + "13 0.041333 12 HD/12 PBX1_HUMAN.H11MO.0.A 13 \n", + "\n", + "[288 rows x 10 columns]" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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opt_log_dynamicarchetype_idspearmanp_valmax_effectvariabilitynamearchetypes_namearchetypes_seedfilter_position
53True52-0.1820359.919688e-144.5416890.06094352CCAAT/CEBPCEBPA_HUMAN.H11MO.0.A53
249True248-0.1815721.147380e-134.9406030.068638248NR/20ANDR_MOUSE.H11MO.0.A249
41True40-0.1714092.544866e-124.7496320.06842440NR/11ERR2_MOUSE.H11MO.0.A41
235True234-0.1617544.082971e-114.8858670.079185234P53-like/3Tp53.mouse_p53l_1235
93True92-0.1539033.459312e-104.8071680.09272492SOX/3SOX10_HMG_493
.................................
19True18-0.0713683.767849e-033.6418190.05812518HD/13CDX1_HUMAN.H11MO.0.C19
59True58-0.0707274.093270e-033.4314830.04146458Ebox/CACGTG/1ARNTL_bHLH_159
72True71-0.0699884.499830e-032.7436880.02021771TBX/2MGA_TBX_272
209True208-0.0695154.778801e-034.0190490.081420208ZNF146OZF_HUMAN.H11MO.0.C209
13True12-0.0664806.974081e-033.3857280.04133312HD/12PBX1_HUMAN.H11MO.0.A13
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288 rows × 10 columns

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" + ], + "text/plain": [ + " opt_log_dynamic archetype_id spearman p_val max_effect \\\n", + "53 True 52 -0.182035 9.919688e-14 4.541689 \n", + "249 True 248 -0.181572 1.147380e-13 4.940603 \n", + "41 True 40 -0.171409 2.544866e-12 4.749632 \n", + "235 True 234 -0.161754 4.082971e-11 4.885867 \n", + "93 True 92 -0.153903 3.459312e-10 4.807168 \n", + ".. ... ... ... ... ... \n", + "19 True 18 -0.071368 3.767849e-03 3.641819 \n", + "59 True 58 -0.070727 4.093270e-03 3.431483 \n", + "72 True 71 -0.069988 4.499830e-03 2.743688 \n", + "209 True 208 -0.069515 4.778801e-03 4.019049 \n", + "13 True 12 -0.066480 6.974081e-03 3.385728 \n", + "\n", + " variability name archetypes_name archetypes_seed filter_position \n", + "53 0.060943 52 CCAAT/CEBP CEBPA_HUMAN.H11MO.0.A 53 \n", + "249 0.068638 248 NR/20 ANDR_MOUSE.H11MO.0.A 249 \n", + "41 0.068424 40 NR/11 ERR2_MOUSE.H11MO.0.A 41 \n", + "235 0.079185 234 P53-like/3 Tp53.mouse_p53l_1 235 \n", + "93 0.092724 92 SOX/3 SOX10_HMG_4 93 \n", + ".. ... ... ... ... ... \n", + "19 0.058125 18 HD/13 CDX1_HUMAN.H11MO.0.C 19 \n", + "59 0.041464 58 Ebox/CACGTG/1 ARNTL_bHLH_1 59 \n", + "72 0.020217 71 TBX/2 MGA_TBX_2 72 \n", + "209 0.081420 208 ZNF146 OZF_HUMAN.H11MO.0.C 209 \n", + "13 0.041333 12 HD/12 PBX1_HUMAN.H11MO.0.A 13 \n", + "\n", + "[288 rows x 10 columns]" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "order None\n", + "0 out of 288...\n", + "10 out of 288...\n", + "break\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize the logos as obtained by the model in each step\n", + "mb.pl.set_rcParams({'figure.figsize': [5, 20], 'figure.dpi': 90})\n", + "mb.pl.logo(model, title=False, xticks=False, rowspan_dinuc=0, rowspan_mono=1, n_rows=40, n_cols=1, stop_at=20)\n", + " # n_rows=len(res.head(20).index)," + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "order Index([ 53, 249, 41, 235, 93, 94, 179, 180, 273, 234, 18, 57, 265, 282,\n", + " 106, 262, 263, 88, 252, 276],\n", + " dtype='int64')\n", + "0 out of 288...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 out of 288...\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mb.pl.set_rcParams({'figure.figsize': [2, 20], 'figure.dpi': 90})\n", + "mb.pl.logo(model, title=False, xticks=False, rowspan_dinuc=0, rowspan_mono=1, n_rows=40,\n", + " # n_rows=len(res.head(20).index),\n", + " n_cols=1, order=res.head(20).index) # n_cols=len(reduced_groups))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total GB used: 1.83054\n" + ] + } + ], + "source": [ + "import resource\n", + "print('total GB used:', resource.getrusage(resource.RUSAGE_SELF).ru_maxrss / 1e6)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "# for k in ad.obsm['log_activities'].iloc[:,2:]:\n", + "# ad.obs[str(k)] = ad.obsm['log_activities'][k]\n", + "# sc.pl.umap(ad, color=map(str, ad.obsm['log_activities'].iloc[:,2:]), cmap='Reds')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "rna_sel.obsm['X_umap'] = ad.obsm['X_umap']" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "vars_mapper = {}\n", + "def find_varname(ad, k, shuffle=False, ):\n", + " if not shuffle:\n", + " if k in vars_mapper:\n", + " return vars_mapper[k]\n", + " else:\n", + " result = ad.var_names[ad.var_names.str.upper().str.startswith(k.upper())]\n", + " vars_mapper[k] = result\n", + " return result\n", + " else:\n", + " ad_sel = ad.var_names[ad.var_names.str.upper().str.startswith(k.upper())]\n", + " return pd.Series(ad.var_names).sample(ad_sel.shape[0]).values" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import spearmanr, pearsonr" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate global correlations between the activities obtained per motif and gene-specific expression" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "\n", + "all_targets = set()\n", + "for optimize_log_dynamic in model_by_logdynamic:\n", + " print(optimize_log_dynamic)\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + "\n", + " log_act = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " log_act = pd.DataFrame(log_act.detach().cpu().numpy())\n", + " log_act.index = ad.obs_names\n", + "\n", + " ad.obsm['log_activities'] = log_act\n", + " ad.obsm['log_activities'].columns = ['intercept', 'dinuc_bias'] + list(range(1, 287))\n", + "\n", + " # collect all targets\n", + " for k in ad.obsm['log_activities'].iloc[:,2:]:\n", + " log_act = ad.obsm['log_activities'][k].values\n", + " names = set()\n", + " clu_sel = clu[clu['Cluster_ID'] == k]['Motif']\n", + " for g in clu_sel:\n", + " names.add(g.split('_')[0].split('.')[0].split('+')[0].upper())\n", + " for g in anno[anno['Cluster_ID'] == k]['Seed_motif']:\n", + " names.add(g.split('_')[0].split('.')[0])\n", + " # print(k, names)\n", + " targets = set()\n", + " for name in names:\n", + " target = find_varname(rna_sel, name)\n", + " for t in target:\n", + " all_targets.add(t)\n", + " if len(targets) > 0 and False:\n", + " sc.pl.umap(rna_sel, color=targets, cmap='Reds')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def get_act_gene_corr(model_by_logdynamic, shuffle=False, random_state=0):\n", + " print('association between motif activities and related TF targets (shuffle = %i)' % shuffle)\n", + " res = []\n", + " # print(len(all_targets))\n", + "\n", + " rna_sel_df = rna_sel.to_df()\n", + "\n", + " for optimize_log_dynamic in model_by_logdynamic:\n", + " print('use GraphLayer = %i' % optimize_log_dynamic)\n", + " model = model_by_logdynamic[optimize_log_dynamic]\n", + "\n", + " log_act = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " log_act = pd.DataFrame(log_act.detach().cpu().numpy())\n", + " log_act.index = ad.obs_names\n", + "\n", + " ad.obsm['log_activities'] = log_act\n", + " ad.obsm['log_activities'].columns = ['intercept', 'dinuc_bias'] + list(range(1, 287))\n", + "\n", + " if shuffle:\n", + " random_cols = ad.obsm['log_activities'].iloc[:,2:].columns.values\n", + " np.random.shuffle(random_cols)\n", + " # random_cols\n", + " \n", + " for ki, k in enumerate(ad.obsm['log_activities'].iloc[:,2:]):\n", + " next_log_act = ad.obsm['log_activities'][k].values\n", + "\n", + " # if shuffle:\n", + " # next_log_act = ad.obsm['log_activities'][random_cols[ki]].values\n", + " \n", + " # print(ki)\n", + " # if ki % 30 == 0:\n", + " # print(ki)\n", + " names = set()\n", + " clu_sel = clu[clu['Cluster_ID'] == k]['Motif']\n", + " for g in clu_sel:\n", + " names.add(g.split('_')[0].split('.')[0].split('+')[0].upper())\n", + " for g in anno[anno['Cluster_ID'] == k]['Seed_motif']:\n", + " names.add(g.split('_')[0].split('.')[0])\n", + " # print(k, names)\n", + " next_targets = set()\n", + " for name in names:\n", + " target = find_varname(rna_sel, name, shuffle=shuffle)\n", + " # print(name, target)\n", + " for t in target:\n", + " next_targets.add(t)\n", + "\n", + " # for t in all_targets:\n", + " for t in set(all_targets).intersection(next_targets):\n", + " gex = rna_sel_df[[t]].to_numpy() # rna_sel_df[t].A\n", + " assert gex.shape[1] == 1\n", + " gex = gex.flatten()\n", + " # print(next_log_act.shape, gex.shape)\n", + " # print(t, pearsonr(next_log_act, gex))\n", + " res.append([ki, optimize_log_dynamic, k, t, t in next_targets] +\n", + " list(spearmanr(next_log_act, gex)))\n", + " \n", + " res = pd.DataFrame(res, columns=['filter_id', 'opt_log_dynamic', 'archetype_id', 'gene_name', 'matched', 'spearman', 'p_val'])\n", + "\n", + " # p-values\n", + " res['module_name'] = res['archetype_id'].map(anno.set_index('Cluster_ID')['Name'].to_dict())\n", + " res['p_val'] = np.where(pd.isnull(res['p_val']), 1.0, res['p_val'])\n", + " \n", + " # p-val adjust\n", + " from statsmodels.stats.multitest import fdrcorrection\n", + " res['p_adj'] = fdrcorrection(res['p_val'])[1]\n", + " return res\n" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The line_profiler extension is already loaded. To reload it, use:\n", + " %reload_ext line_profiler\n" + ] + } + ], + "source": [ + "%load_ext line_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "association between motif activities and related TF targets (shuffle = 0)\n", + "use GraphLayer = 0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "use GraphLayer = 1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timer unit: 1e-09 s\n", + "\n", + "Total time: 15.9703 s\n", + "File: /tmp/ipykernel_22410/1219755437.py\n", + "Function: get_act_gene_corr at line 1\n", + "\n", + "Line # Hits Time Per Hit % Time Line Contents\n", + "==============================================================\n", + " 1 def get_act_gene_corr(model_by_logdynamic, shuffle=False, random_state=0):\n", + " 2 1 472112.0 472112.0 0.0 print('association between motif activities and related TF targets (shuffle = %i)' % shuffle)\n", + " 3 1 1055.0 1055.0 0.0 res = []\n", + " 4 # print(len(all_targets))\n", + " 5 \n", + " 6 1 161795045.0 2e+08 1.0 rna_sel_df = rna_sel.to_df()\n", + " 7 \n", + " 8 3 4488.0 1496.0 0.0 for optimize_log_dynamic in model_by_logdynamic:\n", + " 9 2 286533.0 143266.5 0.0 print('use GraphLayer = %i' % optimize_log_dynamic)\n", + " 10 2 2415.0 1207.5 0.0 model = model_by_logdynamic[optimize_log_dynamic]\n", + " 11 \n", + " 12 2 1655069.0 827534.5 0.0 log_act = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " 13 2 3681375.0 2e+06 0.0 log_act = pd.DataFrame(log_act.detach().cpu().numpy())\n", + " 14 2 112235.0 56117.5 0.0 log_act.index = ad.obs_names\n", + " 15 \n", + " 16 2 1212210.0 606105.0 0.0 ad.obsm['log_activities'] = log_act\n", + " 17 2 544580.0 272290.0 0.0 ad.obsm['log_activities'].columns = ['intercept', 'dinuc_bias'] + list(range(1, 287))\n", + " 18 \n", + " 19 2 531.0 265.5 0.0 if shuffle:\n", + " 20 random_cols = ad.obsm['log_activities'].iloc[:,2:].columns.values\n", + " 21 np.random.shuffle(random_cols)\n", + " 22 # random_cols\n", + " 23 \n", + " 24 574 1868306.0 3254.9 0.0 for ki, k in enumerate(ad.obsm['log_activities'].iloc[:,2:]):\n", + " 25 572 61317436.0 107198.3 0.4 next_log_act = ad.obsm['log_activities'][k].values\n", + " 26 \n", + " 27 # if shuffle:\n", + " 28 # next_log_act = ad.obsm['log_activities'][random_cols[ki]].values\n", + " 29 \n", + " 30 # print(ki)\n", + " 31 # if ki % 30 == 0:\n", + " 32 # print(ki)\n", + " 33 572 953015.0 1666.1 0.0 names = set()\n", + " 34 572 305639966.0 534335.6 1.9 clu_sel = clu[clu['Cluster_ID'] == k]['Motif']\n", + " 35 4920 5775286.0 1173.8 0.0 for g in clu_sel:\n", + " 36 4348 5123697.0 1178.4 0.0 names.add(g.split('_')[0].split('.')[0].split('+')[0].upper())\n", + " 37 1144 237576975.0 207672.2 1.5 for g in anno[anno['Cluster_ID'] == k]['Seed_motif']:\n", + " 38 572 1183272.0 2068.7 0.0 names.add(g.split('_')[0].split('.')[0])\n", + " 39 # print(k, names)\n", + " 40 572 888297.0 1553.0 0.0 next_targets = set()\n", + " 41 2722 875251.0 321.5 0.0 for name in names:\n", + " 42 2150 3928730.0 1827.3 0.0 target = find_varname(rna_sel, name, shuffle=shuffle)\n", + " 43 # print(name, target)\n", + " 44 8336 8245756.0 989.2 0.1 for t in target:\n", + " 45 6186 2255226.0 364.6 0.0 next_targets.add(t)\n", + " 46 \n", + " 47 # for t in all_targets:\n", + " 48 6544 85645688.0 13087.7 0.5 for t in set(all_targets).intersection(next_targets):\n", + " 49 5972 4517539903.0 756453.4 28.3 gex = rna_sel_df[[t]].to_numpy() # rna_sel_df[t].A\n", + " 50 5972 7633652.0 1278.2 0.0 assert gex.shape[1] == 1\n", + " 51 5972 39292821.0 6579.5 0.2 gex = gex.flatten()\n", + " 52 # print(next_log_act.shape, gex.shape)\n", + " 53 # print(t, pearsonr(next_log_act, gex))\n", + " 54 11944 15279431.0 1279.3 0.1 res.append([ki, optimize_log_dynamic, k, t, t in next_targets] +\n", + " 55 5972 1e+10 2e+06 65.7 list(spearmanr(next_log_act, gex)))\n", + " 56 \n", + " 57 1 3131276.0 3e+06 0.0 res = pd.DataFrame(res, columns=['filter_id', 'opt_log_dynamic', 'archetype_id', 'gene_name', 'matched', 'spearman', 'p_val'])\n", + " 58 \n", + " 59 # p-values\n", + " 60 1 1506609.0 2e+06 0.0 res['module_name'] = res['archetype_id'].map(anno.set_index('Cluster_ID')['Name'].to_dict())\n", + " 61 1 290801.0 290801.0 0.0 res['p_val'] = np.where(pd.isnull(res['p_val']), 1.0, res['p_val'])\n", + " 62 \n", + " 63 # p-val adjust\n", + " 64 1 2027198.0 2e+06 0.0 from statsmodels.stats.multitest import fdrcorrection\n", + " 65 1 879502.0 879502.0 0.0 res['p_adj'] = fdrcorrection(res['p_val'])[1]\n", + " 66 1 174.0 174.0 0.0 return res" + ] + } + ], + "source": [ + "%lprun -f get_act_gene_corr get_act_gene_corr(model_by_logdynamic, shuffle=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "association between motif activities and related TF targets (shuffle = 0)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n", + "association between motif activities and related TF targets (shuffle = 1)\n", + "use GraphLayer = 0\n", + "use GraphLayer = 1\n" + ] + } + ], + "source": [ + "res = get_act_gene_corr(model_by_logdynamic)\n", + "shuffled = [get_act_gene_corr(model_by_logdynamic, shuffle=1, random_state=i) for i in range(10)]" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "p_adj_thr 1.000000e-09 1.000000e-08 1.000000e-07 1.000000e-06 \\\n", + "graph_layer \n", + "False 68.081498 64.989281 68.568315 76.115646 \n", + "True 53.086257 45.199504 51.467125 48.799397 \n", + "\n", + "p_adj_thr 1.000000e-05 1.000000e-04 1.000000e-03 1.000000e-02 \\\n", + "graph_layer \n", + "False 73.443502 75.040185 88.250000 122.22418 \n", + "True 60.337424 65.764054 68.911298 74.56762 \n", + "\n", + "p_adj_thr 1.000000e-01 \n", + "graph_layer \n", + "False 136.458558 \n", + "True 79.838694 " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "table = []\n", + "for use_graph in [False, True]:\n", + " for thr in range(1, 10):\n", + " sel = res[res['opt_log_dynamic'] == use_graph]\n", + " next_thr = 10 ** (-thr)\n", + " n_pos = sel[sel['p_adj'] < next_thr].shape[0]\n", + " n_neg = [s[(s['p_adj'] < next_thr) & (s['opt_log_dynamic'] == use_graph)].shape[0] for s in shuffled]\n", + " # print(next_thr, n_pos, np.mean(n_neg), np.std(n_neg), (n_pos - np.mean(n_neg)) / np.std(n_neg))\n", + " table.append([next_thr, n_pos, np.mean(n_neg), np.std(n_neg), (n_pos - np.mean(n_neg)) / np.std(n_neg), use_graph])\n", + "table = pd.DataFrame(table, columns=['p_adj_thr', 'n_pos', 'mu', 'sigma', 'zscore', 'graph_layer'])\n", + "table.pivot(index='graph_layer', columns='p_adj_thr', values='zscore')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'associations between activity layer and TF (GEX)')" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 4, 1\n", + "hm = table.pivot(index='graph_layer', columns='p_adj_thr', values='n_pos').fillna(0)\n", + "z = table.pivot(index='graph_layer', columns='p_adj_thr', values='zscore').fillna(0)\n", + "sns.heatmap(z, annot=hm, fmt='', cmap='Blues', cbar_kws={'label': 'Z-score\\n(permutations)'},\n", + " vmin=9,\n", + " vmax=50)\n", + "plt.title('associations between activity layer and TF (GEX)')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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filter_idopt_log_dynamicarchetype_idgene_namematchedspearmanp_valmodule_namep_adj
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5972 rows × 9 columns

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" + ], + "text/plain": [ + " filter_id opt_log_dynamic archetype_id gene_name matched spearman \\\n", + "1497 69 False 70 TPT1 True 0.725834 \n", + "2805 247 False 248 ARPC2 True 0.669455 \n", + "4370 69 True 70 TAGLN3 True -0.645481 \n", + "2894 247 False 248 ARPC5 True 0.608671 \n", + "3706 69 True 70 TERF2IP True -0.606935 \n", + "... ... ... ... ... ... ... \n", + "3585 69 True 70 TGIF2LX True NaN \n", + "3575 69 True 70 TRIM49 True NaN \n", + "3565 69 True 70 TUBB8 True NaN \n", + "3638 69 True 70 TAAR2 True NaN \n", + "5971 285 True 286 ZSCAN4 True NaN \n", + "\n", + " p_val module_name p_adj \n", + "1497 1.965084e-269 TBX/1 1.173548e-265 \n", + "2805 1.704523e-214 NR/20 5.089707e-211 \n", + "4370 1.201963e-194 TBX/1 2.392707e-191 \n", + "2894 1.970499e-167 NR/20 2.941955e-164 \n", + "3706 3.093696e-166 TBX/1 3.695111e-163 \n", + "... ... ... ... \n", + "3585 1.000000e+00 TBX/1 1.000000e+00 \n", + "3575 1.000000e+00 TBX/1 1.000000e+00 \n", + "3565 1.000000e+00 TBX/1 1.000000e+00 \n", + "3638 1.000000e+00 TBX/1 1.000000e+00 \n", + "5971 1.000000e+00 ZSCAN4 1.000000e+00 \n", + "\n", + "[5972 rows x 9 columns]" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.sort_values('p_adj')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "from statsmodels.stats.multitest import fdrcorrection\n", + "res['p_adj'] = fdrcorrection(res['p_val'])[1]\n", + "# res[res['p_adj'] < 0.1]" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "genes_by_module_name = res.groupby(['module_name'])['gene_name'].apply(lambda grp: list(grp.value_counts().index)).to_dict()\n", + "# genes_by_module_name" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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filter_idopt_log_dynamicarchetype_idgene_namematchedspearmanp_valmodule_namep_adj
149769False70TPT1True0.7258341.965084e-269TBX/11.173548e-265
2805247False248ARPC2True0.6694551.704523e-214NR/205.089707e-211
437069True70TAGLN3True-0.6454811.201963e-194TBX/12.392707e-191
2894247False248ARPC5True0.6086711.970499e-167NR/202.941955e-164
370669True70TERF2IPTrue-0.6069353.093696e-166TBX/13.695111e-163
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358569True70TGIF2LXTrueNaN1.000000e+00TBX/11.000000e+00
357569True70TRIM49TrueNaN1.000000e+00TBX/11.000000e+00
356569True70TUBB8TrueNaN1.000000e+00TBX/11.000000e+00
363869True70TAAR2TrueNaN1.000000e+00TBX/11.000000e+00
5971285True286ZSCAN4TrueNaN1.000000e+00ZSCAN41.000000e+00
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5972 rows × 9 columns

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" + ], + "text/plain": [ + " filter_id opt_log_dynamic archetype_id gene_name matched spearman \\\n", + "1497 69 False 70 TPT1 True 0.725834 \n", + "2805 247 False 248 ARPC2 True 0.669455 \n", + "4370 69 True 70 TAGLN3 True -0.645481 \n", + "2894 247 False 248 ARPC5 True 0.608671 \n", + "3706 69 True 70 TERF2IP True -0.606935 \n", + "... ... ... ... ... ... ... \n", + "3585 69 True 70 TGIF2LX True NaN \n", + "3575 69 True 70 TRIM49 True NaN \n", + "3565 69 True 70 TUBB8 True NaN \n", + "3638 69 True 70 TAAR2 True NaN \n", + "5971 285 True 286 ZSCAN4 True NaN \n", + "\n", + " p_val module_name p_adj \n", + "1497 1.965084e-269 TBX/1 1.173548e-265 \n", + "2805 1.704523e-214 NR/20 5.089707e-211 \n", + "4370 1.201963e-194 TBX/1 2.392707e-191 \n", + "2894 1.970499e-167 NR/20 2.941955e-164 \n", + "3706 3.093696e-166 TBX/1 3.695111e-163 \n", + "... ... ... ... \n", + "3585 1.000000e+00 TBX/1 1.000000e+00 \n", + "3575 1.000000e+00 TBX/1 1.000000e+00 \n", + "3565 1.000000e+00 TBX/1 1.000000e+00 \n", + "3638 1.000000e+00 TBX/1 1.000000e+00 \n", + "5971 1.000000e+00 ZSCAN4 1.000000e+00 \n", + "\n", + "[5972 rows x 9 columns]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.sort_values('p_adj')" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "res['k'] = res['gene_name'] + '_' + res['archetype_id'].astype(str)\n", + "df2 = res.pivot(index='k', columns='opt_log_dynamic', values='spearman')\n", + "# df2 = res # .pivot(index='k', columns='opt_log_dynamic', values='spearman')" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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opt_log_dynamicFalseTrue
k
AHRR_2840.0758100.021709
AHR_2840.117408-0.017789
AIRE_1390.0472070.034534
ALX1_20.0423300.037485
ALX1_80.0318650.040188
.........
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2986 rows × 2 columns

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" + ], + "text/plain": [ + "opt_log_dynamic False True \n", + "k \n", + "AHRR_284 0.075810 0.021709\n", + "AHR_284 0.117408 -0.017789\n", + "AIRE_139 0.047207 0.034534\n", + "ALX1_2 0.042330 0.037485\n", + "ALX1_8 0.031865 0.040188\n", + "... ... ...\n", + "ZNF880_231 0.090697 -0.042934\n", + "ZNF883_231 0.145782 -0.099980\n", + "ZNF891_231 0.104880 -0.108146\n", + "ZNF8_231 0.118861 0.004077\n", + "ZSCAN4_286 NaN NaN\n", + "\n", + "[2986 rows x 2 columns]" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "mb.pl.set_rcParams({'figure.figsize': [5, 4], 'figure.dpi': 120})\n", + "# df2 = df2.sort_values('matched', ascending=True)\n", + "# plt.scatter(df2[True], df2[True],\n", + "# color=np.where(df2['matched'], 'blue', 'gray'),\n", + "# s=np.where(df2['matched'], 30, 5))\n", + "# plt.xlabel('TF activity (graph = off)')\n", + "# plt.ylabel('TF activity (graph = on)')\n", + "# plt.axhline(0, color='gray', ls='--', zorder=0)\n", + "# plt.axvline(0, color='gray', ls='--', zorder=0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "# df2[df2['matched'] == True].sort_values(True, ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "# res['arch_name'] = name_by_filter_id" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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filter_idopt_log_dynamicarchetype_idgene_namematchedspearmanp_valmodule_namep_adjk
149769False70TPT1True0.7258341.965084e-269TBX/11.173548e-265TPT1_70
2805247False248ARPC2True0.6694551.704523e-214NR/205.089707e-211ARPC2_248
437069True70TAGLN3True-0.6454811.201963e-194TBX/12.392707e-191TAGLN3_70
2894247False248ARPC5True0.6086711.970499e-167NR/202.941955e-164ARPC5_248
370669True70TERF2IPTrue-0.6069353.093696e-166TBX/13.695111e-163TERF2IP_70
.................................
358569True70TGIF2LXTrueNaN1.000000e+00TBX/11.000000e+00TGIF2LX_70
357569True70TRIM49TrueNaN1.000000e+00TBX/11.000000e+00TRIM49_70
356569True70TUBB8TrueNaN1.000000e+00TBX/11.000000e+00TUBB8_70
363869True70TAAR2TrueNaN1.000000e+00TBX/11.000000e+00TAAR2_70
5971285True286ZSCAN4TrueNaN1.000000e+00ZSCAN41.000000e+00ZSCAN4_286
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5972 rows × 10 columns

