{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "d9691462-4e72-482e-891d-ea307215ac35", "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES'] = '0'" ] }, { "cell_type": "markdown", "id": "a5f4f219-3896-4d80-a5ea-4c10e9dba05a", "metadata": {}, "source": [ "### Tutorial B2: Ablation\n", "\n", "> predict + ersatz (shuffle/dinucleotide shuffle) + predict\n", "\n", "In the context of evaluating sequence features, the conceptual opposite of a marginalization experiment is an ablation experiment. A marginalization experiment involves holding fixed a short sequence of interest, such as a protein binding site, but having variable background sequence everywhere else. In contrast, an ablation experiment involves shuffling given coordinates while keeping everything else fixed. Put another way: a marginalization experiment usually involves adding a potentially informative feature to uninformative sequence, whereas an ablation experiment involves removes a potentially informative feature from informative sequence.\n", "\n", "A common use-case of an ablation experiment is to systematically remove regions of interest to evaluate their marginal and joint effects. For example, in the genomics setting, one may systematically remove all individual protein binding sites from an enhancer or promoter of interest and evaluate how the predictions change. As a more sophisticated example, one might try deleting each of the parts of a composite fusion motif, where multiple motifs are merged together in non-canonical ways, to better understand each component.\n", "\n", "#### Ablate\n", "\n", "Ablations can be done in `tangermeme` using the `ablate` function. Much like the other functions, `ablate` takes in a predictive model, one or more sequences, and coordinates to shuffle. Since there are multiple ways that one could shuffle a set of given coordinates, e.g. uniformly random shuffling, replacing with randomly generated sequence, dinucleotide shuffling, etc., `ablate` allows the user to optionally pass in a shuffling function. \n", "\n", "Likewise similar to other functions, `ablate` returns the predictions on the original sequences and on all `n` shuffles of the given coordinates. This means that if `y_before.shape == (5, 1)` because the model yields one value for each of five examples, then `y_after.shape == (5, n, 1)` where `n` is the number of shuffles to do on the specified regions. It is up to the user to determine the best way to take these predictions and yield a single score." ] }, { "cell_type": "code", "execution_count": 2, "id": "2715f6fe-4264-4a8a-a0ca-f74f466abe6f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import torch\n", "from