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" + ], + "text/plain": [ + " filter_id opt_log_dynamic archetype_id gene_name matched spearman \\\n", + "1497 69 False 70 TPT1 True 0.725834 \n", + "2805 247 False 248 ARPC2 True 0.669455 \n", + "4370 69 True 70 TAGLN3 True -0.645481 \n", + "2894 247 False 248 ARPC5 True 0.608671 \n", + "3706 69 True 70 TERF2IP True -0.606935 \n", + "... ... ... ... ... ... ... \n", + "3585 69 True 70 TGIF2LX True NaN \n", + "3575 69 True 70 TRIM49 True NaN \n", + "3565 69 True 70 TUBB8 True NaN \n", + "3638 69 True 70 TAAR2 True NaN \n", + "5971 285 True 286 ZSCAN4 True NaN \n", + "\n", + " p_val module_name p_adj k \n", + "1497 1.965084e-269 TBX/1 1.173548e-265 TPT1_70 \n", + "2805 1.704523e-214 NR/20 5.089707e-211 ARPC2_248 \n", + "4370 1.201963e-194 TBX/1 2.392707e-191 TAGLN3_70 \n", + "2894 1.970499e-167 NR/20 2.941955e-164 ARPC5_248 \n", + "3706 3.093696e-166 TBX/1 3.695111e-163 TERF2IP_70 \n", + "... ... ... ... ... \n", + "3585 1.000000e+00 TBX/1 1.000000e+00 TGIF2LX_70 \n", + "3575 1.000000e+00 TBX/1 1.000000e+00 TRIM49_70 \n", + "3565 1.000000e+00 TBX/1 1.000000e+00 TUBB8_70 \n", + "3638 1.000000e+00 TBX/1 1.000000e+00 TAAR2_70 \n", + "5971 1.000000e+00 ZSCAN4 1.000000e+00 ZSCAN4_286 \n", + "\n", + "[5972 rows x 10 columns]" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.sort_values('p_adj')" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 4, 4\n", + "rcParams['figure.dpi'] = 90\n", + "\n", + "for optimize_log_dynamic, grp in res.groupby('opt_log_dynamic'):\n", + " grp['minus_log10_pval'] = -np.log10(grp['p_val'])\n", + " grp = grp.sort_values('matched')\n", + " plt.scatter(grp['spearman'], grp['minus_log10_pval'],\n", + " s=np.power(grp['minus_log10_pval'], 2), color=np.where(grp['matched'], 'red', 'blue'))\n", + " plt.ylabel('-log(p-adj)')\n", + " plt.xlabel('spearman')\n", + " plt.title('corr(filter, GEX) | GraphLayer = %i' % optimize_log_dynamic)\n", + " plt.axhline(1, ls='--', color='red', lw=0.6)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(grp['spearman'])" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "# sc.pl.umap(ad, color=[96], cmap='RdBu_r')\n", + "# sc.pl.umap(rna_sel, color=['Ehf', 'Ergic2'], cmap='plasma')" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '# associations')" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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filter_idopt_log_dynamicarchetype_idgene_namematchedspearmanp_valmodule_namep_adjk
71False2NKX6-2True0.0645508.803140e-03HD/21.712454e-02NKX6-2_2
141False2VENTXTrue0.1447743.628840e-09HD/21.289966e-08VENTX_2
161False2ARID3BTrue0.2221157.604274e-20HD/25.137186e-19ARID3B_2
181False2VSX1True0.0661557.255398e-03HD/21.426712e-02VSX1_2
191False2LHX8True-0.0599941.491898e-02HD/22.807063e-02LHX8_2
.................................
5959279True280SIX3True0.3777565.627779e-57SIX/21.706045e-55SIX3_280
5960279True280SIX3-AS1True0.1137353.730642e-06SIX/21.046964e-05SIX3-AS1_280
5963280True281PAX6True0.1591488.396880e-11PAX/13.329759e-10PAX6_281
5964280True281PAX2True0.0869514.129310e-04PAX/19.499322e-04PAX2_281
5967282True283PAX2True0.0965128.790767e-05PAX-halfsite2.159542e-04PAX2_283
\n", + "

3339 rows × 10 columns

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" + ], + "text/plain": [ + " filter_id opt_log_dynamic archetype_id gene_name matched spearman \\\n", + "7 1 False 2 NKX6-2 True 0.064550 \n", + "14 1 False 2 VENTX True 0.144774 \n", + "16 1 False 2 ARID3B True 0.222115 \n", + "18 1 False 2 VSX1 True 0.066155 \n", + "19 1 False 2 LHX8 True -0.059994 \n", + "... ... ... ... ... ... ... \n", + "5959 279 True 280 SIX3 True 0.377756 \n", + "5960 279 True 280 SIX3-AS1 True 0.113735 \n", + "5963 280 True 281 PAX6 True 0.159148 \n", + "5964 280 True 281 PAX2 True 0.086951 \n", + "5967 282 True 283 PAX2 True 0.096512 \n", + "\n", + " p_val module_name p_adj k \n", + "7 8.803140e-03 HD/2 1.712454e-02 NKX6-2_2 \n", + "14 3.628840e-09 HD/2 1.289966e-08 VENTX_2 \n", + "16 7.604274e-20 HD/2 5.137186e-19 ARID3B_2 \n", + "18 7.255398e-03 HD/2 1.426712e-02 VSX1_2 \n", + "19 1.491898e-02 HD/2 2.807063e-02 LHX8_2 \n", + "... ... ... ... ... \n", + "5959 5.627779e-57 SIX/2 1.706045e-55 SIX3_280 \n", + "5960 3.730642e-06 SIX/2 1.046964e-05 SIX3-AS1_280 \n", + "5963 8.396880e-11 PAX/1 3.329759e-10 PAX6_281 \n", + "5964 4.129310e-04 PAX/1 9.499322e-04 PAX2_281 \n", + "5967 8.790767e-05 PAX-halfsite 2.159542e-04 PAX2_283 \n", + "\n", + "[3339 rows x 10 columns]" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[res['p_adj'] < 0.05]" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "pval_thr = 1e-5\n", + "sel_genes = set(list(res[res['p_adj'] < pval_thr]['gene_name']))" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "log_act = ad.obsm['log_activities'].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [], + "source": [ + "cols_act = ['intercept', 'dinuc_bias'] + [name_by_filter_id[k] for k in log_act.columns[2:]]\n", + "log_act.columns = cols_act" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "import anndata\n", + "ad_act = anndata.AnnData(log_act)\n", + "ad_act.obsm['X_umap'] = ad.obsm['X_umap']\n", + "ad_act.obs = ad.obs" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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oBfUHYXMW1B0uboY/plTYLT/dish/ywjDlskIOnoEhaMjaNWAzGTtwVvkqfPYEbWDsPQwLqUWpw7t69uX7899X+nprx2xluauzcvtI96h+oMwawjqDi1HQutxcGFdud3UuWVHByo8PNBlZ1Hw1cPYaENAoUTW7UkYvMhkGSoblQ0PNXnIqP3H8z+ikSpXrHXT9U0VirOg/iDMGoK6xbhlYO9b5mlJBykXynZV0+Zkkf7Sg9jqTiGTaZHpCuHw13BuTaWm0dipcaX6A+Sqcyt9jaDuIsRZUPeYvqnMU5lR1hRmqMo87+KXiJV1svGJ8L2VmsLsNrMr1R/g6I2jJOQmVPo6Qd1EiLOg7uHWGPx7mjxl614EsrJsthKuQbnotCbMHu4tKjWF8MzwSvUHiM+N5/uzlbdVC+omQpwFdZNRpl3rVLZafHul3axuYijSMqUOuYWOQo0X+am3V9cam6bQ6TGzb70neg9Lzi65o2lfy7h2R9cJ6h5CnAV1E9dGMGm9yVP2PoX49U2FUpk1JI0Cda4C10//JKfFIlK0E8jr/CXKl0+anQEP4EDsgTuedjevbnd8raBuIbw1BHWXoEGgsgZ1vr5JkiAvyQJtoRy5pdbA11lppSU/RYVFYjoN5s6949t62HpU+ho5coY3Gn5HtmpB3USsnAV1m0dWgaz4Y67TgaZQhpWTmqJcBehApioO/lDaaHBpnk3SWUeSvvjsrm75cNOHK33NzNYz+bD3h1gpjfNIC+onQpwFdZugB+Dl4s05uRxUVhIKSwm3Frm4tcpGUitArkOTryApxAltoQKL5ANoc3Lu+JaRmZGVvqahfcM7vp+gbiLEWVD3sXY22ezUKB+QQCeHEmWrrF0KkAoLiw+yE+DA57DnI0i9btbtmjg3QSUv213PFK0btK5Uf0HdR4izoH5gIqmQTCEhkxu71anzrVG6ukJWPHzfC3YthH0fF/93fMW5ml2sXHij6xtYyI1zRZtiVONRBDkHmdVXUH8Q4iyoH/R/06ipKEeJS3Nj84Wy06ji/zj9E+SWCEhR58FR81zkHgx8EGXp8t0maOLUhA96fWDWmIL6RZ0WZ0mSiErNJb9IZPyq9wT2MmqyctRg11BGSX9ni4beOD7zYfFBoYkk/oXm2aJPJJwgT2Ncwbs0IwJHmDWeoP5R51zptDqJHRcTOHQthR0XE0nIKsTeUslbI1oyvrPf/Z6e4H7h0QrcW0FSqEGzzYPT8Z81gdxDh1G5N8Bh6FDktrbFJ9tOgGM/gO521W06TC73NvlFWp5Y8yeHrydg7a9AJi9/YXA25ewdPY6g7lPnUoY+/etptp6/YdSulMs4/OoA3B2Eq1K9pTAHVjwICeeKj73awZSNxQn7yyLyYLEpQ50PHWdAy1Emu60NW8v6sPVcD+tJclIjAJQOZ7Dy3IhMUVTm8I0cG/HX6L/MfgSRMrT+UKdWzmGJ2SaFGUCjkzgfl8lAIc71F0s7mHMAksM4dDmWH67aYbEunFk9JXo0KaOqSUCv4n/lsCV8C4uOLEKnU5CbNEnfrsnqQE52S6wb/ojSJsbktb18yh9bUH+pW+KcUHahT6VcRmsfx3s4G0FNZVeKI49tvQoURw7uvZLMxrk9aeN7Z5+PvyP+RpKgIGYGUKq6imRZpmmjmXMz5nWYd0f3FNR96sSGoE4n8c+FBDafizd53kopZ9FDrfEQq2YBsO5UrMGxRiex4UxsGb0rxtnSGW1eI7R5TY3OubhG4+aYb9Qul8n5fvD3WCut7/i+grpNnVg5P/vbGbaUYc4AGNDcnUldRQSWoBhbS+OPvZ2JtorQ6rSsv7qetII0FJLxqtvWUsHnI8eyaFsguRlxWPn8jtwyAZkMxjYZW6UFYgV1j1q9ci7UaJm27Fi5wgxgb125aC1B3WZWz0BsLG6bH1xtLZjYpfJf3h8e+5D3jr7HgbgDYH0RucLQdW5Yay+e+OUU4UlaLBrsRGGVoK909df1v0jJT7mr5xDUbWr1yvn34zHsv1r+B1wplzGnb+VLBgnqLi29HfjnuT5sPBOHSiljXLBvpb148jX5bLi2QX8sUxRi1XAp6pQh+Fi1Y0Rrf7wcLVl704SitA0zuL5IV8TJhJMMDRx69w8kqJPUanG+EJdpsj3A1QYrlQIPByveGdmSQDfbezwzQU2noasNzw0ythFXBlmpfNAKqwQUvj/ROWAoL/b9hIMlFg66ogYorOMM+gc4BtzV/QV1m1pt1ugUYJzQpqO/E5ue6cU/8/uwalYXGjUwP0m6QGAu1kprHm5iOjVojro4irBnE1cGtSjO7VyYOAJJe3t13sZ+OM1dRKVtQdnUanEe19EPf1ebUq0yHKyEjVlQ/bze9XXmtJ1jtIJ+qMlDQHHAyI/TOzGguTva/EByrr1GXvQMcq+/wEudXrkfUxbUImp1hGBWgZr2C7ejKzXkjuf70NTDvsruIxCUx8mEk6y6uIp8TT5jmoxhWKNhBucz8op47vcQ9oUlY2ep5JkBTXjyDvdBRIRg/aFW25wVMhlKuZwirc6gXaUw/EEQnpzD0v3hJGUXMqyNF+M6+t7LaQrqOJ08O9HJs1OZ551sLFg1qwuZeWqsLORYKhVl9hUIblGrxdnWUsmkrg1ZeThS3za4pQcBJTYAM/KKGPf9EdJyi/Mb7L6cRFa+mlm9Au/1dAV1AJ1OYm9YEtGpefRt5l6pzWZHG2FuE5hPrTZrQPHLsulsPMcj02jl7cAjHf2wUN5eOa85Ec0r688bXNPU3Y4dL/St0nkI6gezV51g56UkABRyGd9O7MCDbbzu2f2FWaP+UKtXzgByuYzRHXwY3cHH5HlTPyGtVOJnpaDynIhM0wszFKen/XT7FQa28OB8XCa+ztYiRYCgyqj14lwRD7TyJNDNloiUXABkMni8T6P7PCtBbSQ5u9CoLSGzgJ7/2U1ydiEKuYyn+zfhhcGi5JTg7qn1Zg1zSM8t4vcTMSRlFzCsjRedA1zu+RwEtZ+sAjW9Pt5NVoFG3+Zqa0FqrmG+5p0v9KGJe/V4CwmzRv2hXoizQFBVnIvN4JN/rxCTlseA5h6sPhZFgcbQW+ibiR0Y2c67Wu4v3qH6Q503awgEVUlbXyd+fqyr/jg8JYe9V24XgVXKZQa/zDafjePdTRfJKlDT2tuRVbM642BtXlVuQf2mVkcICgT3miKNjiPXU7mWVByi/cHDbejkX5xGwM3Oks/Gt8PTsXhT8EZmPs/+FkJqbhFqrcSZmAzG/3D0vs29LHQ6iT/PxDH2u0N0/XAnY787xJ9n4tCVju6qAvr164dCoeDcuXP6toyMDGQyGZGRkfq2/fv3I5PJeOWV+htJKcwaAoGZXE3MZuqy4yRkFQAwrqMvn4xri0wmI6tAja2FEoX8dij3e1susuxghMEYMiDi4+F3PIeqfod0OolnfjvNP6GJ6HQS0s05yuUyhrby4JuJwcjlsoqGMZt+/fpx4cIFunbtytatW4FicXZ2diYiIoKAgAAApk+fzpYtW7CwsCAmJgalsv79yBcrZ4HATP7zz2W9MENxRZVD11IBcLBSGQgzgJejsVudUlF1QlcVbDobzz+hiWhvCjOARLGb4D+hiWw6a7q60N0wd+5cDh06xP79+02ez8rKYt26dXz77bdkZ2frRby+IcRZIDCTsMQcE21l162c0SMAByvDFV9Nq8jz85HIMs0XOp3Ez0ejqvyeLi4uvPLKK7z66qsmz//222/Y2dnxyCOPMHbsWJYtW1blc6gNCHEWCMzEz9m43p9zOSHZSoWcQ68OYEaPAHo3cePbiR1YOKp1dU6x0sRm5FOWkUQC4tLzyjh7d8yfP5+oqCj+/PNPo3PLli1j0qRJKJVKpk2bxrZt27hxo/xqR3WRGi3ORRod/1xIYN2pWDLyiiq+QCCoRlRK49flbKzpgg+3sLdS8e6oVvw8uysjqsm97m7wdbKmLEOLDPBxLp2St2qwtrbmnXfe4fXXX0ervV2d/Pz585w4cYLp06cD0L9/f7y9vVm1alW1zKMmU2PFOa9Iw8DP9zLnl1O8uPYsvf+zhysJZf+EFAiqG08Todmutqbd4go1WlYdjuTFtWf5/Xg02mrwfKgKpnYPKHPDTy6XMbWbf7Xd+7HHHkOn0xkI7y0TxtChQ/H09MTb25ukpCSWL19ebfOoqdRYcX5j43li0m6XlM8u1PDlzrByrhAIqpfZvRvhWKJYsI+TNY+WURh23uozvLMplHWnYnl1w3ne2HjeZL/7zah23gxt5YFCfrtkgIzipE5DW3kwqhpX+wqFgg8++IAPP/wQgKKiIn755Rc+/vhjQkJC9P+OHTtGeHh4mRuIdZUa5Z9SoNZyNiaDhq427A8zLtx66UbWfZiVQFBME3c7dr7Ql23nb2ChlDO8rZfJqjsxaXnsuJho0LbuVCyvDWthIO41AblcxjcTg9l0Np6fj0YRl56Hj7MNU7v5M6qdd5W60Zli7NixfPLJJ6SmpvLnn3+iVquZO3cu9va3w989PT0ZPXo0P/74I3369KnW+dQkaoyf8+nodGavOqnPu2yK/s0asGJml+qankBQJUSm5NLv070GbXIZnH5rME42dxcdKGIF6g81xqzx7qbQcoUZYM+VZN7dFHqPZiQQ3BkBbrb0bupm0DaynfddC7OgflFjxPmymZt9Kw9HcjFemDcE1UduoYYvdoQxY8Vxvt51lfwibcUXleL7KcGMbOeFn4s1D7b25L2HapYLnaDmU2Nszh38nDgWkWZW3/CUHFp6O1TzjAT1lTm/nOLA1eI9j71Xktl5KZHeTd3oFOBC/2buZo3x9e5rbD5b7Jsbk5ZPgVorTHKCSlFjVs7t/BxNtttbGn5/WCjldA10vRdTEtRDYtLy9MJ8i3OxmSzec52ZK07wn38uVzhGgbrYja4ke64kc7WcaEKBoDQ1Rpwb2FmabHe1s2Bgc3fkMghwteG7ScE0sDfdVyC4WyyUcmTlOCgsOxhBbqGm7A6AJIFGa7xpV1gq77NAUB41xqxxLTnXZHtkah5bn+lFbEY+Ps422FnWmCkL6iAeDlY81M6bP0NMJ/wp0ugo1OiwLWd9YG2hYHQHH9aditW3tfN1pLWP6V+HAoEpKuVKd/nyZY4ePUrbtm0JDg42OPfxxx+XmchEf7My3IAy8oro9P5ONCaiqJq625FTqOFGZgG2FgreHtmSCZ1rVvIYQd1Co9Wx4XQcZ2Mz2BeWTGz67WCoAc3dWT6jc4VjFGl0rDgUwZHwVJp7OvBkn0Y4lxFNWBmEK139wWxx3rx5MxMnTqRZs2ZcunSJRx99lKVLl+rzrDo4OJCVVb4XRVkfrITMArp9tMuovZGbLTpJIjL1dvIVC4Wcw68NwK0MM4hAUJWk5BTy1c6rXIjPpHOAC88MaIK9icCT0qTlFhGRkkNLL0esLaqu2rsQ5/qD2eLcsWNHFi5cyIgRI0hKSmLixInY2dmxfv16lEol9vb2ZGeXv+FR3gdryo/HOHjt9kZMcEMnVj/ejeZv/WPU9+fHutC7aQNzpi0QmE2BWsv15BwCXG2xvQvz2U9HInl/yyWKtDocrVV8NzmYnk3cKr7QDIQ41x/MFmcnJycyMjL0x2q1mrFjx6LVatm4cSOurq53Jc5ZBWq+2XWVM9EZtPNz4pkBTXCysWDYVwe4WCJs20Ip5+hrA3Gpgp+IAsEtDlxN5tnfzpCep8bOUsmih1rh62yDg7WS5p7mu22m5BTS/aNdqEtsCDZ0sWHfS/2QlbfTaCZCnOsPZouzn58fx48fx8vLS9+mVqt55JFHyMvL49ChQ+Tmmt7U09/sDj5YofGZPP3raSJT83CyUbFwVCseau9TqTEEgvLQ6iR6/Wc3NzILTJ5v4+PAwlGtCPZ3Qa3VoVKU7eR0NDyVR5ca1wm8sPCBKtnMrhZx1ungwjo48T/IiAEnP+j8OLQeB/J749AVEBDAl19+yejRo+/J/WoDZn9a+vbty2+//cYLL7ygb1OpVKxdu5ZHHnmEggLTH+y7pZW3I3te7Edsej4N7C2xUlWd/U4gAEjNKSxTmAHOx2UxZskRHKyUZBVoCG7oxGfj2xPoZmvUt7WPI3aWSnJKuNu19nGouV5GOh2smwmXNoOkAyTIToDYU3B5K4xbcc8EWmCI2X/1L774gocfftioXaVSsW7dOvbs2VOlEyuJTCbDz8VGCLPgrvnjZAzjlhxm2vLjHLqWwoW4TFJyCvF3rTipfFZBseCejs7gud/PmOxjZ6nknREt8bjpi9/Cy4EvxrevsvlXORfW3RRmLZSsIihpi9svrKvS22VlZTFv3jz8/f1xcHCgc+fO9O/fn+joaP0+1pw5czh9+jSOjo5cuHABgPT0dBo2bGhW0v2dO3fSpUsXnJycaNWqFZs2bQIgJiYGNzc3duzYARSnKA0ODmbhwoVV+oxVRaVc6Xbt2sW5c+cIDg6mb9++lb+ZsJcJ7iMbz8Ty/Jqz+mMZt+WojY8DF+KyyizZZIqz7wwxSAGallvErJXHCYnJRCmX8UgnXz58uE2V2Jr1c67qd2jZYIg5ASafXAZ+XeCx7VV2uzFjxpCXl8fy5cvx9PTk7Nmz+Pn50alTJyOzxueff87y5cs5ceIEkydPxtraml9//bXc8c+dO0ffvn1Zv349/fr14/DhwwwfPpzjx4/TrFkz1q9fz7x58zh79iwfffQRp0+fZvfu3SgUNW/hZ7Y4f/3117z66qu0atWKixcv8tVXXzF79uzK3UyIs+AeciUhmxWHIsgp1DCuoy/LDkYYhWaXxFIpNzuKz1Ip59Kiofp8xxEpuTz83SEy8tQG/b6a0J5ryTlcT86hd9MGTOjkd1c5kqv8HfqsOWSXU5/P3gsWVByybg6JiYl4enoSFRVFw4aGsQqmbM6SJDFs2DDi4+PJycnhzJkzODiUvzn79NNPY2FhwRdffKFvmzx5Ms2bN+ett94C4Mknn+TIkSPExcUREhKCn59flTxfVWO2IWzx4sX8888/9OnThz179jB//vxKi/OdcuhaCkv3h5Ov1jKhkx9jO/rek/sKai8xaXk8vPggeepisd1y7gbeTsZlpkri42RNeIrhpna/Zg04GZlObqHGYG1ZqNFxJiaDjv7OALy+4byRMAMs2nKR1JupcLedTyAiJZfXh7W4iyerYpz8im3MZa2cnaquTFVUVBSWlpZGwlwWMpmMOXPmMHr0aD799NMKhRkgMjKS3bt3s2LFCn2bRqMxuHbu3LksXbqUefPm1VhhhkrYnBMSEvRVCPr3709cXFy1TaokF+OzmL78OPvCkjkekcaCtWd5bOUJEsrZwBEINp6J0wvzLeIzClApyl61jg325dHOfthaKAh0teGpvo1Ra3XklBLmWyRn3/4MnopONzlmaqkc5b8cjapZvx47Pw6yMmRAJofOj1XZrfz9/SksLCQmJsbonNzEpmN6ejrPPPMMTzzxBB9++CHR0dEV3sPPz4/nnnuOjIwM/b+cnByWLFkCFNuZZ82axfTp0/npp584derU3T9YNWG2OJf+QOl09yaJy6az8UZh3bsuJzF2yeE7yrMrqJtodRJ7LifxV0gc2QVqFGWYDhq62DC4pbvJitMj2nnx8di2hC4ayvzBQSzZd51D11JNjuNgpTQILGljIm9G/2bGgVKKKrQ/Vwmtx0GLkSBTQMkqgjJFcXvrcVV2Kw8PDx566CHmzJnDjRs30Ol0nDlzhtTUVDw8PLh+/bpB/9mzZ9OnTx9++OEHZs6cyeTJkw0qdZviySefZMWKFezZswetVkthYSFHjhzh0qVLALz66qvY2dmxfPlyPvjgAyZOnEhOTk6VPWNVYrbNWalU0rZtW/3xuXPnDI4BTp8+Xf7N7sBe9t3ea/z3nysmzz0/KIjnBjWt1HiCukeBWsujS48SEpMBgIutBYsndWDmyhMUqM1bRJQugTZuyWFORpleDQP4u9jw2xPd8HayBorrW85edZK4jHwsFDLm9mtCUw873tl0kZScQv11zw5owgtDmt3BUxZTvX7OP0JGNDg1hM6zq8XPOTMzk1deeYXNmzeTnZ1NixYtWL9+PWfOnOHZZ58lPT2dSZMm0a5dO/7zn/8QEhKCg4MDarWaHj16MGLECN55551y77F7927eeustLl26hFwup3379nz66ackJCQwefJkAzvzQw89hIuLi4EZpKZgtjib48Iyffr08m92Bx+slJxCRn5z0KQfqqVSzum3Bt9VqK2g9rPmRDSvrDesbj2ynTdP9Alk2rLjpJuwBZfmp1md6RN0O5H++O+PcDyy/OIPD3fw4YsJ7fXHWp1EWGI23o7WfLEzjJUlcjo3dLFhwZCguw6gEpvq9QezVa0i4Y2IiLjryZjCzc6Sbc/25o2N59l2IcHgXKFGx86LiTzUQUQM1mfiSmSNu0V8Rj5tfJw48cYg5v12mn8uJJq48jbf7ws3EOcxwT4VivPuy0mciEyjc4ALAAq5jBZeDmQVqPn1WJRB35j0PLoEupj7SALB3SXbLyoq4rfffmPgwIE0bVp95gVnWwu+m9IRpQk74tWkmmkvEtw7BrX0MEqQP7ilBwBKhRxFWRteJTgTk2GwIk3LK7/YMEBmvprxPxxhe6jhokGt0Rntk0gSYo+kimjVqhV2dnZG/+bMmXO/p1al3JE4h4SE8Mwzz+Dl5cWUKVPw9/fn7NmzFV94lzQ0EcV1y+YnqL+09XXiywntaepuh4eDJcNae5KSU8iG07FotDqjStimyC/SMv/3EP1xRdVObiFJxdVRSuJqZ8nA5h4GbZ0DnGnUwM6sMQXlExoaSk5OjtG/77///n5PrUoxW5wzMzP57rvvCA4OpmPHjpw7d47//Oc/uLi48PHHH9OqVavqnCcALw5pZrDL7uVoxfC2XmX2F9QfHmrvw44X+tLMw55tFxL48UAEL/xxlmd+O8P4Tn60L6NGZUn+OhvP8K/3U6DW4mRdcc7mW5gqEvHVo+2Z178J3Ru58kSfRvw4reIE/QJBSczeELSxscHW1pZnnnmGqVOnEhgYCICXlxdnz57F3b3iqsRVsZlxLDyVzeficbW1ZHLXhrg7lB9YIKgfqLU6Bn62j+i0PKNzuxf0ZfwPR0jJqdhUAfDSA0F8tfMaRVrzPD0+H9+OMcH3JjBKbAjWH8zeEOzWrRv79u1j06ZNuLq6MmnSJJydnatzbibp2siVro1E9W2BIetPx5oUZoBPt4ehqoRL2M6LiSaFWSEDJ1sL7C2VuNhaFNcbbO/D0NaedzxvgaAszBbn3bt3ExERwfLly/n4449ZsGABw4YNIy8v754FpJTkXGwG60/FYmOpZHALDxrYW+LnUnFmMUHd5MqNsgs9bDt/gybutlB+FTU9PRq7cTY2k9LWCq0EqTlFfPtoMN2bFC8Q8oo0vLflInuvJBHoZsuLDzSrVHJ+gaAsKrUhGBgYyHvvvUdUVBQbNmxALpdTUFBAcHAw77//fnXN0YjD11MY891hVh2JYsne64xZcpje/93D1GXHDPLoCuoPA1t4lHv+WlL5hSBuUeyP3Ixp3QPK7DP7pxPEZRS77739VyjLDkZwPTmXnZeSmPLjMeGVcY9p1aoVW7Zsud/TqHLuyFtDLpczbNgw1q1bR1xcHAsWLOC3336r6rmVyYpDkSY3YQ5cTeF/+8Pv2TwENYdeTd2YP6gpFmVUKSmrvSSzewWy58V+LD8UwepjxXkcTIWB5xZpWXmo2ENj89l4g3MpOUUcCS87852g6gkNDWXEiBH3expVzl3HZrq5ubFgwQJCQ0OrYj5moSlno+ZcbMY9m4egZjF/UBCX3hvKlfeHMrGLYeazJ/o0wrWcupP/GdOGN0e0JCGrgA+3XdLbnLU6yWQejuTs4pBsU1XgXW1rV2V4naRjS/gWpm6byoA/BjB121S2hG9BJ917c6XgNmbbnMeMGVNhnw0bNtzVZMxlcld/9lxJNnkuuOG936QU1BwUchkKuYIPH27NkJYehMZn4mZnyc9Ho0jLNe2t4edizYSbYn4lIcvI1mzKN+KWf/2CIUEsWHuWWw4UQ1p60M7PqYqepvrRSTpe2vcSu6J3oZN0SEik5KdwPuU8e6L38EnfT5CbEcRjLrGxscycOZNjx47RtGlTxo4dy9KlS4mMjCQnJ4dXX32VTZs2UVBQwNChQ/nmm29wdCzfDbJkLuiVK1fy5ZdfMnbsWL755htkMhmvvfYa8+fPr7JnuFeYLc5//vknLVq0YPTo0VhY3N/K14NaerBqVhf+OBHNpRvZRKbmIgGDW3gwu3ej+zo3QfXy+/Fofj8Rg7VKwRN9G9G/mWkXTplMRv/m7nRv7EqPj3aRVkZ+DWuVgoWjbvvot/N1Qi7DSKBLc6tk2phgX1p5O7I/LJlAN1v6N6/YpbQmsS1iG7uid6GVbtvJJSS0kpZd0bvYFrGNEY2qzmQwadIkgoKC2LRpEzExMTz44IP6c7NmzUKpVHLu3DlUKhWzZ89m3rx5/Pzzz5W6R2hoKFOnTiUuLo5Dhw4xePBgRo4cSePGjavsOe4FZovzmjVrWLlyJf/73/+YMGECM2fOJDg4uDrnVi59gxrQN6g4JWN6bhEanUQD+9r1c1JQOf48E8erG24nODoWkcqSyR25kphNTFoeA5q7cy42k71hSTRpYMfTA5qQlFVYpjB/8HBrRrTxxtHmdsCJi60FCrkMnbZ8de7Z5LY7ZzNPe5p52t/l090f1lxeU6b5QifpWHN5TZWJc0xMDAcOHGDDhg1YW1sTFBTEnDlzWLx4McnJyaxfv56UlBScnJwAWLRoEa1atWLlypWVKiN1y9QK0K9fPwICAggJCam74vzII4/wyCOPcOPGDVatWsWkSZOwtLRk1qxZzJ49G1tb40rE9wrnErbE3EINNhaKKq3bVhs5FZXGvrAUGrnZMrytFyozNsRqOn+GGBZ40Enw5C+3k6WvPRWr/+9LN7LZdTmJ5dM7mRzLxdaCcR19sVQavvQymQx7K1WZJhAHKyXPDQqio3/dSGIUlxOHVEblRAmJ+Nx4k+fuhPj4eKysrHBzux1Of6sqSmRkJDqdTh/cdgu5XE5CQgI+PuYnN/PwMPTcsbW1JTu7bFfLmkql31gvLy9effVV/Q7pggULOHbsWHXMzSwkSSI6NY/Q+EweWnyIVu/8S+//7mFfmGmbdH3g5yORjF1yhK93XWX+mhBmrzp5v6dUJdhUsvp6XpGWywnZjO9kGL1nY6Hgk3FtjYT5FnP7mV5hDWnpzpm3hzCrZwD7w5L5ft91TpWT87k24GPng8zklifIkOFjV3UZH729vSkoKCAl5bY3y63qJn5+fsjlcuLj4w2qmBQUFFRKmOsSlRbna9eu8dprrxEQEMCBAwdYunQpPXr0qI65VTyXpGwGfb6PPp/sYcQ3Bzl7M9l6bHo+8349XW99nr/adc3geF9Ysv5vU5vxdKx8kiuVUoaVSoG1hQInaxWzegZw+q3Ber/o5OxCnvjpJM3f+pvOH+zk0aVHsLNU8vaIlihLaFZTdzuWTO6IQi7jzT8vMG35cT7++zJjlxxmyd7rZdy95jOh+YQyN/zkMjnjm42vsnv5+fnRs2dPXn/9dfLz87l69SpLly4FwNPTk9GjRzNv3jy9eCckJLBx48Yqu39tw2xxXr58Ob1792bAgAEoFAp2797N/v37mTVrFlZW9ye/xWsbznM9uTi4oHS6gexCTb11q8suMLaxZuZXnHC+pmNjUbmVs72Vkti0fH46EkV+kZaMfDUrDkcSlpiNWqvjq51XGfDZXrZfTKRArSM5u5Cj4Wm8uuE83++7jqbEZ+pqUg6TfjxGXEY+q48b1rL7dvdVCtS1M/BkWOAwBjYciEKm0K+gZchQyBQMbDiQYYHDqvR+q1evJjw8HA8PDx599FGmTJmCpWXxXtHKlStxcnKic+fOODg40Lt37xpd46+6MTvxkVwup3nz5gwaNAil0rSp+vPPPy//ZlWctKXxa9vQljGeUi7j8KsDcHewIiYtj+/2XicqNZcBzd2Z2TOwzBpzdYHXNpzjt+O3i2h6OljRr1kDwpNz6dXUjSf7NirzJ31N5mpiNsO/PlhuQiJrlYxCjYSzjYpnBjTh8x1XySow/AU1pKUHJyLTzKqQUpr/jm3Ly+vPGbWHvD0YJ5vq92KqjsRHOknHtohtrLm8hvjceLxtvZnQfALDAodVqRudKT766CN2797Njh07qvU+tRGzNwSnTZuGTCarUYZ1LycrYk1UwVDKZbz6YHPcHawoUGuZ8MMR4m+WuTp8PZXk7EJeq0nl6auYd0e1ooG9FfvCkmnkasPJqHR+P1Es1scj04hNz+O/49rd51lWnqYe9vwyuytL94eTW6ghMiWXG1mG5cvy1cXClZqr5t3Nl0yOs/1i+VVRysPWUkETdzuulSjy0NHfmYSsgnsiztWBXCZnRKMRVeoyVxanT5/GxsaGZs2acfr0ab755hvefffdar9vbcTslXNWlnHWGJVKhbW1+XbAqvzWP3I9lVc3nCMq1TAT2ZCWHrw/urU+lejOi4nM/slwQ8zJRkXI20OqZB41nWPhqUxYetSgTSmXcfm9oShrsQfH2pMxvL7hPOoSDslKucxkWH9V4WCl5LcnujFv9RkiUorNaXaWSv3eRpdAF5bP6IxdNda0rO0pQ//991/mzJlDYmIi7u7uTJ8+nbfffrtcV7lff/2VJ5980uS5ixcv6j0+6hqVMmuYck9zc3NjypQpfPDBBxXanqvqg5WWW0TPj3eTX8rON7yNFx+PbYO91W2/1cPXUpj0o6E3ibejFYdfG3jX86gNXIjLZMQ3B43aH+3sy8dja9/qGSCnUEPXD3aSWyLBkAzTkXxVRZcAZ94c0ZIvdoSVGZ0K8OKQIOYNqL6SbbVdnAXmY/bSKSIigvDwcIN/V65cYdWqVRw+fJiFCxdW5zwNOHA12UiYHayUvDasOd/tvc6bf57Xuzh1a+RKh4ZOBn0HtvCoNx/w1j6O9GvWwKj99xOxXLphZg7NGkRUai7Tlx83EGaoXmH2dbbmjzk9aOvrxJkKvF4ulZO6VCCoDGaLs7+/v9G/Jk2aMHToUH7//XfWrl1bnfM0wNfZ2JTibm/JqG8PsWTvdX45Gs0j3x9mX1gycrmM1bO7GdSR+/loFO9uuneJmu43S6d2MrkBWlZy+vtJTFoeT68+Tf9P9/LyurNGwSBP/HSq2nyLezR2ZVAL4/BrnxJ1KjtUkDeja6O6EZwiuP9UidHR39/fwLG8uuno78KIErUDLZRygv2dDV5knQQrbqZ1VOt0HAs3LHP/y7FofWaxuo6FUs4DrQyjpuwslXSrYRVldDqJ6SuOs/XcDSJScvnjZCzP/nZGfz46NY8ricYrUze7u9+Ia+nlwPGIVHZeSjI6dywijWPhqUDxZmuQR3GhVkuljOCGTlgo5KgUMiZ28WNSl7pp/xTce6pk5yIkJOSeR/F8OymY6T3SiE7No3eQG2tPxhr10d7cHMov0hq5X2l1EtkF6nqTj+OD0W1QyOXsvZxEgJstbwxvgWMlipjeCy7eyCI82TAp/sFrKaTnFuFsa4GLnQXWKoWBSctSKWPXgr6sPBTFz0ejUMhhWjd/jkemG0WJutlZUKjRkV3Ktc7FVkWBRoumnAyZUWl5dG3kir+rLduf70tkSi6udhbYW6nIL9IiIWFjUX0bgYL6h9mfpk2bNhm1qdVqIiIiWLx4MS+++GKVTswcOge40Dmg+GfkQ+29WbL3ukFU4OSu/gB4OFjRvZErR26ufgDa+TnVq1L1zrYWfDOxw/2eRrm42lkYZYSzs1RifTP4xM5SyYIhQby/9baL3AuDm+FobcFzg5ry3KDbG3FPAysPRfDu5ov6tpScIno1caNnE1f2h6Xog3Uu3sgiLbd8n+e3/rzA9aQcXhnaHLlcRoDb7Vwy1pUMjhEIzMFsb43SCUmg2JXO39+fKVOmMH369IpvVs07zVcTs1l+KJKcQg1jg33oVyKdZEZeEZ9tD+N0dDptfR15YXCzerNqrk28uymUlYcj9cevD2vOE31u57oo1Gj5YkcYh6+n0iXQhReHNNOn7yzN6mPRvL7xvEGbu70lx98YBEBcRj69/7O7wvSgJfnw4TZM6npnpgutTmLFoQj2hSUT4GrL3P6N8apkSLrw1qg/mC3OVXKzWvjBkiQJtVbCQll7fYJrG4evp3AxPovOAS5GievnrT7NlnM39McDm7uzbEZnk+OEJWYz5Iv9Bm0yGXg5WDGyvTfBfk48+cvpSs1taCtPvp/asczzkSm5/BOagKutBSPaehusqt/bcpFlByP0x/6uNux8oW+lMgbWxndIcGfUKyNZfEY+Z6IzaOntQKBbxSlO/zwTx0d/XyIpu5D+zdz59JF2uJRT6khQMbsvJ/JXSDwuthbM6hlosmJ6j8ZutPN14uO/L/PEzyext1LxVN/G9G3WgK3nbxj03XU5idj0PHydjccJ8rBnYhc/g1B2SYL4zAJ+2BfOA608jWzYFdHYvezPzeHrKcxYfkK/v7HsYAR/Pt1Tv7JfcyLGoH9Uah5HrqfSJ8jY1fFeIul0ZG3dSvrq1ajj4lH5eOM8aRIOw4cjk4tFyf2i3ojzulOxvLL+nH6TcFp3fxY91LrM/tGpeSxYe1bff/flJBZtDuXLR2u23bYms/FMLM+vOas/3hQSz/bn++Bqog7fO5tCWXczP3NiViEL1p7l0c5+JoNNbq0mf9gfzvpTsdhbKXm6fxMGtvDgTHRGmfPZeSmRbyd24P2tl4jLyMfd3pKkcjx4XGwt6N20Aa9vPE9+oYZCjY6wpBwaN7DlpQea8e3uawYbz5cTstl2/gZjgotTllqp5OSUGr4sk8y9QtLpiHvhBbJ37ASdDiQJTXIy+efOk71rFz6ffy4E+j5RL/7qRRod72+9qBdagJ+ORPFGKXtkSY6Epxj0Bzh4LbWM3gJz+OlIlMFxam6R0Ur4Fn+baF9zIobBLQ1dAh9o5YGPkzUrD0fy8d+XuZqUw+noDJ74+RSXbmSRUCr3RklsLBQMbunBwVf6c3HRA+x4vi9dAsv2U14wOIiZK06w+lg0G0Pi2XYhgWtJOfwbmsjkH4+RaiJB//8OROjNEHP6GuaJ7uTvTOeA+1vzMmvr1mJh1mpvp3aUJNBqyd6xk6ytW6v0fgEBAXz00Ud07twZW1tbHnzwQdLS0pg7dy5OTk40bdqUw4cPA8UOB2+//TaNGzfG1dWVUaNGER8ff3OKEq+88gqenp44ODgQFBTEli1b9Pf5/fffadu2rT7L3a0xobg6ymuvvcYDDzyAvb09wcHBnD9fthbcQpIkvv76a5o3b46TkxP9+vXj0qXizektW7bg7u7OjRvFn9vw8HCcnZ3Zs2fPHf+t6oU4Z+aryTCRgWz1sWhiygjEaOphXHaoqXv98e6oDuQmwv/LqlhzKzdKSSQgJj0Pa5UCL0crXhjUlK9veqBsPWco5lqdxN8XEniwtZfROLd4un8TlIritAQ2FkocbVT88WR39r3Uj4UjWxoE7vQNakBUam6ZJpDErELamwhQuXQji0M3v9Rn927EqlldmNkzgPceasXPj3W97xV70levLl4xm0KnI331b1V+zzVr1rBhwwbi4+OJiYmhW7duDBo0iNTUVCZNmsScOXMAeOONNzh06BAHDx7kxo0bBAUF8eijjwKwY8cOVq9ezenTp8nKymLnzp0EBQUBsG3bNl588UVWrlxJWloar732GiNHjiQ19fbi6ueff+a///0v6enpdOrUiWeeeabCeS9ZsoRly5axefNmUlJSGDNmDCNHjqSoqIgRI0bw6KOPMm3aNAoLC5k4cSJz586lf//+d/x3qhfi3MDeklZeDkbtEnAj0/TKKrihM1O7+euP3ewseGN4C1JyCvlo2yVmrzrJT0cijVbXdZ1LN7L46UgkJyLTKu5cihk9AgyOG9hbMrKtafF8ZWhzo/occhlcjM8mX63lRmYBB6+lIpfJyCnUmPS8cbe35O0RLZnRIwBvRytaeNoxo0cAzw5syu9PdDNayd4iObuQA9dS6NDQiWnd/Pl3fh9WzeqCvIKf99O6++NgZWwpjEi97bvdN6gB74xsxdTuATXCBU8dF2+cDP0WkoQ6vurKVN3iqaeews/PD0dHR4YNG4arqytjxoxBoVAwYcIELly4QGFhId999x2ff/45Xl5eWFhY8P7773Po0CFiYmJQqVQUFBQQGhqKWq2mYcOGenFevHgxL730EsHBwcjlcsaMGUPz5s3Ztm2bfg5TpkyhXbt2KJVKpk+fblbe6MWLF7No0SKaNm2KUqnk2WefJT8/X18J6pNPPiEpKYkuXYo/K3eb0qLe2JyXTOnIqG8PklEi6XwDe0uTq51bvDe6NbN6BXIjI59gf2dUCjkPfrWfsMTidJE7LyUSlZrHWyNaVvf0awSl/YYf6xVYqWcf2c4bF1sLNoXE42xrwbTu/mWm2Rza2pMNT/Xgzb8uEJGSi7+rjVHeiuORaQQv2k52oZbmnnZYKeUU3Iwk8Xa04lpSDt/uvsqJyDQKNTqC/V14ZWjzckUxPLk4qX7RzXFORqbT2teRZp72jO/ky89HIo3yegAMb+tFK29HRrX35pejt5PxK+Uy+ja9vxt+5aHy8UaTnGxaoGUyVD7eVX7PkjX+bGxsjI4lSSIrK4vc3Fz69Olj8OvCwsKCmJgY+vfvz8KFC3nrrbe4dOkSgwYN4tNPPyUwMJDIyEhef/113nnnHf11arWauLjbNSg9PT31/21ra0tOzu0UsGURGRnJlClTDDLoFRUVERtbvDdyq6bq/PnzWbduXZl5782l3ohzQ1cbdrzQl3c3hXL4egrNPO15a0TLCl3kAt1s9Z4dR66n6oX5FquPRfPm8Bb3/edpdVOo0fLZjjCDthWHImjj48j3+64Tm57PwBbuLHqodbmRhz2buNGziZvJc/EZ+aw9GUuhRsuYYF86+Duz9dneACRkFtDzP7uNfqlkFxYL5eWE4v9f/Fys8XWy5kh4moG/NMCvx6JRKeS8O6qV0b0lSeJYRBprTsTohfkW60/FMr6TH40a2PHXvJ78cjSaIq2OzgEuJGcX0MTdjn5B7vxz4Qb/hibor5MBY4J9aOhq7ElSU3CeNIn8c+eLbc6lkctxnjjx3k8KUCgU2NjYcOzYMZo3b26yz9y5c5k7dy6ZmZk89dRTPPvss2zevBk/Pz+eeeYZvXmkqvDz8+PLL79k6NChJs+Hh4fz7rvv8vjjj/PSSy8xePBgHByMf7GbS70wa9yigb0liycHc+btIfz+RHdaeTtW6noLpbEAKxV1W5RvkV+kNQp71knw0rqzXE7IJqdQw18h8XecUCouI5/hXx/gi51hfLf3OsO/PmBQZszT0Yo5fRvpj8v6q8ek5XM0omyTy/YS4nmLvCINY5Yc5tGlR9l4Js7o/LWkHK4nZ/P3+RvkFGp5d1QrPny4DQ938OGJPo0Z0NyDxOwCnvntDMnZtzcFJYq9hMra16gJOAwfjv3gQaBQFDuBQ/H/KhTYDx6Ew/Dh92VecrmcOXPmsGDBAmJiil0QU1NTWbNmDQAnTpzg8OHDFBUVYW1tja2trX6l+vTTT/PJJ59w6tQpJEkiLy+PnTt36le4d8rTTz/N22+/zZUrV4DiHPd//fUX2dnZaDQaJk2axNNPP83SpUvp2LHjXX851CtxvluCGzrT0d9wdz23UMOHWy+RklNYp+3PTjYW9GhsmCjJ1dYCtdbwmXddurMqI78fjzYoG1Wo0bHyUKRBn5ceaM7WZ3vx6SPt+PSRtmWOVV6MhrWFgvgMw+o5a0/Glutyl5pbxJAvDvDUr6cZvfiQQTKmWxy5nmr0t4DiL7A/TQg+FGfgSy3tW3ePkcnl+Hz+Od4ff4R1+/YoPTywbt8e748/uu9udB999BHdu3dnwIAB2Nvb07FjR7Zv3w4UC+PcuXNxdXXF09OT+Ph4vvrqKwBGjhzJxx9/zOOPP46zszOBgYF89dVX6Mra+DSTefPmMWPGDMaMGYODgwMtWrRg9erVALz11lvIZDJ9VZf//e9/HD58mFWrVt3x/USEoBlEpOSy4XQsCrmMAS3cmb7suMn6c16OVnw0po1B2HhdIiWnkA+2XuJ4RBpBHnaEJWYTl2G4odrax4Etz/Su9Njvb7nIjyWi5wDa+Try17xeJvtLksTrG88bBJjconQZqdIo5DI+GtOGh9p7k1eo5atdV41MIBWx5oludC2R1S8kJoPRiw+Z7Otso+LY64P0JrSMvCKe/PkUxyLSUMhlTO7akIWjWpllGqut75Cg8ghxroBLN7IYu+QweTc3gWSy8ldmDlZKjr0+qEbsxFcnqw5H8k4pE4ZCJuPnx7rQowybcnlcjM9ixDcHjPJc/Pl0z3I3bT/59zKL91w3aJvRw5+NZ+LLrThurVKgkEFOkZbmnvZcTqhckvxFD7WiZxM3GrnZ6kX1jY3n+fVYtMn+m+b1pK1v8XMs3BzKilK/Cn6Y2pEHWnkaX1iK2vgOCe4MYdaogJWHIvXCDOULM0BWgYbNZ+P4cmcYf56JM9pcqivEZxoX1u3o71ymMKetXs21QYO52rsPyd8uNhKYlt4O+JvYODNlIy5JSrZx4MfKw1EUacoPyc5Xa8kpurWZmE0bH8cyNzJNufR9uPUSAz/bx8DP9nEtqVjY2/iY3sOwUsnxd7kd9h1ioprK2QoqrAiqn+joaOzs7Ez++/XXX+/5fOqNt8adUpm8C1C8Qfjy+tvRRisORRDc0BkHaxUTuzTE07H8Oou1hSEtPVm6P9zgy2pEO9M+yzkHD5G46D39ccq336Js0ADnCeP1bQVqLfEZxj7nXk7lZ23r0cSVNSeNTRv5asMvxYpqDF5JyGbXgr5MXHqU2FI2aaUchrf1ZvvFRBrYWxKVmqd32QtPyeWNjRdY82R3NpiwLctl8Mbwljja3Bb+Dn7ORjbu8n4dCO4NDRs2NMul7l4hVs4VML6THxWZAi1uemxYqxRGlZfPxmay4nAkX+26Su//7mbOz6fYeTGh1m8edvR35ssJ7WnuaY+fizULBgcZBO2UJGf37grbTkamU2jiV8aoMoJU9OfbeTOnb2OUJspw3UIGvDmiBeV0oUir480/L/DRmDZG5+ytLfjy0Q5cXDSUF4c0Mzp/9qZXiYOV8cp7weBmRn+X5wY2pftNe7VSLmNGjwCjsHSBQKycK6BXUzeWT+/Mr8eiuJaUQ2SqoVvUq0ObkVukZfPZeIq0OpKyyt59V2sl/glN4J/QBLwcLPjpsW4mw8SrA0mSkCSQl6dQleSh9j481L7iCjgqE1VyVL6+BsemflF42FviWEaQyi1kMhmvPtic5p72zF8TYrKPBLT0cqS9nxOny/HKOHgthVWzutCriRsHr90uuza3X2PScou4kpBN4wbGWelaeBb7sj7VrxEHribrv2T8XW2Y0t34C8vRRsVvT3QjLiMfa5VCZDoUmERsCFaCKT8eM3hpobg6R8nqK5VBpZDx1aMdGNam/NXh3fL1rqv870A4RRodHRo64etsTUd/Fx7p6IuyErmE7xRtdjZRU6ZSeNM/VOnlRcCvv6DyNow+e23DeX47XryhppDL+Hx8O7PEPy23iPiMfH7Yd53N54wTJtlbKjn6+kCuJ+cwa+VJUspwX7OzVHJh4QMUarT8FRLP9eQc+jZtQGx6Pm/+dYEijQ4rpRy1TjL45aOQwVP9mjCzZwA5hRq2nLuBg5WShzr4mFxN3w21/R0SmI8Q50rw5c4wvtx5tcrHXTiqJdN7GFeauVM2noll58UkfJ2taeJux0vrzpnsNybYh8/Ht6+y+5aHpNGQe+gQuqIi7Hr3Rm5lvFIOicng3U2h3MjI54HWnrw1omWFiei/23uNL3dcpUirw9fZmkUPtaJQo2Px7mtciM/C19ma90e31rs3Fmq0nIvNZNelRL7fF24wVlN3O3a80NegLbtATZcPdpm199DIzZZ/5vep1sIMtf0dEpiPEOdKkF+k5YU/QvgnNAGVXE4bX0dORaVXeJ1SLkNTgY35jye70SXw7qthL95zjU/+vaI/Lm9lL5fB8TcG4WYin/LR8BSW7o8gNaeQB9t48UTvRlVmEgmJSefnI1HI5TL6N2tA76YNuJ6Uw6NLj+o32gCe7NuI1x5sUeY415JyGPT5PoO2LoEu/PFkd6BYWO0slXpXtwtxmcSm59G9sRsZeUUM+WK/gZ170UOtmNY9ACjeoPz03ytsPXeDG+WkHS3Nj9M6Maga7ce1/R0SmI+wOVcCawsFS6Z0JCOvCKVCTmpOodELDsX5HWLSinf87a2UfP1oe5765bSB8JRm/A9H8XCw5LUHWzC6w51XMv+5VM7k8kwuEpCWU8SWs/EUanSMau9NclYhs386aZB0/mxsJoVqnUEB1Tvll6NRvPnnBf3x2pOxZX55bQ6JL1ecQ+MzjdouxN1us79pUsgp1LDgjxD+DS2OXrSzVPL6sBaMbOfNhbhMLFVyxgX7MrV7AJIksS8smYWbQ4lIqb6w6/wiLWtOxnAlIYthbbzoXYOTIwnuD0Kc74BbmdTsLJWsfrwbP+y7Tkx6HoGutszoGUjnAGeOXE8lOaeQfkHurD0VU64w3yIxq5D5a0L4+O9LzO3fRL+KqwwKE6vbZh52XEk0dhHq08SNqcuPkXhzE/Ob3dco0mgpMhGGvPFMbJWIc8lV/S3K+lVhqkJKSYIbOhtV6y4dXr/yUAQfbrtsUKEkp1BjUPi1o7+zvlL7O5tCjYoCmIuFojh9aZFGV65pQ5IkRnxzgOvJxalEfzseg6O1imnd/XluYNN7sg8gqPkIcb5LOvo7s3RaJ6P2ksEYVyoZfZaQVcjbf4Xi52JD/0qGgs/qFch7W26n9WzibseWZ3sTGp9Fdr6as7EZnI3NpL2fEwVqLfuu3t7gLG+VXZHXhLnkmbl5qpTLeH5w2V8G2QVqVAo5Hzzcho+2XSKrQEOQhx0fjL7tCheTlseiLRcrrK59Kiqdg9eKMxX+cvTOhBmgSCsxf00Ib/91gcEtPZjRI5A2vsaBKXsuJ+mF+RaZ+Wq+2X0NhVzG/EFBdzwHQd1BiPM9oGcTN9aeMsyINX9QUwLdbPnfgXAuxGWZvO6NjedZ/1QPvBzLD8QoyWO9AvF1tmbnxUT8XGyY2s0flUKuD3LoXaKY6MLN5mWQk8vg2QFNzJ5DefRt1oCdl5LK7dOkgS3/m96ZQDdbJEnialIOLrYWetv459uv8MP+8OIczX5ONGpgS0hMJmGJOXyy/QpfjG+HUiFnxaHICoX5FrsuJXItKdvs/uWRVaBh/ek4NoXEs35uD33Y9i0ulfNlve38DSHOAkBsCN4TJEni478v89ORKLSSxIROfrw7qhUKuYzQ+EwmLj1KVoHpFWXXQBfW3NzgqugeiVmFuNlZmP2zOCQmgzHfHTIQJKUcSlpgvJ2sWD69M81NVJIBuJaUzcLNF7l0I4vOAS68M7JVuVGQhRotc34+xf6rydyyNLT2diAjv4i4jAJ6N23AJ+Pa4uFgRUxaHrNWnuBqUg5KuYzZvRvRv1kDJiw9Wu5zfTKuLf2audPjo12oS6mtXFaco7v0yrW6mNjFj4/GGGbQi0vPo+d/TNeW69XEjV9mdy1zvPr6DtVHhDjfQ9RaHZKEkT1y+aEIFpWoMFKaCwsfMIo8LElITAbP/X6GqNQ83O0t+c/YtvRvbp45ZM+VJF5YE2KQZU8llzGynRdDWnkytJwafFqdRL9P9+g3PwE6Bzizdk4Ps+4NoNNJei+Qkv8N8NQvp/j7gmFujcldG5aZXOgW07v707OJG0/8bFx6aOcLfTkTnV6me2FJnG1U5BRojAS+MgS42rBrQT8y89VcS8qhpbcDdpZKvtl1lS92hhmt1P83tSODy0mAVN/fofqE2Hm4h6gUcpMbRYOae5QZfuxko8JGdTvDXWJWAUnZt127JEli/k1hBkjKLuS538+Qb6KUkin6N3M3WrWrdRIPtvHWC/M/FxJ47vczfLTtEgklai5eupFlIMwAJyLTSTNRhbosSopxaVe983HG3hjm1Dbo0NDZqDAAFH/pxGfms6sCs8otOgW4sPW53gwy84vOFJGpebz15wW6fbSL8T8coduHu9h5MZFnBjYlyER06PJS2eoE9Rdhc64BNHS14dtJHXh53TkjoWzsZodcLqNAreXZ386w/WIiMhmMbOvNZ+PbkZGnNgopzyrQEJaYTbtykukUaXTsuZJEgVpLQxcbIlIMf+YHuhVniCvt+rb5bDzbnutNdqEad3tLFHKZQbScg5USW8vKp0v9KySOdadicbBS8XifRrT3c6KjvzOx6Ybi/0inhpyMyuDiDdN2+sEtPFiy95pJ7xS1TmLG8uOM6+hX4XwslXLm9G1EkwZ2nDfhslcZ1pyM1ptwij1FzpGa24zIFGPTysW7vJeg7iDEuYYwtLUXZ2Iy+KF01JqHHVCcP3n7xWI/XUmCTWfjUchlfPpIO2wsFAZpTaG4qni7MjQou0DNI98f0ecwdrBSGRRHbevryPGIdNztrfhuzzWDa+MzCwh+bwc6qTj8vFcTV/aFFXt8yGTw0tDmWCorJ84bz8Ty/Jqz+uNdlxP5d34fFgwJYn9YCul5xSvxbo1csLFUkFhOUEiBWmtSmG+hk8DBUomPkzVxN7PPWSnlqBQyujdxo4OfE1qdxIi23gS42ZJTqNG7Gt4p2lJelEnZRbxSInNhSZp53nnNOUHdQojzPSa/SMuWc8WJ4Ie29sTX+XYO48ld/Pn9eIw+SbyNhYIZPQMATJZR2ngmjuk9AnC1tSCvyHCFWZxj2LTt8o+TsQbJ5bMK1DzcwRt7SxU/HY3iXGwm52LPs2hLKAVqY//sWwtltVbiwNUUfn+iG1GpuXQKcKFxAzuz/g4ZeUUUanR4OFgZVKsGKFDr2BQSj1aS9MIMcDQ8jYGf7Ss9VKm5VWyPbehmw64Ffdl7JQmFXE7foAYmzU1ZBWp+OhyJvaWS7DvInyKjOMpxzYkYA5t+WelL7a2U9aaSu6BihDjfQ/KKNIxefEhfwfvT7Vf4dXZXOvq7AMXmjb+f6826U7FodBJjg33wdy3Ogta+oRP/mEg8v/tyEr2DGrC61CZZcENno763uGTCJHDoWqpRQiBTwlwanQSrj0bx9aTgCvtCsY184eaL/HI0Co1OokuAi0Eh11vYWCrZebFy9Qgf7exHzyauHLqeWmYfZxsVY4N9sVIpTG52Fqi1yGUyVAoZU348xrnYis0MQ1p66H/VlKSllwOvPtiCPkENeG3DeaJS8wjysCM8JReNiUCfTv7ONPe6N1kKBTUfIc73kM1n4/XCDMXi9+3ua6yY2UXf5u1kzbMDjYMvZvQIYNXhSG5kGv6kb+hiw4weAYQn53A0PA0LpZzHeweWWyoqLcd4w65kuHZZ+DpbG9mAATadu4GT7QUWPdS6wjG2X0w0qNd3PNK4UraVUk5cer4+T3J5BLrZMCbYl9HtffBzKf4VEp2Wz5K91ynUaGnSwI7+zd05HZ1Oc08HXnygGbYlPF/yi7RYWygo0uh4688LbDgTi1IuZ2grD7OEGSjT/v3iA8W5n3s0dmPvi/3ILtTgYKUqs5zVnivJbDt/w6xMfIK6jxDne0iqCS+GNBOFYk1hpVLwy+yujFtyRP9Tv0ugCyPbeWGpVPD7E91JzCrAxkKhzylhCo1WR/IdVnxu6eWATicRn2ls8/3pSBRP9m2Mq60F72+9yN/nE/BwsOKlB5oZuPWdNiNRlK+zDcsPRVTYDyAiJY/PtofRsaGzXpztrW4ne7qUkE1cRj67FvSjgf3tcPCzMRm8vO4cVxKzsbNUIkkSuTft9mqtlo0h8WbdHzD5hdUvqIHBc8tkMn360IWjWrHnSpLJyi/XyylMK6hfCFe6e8iDrb2wKBUg8lA77zJ6G9O4gR2HXu3P+6NbM69/Yz4e08Zg883DwapcYdbpJKYuO27SRa0iFLLiVa8pYb7FiYg0Pv77Mr8cjSY1t4iLN7J48udTxKbf9iZp5W284VXaO86MItRGlMzj/HupitxZBRr+uXD7vFYnMffX01xJLLa75xRq9MJckvJ8yyviib6Nyj1vSpgBeokESIKbCHG+hwS62bJyVmd6NXGjlbcDbw5vwcybG37msuF0HG//dYFv91xn4Of7+N/+8Iovusn+q8kcCTe0x9pYKJg/qClWqtsfBS8TEX4mTKRGeDtasaOU7bVIq2PvlWT9cekUq0q5jM/Gt6NvUAN6NHbl20kdaF1GodTy2HA6loe/O0RMWq7JyueZ+Wq9y19kaq7eU6M88go1TOjsW2G/kqgUMl4e2owejcs2K5lKTgUQ5GFHl0CXSt1PUHcRZo17TI/GbuW+uOWRX6Tl478v670lJKl4U3F8Z78yK0eXJNmEXdnBWsWItl6MDfbhRGQ63k7W2KgUjFp8qFJz83CwpHOgCz7O1kbCt+VcPDpJYmKXhvxZylyg0UlYqxSsmnXb7t7Cy4EDV5NJuWkbN+XdIJMZVkIv1Og4E53BsK8O8tn4dsz55ZT+7yQDPt0exm/HY/hhakcaN7AzywNDB2wPrdym5Aej2zC+c/l+1DKZjAb2lkb/f9yrwgeC2oFYOdci0vKKjDLHFWp0JJXj93s1MZt/LtwgNaeQAc3dsS21qszKK2LQ5/sZ9Nl+MvPVdGvkik6ScLYpX+yVchmDW3rgaqvCw8ESBysV//33Cs8MaIJlKbe0o+FpvP1XKK+sP4eTiXEdS7U1bmDH3pf6883EDqyY2ZmRpap6W6vkbHu2N8+bSGGaXajh+33XGdfRl3EdfYtF/Oa5uIx8XttwHmsLBe+OamWW+STdxJ6ArYXCZLFYpRzGdjRvpf3JuLaoSoQ7jgv2uaNfDIK6i8itUYu4EJfJvNWnDSIC/V1t2LOgn8kqJR/9fUkf1GKplLN4UjDOthZ8sSOM8JQckrMKKO0tN7tXAD8ejDRo6+DnyIX4LNSlbBt/Pd2TJ38+RUKJLwcPB8sygzYUchmLRrXizb8u6Fe93Ru5svrxrvpqJabIKdTwyT+X2ReWTKMGdrw8tBnNPR2IS8+n53+MK3vfItDN1ijyESDio2HIZDK+23uN//5jmF+6dH5oKM4XcioqHZ0ErrYWFGl1JsPDrZRyLr//YJnzKU1ydiGHr6fg72qrzxpYEeIdqj8Is0YtIKtAzYzlx/WVox2tleQWalAq5DhYqTganmrkOheZksvSEvboQo2OhVtCOfDyAJ4fHMSEH45gKv//KhOJ5ke09eZMjPEm4t8XbhgIM1BuNJ1WJzG8rRft/JzYczmJhq42PNjaq1xhhuKNuYUPtaZIo+NkVJo+D4mPs3WZhQQAIlJyjbLstfCyp1Cjw0qlYE6fxuQXafn9RAxWKjlz+jYmM19tINgWiuIglQK1FoVcRpFGx8UbplN+tvVzRKuTOBmZhpVKUW74PEADe0vhNicoE7FyrgVUVFjWQiln1wt99a5kAPvCkpm+/LhR32sfPMjL68+x4XScybFK23KhOEf0soPGrm3tfB05a6YvMBTbfg+80t8gKtJcriVlM+XH4/ovgzHBPnz2SDvUWon3tlzkaHgq15NzjFa9zw9qyrKDEWQVaFApZKi1ErYWCp4b1JQn+jTW90vMKuCPEzHkFWnQ6CQOXkvF2UZFax8Hlu6v2K3PQiFj2YzOvLspVJ+OtHsjV1bM7IyVqvK5RspCvEP1B2FzrgVUVEmlSKMziFDLK9JwIzMfi1Ip3GwsFJyITOfIlbI3uTo0dDI4dre3ZHbvQCNbNRTXFixtXy4PCUM3t5i0vJth5hXz8d9XDFbpG07HcfBaChZKOe+Nbs36uT0Mgkug2PuhV1M3Dr4ygOae9nqzTG6Rlg+3XeaV9cVpQxMyCxj+9QE+2xHGkn3hrDoSxQcPt2b14904H2s6wKQ0RVqJx1adNMgTfSQ8lXWliiwIBOYizBq1gO6NXY3yGpfG/WaARUpOIQ98sd9kwEtekZaZK48bhWXLJB3eujymjejE9B7+fLfnOruvJBHoZsf8QU3xcrRm9ePd+PTfKxy4lmJwbaFGh72V0qQN1hQbz8TSqIEte64ks/lssedGR39nvpsczP6wZJKyC3mglQdN3A3DmK+aEPGriTn6wqh/hcQbzSEsMYexS47gZmeh9/woyZoTMUzq0pBfjkYZnC/S6Fh+MILgSc4mNzBvUbowbZEJO9GVhGwK1NoqXT0L6gfCrFEL0Gh1vLs5lD9OxCKTFVfL2HX5dk5ibycr9rzYD0ulgtmrTlRYBqokSq2Gb/Z+SYSjFyenPM93k4OxUimQJIl3NoXyb2gCDewseWN4C7oGutLlw50mhe5uKSmgSrmM/03rZBBh9/rG8wb5Q2TA/MFNUcrk7LycyI3MAoNc06WxUslN5gpp4WnP5YRsI1e9gc3dWTajMyExGUxcepR8tXGQiquthckvwZIo5KCQyXm0ix/vjmxlcuO2Moh3qP4gxLkWUaDWIpPB82tC2HbecCX9z/zeNPd0oNmbf1NoRqXvW3jkpNI6LZy9vsFo5Qpm9PDn3VGtmb78OPvCklHotIy5to9OSVdo370txwZN4O091f9TPbihExvm9tQfZxWoeXntObZfTMDGQklukcbINl4eSrkMlUJuUmRNsXRqR4bcrEgSk5bHtOXHjTw/Ovk7cSo6w+x5/GdsGyZ0bmj+pE0g3qH6g7A513Bi0/N4Y+N5pi0/zh8nY1DJ5Ry4mmLUb+3JGDRaHerSyYNLUdIMLZMkkMGuhp3Ryot/dv98NJr4jDz2Xy2O6nv8wmZmXdxG25Tr6DZv5Nr3y6vu4coho5R/sYOViu+nduTiwqFYqeRlCqK7vSX+rjZGIeHdG7uy96V+WJlhI1cpZPRrVjIvBkSlGrvkJWQW8sHo1nTydzYZll6ao+HGSZ4EgrIQ4lyDKVBreeT7I/x6LJr9Ycm8/Vcoz/5+xqR9d9nBSIZ+dYCh5dSfA8Mw7FY+DiTauhqe10nsC0vRi9+QKEOPj1gbw/4VYWuh4NWhzQySDqnkMoa3Kc4zIpPBgOYNsFEZfhRHdyjDxUxmOoHULZKyC4lKzTMwU3T0d+ajMW3wcLDi4eCKg0TU2uLSX3+eiUOSJI5cTzVZlTs2I58Tkemse6oHq2Z1qTCopYVIByqoBGJDsAazLyzZKEXozktle1pcS8qhVxM3ZnT3Z9PZ+Aoz3l2IN+0p0dzTnpZe9ly8kU2B0gJr7W0xbJ4WxW6/jmY/Q55aSzNPB/5+rjfrT8WSU6jhofbeWCoVNPWww0opZ2IXfyJTc/lm91WSsgsZ1saLJ3obJw76/Xg0607F4mxjUak6hd9M7IC3kzUArwxtRlxGPvvDksu9ZtuFBLZdSOB6cg4DW3iU2e9WLmo3O0tGtvVm09nb4enONip9hGGPxq5M6eZv9pwFAiHONRhTO/yWSkW5SfDPxWRw4UaWSc+BsigZFTeirReFGp2+vt0fTQfw5IVN+r6+2eZvNkKxz/QH2y6x84W+PNm32K/4XGwGI785pLf//nw0mv9N68jMngFciMviQnwWKw9HMrlbQ33WvU//vcK3JUpmyWUglxl6S5RFyRqHTjYW/DSrC6O+OcC5uIrd5FYeimTBkGZM7ebPz0eNA3Q6+t8uavDZ+HZ0CnDmTHQG7Xwdmdi1IeHJuchlMpp5ilWzoHKIDcEajFYn8dDig1woISJvDG/BupOx+nSXpbGzVBrl36iIkvX03O0tcbJWEVYir3D7pDA6JV0h1q4Bext2pEBecZKlklgq5VwpEdb89OrTbC2R4hNMJzca3taLxZOC+Xb3VT7dHlape96ia6ALX0xoz4pDESRkFTKstScPtvFiw+lYXvjjrEHfN4c15/1tlw3abC0UXFj4ADKZjPDkHL7dfY2t529QqNHRJcCF76YE42Znyb1CvEP1ByHONZycQg1rT8YQnZbHoBYe9Gzihlqr47s91/hq11WDzGtjgn1YX0bk3y1cbCs2CZSuqF2Sno1dOHS9chtbt0T2FlOXHTO5qWmKvS/1ZeiXB8wqmVUapVzGv8/3ZvL/jhsEsLw3ujVTu/mz4lAEvx2Pvlk9phEj23oz/JuDBmW85vRtzKsPNjcYN6dQQ26hBg8H49Sq1Y14h+oPQpxrMWGJ2Ww9dwNXWxUPtffBzkpFlw92Gm2YdfR3Jq9ISytvBxYMCSIsMYcf9l1HrdXR1N2O1aWS05cnzqYSA5nC18mKzAIN/Zu5s+ihVjjZWOjPla62XR5bn+3F8K8PGrV7OFhgb2XBtXIqh7z2YHMa2FsarZCbutux44W+Jq/JyCti+aFIrifn0KepG+M7+VWY++NeIt6h+oOwOddigjzsCRpsaMv85JG2zP3lNAUaHTLgwTaeLJ4UrBeYArWWdadiORqeilIux9/VxkhwyxJmME+YFXIY3tabh4N9aO5p7GL2cAdf1FqJtSdjUMjlHI8w7Q3hYmtBK29HOgc4cyLydpJ+DwdLts/vi1qnY8ne61xOyOJYeJqR/blrI1e97bwk8nLE1snGghcGB1X8kAJBNSNWznWQ3EINF29k0aSBHc62t1esaq2OhZtC+aVUcdFHO/vxV0g8+WotDtZKsvLLtllbKGR8NKYtPx6MIDGroFwTiYVCzurHu9IpoPzqHn+FxPHGxgtGtvIRbb34dlIwydmFfPT3JU5HpdPG14lXH2yOz03vCyiOoGzz7najAJNN83rSuIEdQ77Yb1AA4OMxbXi0y90Fg9wvxDtUfxDiXE84H5vJY6tOmKyy7e1kVWZNu9I087Dn3+f7AMVi/9Qvp8oNFx/WxpPvJlfsepeVr2bc94f11ckdrVX88WR3s70cPtx2ySBFaid/Z9Y91QOApOwCfjocRWJWAcPaeBmEhdc2xDtUfxDiXE8YvfgQITEZdz3OU/0a88rQ2xtkkiTx/paLrDwchdbE/7cDmruzfEbnCseNTMnFUinnTEwGOQUaBrf0MFj1V4QkSaw/HcehaykEedgztbv/XRVoramId6j+UPc+vQKTXLxh2qd3QDN39oYlmbT5Olgp6dnEjX9DE9BJxQmX5vYr9lW+lpTNzktJeDlaIZPLTAozFJtMSnIuNoNt5xNoYG/JuI6+qLU6Hv/pJGeiM1DIZUzt5s87I1tWehNOJpPpS1MJBHUBIc71hK6BLgbuawq5jD+e7Ma+K8nsvmLaLJFVoMHWUsnxNwZRqNHp7bzbQxN46tfT+o1DU4nWLJVyxgb76pMHAfwbmsBTJQqv/nosis7+Lpy5WeFFq5NYeTiSNj4OjO1YfpFUgaCuI3Jr1BNm9wo0KCjaN6gBzjYWfL37WjlXQXxGPm52lgYbcF/tumrg0WFq1V2o0bH6eDTP/35Gn8rz+33XDfqGJ+dy8Jqxv/Obf4aSWE7RWoGgPiDEuQ7yz4UbvPXnBX4+GkVWvpr3t1zk8Z9OGRRo3X05iR0Xy87TcYshLY3zSqRXIq/FxpB4hn19gPiMfPIKjdN1FphI4Zl/091PIKjPCLNGHeOz7Vf4psRqeOm+68Sk55vsq1TIsFDKDfJwNPO0R6eTyCvS8kgnX6Z1DzC67qEOPizZe11/bGeppFCtMarkfYu03CJ+Px7N+M5+vLflor7dSiUvM8NcZXKDCAR1ESHOdQi1VmdUiLUsYS5O1emBr7MNCzeFEp9ZQLdGLnw+vr0+g5spMvPVzO4ViJVSwT+hCXg7WjF/UBBvb7qgtx2bIrdIywtDArGxULD13A0a2FuikyT+Cok36mutUvBwWSlDBYJ6gnClq0MUarS0eWc7RRUk3FfKZbw/urU+EEOSJAo1unLr3Gl1Em/+eZ61J2PRSRIj23nz33Ft9VnjzsZkMGPFcX2KzJIo5DL+eronrX0cDdo3nY3n2d/OGLS18LLnk3HtjPoKihHvUP1B2JzrEJZKBWM7Gq447SyNBXdCJz+DCDmZTFZhAdJ1p2L47Xg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namesscoreslogfoldchangespvalspvals_adjneuron_typemodule_name
0ARI5A24.267336-0.7210719.485143e-912.731721e-88NAARI5A
1IRF/123.482555-0.8188373.745614e-865.393685e-84NAIRF/1
2ZNF28223.100542-1.0162679.710784e-859.322352e-83NAZNF282
3NR/1722.994703-0.6668701.010761e-837.277481e-82NANR/17
4GMEB2/322.840996-1.2476731.764658e-831.016443e-81NAGMEB2/3
\n", + "
" + ], + "text/plain": [ + " names scores logfoldchanges pvals pvals_adj neuron_type \\\n", + "0 ARI5A 24.267336 -0.721071 9.485143e-91 2.731721e-88 NA \n", + "1 IRF/1 23.482555 -0.818837 3.745614e-86 5.393685e-84 NA \n", + "2 ZNF282 23.100542 -1.016267 9.710784e-85 9.322352e-83 NA \n", + "3 NR/17 22.994703 -0.666870 1.010761e-83 7.277481e-82 NA \n", + "4 GMEB2/3 22.840996 -1.247673 1.764658e-83 1.016443e-81 NA \n", + "\n", + " module_name \n", + "0 ARI5A \n", + "1 IRF/1 \n", + "2 ZNF282 \n", + "3 NR/17 \n", + "4 GMEB2/3 " + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sc.tl.rank_genes_groups(ad_act, cell_type_key)\n", + "rkg_df = []\n", + "for ct in ad_act.obs[cell_type_key].values.unique():\n", + " print(ct)\n", + " rkg_df2 = sc.get.rank_genes_groups_df(ad_act, ct)\n", + " rkg_df2[cell_type_key] = ct\n", + " rkg_df.append(rkg_df2)\n", + "rkg_df = pd.concat(rkg_df)\n", + "rkg_df['module_name'] = rkg_df['names'].map(anno.set_index('Cluster_ID')['Name'].to_dict())\n", + "rkg_df['module_name'] = np.where(~pd.isnull(rkg_df['module_name']), rkg_df['module_name'], rkg_df['names'])\n", + "rkg_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get top modules" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [], + "source": [ + "ad_act.var_names = ad_act.var_names.map(rkg_df.set_index('names')['module_name'].to_dict())" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [], + "source": [ + "sc.tl.rank_genes_groups(ad_act, cell_type_key)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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filter_idopt_log_dynamicarchetype_idgene_namematchedspearmanp_valmodule_namep_adjk
14620False21PBX1True0.3740068.446240e-56HD/162.484776e-54PBX1_21
30251True2LHX9True-0.3692632.469396e-54HD/26.923583e-53LHX9_2
30947True8UNCXTrue-0.3670001.210647e-53HD/83.242144e-52UNCX_8
30101True2UNCXTrue-0.3532591.443949e-49HD/23.316639e-48UNCX_2
316924True25OTX2True0.3512565.458789e-49HD/191.211892e-47OTX2_25
.................................
30401True2ESX1TrueNaN1.000000e+00HD/21.000000e+00ESX1_2
30411True2HOXA10-ASTrueNaN1.000000e+00HD/21.000000e+00HOXA10-AS_2
30441True2HOXA11-ASTrueNaN1.000000e+00HD/21.000000e+00HOXA11-AS_2
601False2HOXD3TrueNaN1.000000e+00HD/21.000000e+00HOXD3_2
30541True2HOXA13TrueNaN1.000000e+00HD/21.000000e+00HOXA13_2
\n", + "