model import Beluga\n", "\n", "model = Beluga()\n", "model.load_state_dict(torch.load(\"deepsea.beluga.torch\"))" ] }, { "cell_type": "markdown", "id": "ca22b617-703b-47ab-a447-68e57404e46a", "metadata": {}, "source": [ "Let's construct a region that the model will respond to by generating some random sequence and then inserting an AP-1 motif into it. " ] }, { "cell_type": "code", "execution_count": 3, "id": "608a7bed-2024-4e7d-8a92-41db983292f3", "metadata": {}, "outputs": [], "source": [ "from tangermeme.utils import random_one_hot\n", "from tangermeme.ersatz import substitute\n", "\n", "X = random_one_hot((100, 4, 2000)).type(torch.float32) # Generate 100 random sequences to marginalize over\n", "X = substitute(X, \"GTGACTCATC\")" ] }, { "cell_type": "markdown", "id": "8fcb75f0-96c1-46b4-bd7e-30d6d40d5afb", "metadata": {}, "source": [ "Now, we can look at the predictions from the model before and after shuffling the middle of the examples -- where the motif has been inserted." ] }, { "cell_type": "code", "execution_count": 4, "id": "a8f2c44e-6251-492e-905b-1d1dec29cc76", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.Size([100, 2002]), torch.Size([100, 20, 2002]))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tangermeme.ablate import ablate\n", "\n", "y_before, y_after = ablate(model, X, 995, 1005, device='cpu')\n", "y_before.shape, y_after.shape" ] }, { "cell_type": "markdown", "id": "8ca5dd2f-d15f-4ffb-aa86-52af72232e6c", "metadata": {}, "source": [ "Note that `y_after` has an additional dimension when compared with `y_before`. As mentioned before, this is because the shuffling is done `n` times (default 20) and predictions are returned for each shuffle. For simplicity, we can just take the average across the 20 runs." ] }, { "cell_type": "code", "execution_count": 5, "id": "bdbf702d-0e22-411a-8900-102e29e4a1c8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "import seaborn; seaborn.set_style('whitegrid')\n", "\n", "\n", "plt.scatter(y_before.mean(axis=0).numpy(force=True), y_after.mean(axis=(0, 1)).numpy(force=True), s=1)\n", "plt.xlabel(\"Before Ablation\")\n", "plt.ylabel(\"After Ablation\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1b545c03-6f9c-4b8f-a695-ce9087371d42", "metadata": {}, "source": [ "As one might expect, it looks like the majority of tasks are unaffected by the ablation of the AP-1 motif from the sequence. But we can rank tasks by those that are most effected to see which ones they are." ] }, { "cell_type": "code", "execution_count": 6, "id": "6ff975e4-3373-4ea6-9f47-724b2add5eb9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy\n", "\n", "names = numpy.array([name[:40].replace(\"_None\", \"\") for name in numpy.loadtxt(\"beluga_target_names.txt\", delimiter=',', dtype=str)])\n", "\n", "y_delta = y_after.mean(axis=1) - y_before\n", "idxs = torch.argsort(y_delta.mean(axis=0))\n", "ymax = max(abs(y_delta.min()), abs(y_delta.max()))\n", "\n", "\n", "plt.imshow(y_delta[:, idxs].T, aspect='auto', cmap='RdBu_r', vmin=-ymax, vmax=ymax, interpolation='nearest')\n", "plt.colorbar(label=\"Difference in Logits\")\n", "plt.ylim(0, 30)\n", "plt.yticks(numpy.arange(0.5, 30.5, 1), names[idxs[:30]], fontsize=8)\n", "plt.xlabel(\"Sequence\")\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "015a064a-2898-4aef-9727-3716c5c6215b", "metadata": {}, "source": [ "It seems like those most effected by the ablation of the AP-1 motif are tasks related to the AP-1 factors (c-/Jun, c-/Fos, JunD, etc..). \n", "\n", "To continue with this trend of results being the opposite of what one might expect from marginalizations, let's load up a BPNet GATA2 model and see what happens to model predictions before and after removing the GATA motif from a genomic sequence." ] }, { "cell_type": "code", "execution_count": 7, "id": "0cdb46c7-81ce-4498-b8a9-e57da3475829", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bpnet = torch.load(\"gata2.bpnet.torch\")\n", "\n", "X = random_one_hot((100, 4, 2114)).type(torch.float32) # Generate 100 random sequences with the right size for BPNet to marginalize over\n", "X = substitute(X, \"CTTATCT\")\n", "\n", "y_before, y_after = ablate(bpnet, X, 1052, 1062, args=(torch.zeros(100, 2, 2114),), device='cpu')\n", "\n", "plt.figure(figsize=(6, 4))\n", "plt.scatter(y_before[1], y_after[1].mean(axis=1))\n", "plt.plot([1.1, 2.1], [1.1, 2.1], color='0.7')\n", "plt.xlabel(\"Without Motif\")\n", "plt.ylabel(\"With Motif\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a213b737-d964-49d8-9e35-0469ba050271", "metadata": {}, "source": [ "As expected, the model predicts a lower value after ablating out the motif." ] }, { "cell_type": "code", "execution_count": 8, "id": "4ee2bc57-1f2b-4698-9b52-411c18f68a81", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yb = torch.nn.functional.softmax(y_before[0].mean(axis=0), dim=-1)\n", "ya = torch.nn.functional.softmax(y_after[0].mean(axis=(0, 1)), dim=-1)\n", "\n", "plt.figure(figsize=(6, 4))\n", "plt.plot(yb[0], color='0.7', linewidth=1, label=\"+ strand before\")\n", "plt.plot(yb[1], color='0.3', linewidth=1, label=\"- strand before\")\n", "\n", "plt.plot(ya[0], color='r', linewidth=1, label=\"+ strand after\")\n", "plt.plot(ya[1], color='b', linewidth=1, label=\"- strand after\")\n", "plt.xlabel(\"Genomic Position\")\n", "plt.ylabel(\"Predicted Probability\")\n", "plt.legend(fontsize=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a5bea754-7ce6-4bf9-af4d-395679ebf3ae", "metadata": {}, "source": [ "Likewise, we can see the inverse pattern here from the marginalization experiment. Before ablating, the profile predictions show clear bimodal peaks in the profile predictions. After ablating, the model is predicting largely flat signal.