370 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " filter_id opt_log_dynamic archetype_id gene_name matched spearman \\\n", + "146 20 False 21 PBX1 True 0.374006 \n", + "3025 1 True 2 LHX9 True -0.369263 \n", + "3094 7 True 8 UNCX True -0.367000 \n", + "3010 1 True 2 UNCX True -0.353259 \n", + "3169 24 True 25 OTX2 True 0.351256 \n", + "... ... ... ... ... ... ... \n", + "3040 1 True 2 ESX1 True NaN \n", + "3041 1 True 2 HOXA10-AS True NaN \n", + "3044 1 True 2 HOXA11-AS True NaN \n", + "60 1 False 2 HOXD3 True NaN \n", + "3054 1 True 2 HOXA13 True NaN \n", + "\n", + " p_val module_name p_adj k \n", + "146 8.446240e-56 HD/16 2.484776e-54 PBX1_21 \n", + "3025 2.469396e-54 HD/2 6.923583e-53 LHX9_2 \n", + "3094 1.210647e-53 HD/8 3.242144e-52 UNCX_8 \n", + "3010 1.443949e-49 HD/2 3.316639e-48 UNCX_2 \n", + "3169 5.458789e-49 HD/19 1.211892e-47 OTX2_25 \n", + "... ... ... ... ... \n", + "3040 1.000000e+00 HD/2 1.000000e+00 ESX1_2 \n", + "3041 1.000000e+00 HD/2 1.000000e+00 HOXA10-AS_2 \n", + "3044 1.000000e+00 HD/2 1.000000e+00 HOXA11-AS_2 \n", + "60 1.000000e+00 HD/2 1.000000e+00 HOXD3_2 \n", + "3054 1.000000e+00 HD/2 1.000000e+00 HOXA13_2 \n", + "\n", + "[370 rows x 10 columns]" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[res['module_name'].str.contains('HD')].sort_values('p_adj')" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mod_names_best = set(rkg_df.sort_values('scores', ascending=False).groupby(cell_type_key).head(5)['module_name'])\n", + "best = rkg_df[rkg_df['module_name'].isin(mod_names_best)]\n", + "rcParams['figure.dpi'] = 130\n", + "sns.clustermap(best.pivot(index=cell_type_key, columns='module_name', values='scores'),\n", + " cbar_kws={'label': 'activity'}, cmap='RdBu_r',\n", + " # vmin=-5, vmax=5,\n", + " figsize=[6.2, 5],\n", + " # dpi=100,\n", + " xticklabels=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "rna_tfs = rna_sel.to_df()[list(set(res['gene_name']))]\n", + "rna_tfs[cell_type_key] = rna_sel.obs[cell_type_key]\n", + "mean_tfs = rna_tfs.groupby(cell_type_key).mean()\n", + "\n", + "act_tfs_df = ad_act.to_df()\n", + "act_tfs_df[cell_type_key] = ad_act.obs[cell_type_key]\n", + "mean_act_tf = act_tfs_df.groupby(cell_type_key).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 288\n", + "50 288\n", + "100 288\n", + "150 288\n", + "200 288\n", + "250 288\n" + ] + } + ], + "source": [ + "corr_celltype = []\n", + "for i, c1 in enumerate(mean_act_tf):\n", + " if i % 50 == 0:\n", + " print(i, mean_act_tf.shape[1])\n", + " for j, c2 in enumerate(mean_tfs):\n", + " if not c1 in genes_by_module_name or not c2 in genes_by_module_name[c1]:\n", + " continue\n", + " a = mean_act_tf[c1]\n", + " b = mean_tfs[c2]\n", + " corr_celltype.append([c1, c2, mean_act_tf.index[np.argmax(mean_act_tf[c1])]] + list(pearsonr(a, b)))\n", + "\n", + "corr = pd.DataFrame(corr_celltype,\n", + " columns=['module_name', 'gene_name', 'cell_type', 'pearsonr', 'p_val'])\n", + "corr = corr.sort_values('pearsonr', ascending=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "# sc.pl.dotplot(rna_sel, groupby='celltype', var_names=list(set(res['gene_name'])))" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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module_namegene_namecell_typepearsonrp_val
2550TBX/4TBX15NA0.9959460.004054
193TBX/1TNFRSF11BNA0.9950770.004923
277TBX/1TPH2NA0.9950770.004923
24GC-tractTAF1LNA0.9949030.005097
1287TBX/1TNK1NA0.9946960.005304
..................
2364NR/20ARL9NA0.0082200.991780
2644KLF/SP/1SP4NA0.0030120.996988
551TBX/1TTNNA0.0018490.998151
458TBX/1TTC9CNA0.0010280.998972
1380TBX/1TPCN1NA0.0000910.999909
\n", + "

1685 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " module_name gene_name cell_type pearsonr p_val\n", + "2550 TBX/4 TBX15 NA 0.995946 0.004054\n", + "193 TBX/1 TNFRSF11B NA 0.995077 0.004923\n", + "277 TBX/1 TPH2 NA 0.995077 0.004923\n", + "24 GC-tract TAF1L NA 0.994903 0.005097\n", + "1287 TBX/1 TNK1 NA 0.994696 0.005304\n", + "... ... ... ... ... ...\n", + "2364 NR/20 ARL9 NA 0.008220 0.991780\n", + "2644 KLF/SP/1 SP4 NA 0.003012 0.996988\n", + "551 TBX/1 TTN NA 0.001849 0.998151\n", + "458 TBX/1 TTC9C NA 0.001028 0.998972\n", + "1380 TBX/1 TPCN1 NA 0.000091 0.999909\n", + "\n", + "[1685 rows x 5 columns]" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr[corr['pearsonr'] > 0].sort_values('p_val')" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "repressors\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.pyplot import rcParams\n", + "rcParams['figure.dpi'] = 150\n", + "\n", + "# repressors\n", + "print('repressors')\n", + "\n", + "module_names = corr[corr['pearsonr'] < 0].sort_values('p_val').sort_values('p_val').groupby('cell_type').head(3)['module_name'].drop_duplicates()\n", + "gene_names = corr[corr['pearsonr'] < 0].sort_values('p_val').sort_values('p_val').groupby('cell_type').head(3)['gene_name']\n", + "sc.pl.matrixplot(ad_act,\n", + " groupby=cell_type_key,\n", + " cmap='Blues',\n", + " var_names=module_names,\n", + " figsize=[4, 1.3],\n", + " standard_scale='var',\n", + " colorbar_title='mean activity in group')\n", + "sc.pl.dotplot(rna_sel,\n", + " groupby=cell_type_key,\n", + " colorbar_title='mean GEX',\n", + " var_names=gene_names,\n", + " figsize=[5, 1.3])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# activators\n", + "rcParams['pdf.fonttype'] = 42\n", + "\n", + "module_names = corr[corr['pearsonr'] > 0].sort_values('p_val').sort_values('p_val').groupby('cell_type').head(3)['module_name'].drop_duplicates()\n", + "gene_names = corr[corr['pearsonr'] > 0].sort_values('p_val').sort_values('p_val').groupby('cell_type').head(3)['gene_name']\n", + "sc.pl.matrixplot(ad_act,\n", + " groupby=cell_type_key,\n", + " cmap='Blues',\n", + " var_names=module_names,\n", + " figsize=[4, 1.3],\n", + " show=False,\n", + " standard_scale='var',\n", + " colorbar_title='mean activity in group')\n", + "\n", + "plt.savefig('../../../output/filter_activities_neurogenesis.pdf')\n", + "plt.show()\n", + "\n", + "\n", + "sc.pl.dotplot(rna_sel,\n", + " show=False,\n", + " groupby=cell_type_key,\n", + " colorbar_title='mean GEX',\n", + " var_names=gene_names,\n", + " figsize=[5, 1.3])\n", + "\n", + "plt.savefig('../../../output/gene_expression_neurogenesis.pdf')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "order 2550 72\n", + "193 69\n", + "Name: module_name, dtype: int64\n", + "0 out of 288...\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mb.pl.set_rcParams({\"figure.figsize\": [2, 20], \"figure.dpi\": 90})\n", + "mb.pl.logo(\n", + " model,\n", + " title=False,\n", + " xticks=False,\n", + " rowspan_dinuc=0,\n", + " rowspan_mono=1,\n", + " n_rows=40,\n", + " # stop_at=11,\n", + " show=False,\n", + " # n_rows=len(res.head(20).index),\n", + " n_cols=1,\n", + " # log_odds=True,\n", + " order=module_names.map(res.set_index('module_name')['filter_id'].to_dict()),\n", + ") # n_cols=len(reduced_groups))\n", + "# plt.tight_layout()\n", + "\n", + "plt.show()\n", + "mb.pl.logo(\n", + " model,\n", + " title=False,\n", + " xticks=False,\n", + " rowspan_dinuc=0,\n", + " rowspan_mono=1,\n", + " n_rows=40,\n", + " # stop_at=11,\n", + " show=False,\n", + " # n_rows=len(res.head(20).index),\n", + " n_cols=1,\n", + " log_odds=True,\n", + " order=module_names.map(res.set_index('module_name')['filter_id'].to_dict()),\n", + ") # n_cols=len(reduced_groups))\n", + "# plt.tight_layout()\n", + "plt.show()\n", + "# assert False\n", + "\n", + "plt.savefig('../../../output/motif_neurogenesis.pdf')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/output/motif_neurogenesis.pdf\n" + ] + } + ], + "source": [ + "!readlink -f ../../../output/motif_neurogenesis.pdf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filter activities versus graph activities" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([288, 1646])\n" + ] + } + ], + "source": [ + "A = model.get_log_activities()\n", + "sum_A = A.abs().sum(axis=1).cpu().detach().numpy()\n", + "A = A.squeeze(0)\n", + "print(A.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Summary statistics of the normalized contributions: \n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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max0.837018
\n", + "
" + ], + "text/plain": [ + " index\n", + "count 288.000000\n", + "mean 0.091518\n", + "std 0.045203\n", + "min 0.071578\n", + "25% 0.081981\n", + "50% 0.086914\n", + "75% 0.093636\n", + "max 0.837018" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# this function assesses the contributions of A on the graph\n", + "indices, contributions, max_eig = mb.tl.compute_contributions(A, C * D)\n", + "\n", + "contributions_normalized = torch.abs(contributions) / max_eig\n", + "contributions_df = pd.DataFrame(contributions_normalized.detach(), columns=['index'])\n", + "print(\"Summary statistics of the normalized contributions: \\n\")\n", + "contributions_df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([288])" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contributions.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentage of non-zero entries of the filter matrix A: 100.0 %\n", + "(288,) (288,)\n" + ] + }, + { + "data": { + "image/png": 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", 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sum_A
count288.000000
mean1021.925110
std393.565338
min1.228686
25%689.174484
50%1026.888550
75%1304.521057
max2008.614136
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" + ], + "text/plain": [ + " sum_A\n", + "count 288.000000\n", + "mean 1021.925110\n", + "std 393.565338\n", + "min 1.228686\n", + "25% 689.174484\n", + "50% 1026.888550\n", + "75% 1304.521057\n", + "max 2008.614136" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# normalize the data, and look at summary stats\n", + "sum_A_norm = sum_A / np.max(sum_A)\n", + "sum_A_df = pd.DataFrame(sum_A.T, columns=['sum_A'])\n", + "sum_A_df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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contribution_times_activities
count288.000000
mean87.494415
std27.223310
min1.028432
25%65.784737
50%90.655857
75%107.687620
max154.482910
\n", + "
" + ], + "text/plain": [ + " contribution_times_activities\n", + "count 288.000000\n", + "mean 87.494415\n", + "std 27.223310\n", + "min 1.028432\n", + "25% 65.784737\n", + "50% 90.655857\n", + "75% 107.687620\n", + "max 154.482910" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contrib_arr = contributions_normalized.unsqueeze(dim=0).detach().numpy()\n", + "sum_A = A.cpu().abs().sum(axis=1).detach().numpy()\n", + "contrib = contrib_arr[0]\n", + "\n", + "contrib_times_activities = contrib * sum_A\n", + "contrib_times_activities_norm = contrib_times_activities / np.max(contrib_times_activities)\n", + "contrib_times_activities_df = pd.DataFrame(contrib_times_activities, columns=['contribution_times_activities'])\n", + "contrib_times_activities_df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.pyplot import rcParams\n", + "rcParams['figure.dpi'] = 80\n", + "\n", + "# unsqueeze the data to make it compatible with the heatmap function\n", + "sum_A_norm = sum_A_norm.reshape(1,-1)\n", + "contrib_times_activities = contrib_times_activities.reshape(1,-1)\n", + "\n", + "\n", + "# only plotting filters, that are within the top 25% of the maximum contribution score\n", + "mb.pl.contrib_heatmaps(contributions_normalized,\n", + " sum_A.reshape(1, -1),\n", + " contrib_times_activities,\n", + " cmap='Reds')\n", + " # (0.66, 11.85, 6.49),\n", + " # (0.66, 11.85, 6.49)) # vmin values come from the describe() functions\n", + "\n", + "# plotting top 25% of filters normalized\n", + "mb.pl.contrib_heatmaps(contributions_normalized,\n", + " sum_A_norm,\n", + " contrib_times_activities_norm.reshape(1,-1),\n", + " cmap='Reds')\n", + " # vmins=(0.66, 0.14, 0.19),\n", + " # centers=(0.66, 0.14, 0.19)) # vmin values come from the describe() functions\n", + "\n", + "# plotting all filter\n", + "mb.pl.contrib_heatmaps(contributions_normalized,\n", + " sum_A.reshape(1, -1),\n", + " contrib_times_activities,\n", + " cmap='Reds')\n", + "\n", + "# plotting all filters normalized\n", + "mb.pl.contrib_heatmaps(contributions_normalized,\n", + " sum_A_norm,\n", + " contrib_times_activities,\n", + " cmap='Reds')" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "res['graph_score'] = res['filter_id'].map({i : contrib_times_activities[0][i + 2] for i in range(len(contrib_times_activities[0]) - 2)})" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "# grnpedia associations\n", + "ttrust = pd.read_csv('https://www.grnpedia.org/trrust/data/trrust_rawdata.mouse.tsv',\n", + " sep='\\t',\n", + " header=None)\n", + "ttrust.columns = ['tf', 'target', 'role', 'ref']\n", + "ttrust = ttrust.groupby(['tf', 'role']).size().reset_index().pivot(index='tf', columns='role', values=0).fillna(0)\n", + "ttrust['consensus'] = np.where((ttrust['Activation'] > 0) & (ttrust['Repression'] == 0), 'red',\n", + " np.where((ttrust['Repression'] > 0) & (ttrust['Activation'] == 0), 'blue', 'purple'))" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "# res_sel.sort_values('act_change')" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "def delta_models(model_by_logdynamic, func='mean'):\n", + " model = model_by_logdynamic[True]\n", + " model = model_by_logdynamic[True]\n", + " \n", + " log_act1 = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " if func == 'expsum':\n", + " log_act1 = log_act1.exp() / log_act1.exp().sum()\n", + " log_act1 = pd.DataFrame(log_act1.detach().cpu().numpy())\n", + "\n", + " model = model_by_logdynamic[False]\n", + " log_act2 = torch.stack(list(model.activities.log_activities), dim=1).squeeze(0)\n", + " if func == 'expsum':\n", + " log_act2 = log_act2.exp() / log_act2.exp().sum()\n", + " log_act2 = pd.DataFrame(log_act2.detach().cpu().numpy())\n", + "\n", + " d = None\n", + " if func == 'mean':\n", + " d = log_act1.mean(axis=0) - log_act2.mean(axis=0)\n", + " d = pd.DataFrame(d, columns=['delta'])\n", + " d['graph_on'] = log_act1.mean(axis=0)\n", + " d['graph_off'] = log_act2.mean(axis=0)\n", + " return d\n", + " elif func == 'abssum' or func == 'expsum':\n", + " d = log_act1.abs().sum(axis=0) - log_act2.abs().sum(axis=0)\n", + " d = pd.DataFrame(d, columns=['delta'])\n", + " d['graph_on'] = log_act1.abs().sum(axis=0)\n", + " d['graph_off'] = log_act2.abs().sum(axis=0)\n", + " return d\n" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# graph = True - graph = False\n", + "delta_model = delta_models(model_by_logdynamic, func='expsum')\n", + "delta_model\n", + "delta_model = delta_model[2:]\n", + "delta_model.index = range(len(delta_model))\n", + "delta_model.index += 1\n", + "delta_model.index = delta_model.index.map(name_by_filter_id)\n", + "delta_model\n", + "n_select = 20\n", + "top_delta = delta_model.sort_values('delta', ascending=False).reset_index()['index'][:n_select]\n", + "bar_df = delta_model.sort_values('delta', ascending=False).reset_index().melt(id_vars='index', value_vars=['graph_on', 'graph_off'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'graph_on')" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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deltagraph_ongraph_off
SPZ1-0.0013690.0020830.003452
NR/11-0.0013010.0024150.003717
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286 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " delta graph_on graph_off\n", + "SPZ1 -0.001369 0.002083 0.003452\n", + "NR/11 -0.001301 0.002415 0.003717\n", + "MYB/5 -0.001297 0.002313 0.003610\n", + "ZNF136 -0.001282 0.002151 0.003433\n", + "TFAP2/1 -0.001278 0.002371 0.003649\n", + "... ... ... ...\n", + "TBX/2 0.001457 0.004903 0.003446\n", + "ZBTB49 0.001469 0.005121 0.003652\n", + "HD/5 0.001640 0.005161 0.003522\n", + "AP1/2 0.001668 0.004881 0.003213\n", + "MIES 0.001816 0.005174 0.003358\n", + "\n", + "[286 rows x 3 columns]" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "delta_model.sort_values('delta')" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "# save values to compare with neurogenesis\n", + "delta_model.to_csv('../../../output/delta_log_act_exp_organoids.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.dpi'] = 120\n", + "rcParams['figure.figsize'] = 2, 3\n", + "sns.barplot(data=delta_model.sort_values('delta', ascending=0).reset_index().head(20), x='delta', y='index')\n", + "plt.title('graph activity changes')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.xlabel('D(exp(log_act) / sum(exp(log_act)))')\n", + "plt.savefig('../../../output/delta_log_act_exp_organoids.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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-0.0011470606550574303\n", + "SOX/3:SOX12 (0.055787255277487235, 0.45803356791672334) -0.0009434351231902838\n", + "GLI:GLI3 (0.05371978321367255, 0.3368868142617834) -0.0011470606550574303\n", + "SOX/3:SOX2 (0.04989091049644293, 0.40962244203688924) -0.0009434351231902838\n", + "ZNF232:ZNF232 (0.049576295224507946, 0.2671757981114644) -0.001266708131879568\n", + "SOX/4:SOX11 (0.04936573787102394, 0.48357673625190156) -0.0008825000841170549\n", + "NR/20:ARPC2 (0.04928995698990726, 0.6694552754610634) -0.0006756952498108149\n", + "SOX/4:SOX4 (0.04695251135067162, -0.45993725966598614) -0.0008825000841170549\n", + "HSF:HSF1 (0.04654158996121998, 0.39124782983613404) -0.0009382085409015417\n", + "SOX/3:SOX11 (0.046476225125908516, 0.3815866385939821) -0.0009434351231902838\n", + "NR/20:ARPC5 (0.0448146097854684, 0.6086711932971248) -0.0006756952498108149\n", + "NR/11:NR6A1 (0.04433976941954052, 0.2753779986125689) -0.0013013919815421104\n", + "ZIC:ZIC2 (0.04368123620156685, 0.3528635129156105) -0.0009327891748398542\n", + "SOX/3:SOX3 (0.04312014929839005, 0.3540320407233519) -0.0009434351231902838\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 3, 3\n", + "rcParams['figure.dpi'] = 250\n", + "rcParams['pdf.fonttype'] = 42\n", + "\n", + "from adjustText import adjust_text\n", + "\n", + "res['act_change'] = res['module_name'].map(delta_model['delta'].to_dict())\n", + "res['k'] = res['module_name'] + ':' + res['gene_name']\n", + "res['graph_score'] = res['filter_id'].map({i : contrib_times_activities[0][i + 2] for i in range(len(contrib_times_activities[0]) - 2)})\n", + "res['z'] = np.sqrt((res['graph_score'] ** 2) * (-np.log(res['p_adj'] + 1e-10)) ** 2)\n", + "\n", + "\n", + "ax = plt.subplot()\n", + "cmap = sns.color_palette('RdBu_r', as_cmap=True)\n", + "\n", + "res_sel = res.sort_values('z', ascending=False)\n", + "res_sel = res_sel.sort_values('z', ascending=False) # .drop_duplicates('module_name')\n", + "# res_sel = res_sel.drop_duplicates('module_name')\n", + "\n", + "# res_sel['x'] = np.log((res_sel['graph_score'] + 1) * (res_sel['act_change'].abs() + 1))\n", + "res_sel['x'] = res_sel['graph_score'] * res_sel['act_change'].abs() * res_sel['spearman'].abs()\n", + "\n", + "edgecolors = res_sel['gene_name'].map(ttrust['consensus'].to_dict())\n", + "edgecolors = np.where(~pd.isnull(edgecolors), edgecolors, 'gray')\n", + "res_sel['edgecolors'] = edgecolors\n", + "plt.scatter(res_sel['x'], \n", + " res_sel['spearman'],\n", + " s=-np.log(res_sel['p_adj'] + 1e-10),\n", + " cmap=cmap,\n", + " lw=.3,\n", + " edgecolors='black', # res_sel['edgecolors'],\n", + " c=res_sel['act_change'])\n", + "plt.axhline(y=0, ls='--', c='gray', lw=1.0)\n", + "plt.xlabel('graph-weighted TF-activity', fontsize=9) # G_layer * abs(act) * abs(rho(GEX, act))'\n", + "plt.ylabel('TF-activity', fontsize=9) # rho(GEX, act)\n", + "\n", + "\n", + "res_sel = res_sel.sort_values('x', ascending=False) # .drop_duplicates('module_name')\n", + "texts = [] # [plt.text(x[i], y[i], 'Text%s' %i, ha='center', va='center') for i in range(len(x))]\n", + "\n", + "for ri, r in res_sel.head(20).iterrows():\n", + " print(r['module_name'] + ':' + r['gene_name'], (r['x'], r['spearman']), r['act_change'])\n", + " t = ax.annotate(r['module_name'] + ':' + r['gene_name'], (r['x'], r['spearman']), fontsize=5, color=r['edgecolors'])\n", + " texts.append(t)\n", + "adjust_text(texts, arrowprops=dict(arrowstyle='->'))\n", + "\n", + "plt.savefig('../../../output/graph_contribution_neurogenesis.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell'" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pylab as pl\n", + "import numpy as np\n", + "\n", + "a = np.array([[res_sel['act_change'].min(), res_sel['act_change'].max()]])\n", + "pl.figure(figsize=(3, .2))\n", + "img = pl.imshow(a, cmap=\"RdBu_r\")\n", + "pl.gca().set_visible(False)\n", + "cax = pl.axes([0.1, 0.2, 0.8, 0.6])\n", + "pl.colorbar(orientation=\"horizontal\", cax=cax)\n", + "pl.savefig(\"../../../output/graph_contribution_neurogenesis_cbar.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/output/graph_contribution_neurogenesis.pdf\n" + ] + } + ], + "source": [ + "!readlink -f ../../../output/graph_contribution_neurogenesis.pdf" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "here...\n" + ] + } + ], + "source": [ + "print('here...')" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def running_mean(y_in, x_in, N_out=101, sigma=.05):\n", + " '''\n", + " Returns running mean as a Bell-curve weighted average at evenly spaced\n", + " points. Does NOT wrap signal around, or pad with zeros.\n", + " \n", + " Arguments:\n", + " y_in -- y values, the values to be smoothed and re-sampled\n", + " x_in -- x values for array\n", + " \n", + " Keyword arguments:\n", + " N_out -- NoOf elements in resampled array.\n", + " sigma -- 'Width' of Bell-curve in units of param x .\n", + " '''\n", + " import numpy as np\n", + " N_in = len(y_in)\n", + "\n", + " # Gaussian kernel\n", + " x_out = np.linspace(np.min(x_in), np.max(x_in), N_out)\n", + " x_in_mesh, x_out_mesh = np.meshgrid(x_in, x_out)\n", + " gauss_kernel = np.exp(-np.square(x_in_mesh - x_out_mesh) / (2 * sigma**2))\n", + " # Normalize kernel, such that the sum is one along axis 1\n", + " normalization = np.tile(np.reshape(np.sum(gauss_kernel, axis=1), (N_out, 1)), (1, N_in))\n", + " gauss_kernel_normalized = gauss_kernel / normalization\n", + " # Perform running average as a linear operation\n", + " y_out = gauss_kernel_normalized @ y_in\n", + "\n", + " return y_out, x_out\n", + "\n", + "def plot_pseudotime(rna, gene_name, filter_name, sigma_gex=.05, sigma_filter=.1):\n", + " rcParams['figure.figsize'] = 3, 2\n", + " gene_key = gene_name\n", + " x = rna.obs['velocity_pseudotime']\n", + " y = rna[:,rna.var_names==gene_key].X.A.flatten()\n", + " y = np.log(y)\n", + " y[y == -np.inf] = np.nanmin(y[y != -np.inf])\n", + "\n", + " y_mean, x_mean = running_mean(y, x, sigma=sigma_gex)\n", + " plt.scatter(x, y, edgecolors=None, color='lightgreen', s=.1)\n", + " plt.plot(x_mean, y_mean, color='green')\n", + " plt.ylabel('')\n", + " plt.title(gene_key)\n", + " plt.ylabel('gene expression [log]')\n", + " plt.xlabel('pseudotime')\n", + "\n", + "\n", + " x = ad.obs['velocity_pseudotime']\n", + "\n", + " plt.show()\n", + " filter_id = int(res[res['module_name'].str.contains(filter_name)]['filter_id'].values[0])\n", + "\n", + " a = act_on\n", + " a = a.exp() / a.exp().sum()\n", + "\n", + " y = a.T.numpy()[:,filter_id]\n", + " # y = np.abs(y)\n", + " # y = np.log(y)\n", + " # y[y == -np.inf] = np.nanmin(y[y != -np.inf])\n", + " y_mean, x_mean = running_mean(y, x, sigma=sigma_filter)\n", + " # plt.scatter(x, y, edgecolors='black', color='lightgreen', s=.1)\n", + " plt.plot(x_mean, y_mean, color='blue')\n", + " plt.ylabel('')\n", + " plt.title('filter activities %s' % filter_name)\n", + " plt.ylabel('filter activity')\n", + " plt.xlabel('pseudotime')\n", + "\n", + "\n", + " a = act_off\n", + " a = a.exp() / a.exp().sum()\n", + " y = a.T.numpy()[:,filter_id]\n", + " # y = np.abs(y)\n", + " # y = np.log(y)\n", + " # y[y == -np.inf] = np.nanmin(y[y != -np.inf])\n", + " plt.show()\n", + "\n", + " y_mean, x_mean = running_mean(y, x, sigma=sigma_filter)\n", + " # plt.scatter(x, y, edgecolors='black', color='lightgreen', s=.1)\n", + " plt.plot(x_mean, y_mean, color='blue', linestyle='--')\n", + " plt.ylabel('')\n", + " plt.title('filter activities %s' % filter_name)\n", + " plt.ylabel('filter activity')\n", + " plt.xlabel('pseudotime')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "zero-size array to reduction operation fmin which has no identity", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[153], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mplot_pseudotime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrna_sample\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mGli3\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mGLI\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma_gex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m.05\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma_filter\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m.1\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[0;32mIn[152], line 35\u001b[0m, in \u001b[0;36mplot_pseudotime\u001b[0;34m(rna, gene_name, filter_name, sigma_gex, sigma_filter)\u001b[0m\n\u001b[1;32m 33\u001b[0m y \u001b[38;5;241m=\u001b[39m rna[:,rna\u001b[38;5;241m.\u001b[39mvar_names\u001b[38;5;241m==\u001b[39mgene_key]\u001b[38;5;241m.\u001b[39mX\u001b[38;5;241m.\u001b[39mA\u001b[38;5;241m.\u001b[39mflatten()\n\u001b[1;32m 34\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlog(y)\n\u001b[0;32m---> 35\u001b[0m y[y \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf] \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnanmin\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m[\u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m!=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minf\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 37\u001b[0m y_mean, x_mean \u001b[38;5;241m=\u001b[39m running_mean(y, x, sigma\u001b[38;5;241m=\u001b[39msigma_gex)\n\u001b[1;32m 38\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(x, y, edgecolors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlightgreen\u001b[39m\u001b[38;5;124m'\u001b[39m, s\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m.1\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:343\u001b[0m, in \u001b[0;36mnanmin\u001b[0;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m 338\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhere\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m where\n\u001b[1;32m 340\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(a) \u001b[38;5;129;01mis\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndarray \u001b[38;5;129;01mand\u001b[39;00m a\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39mobject_:\n\u001b[1;32m 341\u001b[0m \u001b[38;5;66;03m# Fast, but not safe for subclasses of ndarray, or object arrays,\u001b[39;00m\n\u001b[1;32m 342\u001b[0m \u001b[38;5;66;03m# which do not implement isnan (gh-9009), or fmin correctly (gh-8975)\u001b[39;00m\n\u001b[0;32m--> 343\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfmin\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39misnan(res)\u001b[38;5;241m.\u001b[39many():\n\u001b[1;32m 345\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll-NaN slice encountered\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;167;01mRuntimeWarning\u001b[39;00m,\n\u001b[1;32m 346\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n", + "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation fmin which has no identity" + ] + } + ], + "source": [ + "plot_pseudotime(rna_sample, 'Gli3', 'GLI', sigma_gex=.05, sigma_filter=.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_pseudotime(rna_sample, 'Sox9', 'SOX/3', sigma_gex=.05, sigma_filter=.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_pseudotime(rna_sample, 'Foxg1', 'FOX/5', sigma_gex=.05, sigma_filter=.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "zero-size array to reduction operation fmin which has no identity", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[159], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mplot_pseudotime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrna_sample\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mFoxo6\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mFOX/5\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma_gex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m.05\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma_filter\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m.1\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[0;32mIn[155], line 35\u001b[0m, in \u001b[0;36mplot_pseudotime\u001b[0;34m(rna, gene_name, filter_name, sigma_gex, sigma_filter)\u001b[0m\n\u001b[1;32m 33\u001b[0m y \u001b[38;5;241m=\u001b[39m rna[:,rna\u001b[38;5;241m.\u001b[39mvar_names\u001b[38;5;241m==\u001b[39mgene_key]\u001b[38;5;241m.\u001b[39mX\u001b[38;5;241m.\u001b[39mA\u001b[38;5;241m.\u001b[39mflatten()\n\u001b[1;32m 34\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlog(y)\n\u001b[0;32m---> 35\u001b[0m y[y \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf] \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnanmin\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m[\u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m!=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minf\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 37\u001b[0m y_mean, x_mean \u001b[38;5;241m=\u001b[39m running_mean(y, x, sigma\u001b[38;5;241m=\u001b[39msigma_gex)\n\u001b[1;32m 38\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(x, y, edgecolors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlightgreen\u001b[39m\u001b[38;5;124m'\u001b[39m, s\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m.1\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:343\u001b[0m, in \u001b[0;36mnanmin\u001b[0;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m 338\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhere\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m where\n\u001b[1;32m 340\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(a) \u001b[38;5;129;01mis\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndarray \u001b[38;5;129;01mand\u001b[39;00m a\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39mobject_:\n\u001b[1;32m 341\u001b[0m \u001b[38;5;66;03m# Fast, but not safe for subclasses of ndarray, or object arrays,\u001b[39;00m\n\u001b[1;32m 342\u001b[0m \u001b[38;5;66;03m# which do not implement isnan (gh-9009), or fmin correctly (gh-8975)\u001b[39;00m\n\u001b[0;32m--> 343\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfmin\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39misnan(res)\u001b[38;5;241m.\u001b[39many():\n\u001b[1;32m 345\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll-NaN slice encountered\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;167;01mRuntimeWarning\u001b[39;00m,\n\u001b[1;32m 346\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n", + "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation fmin which has no identity" + ] + } + ], + "source": [ + "plot_pseudotime(rna_sample, 'Foxo6', 'FOX/5', sigma_gex=.05, sigma_filter=.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 5, 5\n", + "rcParams['figure.dpi'] = 80\n", + "sc.pl.umap(rna_sample, color=['GLI1'], cmap='Reds') # 'Nfil3', 'Arl8a', 'Rara', 'Tfap2c', 'Sox9', 'Qsox1', cell_type_key])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 1646 × 19883\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA', 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks', 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction', 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css', 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class', 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate', 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus', 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate', 'telencephalic_roof_plate', 'zona_limitans', 'pred_region', 'RNA_snn_res.2', 'patterning_region', 'n_counts', 'velocity_self_transition', 'neuron_type', 'terminal_states', 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients', 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks', 'to_ge_ranks', 'to_ctx_ranks', 'is_root', 'dynamic_score', 'dynamic_score_cluster', 'dynamic_score_z1', 'dynamic_score_z2', 'dynamic_score_abs', 'umap_density_dynamic_score_z1', 'umap_density_dynamic_score_z2'\n", + " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'chrom', 'pos', 'strand', 'tss_start', 'tss_end', 'chromosome_name', 'k', 'acc_score', 'acc_score_rank', 'chr', 'summit.start', 'summit.end', 'k.summit'\n", + " uns: 'RNA_snn_res.2_colors', 'T_fwd_params', 'clusters_gradients_colors', 'eig_fwd', 'line_colors', 'neighbors', 'neuron_type_colors', 'terminal_states_colors', 'terminal_states_names', 'to_terminal_states_colors', 'to_terminal_states_names', 'velocity_graph', 'velocity_graph_neg', 'velocity_params', 'dynamic_score_z1_colors', 'umap_density_dynamic_score_z1_params', 'umap_density_dynamic_score_z2_params'\n", + " obsm: 'X_css', 'X_fa2', 'X_umap', 'to_terminal_states', 'velocity_umap', 'mubind_activities', 'log_activities'\n", + " obsp: 'T_fwd', 'connectivities', 'distances'" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "PathCollection.set() got an unexpected keyword argument 'edge_colors'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[169], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43msc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43membedding_density\u001b[49m\u001b[43m(\u001b[49m\u001b[43mad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbasis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mumap\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mumap_density_dynamic_score_z1\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdynamic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mviridis\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43medge_colors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mblack\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# save=\"dynamic_scores_neurogenesis.pdf\") # basis='umap', groupby='dynamic_score_cluster')\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/legacy_api_wrap/__init__.py:80\u001b[0m, in \u001b[0;36mlegacy_api..wrapper..fn_compatible\u001b[0;34m(*args_all, **kw)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(fn)\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfn_compatible\u001b[39m(\u001b[38;5;241m*\u001b[39margs_all: P\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw: P\u001b[38;5;241m.\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m R:\n\u001b[1;32m 79\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args_all) \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m n_positional:\n\u001b[0;32m---> 80\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs_all\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 82\u001b[0m args_pos: P\u001b[38;5;241m.\u001b[39margs\n\u001b[1;32m 83\u001b[0m args_pos, args_rest \u001b[38;5;241m=\u001b[39m args_all[:n_positional], args_all[n_positional:]\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/scanpy/plotting/_tools/__init__.py:1626\u001b[0m, in \u001b[0;36membedding_density\u001b[0;34m(adata, basis, key, groupby, group, color_map, bg_dotsize, fg_dotsize, vmax, vmin, vcenter, norm, ncols, hspace, wspace, title, show, save, ax, return_fig, **kwargs)\u001b[0m\n\u001b[1;32m 1623\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1624\u001b[0m _title \u001b[38;5;241m=\u001b[39m title\n\u001b[0;32m-> 1626\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[43membedding\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1627\u001b[0m \u001b[43m \u001b[49m\u001b[43madata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1628\u001b[0m \u001b[43m \u001b[49m\u001b[43mbasis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1629\u001b[0m \u001b[43m \u001b[49m\u001b[43mdimensions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcomponents\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m 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\u001b[49m\u001b[43mvcenter\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvcenter\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1636\u001b[0m \u001b[43m \u001b[49m\u001b[43mnorm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnorm\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1637\u001b[0m \u001b[43m \u001b[49m\u001b[43msave\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 1638\u001b[0m \u001b[43m \u001b[49m\u001b[43mtitle\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_title\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1639\u001b[0m \u001b[43m \u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1640\u001b[0m \u001b[43m \u001b[49m\u001b[43mshow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 1641\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1642\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1643\u001b[0m axs\u001b[38;5;241m.\u001b[39mappend(ax)\n\u001b[1;32m 1645\u001b[0m ax \u001b[38;5;241m=\u001b[39m axs\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:394\u001b[0m, in \u001b[0;36membedding\u001b[0;34m(adata, basis, color, mask_obs, gene_symbols, use_raw, sort_order, edges, edges_width, edges_color, neighbors_key, arrows, arrows_kwds, groups, components, dimensions, layer, projection, scale_factor, color_map, cmap, palette, na_color, na_in_legend, size, frameon, legend_fontsize, legend_fontweight, legend_loc, legend_fontoutline, colorbar_loc, vmax, vmin, vcenter, norm, add_outline, outline_width, outline_color, ncols, hspace, wspace, title, show, save, ax, return_fig, marker, **kwargs)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m s, c \u001b[38;5;129;01min\u001b[39;00m [(bg_size, bg_color), (gap_size, gap_color)]:\n\u001b[1;32m 384\u001b[0m ax\u001b[38;5;241m.\u001b[39mscatter(\n\u001b[1;32m 385\u001b[0m coords[:, \u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 386\u001b[0m coords[:, \u001b[38;5;241m1\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 391\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs_outline,\n\u001b[1;32m 392\u001b[0m )\n\u001b[0;32m--> 394\u001b[0m cax \u001b[38;5;241m=\u001b[39m \u001b[43mscatter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 395\u001b[0m \u001b[43m \u001b[49m\u001b[43mcoords\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 396\u001b[0m \u001b[43m 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\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1448\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 1449\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m 1450\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/axes/_axes.py:4692\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4688\u001b[0m keys_str \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m extra_keys)\n\u001b[1;32m 4689\u001b[0m _api\u001b[38;5;241m.\u001b[39mwarn_external(\n\u001b[1;32m 4690\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo data for colormapping provided via \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mc\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 4691\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mParameters \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkeys_str\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m will be ignored\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 4692\u001b[0m \u001b[43mcollection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_internal_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4694\u001b[0m \u001b[38;5;66;03m# Classic mode only:\u001b[39;00m\n\u001b[1;32m 4695\u001b[0m \u001b[38;5;66;03m# ensure there are margins to allow for the\u001b[39;00m\n\u001b[1;32m 4696\u001b[0m \u001b[38;5;66;03m# finite size of the symbols. In v2.x, margins\u001b[39;00m\n\u001b[1;32m 4697\u001b[0m \u001b[38;5;66;03m# are present by default, so we disable this\u001b[39;00m\n\u001b[1;32m 4698\u001b[0m \u001b[38;5;66;03m# scatter-specific override.\u001b[39;00m\n\u001b[1;32m 4699\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_internal.classic_mode\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/artist.py:1223\u001b[0m, in \u001b[0;36mArtist._internal_update\u001b[0;34m(self, kwargs)\u001b[0m\n\u001b[1;32m 1216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_internal_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, kwargs):\n\u001b[1;32m 1217\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1218\u001b[0m \u001b[38;5;124;03m Update artist properties without prenormalizing them, but generating\u001b[39;00m\n\u001b[1;32m 1219\u001b[0m \u001b[38;5;124;03m errors as if calling `set`.\u001b[39;00m\n\u001b[1;32m 1220\u001b[0m \n\u001b[1;32m 1221\u001b[0m \u001b[38;5;124;03m The lack of prenormalization is to maintain backcompatibility.\u001b[39;00m\n\u001b[1;32m 1222\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1223\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_props\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1224\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{cls.__name__}\u001b[39;49;00m\u001b[38;5;124;43m.set() got an unexpected keyword argument \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 1225\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{prop_name!r}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/artist.py:1197\u001b[0m, in \u001b[0;36mArtist._update_props\u001b[0;34m(self, props, errfmt)\u001b[0m\n\u001b[1;32m 1195\u001b[0m func \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mset_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 1196\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(func):\n\u001b[0;32m-> 1197\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 1198\u001b[0m errfmt\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m), prop_name\u001b[38;5;241m=\u001b[39mk))\n\u001b[1;32m 1199\u001b[0m ret\u001b[38;5;241m.\u001b[39mappend(func(v))\n\u001b[1;32m 1200\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ret:\n", + "\u001b[0;31mAttributeError\u001b[0m: PathCollection.set() got an unexpected keyword argument 'edge_colors'" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pl.embedding_density(ad[ad.obs_names[:3]], basis='umap', key='umap_density_dynamic_score_z1',\n", + " group='dynamic', color_map='viridis', edge_colors='black')\n", + " # save=\"dynamic_scores_neurogenesis.pdf\") # basis='umap', groupby='dynamic_score_cluster')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "PathCollection.set() got an unexpected keyword argument 'edge_colors'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[170], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# test custom edge colors\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43msc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43membedding_density\u001b[49m\u001b[43m(\u001b[49m\u001b[43mad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbasis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mumap\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mumap_density_dynamic_score_z1\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdynamic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mviridis\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43medge_colors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mblack\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# save=\"dynamic_scores_neurogenesis.pdf\") # basis='umap', groupby='dynamic_score_cluster')\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/legacy_api_wrap/__init__.py:80\u001b[0m, in \u001b[0;36mlegacy_api..wrapper..fn_compatible\u001b[0;34m(*args_all, **kw)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(fn)\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfn_compatible\u001b[39m(\u001b[38;5;241m*\u001b[39margs_all: P\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw: P\u001b[38;5;241m.\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m R:\n\u001b[1;32m 79\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args_all) \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m n_positional:\n\u001b[0;32m---> 80\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs_all\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 82\u001b[0m args_pos: P\u001b[38;5;241m.\u001b[39margs\n\u001b[1;32m 83\u001b[0m args_pos, args_rest \u001b[38;5;241m=\u001b[39m args_all[:n_positional], args_all[n_positional:]\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/scanpy/plotting/_tools/__init__.py:1626\u001b[0m, in \u001b[0;36membedding_density\u001b[0;34m(adata, basis, key, groupby, group, color_map, bg_dotsize, fg_dotsize, vmax, vmin, vcenter, norm, ncols, hspace, wspace, title, show, save, ax, return_fig, **kwargs)\u001b[0m\n\u001b[1;32m 1623\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1624\u001b[0m _title \u001b[38;5;241m=\u001b[39m title\n\u001b[0;32m-> 1626\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[43membedding\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1627\u001b[0m \u001b[43m \u001b[49m\u001b[43madata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1628\u001b[0m \u001b[43m \u001b[49m\u001b[43mbasis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1629\u001b[0m \u001b[43m \u001b[49m\u001b[43mdimensions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcomponents\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m 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\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1642\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1643\u001b[0m axs\u001b[38;5;241m.\u001b[39mappend(ax)\n\u001b[1;32m 1645\u001b[0m ax \u001b[38;5;241m=\u001b[39m axs\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:394\u001b[0m, in \u001b[0;36membedding\u001b[0;34m(adata, basis, color, mask_obs, gene_symbols, use_raw, sort_order, edges, edges_width, edges_color, neighbors_key, arrows, arrows_kwds, groups, components, dimensions, layer, projection, scale_factor, color_map, cmap, palette, na_color, na_in_legend, size, frameon, legend_fontsize, legend_fontweight, legend_loc, legend_fontoutline, colorbar_loc, vmax, vmin, vcenter, norm, add_outline, outline_width, outline_color, ncols, hspace, wspace, title, show, save, ax, return_fig, marker, **kwargs)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m s, c \u001b[38;5;129;01min\u001b[39;00m [(bg_size, bg_color), (gap_size, gap_color)]:\n\u001b[1;32m 384\u001b[0m ax\u001b[38;5;241m.\u001b[39mscatter(\n\u001b[1;32m 385\u001b[0m coords[:, \u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 386\u001b[0m coords[:, \u001b[38;5;241m1\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 391\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs_outline,\n\u001b[1;32m 392\u001b[0m )\n\u001b[0;32m--> 394\u001b[0m cax \u001b[38;5;241m=\u001b[39m \u001b[43mscatter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 395\u001b[0m \u001b[43m \u001b[49m\u001b[43mcoords\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 396\u001b[0m \u001b[43m 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\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1448\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 1449\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m 1450\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/axes/_axes.py:4692\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4688\u001b[0m keys_str \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m extra_keys)\n\u001b[1;32m 4689\u001b[0m _api\u001b[38;5;241m.\u001b[39mwarn_external(\n\u001b[1;32m 4690\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo data for colormapping provided via 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In v2.x, margins\u001b[39;00m\n\u001b[1;32m 4697\u001b[0m \u001b[38;5;66;03m# are present by default, so we disable this\u001b[39;00m\n\u001b[1;32m 4698\u001b[0m \u001b[38;5;66;03m# scatter-specific override.\u001b[39;00m\n\u001b[1;32m 4699\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_internal.classic_mode\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/artist.py:1223\u001b[0m, in \u001b[0;36mArtist._internal_update\u001b[0;34m(self, kwargs)\u001b[0m\n\u001b[1;32m 1216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_internal_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, kwargs):\n\u001b[1;32m 1217\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1218\u001b[0m \u001b[38;5;124;03m Update artist properties without prenormalizing them, but generating\u001b[39;00m\n\u001b[1;32m 1219\u001b[0m \u001b[38;5;124;03m errors as if calling `set`.\u001b[39;00m\n\u001b[1;32m 1220\u001b[0m \n\u001b[1;32m 1221\u001b[0m \u001b[38;5;124;03m The lack of prenormalization is to maintain backcompatibility.\u001b[39;00m\n\u001b[1;32m 1222\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1223\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_props\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1224\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{cls.__name__}\u001b[39;49;00m\u001b[38;5;124;43m.set() got an unexpected keyword argument \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 1225\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{prop_name!r}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/matplotlib/artist.py:1197\u001b[0m, in \u001b[0;36mArtist._update_props\u001b[0;34m(self, props, errfmt)\u001b[0m\n\u001b[1;32m 1195\u001b[0m func \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mset_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 1196\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(func):\n\u001b[0;32m-> 1197\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m 1198\u001b[0m errfmt\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m), prop_name\u001b[38;5;241m=\u001b[39mk))\n\u001b[1;32m 1199\u001b[0m ret\u001b[38;5;241m.\u001b[39mappend(func(v))\n\u001b[1;32m 1200\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ret:\n", + "\u001b[0;31mAttributeError\u001b[0m: PathCollection.set() got an unexpected keyword argument 'edge_colors'" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# test custom edge colors\n", + "sc.pl.embedding_density(ad, basis='umap', key='umap_density_dynamic_score_z1', group='dynamic', color_map='viridis', edge_colors='black')\n", + " # save=\"dynamic_scores_neurogenesis.pdf\") # basis='umap', groupby='dynamic_score_cluster')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: saving figure to file figures/umap_density_dynamic_score_z1_dynamic_scores_neuroorganoids.pdf\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 5, 5\n", + "rcParams['figure.dpi'] = 80\n", + "sc.pl.embedding_density(ad, basis='umap', key='umap_density_dynamic_score_z1', group='dynamic', color_map='viridis',\n", + " save=\"dynamic_scores_neuroorganoids.pdf\") # basis='umap', groupby='dynamic_score_cluster')\n", + "# plt.savefig(" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell/figures/dynamic_scores_neurogenesis.pdf\n" + ] + } + ], + "source": [ + "!readlink -f figures/dynamic_scores_neurogenesis.pdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['pdf.fonttype'] = 42\n", + "sc.pl.umap(rna_sample, color=cell_type_key, show=False)\n", + "plt.savefig(\"../../../output/annotation_neurogenesis.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saving figure to file ../../../output/velocity_stream_neuroorganoids.pdf\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['pdf.fonttype'] = 42\n", + "scv.pl.velocity_embedding_stream(rna_sample, color=cell_type_key, save=\"../../../output/velocity_stream_neuroorganoids\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:mubind]", + "language": "python", + "name": "conda-env-mubind-py" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_train.ipynb b/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_train.ipynb new file mode 100644 index 0000000..8f15f56 --- /dev/null +++ b/docs/notebooks/single_cell/02_2_1_scrna_neuroorganoids_priors_train.ipynb @@ -0,0 +1,4614 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modeling scRNA-seq using sequence features and a custom kNN graph\n", + "\n", + "In this tutorial we demonstrate the applicability of mubind in a case where an arbitrarily complex graph is provided.\n", + "The dataset is mouse pancreatic endocrinogenesis multiome [Klein et al 2023]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ilibarra/miniconda3/envs/mubind/lib/python3.9/site-packages/IPython/core/magics/osm.py:393: UserWarning: using bookmarks requires you to install the `pickleshare` library.\n", + " bkms = self.shell.db.get('bookmarks', {})\n", + "/home/ilibarra/miniconda3/envs/mubind/lib/python3.9/site-packages/IPython/core/magics/osm.py:417: UserWarning: using dhist requires you to install the `pickleshare` library.\n", + " self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n" + ] + } + ], + "source": [ + "cd ~/workspace/theislab/mubind/docs/notebooks/single_cell" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ilibarra/workspace/theislab/mubind/docs/notebooks/single_cell\n" + ] + } + ], + "source": [ + "!readlink -f ." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import seaborn\n", + "import itertools\n", + "import glob\n", + "\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "import bindome as bd\n", + "bd.constants.ANNOTATIONS_DIRECTORY = 'annotations'\n", + "import mubind as mb\n", + "from tqdm.notebook import tqdm_notebook as tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# motifs loaded 2179\n" + ] + }, + { + "data": { + "text/plain": [ + "286" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# these are motifs used during training (pre-weights)\n", + "# pwms = mb.datasets.cisbp_hs()\n", + "pwms = mb.datasets.archetypes()\n", + "# pwms = pwms[:20]\n", + "len(pwms)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "import random\n", + "# reduced_groups = [p.to_numpy() for p in random.sample(pwms, 20) if p.shape[-1] != 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "\n", + "# suppress numba deprecations warnings\n", + "from numba.core.errors import NumbaDeprecationWarning, NumbaPendingDeprecationWarning\n", + "import warnings\n", + "\n", + "warnings.simplefilter('ignore', category=NumbaDeprecationWarning)\n", + "warnings.simplefilter('ignore', category=NumbaPendingDeprecationWarning)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using device: cuda:0\n" + ] + } + ], + "source": [ + "\n", + "import mubind as mb\n", + "import numpy as np\n", + "import pandas as pd\n", + "import torch\n", + "# mb.models.Mubind\n", + "import torch\n", + "import torch\n", + "import torch.optim as topti\n", + "import torch.utils.data as tdata\n", + "import matplotlib.pyplot as plt\n", + "import logomaker\n", + "import os\n", + "import scipy\n", + "import pickle\n", + "\n", + "\n", + "# Use a GPU if available, as it should be faster.\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "print(\"Using device: \" + str(device))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "device = 'cpu'" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "import scanpy as sc" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad_path = '../../../data/organoids_treutlein_dataset/all_velo_stoch_2000f.h5ad'\n", + "os.path.exists(ad_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# pybiomart is requred\n", + "annot = sc.queries.biomart_annotations(\n", + " \"hsapiens\",\n", + " [\"ensembl_gene_id\", \"start_position\", \"end_position\", \"chromosome_name\", \"external_gene_name\"],\n", + ").set_index(\"external_gene_name\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True annotations/hg38/genome/TSS.in\n" + ] + } + ], + "source": [ + "tss_path = os.path.join(bd.constants.ANNOTATIONS_DIRECTORY, 'hg38', 'genome', 'TSS.in')\n", + "print(os.path.exists(tss_path), tss_path)\n", + "tss = pd.read_csv(tss_path, sep='\\t', header=None)\n", + "tss.columns = ['chrom', 'pos', 'strand', 'symbol']\n", + "tss = tss.set_index('symbol')\n", + "tss = tss[~tss.index.duplicated(keep='first')]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# annot = annot[~annot.index.duplicated(keep='first')]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# load the pancreas multiome dataset\n", + "rna = sc.read_h5ad(ad_path)\n", + "# rna, atac = mb.datasets.pancreas_multiome() # data_directory='../../../annotations/scatac')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "## preprocessing to convert the relevant counts " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA',\n", + " 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks',\n", + " 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction',\n", + " 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css',\n", + " 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class',\n", + " 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate',\n", + " 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus',\n", + " 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate',\n", + " 'telencephalic_roof_plate', 'zona_limitans', 'pred_region',\n", + " 'RNA_snn_res.2', 'patterning_region', 'n_counts',\n", + " 'velocity_self_transition', 'neuron_type', 'terminal_states',\n", + " 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients',\n", + " 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks',\n", + " 'to_ge_ranks', 'to_ctx_ranks', 'is_root'],\n", + " dtype='object')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.obs.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "rna_raw = rna.raw.to_adata()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import scvelo as scv" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "rna_raw.obs['velocity_pseudotime'] = rna.obs['velocity_pseudotime']" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 0.722959\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0.415957\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 0.581129\n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 0.705269\n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0.699266\n", + " ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 0.775871\n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 0.819001\n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 0.945245\n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 0.890183\n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 0.821269\n", + "Name: velocity_pseudotime, Length: 34088, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_raw.obs['velocity_pseudotime']" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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vst.meanvst.variancevst.variance.expectedvst.variance.standardizedvst.variable
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FAM138A0.0000000.0000000.0000000.0000000
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33538 rows × 5 columns