\n", "\n", "A note for all of these ablation experiments (the DeepSEA and the BPNet ones) is that, although they do seem to show exactly the opposite results as the marginalization experiments, this is because we are not using the ablation function in the setting it is most likely to be used in practice. Basically, here, we are constructing synthetic background sequences, inserting a motif in, and then ablating it out. In practice, one is going to take a real region of the genome and ablate out one or more motifs instead of focusing on the individual effect of one motif isolated from the others. " ] }, { "cell_type": "markdown", "id": "f1169b1a-6c11-4f43-b645-d7d6a090f949", "metadata": {}, "source": [ "#### Ablate Annotations\n", "\n", "Above, we saw the core functionality for how one can perform ablations. In that functionality, one passes usually one sequence at a time with a fixed coordinate to ablate out. However, sometimes one would like to ablate out many locations on the same example individually and observe the effect that removing each span has. The `ablate_annotations` function allows you to do that by passing in a set of annotations in the form of `(example_idx, start, end)` coordinates. This format is similar to the variant effect prediction format and allows for any number of annotations to be ablated for each example. Each coordinate will then be ablated independently of the other annotations, and the result will be the model predictions before and after the ablation is performed.\n", "\n", "Let's start by getting some annotations for a sequence. An easy way to do this (and usually the way you will do this in practice) is to call seqlets on attributions. " ] }, { "cell_type": "code", "execution_count": 9, "id": "efed1034-3a93-4f65-8ded-96bdf04d4ea2", "metadata": {}, "outputs": [ { "data": { "image/png": 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16hRRUVHu9WfOnIndbmfEiBGMGDHCvbxHjx689957V7z8IiIiIiIiInkp3weO69OnD3369PH6XObAe9q0aVeiSCIiIiIiIiL5It/6pIuIiIiIiIiIJwXpIiIiIiIiIgWEgnQRERERERGRAkJBuoiIiIiIiEgBoSBdREREREREpIBQkC4iIiIiIiJSQChIFxERERERESkgFKSLiIiIiIiIFBD+uX3B6dOnGT16NGvWrCEmJgbLsjye37FjR54VTkRERERERORakusg/eWXXyYqKorHH3+ciIiIy1EmERERERERkWtSroP0jRs38u2333L99ddfjvKIiIiIiIiIXLNy3Se9fPnyWVLcRUREREREROTS5TpIf+WVVxg7diyRkZGXozwiIiIiIiIi16xcp7s/99xzJCUl0blzZ4KCgggICPB4ft26dXlWOBEREREREZFrSa6D9FdeeeVylENERERERETkmpfrIL1Hjx6XoxwiIiIiIiIi17xcB+kADoeDJUuWsG/fPnx8fKhVqxYdO3bEz88vr8snIiIiIiIics3IdZB+6NAhBg0axIkTJ6hevTqWZTFx4kTKlSvHpEmTqFKlyuUop4iIiIiIiMhVL9eju48cOZLKlSuzfPly5s2bx/z581m2bBmVKlVi5MiRl6OMIiIiIiIiIteEXAfp69ev5z//+Q8lS5Z0LwsLC+PFF19k/fr1eVk2ERERERERkWtKroP0wMBAEhISsixPSEjIMh2biIiIiIiIiORcroP0Dh068Prrr/P3339jWRaWZfHXX3/x5ptv0rFjx8tRRhEREREREZFrQq4Hjnv11Vd56aWX+Pe//42/v3m5w+GgY8eODB8+PM8LKCIiIiIiInKtyHWQXrx4cT7//HMOHjzI/v37sSyLWrVqUbVq1ctRPhEREREREZFrxkXNkw5QrVo1qlWrlodFEREREREREbm25ShIHzVqFM888wxFixZl1KhR51132LBheVIwERERERERkWtNjoL07du3Y7fb3fdFREREREREJO/lKEifNm2a1/siIiIiIiIikndyPQXbsGHDiI+Pz7I8MTFRqe4iIiIiIiIilyDXQfr8+fNJSUnJsjw5OZkffvghTwolIiIiIiIici3KcZAeHx9PXFwclmWRkJBAfHy8++/s2bP8/vvvlCpV6nKWVURERETyiWXBiy/CkSP5XRIRkatbjqdga968OT4+Pvj4+NClS5csz/v4+PDUU0/laeFEREREpGBYsQLGjgWbDT75JL9LIyJy9cpxkP71119jWRYPPfQQn332GSVKlHA/FxAQQIUKFShbtuxlKaSIiIiI5K/Fi83tjz8qSBcRuZxyHKTfeOONACxdupQKFSrg4+Nz2QolIiIiIgXLhg3m9sABk/JeuXL+lkdE5GqV4yDd5dixYxw7dizb51u0aHFJBRIRERGRgsWyYOPG9Md//aUgXUTkcsl1kN63b98syzK2qu/YsePSSiQiIiIiBcrBgxATk/54yxbo1i3fiiMiclXLdZC+fv16j8c2m40dO3bwySef8Nxzz+VZwURERESkYNizx/NxcnL+lENE5FqQ6yA9NDQ0y7I2bdoQGBjIqFGjmDt3bp4UTEREREQKhqNH87sEIiLXjhzPk34hpUqV4sCBA3m1OREREREpICIj87sEIiLXjly3pO/cuTPLspMnTzJ58mTq1q2bJ4USERERkYJDLekiIldOroP07t274+Pjg2VZHssbN27MO++8k2cFExEREZGCISoqv0sgInLtyHWQvnTpUo/Hvr6+lCpViiJFiuRZoURERESk4Mg4sruIiFxeuQ7SK1aseDnKISIiIiIFlIJ0EZErJ9dBOsCaNWv48ssv2bdvHz4+PtSoUYOHHnqI1q1b53X5RERERCSfuYL08uXhxIn8LYuIyNUu16O7f/PNNzz66KOEhITQr18/+vbtS7FixRg0aBDffPPN5SijiIiIiOQTy0oP0j/7DB5+OF+LIyJy1ct1S/rEiRMZNmwYDz74oMfypk2b8vnnn2dZfiHTp09nypQpnDp1itq1a/PKK6/QvHlzr+uePHmS0aNHs3XrVg4dOkTfvn0ZPnx4bt+CiIiIiORQUhKkppr7LVpAYCCsX5+/ZRIRuZrluiU9Pj6edu3aZVnepk0bEhIScrWthQsXMmrUKIYMGcL8+fNp1qwZAwcO5NixY17XT01NJSwsjCFDhnDdddfltugiIiIikkuu07syZaByZfBoS7Es2PwixGzOl7KJiFyNch2kd+zYkV9//TXL8qVLl3LLLbfkaltTp06lZ8+e9OrVi5o1azJ8+HDKlSvHjBkzvK5fqVIlXn31Vbp3705oaGhuiy4iIiIiuZScbG7r1QMfH9MvvVy5tCdP/Q47x8LGJ/OtfCIiV5scpbt//fXX7vs1a9ZkwoQJrFu3jsaNGwPw999/s2nTJvr375/jHaemprJt2zYGDRrksbxNmzZs3nx5r8Y6nU4sy8LhcAC4b6VgUj0VHqqrwkH1VDiongqPq72ukpIgJASqVgXXW6xdO+1+1ArwDYGYv+HMXgitnq9lPZ+rvZ6uFqqnwkH1dHH8/PxytJ6PZVnWhVbq2LFjzjbm45NlHvXsnDhxgvbt2zNjxgyaNm3qXj5hwgTmzZvHokWLzvv6vn37ct11111Un/R//vkHm82W69eJiIiIiIiIXIxmzZrlaL0ctaT/9ttvl1SY8/Hx8fF4bFlWlmV5rX79+u6W9C1bttCgQYMcX9WQK0/1dAWUKJF12dmzud6M6qpwUD0VDqqnwuNqr6tNm+CWW2D4cBg61Cyz28Hf1w7zK4IzLR++ej9o9ln+FfQCrvZ6ulqongoH1dPldVHzpOeFsLAw/Pz8OH36tMfy6OhowsPDL+u+fX09u+L7+fnp4CoEVE+XkbdBHy/hf626KhxUT4WD6qnwuFrrKinJ/EwEB6f/NPj5AfFHwB6dvqIj4ZJ+O66Uq7Werjaqp8JB9XR55ChIHzVqFM888wxFixZl1KhR51132LBhOdpxYGAg9erVY/Xq1XTu3Nm9/I8//qBTp0452oaIiMjlEpMUw8mEk9QpXQdfn1yPsypy1XANHFesWKYnEg9d8bKIiFwLchSkb9++Hbvd7r6fndymqffv35+hQ4dSv359mjRpwsyZM4mKiqJ3794AjB07lhMnTjBmzBj3a3bs2AFAQkICMTEx7Nixg4CAAGrVqpWrfYuIiJzPxA0TeeW3V4h9KZaSQSXzuzgi+SbbID3+4JUuiojINSFHQfq0adO83r9UXbt2JTY2lvHjx3Py5Enq1KnDpEmTqFixIgCnTp0iKirK4zXdu3d339+2bRs//fQTFStWvKz95kUk761ZAxUqmNGCRQqiZHuyx63ItSrbID3p2BUvi4jItSBXfdLtdjsNGzZk/vz51KlTJ08K0KdPH/r06eP1uffeey/Lsl27duXJfkXkMvOWWZM2mcThw3DrrVCnjhmQ6DKPFSlyUZLsSebWlpTPJRHJX9kG6bYzV7ooIiLXhFx1svP396dChQo4nc7LVR4RuQbMnQuJifDXX/DHH/ldGhHvXMG5K1gXuVZlG6SnnjG3/iGArraKiOSVXI+EM2TIEMaOHcuZM2cuQ3FE5Frw44/p93/6Kf/KIXI+akkXMVxBetGimZ5IjTW3TT+G64deySKJiFzVcj0F27Rp0zh06BDt2rWjQoUKFM30jT1v3rw8K5yIXH2Sk+H339Mf//13/pVF5HzcQbpa0uUal5T2EQgIyPSEK9297K1Qph1se/dKFktE5KqV6yC9U6dOuR7FXUTEZfduSJssAnB3UxcpcFwDxqklXa51KSnmNstUyKlnoGglKFbNfJkXrXSFSyYicnXKdZD+1FNPXY5yiEh+ckXKPj6XPWpOm0VRpMBzBed5Obr70XNH+WzdZ/Rt2Jd6EfXybLsil5NrKKIsQbrtDBSrae77+EDpG69ksURErlq57pPeqVMnYmNjsyw/d+4cnTp1ypNCicjVa8+e/C6BSM5cjnT3w2cPM3r1aLae3Jpn2xS53FzXbrO2pMdCcIbW87AmV6xMIiJXs1wH6UePHvU6untqaionTpzIk0KJyNUrMjK/SyCSM+7R3fMw3T3BluBxK1IYeG1JtyyT7l6kVPqyopWvZLFERK5aOU53X7p0qfv+ypUrCQ0NdT92Op2sWbOGihUr5m3pROSqc+yYuS1XzssgRCIFSI5a0r2N0XKeLiOJtkSPW5HCwGuQ7kgGyw4BxdOXacwiEZE8keMg/YknnnDff/nllz034u9PxYoVsywXkavTgl0LWLhnIZ/f+XmuB5J0BenDhkGjRvDee5ehgCK5lRIN+7+AOk+BXxBweQaOU5AuhZHXdHcrbQTQgBJXvDwiIle7HAfpO3fuBKBjx47Mnj2bUqVKXeAVInK1+v3Q70zcOJGPb/+YIP8g7ytlHIwuw+PoaPOwWzeoVg2++ebyllUkRzY+A4emQ9IxaPoRYILzIn5F8nTguITUBI9bkcLAe7q7K0gvnmV9ERG5NLnuk/70009TrFixLMtTU1OZP39+XpRJRAq4+NR4j9tcvTYeypaF6tVN/N6xo1kemxTL4n2LiUmKycuiilyYPQEi55n7eyeA7Rxg0tzDgsPydOA4taRLYeQ1SHfazK2/gnQRkbyW6yB92LBhxMXFZVmekJDAsGHD8qRQIlKwuQe/uojWwPh4qFEj/XGLFuZ2/bH1dPmmC2sj1+ZFEUVyLmoRONKCZkcynFwJmJb0kkElle4u1zxXYpRvxrNGp6slPTTL+iIicmlyHaRbluW1D+qJEyc8BpMTkauXO2U3lyNU2+2QnAzly6cvq5k2xe6ltM6LXJKYjZ6PLRuWZZFkTwvS87AlXaO7S2HkOu3zmNzHle7uG3jFyyMicrXLcZ/07t274+Pjg4+PDw899BD+/ukvdTgcREZG0q5du8tSSBEpWC42oE5Ii0syDmnhOvlTkC755sw/WRbZnXacllMt6SKkt6A7HBkWuoJ0n8yTp4uIyKXKcZB+6623ArBjxw7atm1LSEiI+7mAgAAqVqxIlSpV8r6EIlLgXGy6e3xa/O1t3EkF6ZJvEg5lWeRqPQ8LCiPZkXcDxylIl8Lihx/g/ffhyy+zCdJd6e6+OT6VFBGRHMrxN+uTTz4JQMWKFenatStFihQBIC4ujgULFjBlyhR27tzJjh07Lk9JRaTAuNh0d1eQHhbm5TkF6ZJfko+b29DaELcHSJ92rWRQSY7HH8/+tdnMYpCdBFsCxQKLKd1dCrTUVHj2WTh4EJ54Apo3N8vVki4icmXkuk96jx49KFKkCGvWrOHFF1+kbdu2fPPNN7Rv3545c+ZcjjKKSAFzsQG1gnQpcJx2SDkNgWFwxz9QuReQ3pKe133SE22JlA4urZZ0KdCmTTMBOsDixeAaL9hrS7qPP0RvgFW9YNMLV7KYIiJXrVzlKB0/fpy5c+cyZ84ckpKSuOOOO7Db7Xz22WfUqlXrcpVRRPJTymk4sQwq9XCnNV5quruXWRwVpEv+SDkFWCY49wuCuk9Dymn33OhhQWF53ie9dFEF6VKw/fCD5+PktB4f2bakJ0fBkdlQov4VKZ+IyNUuxy3pAwcOpGvXruzdu5fXXnuNlStX8tprr13OsolIQbDhKVh9H2x61r0oITWB0MDQXKfsJqbFJf5eLg8qSJd8kZSWyl4qLZ+3dCsoEk6SLQkffChepHjeju6emkDp4NIXNX2hyCXx8cn654VlwR