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" + ], + "text/plain": [ + " vst.mean vst.variance vst.variance.expected \\\n", + "MIR1302-2HG 0.000296 0.000296 0.000415 \n", + "FAM138A 0.000000 0.000000 0.000000 \n", + "OR4F5 0.000000 0.000000 0.000000 \n", + "AL627309.1 0.005566 0.007686 0.011725 \n", + "AL627309.3 0.000726 0.000887 0.001214 \n", + "... ... ... ... \n", + "AC233755.2 0.000000 0.000000 0.000000 \n", + "AC233755.1 0.000000 0.000000 0.000000 \n", + "AC240274.1 0.419682 2.546358 1.383846 \n", + "AC213203.1 0.000000 0.000000 0.000000 \n", + "FAM231C 0.000054 0.000040 0.000057 \n", + "\n", + " vst.variance.standardized vst.variable \n", + "MIR1302-2HG 0.711770 0 \n", + "FAM138A 0.000000 0 \n", + "OR4F5 0.000000 0 \n", + "AL627309.1 0.655527 0 \n", + "AL627309.3 0.730368 0 \n", + "... ... ... \n", + "AC233755.2 0.000000 0 \n", + "AC233755.1 0.000000 0 \n", + "AC240274.1 1.840058 0 \n", + "AC213203.1 0.000000 0 \n", + "FAM231C 0.704540 0 \n", + "\n", + "[33538 rows x 5 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.var" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "rna.var[tss.columns] = tss" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "rna = rna[:,~pd.isnull(rna.var['pos'])].copy()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(34088, 20070)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "rna.var['tss_start'] = rna.var['pos'].astype(int)\n", + "rna = rna[:,~pd.isnull(rna.var['tss_start'])]\n", + "bp = 250\n", + "tss_start = rna.var['tss_start'].astype(int)\n", + "rna.var['tss_start'] = np.where(rna.var['strand'] == '+', tss_start - bp, tss_start)\n", + "rna.var['tss_end'] = np.where(rna.var['strand'] == '+', tss_start, tss_start + bp)\n", + "\n", + "rna.var['chromosome_name'] = rna.var['chrom']\n", + "rna.var['k'] = rna.var['chromosome_name'].astype(str) + ':' + rna.var['tss_start'].astype(str) + '-' + rna.var['tss_end'].astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# rna.shape, atac.shape\n", + "# atac_path = '../../../annotations/scatac/noack_et_al_velocity_graph.h5ad'\n", + "# os.path.exists(atac_path)\n", + "# ad = sc.read_h5ad(atac_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "ad = rna" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OR4F5', 'OR4F29', 'OR4F16', 'FAM87B', 'LINC00115', 'FAM41C', 'SAMD11',\n", + " 'NOC2L', 'KLHL17', 'PLEKHN1',\n", + " ...\n", + " 'SPATC1L', 'LSS', 'MCM3AP-AS1', 'MCM3AP', 'YBEY', 'C21orf58', 'PCNT',\n", + " 'DIP2A', 'S100B', 'PRMT2'],\n", + " dtype='object', length=20070)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.var_names" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 34088 × 20070\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA', 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks', 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction', 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css', 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class', 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate', 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus', 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate', 'telencephalic_roof_plate', 'zona_limitans', 'pred_region', 'RNA_snn_res.2', 'patterning_region', 'n_counts', 'velocity_self_transition', 'neuron_type', 'terminal_states', 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients', 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks', 'to_ge_ranks', 'to_ctx_ranks', 'is_root'\n", + " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'chrom', 'pos', 'strand', 'tss_start', 'tss_end', 'chromosome_name', 'k'\n", + " uns: 'RNA_snn_res.2_colors', 'T_fwd_params', 'clusters_gradients_colors', 'eig_fwd', 'neighbors', 'neuron_type_colors', 'terminal_states_colors', 'terminal_states_names', 'to_terminal_states_colors', 'to_terminal_states_names', 'velocity_graph', 'velocity_graph_neg', 'velocity_params', 'line_colors'\n", + " obsm: 'X_css', 'X_fa2', 'X_umap', 'to_terminal_states', 'velocity_umap'\n", + " obsp: 'T_fwd', 'connectivities', 'distances'" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# if rapids is available, use it\n", + "# import rapids_singlecell as rapids\n", + "# rapids.pp.neighbors(rna)\n", + "\n", + "# if rapids is not avaible, default scanpy\n", + "# sc.pp.neighbors(rna)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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orig.identnCount_RNAnFeature_RNAsamplen_cells_RNAn_cells_ATAClineagenCount_peaksnFeature_peaks...to_terminal_states_dpclusters_gradientsto_ctxto_ntto_gevelocity_pseudotimeto_nt_ranksto_ge_ranksto_ctx_ranksis_root
ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1038920.3750924238H9_1113H911.040748.25000034555...1.069666ctx_ex0.4391750.2219000.3389250.7229590.9315620.1133830.288054False
ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1095691.9699636444Wibj2_1113Wibj211.041700.25000034018...1.071203ctx_ex0.4425080.2089650.3485260.4159570.8214980.2341590.392283False
ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1059839.8393776389Wibj2_1112Wibj211.042299.41666736387...1.069724ctx_ex0.4430780.2068210.3501010.5811290.7691440.2957640.435545False
ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1042407.5415255511H9_1112H911.041551.58333336119...1.069497ctx_ex0.4392810.2123820.3483370.7052690.8912240.2134480.289416False
ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1066252.8101405486Wibj2_1113Wibj211.048602.50000039830...1.069608ctx_ex0.4396420.2171630.3431950.6992660.9165870.1450950.295131False
..................................................................
RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1124428.0747316114Wibj2_6121Wibj261.060649.83333323155...1.065365ctx_ex0.4586760.2061120.3352120.7758710.7584310.0944910.771242False
RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1122890.0300785913409b2_6121409b261.058058.50000023562...1.060034ctx_ex0.4793950.1790830.3415220.8190010.4868970.1371450.962113False
RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1111461.7936813306Wibj2_6111Wibj261.013787.25000013229...0.000000mesen_ex0.0000001.0000000.0000000.9452451.0000000.0180860.052381False
RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1115871.1104404877Hoik1_6121Hoik161.041336.66666719151...0.000000ge_in0.0000000.0000001.0000000.8901830.0528860.9568910.052381False
RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1124562.6488325887Wibj2_6121Wibj261.057628.00000022271...1.059858ctx_ex0.4813860.1795360.3390780.8212690.4952430.1152310.968716False
\n", + "

34088 rows × 55 columns

\n", + "
" + ], + "text/plain": [ + " orig.ident nCount_RNA nFeature_RNA \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 0 38920.375092 4238 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0 95691.969963 6444 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 0 59839.839377 6389 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 0 42407.541525 5511 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0 66252.810140 5486 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 1 24428.074731 6114 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 1 22890.030078 5913 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 1 11461.793681 3306 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 1 15871.110440 4877 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 1 24562.648832 5887 \n", + "\n", + " sample n_cells_RNA n_cells_ATAC \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 H9_11 1 3 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 Wibj2_11 1 3 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 Wibj2_11 1 2 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 H9_11 1 2 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 Wibj2_11 1 3 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 Wibj2_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 409b2_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 Wibj2_61 1 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 Hoik1_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 Wibj2_61 2 1 \n", + "\n", + " line age nCount_peaks \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 H9 11.0 40748.250000 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 Wibj2 11.0 41700.250000 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 Wibj2 11.0 42299.416667 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 H9 11.0 41551.583333 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 Wibj2 11.0 48602.500000 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 Wibj2 61.0 60649.833333 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 409b2 61.0 58058.500000 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 Wibj2 61.0 13787.250000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 Hoik1 61.0 41336.666667 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 Wibj2 61.0 57628.000000 \n", + "\n", + " nFeature_peaks ... \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 34555 ... \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 34018 ... \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 36387 ... \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 36119 ... \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 39830 ... \n", + "... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 23155 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 23562 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 13229 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 19151 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 22271 ... \n", + "\n", + " to_terminal_states_dp \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 1.069666 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 1.071203 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 1.069724 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 1.069497 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 1.069608 \n", + "... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 1.065365 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 1.060034 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 1.059858 \n", + "\n", + " clusters_gradients to_ctx to_nt \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 ctx_ex 0.439175 0.221900 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 ctx_ex 0.442508 0.208965 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 ctx_ex 0.443078 0.206821 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 ctx_ex 0.439281 0.212382 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 ctx_ex 0.439642 0.217163 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 ctx_ex 0.458676 0.206112 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 ctx_ex 0.479395 0.179083 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 mesen_ex 0.000000 1.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 ge_in 0.000000 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 ctx_ex 0.481386 0.179536 \n", + "\n", + " to_ge velocity_pseudotime \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 0.338925 0.722959 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0.348526 0.415957 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 0.350101 0.581129 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 0.348337 0.705269 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0.343195 0.699266 \n", + "... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 0.335212 0.775871 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 0.341522 0.819001 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 0.000000 0.945245 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 1.000000 0.890183 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 0.339078 0.821269 \n", + "\n", + " to_nt_ranks to_ge_ranks to_ctx_ranks \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 0.931562 0.113383 0.288054 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0.821498 0.234159 0.392283 \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 0.769144 0.295764 0.435545 \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 0.891224 0.213448 0.289416 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0.916587 0.145095 0.295131 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 0.758431 0.094491 0.771242 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 0.486897 0.137145 0.962113 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 1.000000 0.018086 0.052381 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 0.052886 0.956891 0.052381 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 0.495243 0.115231 0.968716 \n", + "\n", + " is_root \n", + "ATAC_RNA_DAY11_SJ_AAACCCAAGTCGTTAC-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTGACTGAG-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACGAAAGAAGCCAC-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 False \n", + "... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 False \n", + "\n", + "[34088 rows x 55 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.obs" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA',\n", + " 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks',\n", + " 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction',\n", + " 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css',\n", + " 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class',\n", + " 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate',\n", + " 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus',\n", + " 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate',\n", + " 'telencephalic_roof_plate', 'zona_limitans', 'pred_region',\n", + " 'RNA_snn_res.2', 'patterning_region', 'n_counts',\n", + " 'velocity_self_transition', 'neuron_type', 'terminal_states',\n", + " 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients',\n", + " 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks',\n", + " 'to_ge_ranks', 'to_ctx_ranks', 'is_root'],\n", + " dtype='object')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.obs.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import rcParams\n", + "rcParams['figure.figsize'] = 5, 5\n", + "\n", + "# RNA\n", + "sc.pl.umap(rna, color='neuron_type')\n", + "\n", + "#ATAC\n", + "# sc.pl.umap(atac, color='celltype')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 34088 × 20070\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA', 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks', 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction', 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css', 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class', 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate', 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus', 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate', 'telencephalic_roof_plate', 'zona_limitans', 'pred_region', 'RNA_snn_res.2', 'patterning_region', 'n_counts', 'velocity_self_transition', 'neuron_type', 'terminal_states', 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients', 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks', 'to_ge_ranks', 'to_ctx_ranks', 'is_root'\n", + " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'chrom', 'pos', 'strand', 'tss_start', 'tss_end', 'chromosome_name', 'k'\n", + " uns: 'RNA_snn_res.2_colors', 'T_fwd_params', 'clusters_gradients_colors', 'eig_fwd', 'neighbors', 'neuron_type_colors', 'terminal_states_colors', 'terminal_states_names', 'to_terminal_states_colors', 'to_terminal_states_names', 'velocity_graph', 'velocity_graph_neg', 'velocity_params', 'line_colors'\n", + " obsm: 'X_css', 'X_fa2', 'X_umap', 'to_terminal_states', 'velocity_umap'\n", + " obsp: 'T_fwd', 'connectivities', 'distances'" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# scv.pl.velocity_embedding_stream(rna, color='celltype')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 288., 302., 334., 298., 332., 298., 317., 335., 306.,\n", + " 318., 329., 338., 323., 306., 330., 314., 315., 330.,\n", + " 351., 357., 334., 328., 354., 371., 365., 384., 377.,\n", + " 391., 440., 416., 489., 566., 695., 961., 7178.]),\n", + " array([0. , 0.01428571, 0.02857143, 0.04285714, 0.05714286,\n", + " 0.07142857, 0.08571429, 0.1 , 0.11428571, 0.12857143,\n", + " 0.14285714, 0.15714286, 0.17142857, 0.18571429, 0.2 ,\n", + " 0.21428571, 0.22857143, 0.24285714, 0.25714286, 0.27142857,\n", + " 0.28571429, 0.3 , 0.31428571, 0.32857143, 0.34285714,\n", + " 0.35714286, 0.37142857, 0.38571429, 0.4 , 0.41428571,\n", + " 0.42857143, 0.44285714, 0.45714286, 0.47142857, 0.48571429,\n", + " 0.5 ]),\n", + " )" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "acc = (rna.X != 0).sum(axis=0) / rna.shape[0]\n", + "acc_score = abs(.5 - acc)\n", + "rna.var['acc_score'] = acc_score.A.T\n", + "rna.var['acc_score_rank'] = rna.var['acc_score'].rank(ascending=False)\n", + "plt.hist(rna.var['acc_score'], bins=35)\n", + "# var_sample = atac.var.sort_values('acc_score_rank').index[:n_sample_peaks]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# n_sample_cells = 750\n", + "# n_sample_peaks = 1500" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'n_cells_RNA',\n", + " 'n_cells_ATAC', 'line', 'age', 'nCount_peaks', 'nFeature_peaks',\n", + " 'S.Score', 'G2M.Score', 'Phase', 'nowakowski_prediction',\n", + " 'RNA_snn_res.1', 'seurat_clusters', 'glyc_cluster', 'nCount_css',\n", + " 'nFeature_css', 'RNA_snn_res.0.8', 'DF', 'MH', 'VF', 'X1', 'pred_class',\n", + " 'ac_pole', 'antihem', 'cortical_hem', 'hindbrain_floor_plate',\n", + " 'hindbrain_roof_plate', 'hypothalamic_floor_plate', 'isthmus',\n", + " 'midbrain_basal_plate', 'midbrain_floor_plate', 'roof_plate',\n", + " 'telencephalic_roof_plate', 'zona_limitans', 'pred_region',\n", + " 'RNA_snn_res.2', 'patterning_region', 'n_counts',\n", + " 'velocity_self_transition', 'neuron_type', 'terminal_states',\n", + " 'terminal_states_probs', 'to_terminal_states_dp', 'clusters_gradients',\n", + " 'to_ctx', 'to_nt', 'to_ge', 'velocity_pseudotime', 'to_nt_ranks',\n", + " 'to_ge_ranks', 'to_ctx_ranks', 'is_root'],\n", + " dtype='object')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.obs.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "n_cell_types = len(set(rna.obs['neuron_type']))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_cell_types" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(34088, 20070)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "neuron_type\n", + "NA 29918\n", + "ge_in 2938\n", + "ctx_ex 634\n", + "mesen_ex 598\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.obs['neuron_type'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(34088, 20070)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((34088, 20070), (24520, 20070))" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " # int(n_sample_cells * 1.5)\n", + "n_select = rna.shape[0] # 500\n", + "n_sample_cells = n_select\n", + "n_sample_peaks = rna.shape[1]\n", + "# n_select = int(n_sample_cells / n_cell_types) # bug if > 20\n", + "obs_sample = rna.obs.groupby('neuron_type').sample(n_select, random_state=n_sample_cells, replace=True).index.drop_duplicates()\n", + "var_sample = pd.Series(rna.var_names).sample(n_sample_peaks, random_state=n_sample_peaks)\n", + "# var_sample = atac.var.sort_values('acc_score_rank').index[:n_sample_peaks]\n", + "\n", + "ad = rna[rna.obs_names.isin(obs_sample),rna.var_names.isin(var_sample)].copy()\n", + "rna.shape, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20070" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_sample_peaks" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "neuron_type\n", + "NA 20350\n", + "ge_in 2938\n", + "ctx_ex 634\n", + "mesen_ex 598\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.obs['neuron_type'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# ad.uns['velocity_graph'] = rna_sample.uns['velocity_graph']\n", + "# # ad.layers['velocity'] = rna_sample.layers['velocity']\n", + "# ad.uns['velocity_graph'].shape\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 24520)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "rna_sample = rna[ad.obs_names]\n", + "\n", + "mask = rna.obs_names.isin(rna_sample.obs_names)\n", + "\n", + "# local one step transposition to finalize processing\n", + "vgraph = rna.uns['velocity_graph']\n", + "vgraph = vgraph[mask == 1]\n", + "vgraph = vgraph.T\n", + "vgraph = vgraph[mask == 1]\n", + "vgraph = vgraph.T\n", + "vgraph.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# pip install scvelo" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# the scvelo package is a condition to explore the vector stream visualization. Not priority\n", + "import scvelo as scv" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "rna_sample.uns['velocity_graph'] = vgraph\n", + "try:\n", + "# atac\n", + " sc.pl.umap(ad)\n", + "\n", + " # rna\n", + " # append the estimated velocities to the sample adata\n", + " scv.pl.velocity_embedding_stream(rna_sample)\n", + "\n", + " scv.pl.velocity_embedding_stream(rna_sample)\n", + " rna_sample.shape\n", + "except Exception:\n", + " print('sample too small to plot graph')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# ad.var['chr'] = 'chr' + ad.var_names.str.split('-').str[0]\n", + "# ad.var['start'] = ad.var_names.str.split('-').str[1].astype(int)\n", + "# ad.var['end'] = ad.var_names.str.split('-').str[2].astype(int)\n", + "\n", + "# print('features by chromosome')\n", + "# extend = 50\n", + "# ad.var['chr'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# ad.var['summit'] = ((ad.var['end'] + ad.var['start']) / 2).astype(int)\n", + "# ad.var['summit.start'] = ad.var['summit'] - extend\n", + "# ad.var['summit.end'] = ad.var['summit'] + extend\n", + "# ad.var['k.summit'] = ad.var['chr'] + ':' + ad.var['summit.start'].astype(str) + '-' + ad.var['summit.end'].astype(str)\n", + "ad.var['chr'] = ad.var['chrom'].astype(str)\n", + "ad.var['summit.start'] = ad.var['tss_start'].astype(str)\n", + "ad.var['summit.end'] = ad.var['tss_end'].astype(str)\n", + "ad.var['k.summit'] = ad.var['chr'] + ':' + ad.var['summit.start'].astype(str) + '-' + ad.var['summit.end'].astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# remove chromosome duplicates\n", + "dups = (ad.var['k.summit'].value_counts() > 1)\n", + "dups = dups[dups].index\n", + "ad = ad[:,~ad.var['k.summit'].isin(dups)]" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/tmp/tmpae4o29wh\n", + "genome hg38 False\n", + "annotations/hg38/genome/hg38.fa\n", + "True annotations/hg38/genome/hg38.fa\n", + "running bedtools...\n", + "['/home/ilibarra/miniconda3/envs/mubind/bin/bedtools', 'getfasta', '-fi', 'annotations/hg38/genome/hg38.fa', '-bed', '/tmp/tmpae4o29wh', '-fo', '/tmp/tmpy6iw2303']\n", + "/home/ilibarra/miniconda3/envs/mubind/bin/bedtools getfasta -fi annotations/hg38/genome/hg38.fa -bed /tmp/tmpae4o29wh -fo /tmp/tmpy6iw2303\n" + ] + }, + { + "data": { + "text/plain": [ + "19883" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_seqs = ad.shape[1] # None # 1000\n", + "seqs = mb.bindome.tl.get_sequences_from_bed(ad.var[['chr', 'summit.start', 'summit.end']].head(n_seqs), genome='hg38', uppercase=True,\n", + " gen_path='annotations/hg38/genome/hg38.fa',\n", + " bin='/home/ilibarra/miniconda3/envs/mubind/bin/bedtools')\n", + " # bin='/home/ilibarra/.conda/envs/mubind/bin/bedtools')\n", + " # gen_path='../../../annotations/hg38/genome/hg38.fa')\n", + "\n", + "keys = set([s[0] for s in seqs])\n", + "ad = ad[:,ad.var['k.summit'].isin(keys)]\n", + "# seqs = [[s[0], s[1].upper()] for s in seqs[0]]\n", + "len(seqs)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# remove Ns\n", + "for s in seqs:\n", + " if 'N' in s:\n", + " assert False\n", + " # seqs = [[s[0], s[1].replace('N', '')] for s in seqs]\n", + "counts = ad.X.T" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((24520, 19883), (19883, 24520))" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape, counts.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "next_data = pd.DataFrame(counts.A) # sparse.from_spmatrix(counts.A)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((19883, 24520), (19883, 24520))" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counts.shape, next_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "next_data['var'] = next_data.var(axis=1)\n", + "# next_data = next_data[range(100)].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((19883, 24521), (24520, 19883))" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "next_data.shape, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(19883, 24521)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "next_data.index = [s[1] for s in seqs]\n", + "next_data.index.name = 'seq'\n", + "next_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882, 24521)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "next_data = next_data[~next_data.index.str.contains('N')]\n", + "next_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# sum_index = next_data[next_data.columns[:-1]].var(axis=1).sort_values(ascending=False).index" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "n_cells = ad.shape[0] # next_data.shape[1]\n", + "top_var = next_data[['var']].sort_values('var', ascending=False).index[:n_cells]" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((19882, 24521), (24520, 19883))" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "next_data.shape, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24520" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_cells" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "# next_data.index" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "next_data = next_data[~next_data.index.duplicated(keep='first')]" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882, 24521)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# next_data = next_data.head(10000)\n", + "next_data_sel = next_data.reindex(top_var) # .reset_index(drop=True)\n", + "next_data_sel.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0123456789...245112451224513245142451524516245172451824519var
seq
GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCACAGCTCCGGGAAGGCGGCCAGGACCGGCTAGAGCCGGTTAGAACCAGTGGCGCCCGCCCACGAGCCAGCGCCTCACAAAGGGAGGGCGGCTCACGGCCCTCGCGTATCCCTGCGCGGCGCTCGCGAGCCGCCCCTCCCCCGGCGTTTGTCCCTGACGCAGCCCCACCGGTTGCGCAGTCCCTCCCCGCCCCCGCTCTCCCCTC660.0258.02130.0708.0000002049.0684.0000001422.00302.0000001596.0756.0...396.0695.01231.0860.01629.0919.0450.0778.01564.0642108.315082
AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCTCGGGAAAAAGGCGGAGCCAGTACACGACATCACTTTCCCAGTTTACCCCGCGCCACCTTCTCTAGGCACCGGTTCAATTGCCGACCCCTCCCCCCAACTTCTCGGGGACTGTGGGCGATGTGCGCTCTGCCCACTGACGGGCACCGGAGCCTCACGCATGCTCTTCTCCACCTCAGTGATGACGAGAGCGGGCGGGTGAGGGG1290.0699.01090.0884.0000001086.0978.000000873.00708.000000868.0669.0...91.0204.0375.0270.0324.0146.0155.0138.0292.097205.069858
AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCGAGATCTCCGCAGCCCCGCCCCAAGCGGGAGCGGGCCGAGCTCCTATAAGACAACCTGTGATTGGCTCCGCGGTGCCCCGCCCTCACCGGGCTCTGAGTGCTCTTGCCCGTCCGGCCCCAGCCGCGGCCCGGGAATCTACGTCACCCGAAAAGCGACTATAAACGCCGGCGCCTCCGTCCCCAGCCGCGGCTCGGGAATCCACC786.0576.0762.0554.000000693.0642.000000600.00450.000000564.0543.0...20.0117.0210.060.0142.086.056.039.0156.039294.151620
CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGTGTTTTTAACGTTCTCAGGTCCTATAATTTACCCAAATAAAGTGGGACCGTATTTGCAGGCGCTGAGAAACTTTCTCAACAGTAAGAACCAATCAGGCGCAGTGCGCAGGCGCCTTCAGTGGGTCCTGGGTCCGCCTCTTCCGCCCGGTGCGGGCGCCGATTGGTCCGCGTGGACACATAAGAGGCTGCGTATAGGCGCGAGAG36.549.0119.234.14285760.344.30769295.2526.71428645.041.7...18.0128.0189.067.097.067.068.033.0118.035222.859110
GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAGTAACGGCGGACGTCAAGCAAGTCCGGCCGTCGGTTACTCAGGGCCCAGGAATCACGGCCGCCCCGCCGCATTCTCAGCGGCAACATGTCTGCGACGGCGGCCCTAGGGCTGCCGGGAGAGCCGCGGCGACGTCAGTTCCTCCTTTCGGGGCTCTGATTGGTCAGAGCGCCCGGCGCTTCTGGTTGGCCGGCCCTGCTATCATC414.0291.0404.0440.000000513.0456.000000369.00278.000000470.0342.0...25.0101.0196.0100.0133.087.076.029.0163.024023.941505
..................................................................
AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACCATTGACTTAAGCCAATTATGACGTCCCCCTGGGCCTAGGGTAGGACTCCACTCCCCTGCAACACACGATCCTCTGAACAAAACTGAGGTTCTTCTAGCAAGGAGAAGACAGGGAGAATGACTATCAGTTAGTCAATCAGAAGTATCCACCATACTCCGCAAATTGCTTATCTTTTTTGGCTTTAGTATTTTCATGTGTAAAAT0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.000000
GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGACGGGAAGCCAGTTTGGCCAGTGGGATACTGCTGGTTTTGAGAACGAGGAACAGAAACTGAAATTTCTCAAACTTACGGGTGGCTTCAAAAACTTGTCCCCTTCGATTAGCCCCCACCCCCACCCCCACCCTCCCGCCCCACCCAGCCCGATTGCAAGGTCCAACGTGGCCCTCAGTAAGAAGGTGGCCGACAGTCTGCAGCAGA0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.000000
AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCACAAGCTTTCATGGGTGATTACCTAATGCACCTCACATGGAATGGTTACATAATGTGTGGAGGGGTTGTGTGCCCGCACTCCAAAGCTGCTGAGTCATGCTGCACCAAAAGGCTGCCTTGGCCTACTCCTGACGGAAGTGCAACCATTTCCCTCACAGGTGGGAATGAACAATTGAAAAAAATAATACAATTTACTATATTAAGG0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.000000
AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACTTGTACAGGAAAAAAGATGAGTATGCTTTTTAAGATAAAAATAATGTTTGTAAGTAAAGAAAAAAACTATTTTAATTCCACGTACCTATAAACATTATATAGTTCTTTAATTAATCAATTTTCTCTTTTCTTTCTGCTGTTTTTCAGATCTTCTTGACACTCCTGTCATTCAGCTATGTTGCTAAAGCACTAGCTGGAATTTTT0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.000000
TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGTGCGAGATAGAATTATGATCTTGTTGAATTCTGAATGTCTTTAAGTAATAGATTATAGAAAGTCACTGTAAGAGTGAGCAGAATGATATAAAATGAGGCTTTGAATTTGAATATAATAATTCTGACTTCCTTCTCCTTCTCTTCTTCAAGGTAACTGCAGAGGCTATTTCCTGGAATGAATCAACGAGTGAAACGAATAACTCT0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.000000
\n", + "

19882 rows × 24521 columns

\n", + "
" + ], + "text/plain": [ + " 0 1 2 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 660.0 258.0 2130.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 1290.0 699.0 1090.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 786.0 576.0 762.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 36.5 49.0 119.2 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 414.0 291.0 404.0 \n", + "... ... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.0 0.0 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.0 0.0 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.0 0.0 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.0 0.0 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.0 0.0 0.0 \n", + "\n", + " 3 4 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 708.000000 2049.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 884.000000 1086.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 554.000000 693.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 34.142857 60.3 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 440.000000 513.0 \n", + "... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.000000 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.000000 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.000000 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.000000 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.000000 0.0 \n", + "\n", + " 5 6 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 684.000000 1422.00 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 978.000000 873.00 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 642.000000 600.00 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 44.307692 95.25 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 456.000000 369.00 \n", + "... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.000000 0.00 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.000000 0.00 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.000000 0.00 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.000000 0.00 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.000000 0.00 \n", + "\n", + " 7 8 9 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 302.000000 1596.0 756.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 708.000000 868.0 669.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 450.000000 564.0 543.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 26.714286 45.0 41.7 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 278.000000 470.0 342.0 \n", + "... ... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.000000 0.0 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.000000 0.0 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.000000 0.0 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.000000 0.0 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.000000 0.0 0.0 \n", + "\n", + " ... 24511 24512 24513 \\\n", + "seq ... \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... ... 396.0 695.0 1231.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... ... 91.0 204.0 375.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... ... 20.0 117.0 210.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... ... 18.0 128.0 189.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... ... 25.0 101.0 196.0 \n", + "... ... ... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... ... 0.0 0.0 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... ... 0.0 0.0 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... ... 0.0 0.0 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... ... 0.0 0.0 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... ... 0.0 0.0 0.0 \n", + "\n", + " 24514 24515 24516 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 860.0 1629.0 919.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 270.0 324.0 146.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 60.0 142.0 86.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 67.0 97.0 67.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 100.0 133.0 87.0 \n", + "... ... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.0 0.0 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.0 0.0 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.0 0.0 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.0 0.0 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.0 0.0 0.0 \n", + "\n", + " 24517 24518 24519 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 450.0 778.0 1564.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 155.0 138.0 292.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 56.0 39.0 156.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 68.0 33.0 118.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 76.0 29.0 163.0 \n", + "... ... ... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.0 0.0 0.0 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.0 0.0 0.0 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.0 0.0 0.0 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.0 0.0 0.0 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.0 0.0 0.0 \n", + "\n", + " var \n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 642108.315082 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 97205.069858 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 39294.151620 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 35222.859110 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 24023.941505 \n", + "... ... \n", + "AATTGTGTCTCATATGCATAATCATGACCAATGCGAATGGGATTACC... 0.000000 \n", + "GATCGCCAGTCAGGCAAAACGGAAGCTTCTGAAACCAGGAAGTGGAC... 0.000000 \n", + "AGGGTAATTATACTTTTTACTGACAATAGTGGCTCCAAGCCAAGCAC... 0.000000 \n", + "AAAAAAAATCACTAAAAAAAAAGTTATAGGGCTGACAAGTTCCAACT... 0.000000 \n", + "TGAGAAGCCGAGATAACTGAATTATAAGGCATAGCCAGGGAAGTAGT... 0.000000 \n", + "\n", + "[19882 rows x 24521 columns]" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "next_data_sel" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882, (19866, 24521))" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(top_var), next_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((24520, 19883), (19866, 24521))" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape, next_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882, 24520)" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "del next_data_sel['var']\n", + "# next_data_sel.index = next_data_sel['seq']\n", + "# del next_data_sel['seq']\n", + "next_data_sel.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882, 24520)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = next_data_sel.copy() # sample\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(18529, 24520)" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df = df[df.columns[:5000]] # .head(100) # sample\n", + "\n", + "# shorten sequences/remove duplicates\n", + "# df.index = df.index.astype(str).str[35:-35]\n", + "# df = df[~df.index.duplicated(keep='first')]\n", + "\n", + "zero_counts = df.sum(axis=1) == 0\n", + "df = df[~zero_counts] # remove zeroes\n", + "\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(18529, 24520)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((24520, 19883), (18529, 24520))" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape, df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19882,)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zero_counts.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((19882,), (24520, 19883))" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zero_counts.shape, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((24520, 19883), (19882,))" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape, zero_counts.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + 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orig.identnCount_RNAnFeature_RNAsamplen_cells_RNAn_cells_ATAClineagenCount_peaksnFeature_peaks...to_terminal_states_dpclusters_gradientsto_ctxto_ntto_gevelocity_pseudotimeto_nt_ranksto_ge_ranksto_ctx_ranksis_root
ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1095691.9699636444Wibj2_1113Wibj211.041700.25000034018...1.071203ctx_ex0.4425080.2089650.3485260.4159570.8214980.2341590.392283False
ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1066252.8101405486Wibj2_1113Wibj211.048602.50000039830...1.069608ctx_ex0.4396420.2171630.3431950.6992660.9165870.1450950.295131False
ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1094176.7778397429H9_1112H911.023806.41666721826...1.069696ctx_ex0.4418460.2096350.3485200.7187410.8600900.2338950.337622False
ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1080291.6661627023Wibj2_1112Wibj211.030528.00000025308...1.070596ctx_ex0.4426090.2080760.3493150.5211900.7906890.2705350.411175False
ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1090613.7694146313409b2_1113409b211.045432.75000036805...1.068384ctx_ex0.4446490.2003390.3550120.7047410.7006610.4291830.481915False
..................................................................
RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1124428.0747316114Wibj2_6121Wibj261.060649.83333323155...1.065365ctx_ex0.4586760.2061120.3352120.7758710.7584310.0944910.771242False
RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1122890.0300785913409b2_6121409b261.058058.50000023562...1.060034ctx_ex0.4793950.1790830.3415220.8190010.4868970.1371450.962113False
RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1111461.7936813306Wibj2_6111Wibj261.013787.25000013229...0.000000mesen_ex0.0000001.0000000.0000000.9452451.0000000.0180860.052381False
RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1115871.1104404877Hoik1_6121Hoik161.041336.66666719151...0.000000ge_in0.0000000.0000001.0000000.8901830.0528860.9568910.052381False
RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1124562.6488325887Wibj2_6121Wibj261.057628.00000022271...1.059858ctx_ex0.4813860.1795360.3390780.8212690.4952430.1152310.968716False
\n", + "

24520 rows × 55 columns

\n", + "
" + ], + "text/plain": [ + " orig.ident nCount_RNA nFeature_RNA \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0 95691.969963 6444 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0 66252.810140 5486 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 0 94176.777839 7429 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 0 80291.666162 7023 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 0 90613.769414 6313 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 1 24428.074731 6114 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 1 22890.030078 5913 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 1 11461.793681 3306 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 1 15871.110440 4877 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 1 24562.648832 5887 \n", + "\n", + " sample n_cells_RNA n_cells_ATAC \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 Wibj2_11 1 3 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 Wibj2_11 1 3 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 H9_11 1 2 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 Wibj2_11 1 2 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 409b2_11 1 3 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 Wibj2_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 409b2_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 Wibj2_61 1 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 Hoik1_61 2 1 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 Wibj2_61 2 1 \n", + "\n", + " line age nCount_peaks \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 Wibj2 11.0 41700.250000 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 Wibj2 11.0 48602.500000 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 H9 11.0 23806.416667 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 Wibj2 11.0 30528.000000 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 409b2 11.0 45432.750000 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 Wibj2 61.0 60649.833333 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 409b2 61.0 58058.500000 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 Wibj2 61.0 13787.250000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 Hoik1 61.0 41336.666667 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 Wibj2 61.0 57628.000000 \n", + "\n", + " nFeature_peaks ... \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 34018 ... \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 39830 ... \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 21826 ... \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 25308 ... \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 36805 ... \n", + "... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 23155 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 23562 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 13229 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 19151 ... \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 22271 ... \n", + "\n", + " to_terminal_states_dp \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 1.071203 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 1.069608 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 1.069696 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 1.070596 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 1.068384 \n", + "... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 1.065365 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 1.060034 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 1.059858 \n", + "\n", + " clusters_gradients to_ctx to_nt \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 ctx_ex 0.442508 0.208965 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 ctx_ex 0.439642 0.217163 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 ctx_ex 0.441846 0.209635 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 ctx_ex 0.442609 0.208076 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 ctx_ex 0.444649 0.200339 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 ctx_ex 0.458676 0.206112 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 ctx_ex 0.479395 0.179083 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 mesen_ex 0.000000 1.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 ge_in 0.000000 0.000000 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 ctx_ex 0.481386 0.179536 \n", + "\n", + " to_ge velocity_pseudotime \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0.348526 0.415957 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0.343195 0.699266 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 0.348520 0.718741 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 0.349315 0.521190 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 0.355012 0.704741 \n", + "... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 0.335212 0.775871 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 0.341522 0.819001 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 0.000000 0.945245 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 1.000000 0.890183 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 0.339078 0.821269 \n", + "\n", + " to_nt_ranks to_ge_ranks to_ctx_ranks \\\n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 0.821498 0.234159 0.392283 \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 0.916587 0.145095 0.295131 \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 0.860090 0.233895 0.337622 \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 0.790689 0.270535 0.411175 \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 0.700661 0.429183 0.481915 \n", + "... ... ... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 0.758431 0.094491 0.771242 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 0.486897 0.137145 0.962113 \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 1.000000 0.018086 0.052381 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 0.052886 0.956891 0.052381 \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 0.495243 0.115231 0.968716 \n", + "\n", + " is_root \n", + "ATAC_RNA_DAY11_SJ_AAACCCAGTAGCGAGT-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACGAATCTGCTGAA-1 False \n", + "ATAC_RNA_DAY11_SJ_AAACGCTGTGATTCTG-1 False \n", + "ATAC_RNA_DAY11_SJ_AAAGAACGTCTAGGCC-1 False \n", + "ATAC_RNA_DAY11_SJ_AAAGGATAGGCAGGTT-1 False \n", + "... ... \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTAGGAAGAAC-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTGTCTGGATT-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGGTTTCTGAGTAC-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTGTCAATCCA-1 False \n", + "RNA_ATAC_DAY61_SJ_TTTGTGTTCGCGATGC-1 False \n", + "\n", + "[24520 rows x 55 columns]" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.obs" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "ename": "IndexError", + "evalue": "Boolean index does not match AnnData’s shape along this dimension. Boolean index has shape (19882,) while AnnData index has shape (24520,).", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[92], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ad \u001b[38;5;241m=\u001b[39m \u001b[43mad\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m~\u001b[39;49m\u001b[43mzero_counts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mcopy()\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/anndata.py:1085\u001b[0m, in \u001b[0;36mAnnData.__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 1083\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, index: Index) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AnnData:\n\u001b[1;32m 1084\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Returns a sliced view of the object.\"\"\"\u001b[39;00m\n\u001b[0;32m-> 1085\u001b[0m oidx, vidx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_normalize_indices\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1086\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AnnData(\u001b[38;5;28mself\u001b[39m, oidx\u001b[38;5;241m=\u001b[39moidx, vidx\u001b[38;5;241m=\u001b[39mvidx, asview\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/anndata.py:1066\u001b[0m, in \u001b[0;36mAnnData._normalize_indices\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 1065\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_normalize_indices\u001b[39m(\u001b[38;5;28mself\u001b[39m, index: Index \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[\u001b[38;5;28mslice\u001b[39m, \u001b[38;5;28mslice\u001b[39m]:\n\u001b[0;32m-> 1066\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_normalize_indices\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mobs_names\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvar_names\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/index.py:35\u001b[0m, in \u001b[0;36m_normalize_indices\u001b[0;34m(index, names0, names1)\u001b[0m\n\u001b[1;32m 33\u001b[0m index \u001b[38;5;241m=\u001b[39m index[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues, index[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 34\u001b[0m ax0, ax1 \u001b[38;5;241m=\u001b[39m unpack_index(index)\n\u001b[0;32m---> 35\u001b[0m ax0 \u001b[38;5;241m=\u001b[39m \u001b[43m_normalize_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43max0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnames0\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 36\u001b[0m ax1 \u001b[38;5;241m=\u001b[39m _normalize_index(ax1, names1)\n\u001b[1;32m 37\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ax0, ax1\n", + "File \u001b[0;32m~/miniconda3/envs/mubind/lib/python3.9/site-packages/anndata/_core/index.py:90\u001b[0m, in \u001b[0;36m_normalize_index\u001b[0;34m(indexer, index)\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28missubclass\u001b[39m(indexer\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mtype, np\u001b[38;5;241m.\u001b[39mbool_):\n\u001b[1;32m 89\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m indexer\u001b[38;5;241m.\u001b[39mshape \u001b[38;5;241m!=\u001b[39m index\u001b[38;5;241m.\u001b[39mshape:\n\u001b[0;32m---> 90\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m(\n\u001b[1;32m 91\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBoolean index does not match AnnData’s shape along this \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 92\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdimension. Boolean index has shape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mindexer\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m while \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnData index has shape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mindex\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 94\u001b[0m )\n\u001b[1;32m 95\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indexer\n\u001b[1;32m 96\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;66;03m# indexer should be string array\u001b[39;00m\n", + "\u001b[0;31mIndexError\u001b[0m: Boolean index does not match AnnData’s shape along this dimension. Boolean index has shape (19882,) while AnnData index has shape (24520,)." + ] + } + ], + "source": [ + "ad = ad[~zero_counts,:].copy()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(24520, 19883)" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(454331080, 3)\n", + "24520\n", + "batch\n", + "0 18529\n", + "137 18529\n", + "127 18529\n", + "128 18529\n", + "129 18529\n", + " ... \n", + "69 18529\n", + "70 18529\n", + "71 18529\n", + "72 18529\n", + "199 18529\n", + "Name: count, Length: 200, dtype: int64\n" + ] + }, + { + "data": { + "text/html": [ + "
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01batch
seq
GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCACAGCTCCGGGAAGGCGGCCAGGACCGGCTAGAGCCGGTTAGAACCAGTGGCGCCCGCCCACGAGCCAGCGCCTCACAAAGGGAGGGCGGCTCACGGCCCTCGCGTATCCCTGCGCGGCGCTCGCGAGCCGCCCCTCCCCCGGCGTTTGTCCCTGACGCAGCCCCACCGGTTGCGCAGTCCCTCCCCGCCCCCGCTCTCCCCTC1.0660.00
AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCTCGGGAAAAAGGCGGAGCCAGTACACGACATCACTTTCCCAGTTTACCCCGCGCCACCTTCTCTAGGCACCGGTTCAATTGCCGACCCCTCCCCCCAACTTCTCGGGGACTGTGGGCGATGTGCGCTCTGCCCACTGACGGGCACCGGAGCCTCACGCATGCTCTTCTCCACCTCAGTGATGACGAGAGCGGGCGGGTGAGGGG1.01290.00
AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCGAGATCTCCGCAGCCCCGCCCCAAGCGGGAGCGGGCCGAGCTCCTATAAGACAACCTGTGATTGGCTCCGCGGTGCCCCGCCCTCACCGGGCTCTGAGTGCTCTTGCCCGTCCGGCCCCAGCCGCGGCCCGGGAATCTACGTCACCCGAAAAGCGACTATAAACGCCGGCGCCTCCGTCCCCAGCCGCGGCTCGGGAATCCACC1.0786.00
CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGTGTTTTTAACGTTCTCAGGTCCTATAATTTACCCAAATAAAGTGGGACCGTATTTGCAGGCGCTGAGAAACTTTCTCAACAGTAAGAACCAATCAGGCGCAGTGCGCAGGCGCCTTCAGTGGGTCCTGGGTCCGCCTCTTCCGCCCGGTGCGGGCGCCGATTGGTCCGCGTGGACACATAAGAGGCTGCGTATAGGCGCGAGAG1.036.50
GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAGTAACGGCGGACGTCAAGCAAGTCCGGCCGTCGGTTACTCAGGGCCCAGGAATCACGGCCGCCCCGCCGCATTCTCAGCGGCAACATGTCTGCGACGGCGGCCCTAGGGCTGCCGGGAGAGCCGCGGCGACGTCAGTTCCTCCTTTCGGGGCTCTGATTGGTCAGAGCGCCCGGCGCTTCTGGTTGGCCGGCCCTGCTATCATC1.0414.00
\n", + "
" + ], + "text/plain": [ + " 0 1 batch\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 1.0 660.0 0\n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 1.0 1290.0 0\n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 1.0 786.0 0\n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 1.0 36.5 0\n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 1.0 414.0 0" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 = df.reset_index().melt('seq').set_index('seq')\n", + "# add a baseline count\n", + "df2[0] = 1.0\n", + "cols = ['batch', 1, 0]\n", + "df2.columns = cols\n", + "df2 = df2[[0, 1, 'batch']] # cols[::-1]]\n", + "df2['batch'] = df2['batch'].astype(int)\n", + "print(df2.shape)\n", + "print(len(set(df2['batch'])))\n", + "n_cells = 200\n", + "df2 = df2[df2['batch'].isin(range(0, n_cells))]\n", + "print(df2['batch'].value_counts())\n", + "df2.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "### Simple motif enrichment" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "use_kmers = False\n", + "if use_kmers:\n", + " kmers_by_module = {}\n", + " pwm_by_module = {}\n", + " glossary_kmers_dir = '../../../../../zaugglab/apobec2_data_analysis/src/analyses_2023_new_sample/Glossary Modules'\n", + " for f in os.listdir(glossary_kmers_dir):\n", + " if not f.endswith('.xlsx'):\n", + " continue\n", + " name = f.replace('Glossary_module_', '').replace('.xlsx', '')\n", + " kmers = pd.read_excel(os.path.join(glossary_kmers_dir, f), sheet_name='8mers')\n", + " kmers_by_module[name] = kmers[kmers.columns[0]]\n", + " pwm = pd.read_excel(os.path.join(glossary_kmers_dir, f), sheet_name='PWM', index_col=0)\n", + " pwm_by_module[name] = pwm" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "### Generate pos and neg" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# import ushuffle\n", + "\n", + "# fg = df.index\n", + "# bg = []\n", + "\n", + "# for i, s in enumerate(fg):\n", + "# # print(i, s)\n", + "# bg.append(ushuffle.shuffle(str.encode(s), 2))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# for a, b in zip(fg, bg):\n", + "# # print(len(a[1]), len(b))\n", + "# assert len(a) == len(b)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "frac_acc = (df > 0).sum(axis=0) / df.shape[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "reduced_groups = pwms" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0123456789...24510245112451224513245142451524516245172451824519
seq
GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCACAGCTCCGGGAAGGCGGCCAGGACCGGCTAGAGCCGGTTAGAACCAGTGGCGCCCGCCCACGAGCCAGCGCCTCACAAAGGGAGGGCGGCTCACGGCCCTCGCGTATCCCTGCGCGGCGCTCGCGAGCCGCCCCTCCCCCGGCGTTTGTCCCTGACGCAGCCCCACCGGTTGCGCAGTCCCTCCCCGCCCCCGCTCTCCCCTC660.0258.02130.0708.0000002049.0684.0000001422.00302.0000001596.0756.0...742.0396.0695.01231.0860.01629.0919.0450.0778.01564.0
AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCTCGGGAAAAAGGCGGAGCCAGTACACGACATCACTTTCCCAGTTTACCCCGCGCCACCTTCTCTAGGCACCGGTTCAATTGCCGACCCCTCCCCCCAACTTCTCGGGGACTGTGGGCGATGTGCGCTCTGCCCACTGACGGGCACCGGAGCCTCACGCATGCTCTTCTCCACCTCAGTGATGACGAGAGCGGGCGGGTGAGGGG1290.0699.01090.0884.0000001086.0978.000000873.00708.000000868.0669.0...114.091.0204.0375.0270.0324.0146.0155.0138.0292.0
AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCGAGATCTCCGCAGCCCCGCCCCAAGCGGGAGCGGGCCGAGCTCCTATAAGACAACCTGTGATTGGCTCCGCGGTGCCCCGCCCTCACCGGGCTCTGAGTGCTCTTGCCCGTCCGGCCCCAGCCGCGGCCCGGGAATCTACGTCACCCGAAAAGCGACTATAAACGCCGGCGCCTCCGTCCCCAGCCGCGGCTCGGGAATCCACC786.0576.0762.0554.000000693.0642.000000600.00450.000000564.0543.0...21.020.0117.0210.060.0142.086.056.039.0156.0
CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGTGTTTTTAACGTTCTCAGGTCCTATAATTTACCCAAATAAAGTGGGACCGTATTTGCAGGCGCTGAGAAACTTTCTCAACAGTAAGAACCAATCAGGCGCAGTGCGCAGGCGCCTTCAGTGGGTCCTGGGTCCGCCTCTTCCGCCCGGTGCGGGCGCCGATTGGTCCGCGTGGACACATAAGAGGCTGCGTATAGGCGCGAGAG36.549.0119.234.14285760.344.30769295.2526.71428645.041.7...27.018.0128.0189.067.097.067.068.033.0118.0
GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAGTAACGGCGGACGTCAAGCAAGTCCGGCCGTCGGTTACTCAGGGCCCAGGAATCACGGCCGCCCCGCCGCATTCTCAGCGGCAACATGTCTGCGACGGCGGCCCTAGGGCTGCCGGGAGAGCCGCGGCGACGTCAGTTCCTCCTTTCGGGGCTCTGATTGGTCAGAGCGCCCGGCGCTTCTGGTTGGCCGGCCCTGCTATCATC414.0291.0404.0440.000000513.0456.000000369.00278.000000470.0342.0...37.025.0101.0196.0100.0133.087.076.029.0163.0
..................................................................
GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGCCTCAGCGAGCGGCCAGGCTGCGGGCGGGGTGGGCTGGCGCTCCTGATCCACCTGGAACACTTTTGCAAAGACAGACGGTGAGTTAATCACCCTACCGGCTGGCGGCCGCGTCCCCTCTCGCCCGCGAGGAGGACTGGAGAAGGGGCTGGGGTGGAGGTTTTCTCTGTGTGTGTCTAGGGTTGGGGGCAGGAGAGGTTAGTTCT0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.0
CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAAAAGCTAATGATGTCACAAAGGAAAACACACCCTGATTATATTGGGACTTGCTCTCTGACAGCTTCAAAAGAACTTTAAGAGCTCATAGAGCTGTCTACAGCCACCACAATTTCAAGCAAATCCCCAAGGCAACACCTGAGAGCAGAAGTAGGCACCAGTGCGAAATAGCTTGATTGAATACTGGCAAGTAGTAGTGCCATCAG0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.0
AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAAGTGAATTGATAAATGAAGCCTGAGAGCTGACTCTAGAAAAATCGAATAGATAATCTACTAACTTGTTAACCAAGAAGAAATGTAAGAAAACACAAATTCCCCTCATAAGACTAGCCTTGGATAAACCAGAATTTACAGAGAACAATTCTTACCATTCTAAGTTAAAAGAGTTTGAAAACGTAGTTGAAGAAGGTAATTTTTGA0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.0
CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGTTTCAAACCAAAATATATCATTTTCATTTCTTTAATGCATCAAATACACAATTCATCAGTTGTAGGACTGATCAAAAAATTGAGAGGGTTCTGATCATTTTAGGGTTTATTTCAACATCTCTTCCCCAATTTCAACTCATAATGTCATTGCAAATCTTCCCTTTCATTTGTTGCATTTTATTTTAGAGGACATGCAGTGAGGAC0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.0
TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTCAGTGAGCCCTAAGCTCATTTGCTGAAAACTTCAGATTGACATGCTCTTTGTCCAATGAATGATCAAGGCCCTTAAGCTCTAGGACAACTCAGAATCCAGAATCCAGAGCTTTTCCTTTTCTTTTTTTTATTTTTATTTTTTCAGACGGAGCCTTGCTCTATTGCCCAGGCTGGAGTACAGTGGCATGATCTCAGCTGACTGCA0.00.00.00.0000000.00.0000000.000.0000000.00.0...0.00.00.00.00.00.00.00.00.00.0
\n", + "

18529 rows × 24520 columns

\n", + "
" + ], + "text/plain": [ + " 0 1 2 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 660.0 258.0 2130.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 1290.0 699.0 1090.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 786.0 576.0 762.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 36.5 49.0 119.2 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 414.0 291.0 404.0 \n", + "... ... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.0 0.0 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.0 0.0 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.0 0.0 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.0 0.0 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.0 0.0 0.0 \n", + "\n", + " 3 4 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 708.000000 2049.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 884.000000 1086.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 554.000000 693.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 34.142857 60.3 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 440.000000 513.0 \n", + "... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.000000 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.000000 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.000000 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.000000 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.000000 0.0 \n", + "\n", + " 5 6 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 684.000000 1422.00 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 978.000000 873.00 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 642.000000 600.00 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 44.307692 95.25 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 456.000000 369.00 \n", + "... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.000000 0.00 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.000000 0.00 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.000000 0.00 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.000000 0.00 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.000000 0.00 \n", + "\n", + " 7 8 9 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 302.000000 1596.0 756.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 708.000000 868.0 669.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 450.000000 564.0 543.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 26.714286 45.0 41.7 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 278.000000 470.0 342.0 \n", + "... ... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.000000 0.0 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.000000 0.0 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.000000 0.0 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.000000 0.0 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.000000 0.0 0.0 \n", + "\n", + " ... 24510 24511 24512 \\\n", + "seq ... \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... ... 742.0 396.0 695.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... ... 114.0 91.0 204.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... ... 21.0 20.0 117.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... ... 27.0 18.0 128.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... ... 37.0 25.0 101.0 \n", + "... ... ... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... ... 0.0 0.0 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... ... 0.0 0.0 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... ... 0.0 0.0 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... ... 0.0 0.0 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... ... 0.0 0.0 0.0 \n", + "\n", + " 24513 24514 24515 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 1231.0 860.0 1629.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 375.0 270.0 324.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 210.0 60.0 142.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 189.0 67.0 97.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 196.0 100.0 133.0 \n", + "... ... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.0 0.0 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.0 0.0 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.0 0.0 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.0 0.0 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.0 0.0 0.0 \n", + "\n", + " 24516 24517 24518 \\\n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 919.0 450.0 778.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 146.0 155.0 138.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 86.0 56.0 39.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 67.0 68.0 33.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 87.0 76.0 29.0 \n", + "... ... ... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.0 0.0 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.0 0.0 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.0 0.0 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.0 0.0 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.0 0.0 0.0 \n", + "\n", + " 24519 \n", + "seq \n", + "GTTAGGGCGGGGCGCGCGTGCGCAGTCACGCGCTGCGCCAACCGCCA... 1564.0 \n", + "AACGTTCACGGCGACTACTGCACTTATATACGGTTCTCCCCCACCCT... 292.0 \n", + "AACGAGACCTACTGGGAAGCAGCTTTTATAGCACGCCAAGCGCCGCG... 156.0 \n", + "CCAACGGAGGCGAAGTCCGAATACCTAGGCAACCCTAACCTAAAAGT... 118.0 \n", + "GACAGGACTCGGCCGCGGCCCGCGCAGCGGCTGAAGCGCCGGGGCAG... 163.0 \n", + "... ... \n", + "GTCCGCGCCGCCACGTGATGCGCGCGCTCGTTCCGCGCTCTCCGCGC... 0.0 \n", + "CATTCAAATAGTGGCCTGCTGCACAGGGTCCTTTGAGATCCCAAGAA... 0.0 \n", + "AGGACTACAGATAACAGCAGAAATAATGAATTCAAAGATGGAAACAA... 0.0 \n", + "CAGAGAATGCCTCTACTTTTACCTAAATCAGTTAATTACTGCACAGT... 0.0 \n", + "TGGCAGGAGACAGGGGGCGGGACCGGAAGGGTCAACGAGGGGCTCTC... 0.0 \n", + "\n", + "[18529 rows x 24520 columns]" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "dataset = mb.datasets.SelexDataset(df, n_rounds=df.shape[1], enr_series=False)\n", + "n_batch = len(set(dataset.batch))\n", + "n_kernels = len(pwms)\n", + "train = tdata.DataLoader(dataset=dataset, batch_size=256, shuffle=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# df_neg = df.copy()\n", + "# df_neg.index = bg\n", + "# df_neg.index = df_neg.index.astype(str)\n", + "\n", + "# dataset_neg = mb.datasets.SelexDataset(df_neg, n_rounds=df_neg.shape[1], enr_series=False)\n", + "# train_neg = tdata.DataLoader(dataset=dataset_neg, batch_size=512, shuffle=True)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "### The parameter log_dynamic defines whether a kNN-graph will be used" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "286" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pwms)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "# for unit tests\n", + "# torch.save(train, '../../../tests/_data/pancreas_multiome.pth')\n", + "# ad.write('../../../tests/_data/pancreas_multiome.h5ad', compression='lzf')" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((24520, 20070), (24520, 19883))" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rna_sample.shape, ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda:0\n" + ] + } + ], + "source": [ + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "print(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(24520, 24520)\n", + "setting up log dynamic\n", + "no err\n" + ] + } + ], + "source": [ + "criterion = mb.tl.PoissonLoss()\n", + "w = [r.shape[1] for r in pwms]\n", + "optimize_log_dynamic = True\n", + "model = mb.models.Mubind.make_model(train, n_kernels, criterion, kernels=[0, 2,] + w, # [0, 2] + w,\n", + " # use_dinuc=True, dinuc_mode='full',\n", + " optimize_sym_weight=False,\n", + " optimize_exp_barrier=True,\n", + " optimize_prob_act=True,\n", + " optimize_log_dynamic=optimize_log_dynamic,\n", + " use_dinuc=False,\n", + " use_conv1d=True,\n", + " device=device,\n", + " p_dropout=0.8,\n", + " prepare_knn=optimize_log_dynamic,\n", + " velocity_graph=vgraph,\n", + " knn_free_weights=False,\n", + " adata=None if not optimize_log_dynamic else ad,\n", + " dinuc_mode=None)\n", + "print('no err')" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([24520, 24520])" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.graph_module.conn_sparse.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting up log dynamic\n", + "order None\n", + "0 out of 288...\n", + "break\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "verbose=2\n", + "current kernel 0\n", + "\n", + "### next filter to optimize 0 (intercept)\n", + "\n", + "FREEZING KERNELS\n", + "optimizing feature type mono\n", + "next kernels 0-69, n=70\n", + "filters mask None\n", + "optimizer: Adam , criterion: PoissonLoss \n", + "epochs: 10 \n", + "early_stopping: 250\n", + "lr= 0.01, weight_decay= 0, dir weight= 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 10/10 [36:40<00:00, 220.07s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current time: 2024-07-19 04:42:06.862037\n", + "\tLoss: 376.356 , R2: 0.798\n", + "\tTraining time (model/function): (2204.442s / 2204.442s)\n", + "\t\tper epoch (model/function): (244.938s/ 244.938s)\n", + "\t\tper 1k samples: 13.219s\n", + "('etas corr with lib_sizes (before refinement)', SignificanceResult(statistic=0.999681474659403, pvalue=0.0))\n", + "optimization of dinuc is not valid for the intercept (filter=0). Skip...\n", + "current kernel 70\n", + "\n", + "### next filter to optimize 70 \n", + "\n", + "FREEZING KERNELS\n", + "optimizing feature type mono\n", + "next kernels 70-139, n=70\n", + "filters mask None\n", + "optimizer: Adam , criterion: PoissonLoss \n", + "epochs: 20 \n", + "early_stopping: 250\n", + "lr= 0.01, weight_decay= 0, dir weight= 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [1:13:04<00:00, 219.24s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current time: 2024-07-19 05:56:58.803693\n", + "\tLoss: 370.796 , R2: 0.799\n", + "\tTraining time (model/function): (6592.207s / 4387.766s)\n", + "\t\tper epoch (model/function): (346.958s/ 230.935s)\n", + "\t\tper 1k samples: 12.463s\n", + "('etas corr with lib_sizes (before refinement)', SignificanceResult(statistic=0.999681474659403, pvalue=0.0))\n", + "\n", + "\n", + "final refinement step (after shift)...unfreezing all layers\n", + "optimizer: Adam , criterion: PoissonLoss \n", + "epochs: 20 \n", + "early_stopping: 250\n", + "lr= 0.01, weight_decay= 0, dir weight= 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [1:13:21<00:00, 220.07s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current time: 2024-07-19 07:12:09.138055\n", + "\tLoss: 142.681 , R2: 0.799\n", + "\tTraining time (model/function): (10996.593s / 4404.385s)\n", + "\t\tper epoch (model/function): (578.768s/ 231.810s)\n", + "\t\tper 1k samples: 12.511s\n", + "best loss 142.644\n", + "last five r2 values, by sequential filter optimization: ['0.798']\n", + "('etas corr with lib_sizes (before refinement)', SignificanceResult(statistic=0.999681474659403, pvalue=0.0))\n", + "optimizing feature type dinuc\n", + "the optimization of dinucleotide features is skipped...\n", + "current kernel 140\n", + "\n", + "### next filter to optimize 140 \n", + "\n", + "FREEZING KERNELS\n", + "optimizing feature type mono\n", + "next kernels 140-209, n=70\n", + "filters mask None\n", + "optimizer: Adam , criterion: PoissonLoss \n", + "epochs: 20 \n", + "early_stopping: 250\n", + "lr= 0.01, weight_decay= 0, dir weight= 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [1:13:06<00:00, 219.33s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current time: 2024-07-19 08:28:49.763828\n", + "\tLoss: 370.719 , R2: 0.798\n", + "\tTraining time (model/function): (15386.160s / 4389.567s)\n", + "\t\tper epoch (model/function): (809.798s/ 231.030s)\n", + "\t\tper 1k samples: 12.469s\n", + "('etas corr with lib_sizes (before refinement)', SignificanceResult(statistic=0.999681474659403, pvalue=0.0))\n", + "\n", + "\n", + "final refinement step (after shift)...unfreezing all layers\n", + "optimizer: Adam , criterion: PoissonLoss \n", + "epochs: 20 \n", + "early_stopping: 250\n", + "lr= 0.01, weight_decay= 0, dir weight= 0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 60%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ | 12/20 [44:00<29:20, 220.08s/it]" + ] + } + ], + "source": [ + "import torch.optim as topti\n", + "import warnings\n", + "\n", + "model_by_logdynamic = {}\n", + "n_epochs_intercept = 10\n", + "n_epochs_kernel = 20\n", + "log_each=75\n", + "n_unfreeze_kernels=70\n", + "\n", + "for optimize_log_dynamic in [True, False]:\n", + " warnings.filterwarnings(\"ignore\")\n", + "\n", + " criterion = mb.tl.PoissonLoss()\n", + " w = [r.shape[1] for r in pwms]\n", + " model = mb.models.Mubind.make_model(train, n_kernels, criterion, kernels=[0, 2,] + w, # [0, 2] + w,\n", + " # use_dinuc=True, dinuc_mode='full',\n", + " optimize_sym_weight=False,\n", + " optimize_exp_barrier=True,\n", + " optimize_prob_act=True,\n", + " optimize_log_dynamic=optimize_log_dynamic,\n", + " use_dinuc=False,\n", + " use_conv1d=True,\n", + " device=device,\n", + " p_dropout=0.8,\n", + " prepare_knn=optimize_log_dynamic,\n", + " knn_free_weights=False,\n", + " adata=None if not optimize_log_dynamic else ad,\n", + " dinuc_mode=None) # .cuda()\n", + "\n", + " # initialize the reduce kernels\n", + " for i, mono_best in enumerate(pwms):\n", + " mono_best = mono_best.to_numpy()\n", + " if mono_best.shape[-1] == 0:\n", + " continue\n", + " # print(mono_best.shape, model.binding_modes.conv_mono[i + 1].weight.shape)\n", + " # print(model.binding_modes.conv_mono[i + 1].weight.device)\n", + " new_w = mono_best.reshape([1, 1] + list(mono_best.shape))\n", + " # print(i, i + 1)\n", + " model.binding_modes.conv_mono[i + 2].weight = torch.nn.Parameter(torch.tensor(new_w, dtype=torch.float).squeeze(1))\n", + " # print(model.binding_modes.conv_mono[i + 1].weight.device)\n", + " # move the model a final time to the GPU\n", + " model = model.to(device)\n", + "\n", + " mb.pl.set_rcParams({'figure.figsize': [15, 3], 'figure.dpi': 90})\n", + " mb.pl.logo(model,\n", + " title=False,\n", + " xticks=False,\n", + " rowspan_dinuc=0,\n", + " rowspan_mono=1,\n", + " n_rows=5,\n", + " n_cols=12,\n", + " stop_at=10 ) # n_cols=len(reduced_groups))\n", + "\n", + " mb.pl.set_rcParams({'figure.figsize': [20, 5], 'figure.dpi': 100})\n", + "\n", + " # mb.pl.conv(model, n_cols=2)\n", + " import torch.nn as tnn\n", + "\n", + " model, best_loss = model.optimize_iterative(train, n_epochs=[n_epochs_intercept] + [n_epochs_kernel] * (n_kernels + 1),\n", + " show_logo=False, use_mono=True, use_dinuc=False, dinuc_mode='local',\n", + " opt_kernel_shift=[0, 0] + [0] * (n_kernels),\n", + " opt_kernel_length=[0, 0] + [0] * (n_kernels),\n", + " opt_one_step=True,\n", + " shift_max=1, shift_step=1,\n", + " n_unfreeze_kernels=n_unfreeze_kernels,\n", + " # optimiser=topti.SGD,\n", + " optimiser=topti.Adam,\n", + " # skip_kernels=list(range(1, 2)) + list(range(5, 500)),\n", + " n_batches=1, n_rounds=2, num_epochs_shift_factor=1, # log_etas=log_etas, # log_etas=log_etas,\n", + " kernels = [0] + [2] + [20] * (n_kernels), r2_per_epoch=True,\n", + " exp_max=8,\n", + " early_stopping=250, log_each=log_each, w=20, max_w=20) # target_dim=train.dataset.signal.shape[1])\n", + "\n", + " model_by_logdynamic[optimize_log_dynamic] = model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lib_sizes = train.dataset.rounds.sum(axis=0).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cuda', index=0)" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.device" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True neuroorganoids_use_logdynamic_0_obs1646.pth\n", + "False neuroorganoids_use_logdynamic_1_obs1646.pth\n" + ] + } + ], + "source": [ + "for use_logdynamic in [False, True]:\n", + " p = 'neuroorganoids_use_logdynamic_%i_obs%i.pth' % (use_logdynamic, ad.shape[0])\n", + " print(os.path.exists(p), p)\n", + " torch.save(model_by_logdynamic[use_logdynamic], p)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1646, 19883)" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ad.write('neuroorganoids_sample_train_obs%i.h5ad' % ad.shape[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "pickle.dump(train, open('neuroorganoids_train_dataloader_obs%i.pkl' % ad.shape[0], 'wb'))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:mubind]", + "language": "python", + "name": "conda-env-mubind-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}