9/ZH0pZBekq0+6iEhey3GQvnr1anr16sXTTz9Nhw4d8PNTHySRq96ZLXD4O3N/7+cQfxDLsohPjadMSJlcB9Su6XsCArI+5w7SbQrS5TLxFqS4+qOHVDO3vn5QuiVJ9iSC/IMIDgh2t6pfjI0bYefO9MdqSZeCLioKoqM9l5134DifXPecFBGRC8jxN+v06dNJSEigZ8+e9OrVi2+++YaYmJjLWTYRyW+HZqTft5wQv59kezIWFmWKlsl1a6DrBC+7lvTSwaXVki5XVmra71hQmfRlvgEk2UyQHuQfdNHp7tu3w003QbNm6YF6oi2R8OBwBelSYO3ebW59fWHECChaFALTpkL3CNJdA8ZZTkREJG/lOEhv0qQJI0eOZNWqVfz73//m559/pn379jidTlavXk18vE6sRa46p1ZnWeRKcS8TUibX6e4XakmPCIlQkC5XljPV3BYp47HY1ZIe5B900enuTz8Ndrvp5jFihFmWYEugdNHSJNgSsC4wErxIfti/39x27w6vvQYvvQRpE/pgs2VY0Tfti9yV9p6JZaV3cRIRkdzJdY5ScHAw9957LzNmzGDBggX079+fyZMn07p1awYPHnw5yigi+SVuV5ZFriC6TNHcp7tfqCVdQbpcce4gPdxjcbI9meCA4ItuST9wAJYuTX98KG0qdtfo7k7LSaoj9WJLLeKWYk8hJikGh9Nx4ZVzwJUkec895rZ///SWdI+g29UX3fK+3/79oUQJmD07T4olInJNuaSORDVq1GDo0KGsWLGCDz/8MK/KJCIFgSMZkk+AXzC0mw8hVYH0Ed3Di4ZfdEu6gnQpMJypZlR3vyIeiz3S3S+iJT1jgJ6Rq0+6677Ipfp2y7eUHlOarSe3eiyPijJTqSWc72vayzgNriC9QQNzW7kyVDVf/3gkTfpmH6T/9BN89ZXJJBk8ONPrRETkgvJktA8/Pz9uvfVWJkyYkBebE5GCIPGIua3RHyrdDU3GAiZdN9AvkOJFimfpk75ypbl1zambmdcRgtPEp8ZTNqSsgnS5shyp4JO1/4V74Dj/YJJsSblOTd+0ydz6+qa3QlqW5R7dHcj1RS4Rb2KTYz1uwQTHPXpAv37Qs6dJPSfjMWxZno8zbi9tM5UqpS8rUcLcegTb7pb0rOnuY8em34+OhuPHc/puLuDA17C0I8RszKMNiogUTBqSU0S8S0jLzy17q7mteDcEmZbukIAQQgJCPALqffvg3/829x97zPsmXZNC2L10YYxPjadsMQXpchllDExc952p6X1rM8jYkm5hYXPasqxzPlvTGjU/+gj++sv06U1xpGBhEV7UpNarJV3yQkxSjMctwLhxsHatub9oEWzYkIvtxZjjNSwsfVlQkLn12pKeKc0+Li79gm2eitsH6wfDyWXwezewZXM1WETkKqAgXUS8c7Wkh9Yyt77+UKIeCakJFA0oStGAoh4tgc8/n55W+fPPcPp01k26pvHJLkh3pbtrQC25YjIG6QemwfrH4eiPJNmTCPY3fdIBj37p334LvXvDrqxDNrgdPWpGxR40CK6/3rRouoLyUsGlAAXpkje8BenffOO5TlIuemzExkL58p7TqHsN0jO2pJe7Deq9CpiLUq5sqXr1cr7fC9r1ETjS3khSFJzbef71RUQKMS89Q0VESG+lCK6YvszHhwRbAiGBIYQEhrjT3c+dg19+SU/rhfT+5xm5WtJtmRolUx2p2Jw2IkIicFpO96BdIpddxiD9xDI4MBWKhJNs93W3pINJfy9BCVavhoceMhea1q+HbdvSA5iMTp2Cpk3Tn+vZE86kfV5CAkMI8g/K9RSGIt5kDtLPnIGNl5ANHhsLoaGey4LTvo69BulOmxnTwT8EgH/+MYu7d4e5c80AcnkialEebUhEpOBTS7qIeOdINgNqBYZ5LI5PjXe3pLtS09euzRp4e5NdurtrOxEhER6PRS47py092MggY7q76zGY6ahcx+/+/abFPLOUFJPyW716+rLQ0PSW82D/YIL9g9WSLnnC3Sc9ydy6xkMIDzdp7h06nOfFXrqApKR4XnCF9ItNGccbsTnSPjd2z+/rY8fM7ZAhpjX+jTc8W+Uvij0J4vcBPlDxX+Cj01cRubrpW05EvHOmQECJLGdXCakJ7j7prnR3V6uNq0/6XXd536TrxC9zQK8gXfKNrz9YWdM+kuxJHI07yvyd892Pjx+H1asvvMlTp8yta0RsF3eQHhBM0YCiCtIlT8QkxVAyqKS7Jf3AAbP8xRehWTOYNCm9q1FOOBzp86K7uIL02PSx6Yg8lhak2855rHvypLlt2tTcVq/uecEqp/7+24wQn5QExO8FLKjxCLT/ARq+k/sNiogUIgrSRcQ7RzL4FsmyOMGWoU96WrpuZKR57vHHze2IEd5bTooVM7fJyZ7LFaRLvvENBCtrGkiSLYk/I/9k0E+DADNv+qpV5rkyZUzgU6GC9026xmMoV85zeaItkUC/QPx9/RWkS56JSYqhesnqxCSbID0qyix3taDXrg3Nm+d8e3Z79i3pGUdp33cg+yC9WDEoXTp9WW4uEgCsWwdt2sDDD0PXruA4kzYARLUHzW2dZ6BImdxtVESkEFGfdBHxzpFsAhiAg9PhzBao0NWM7p7WJz3JnoTD6SAqyg9/f6hf34xqXbOm95MyV5B+5ozn8vjUeHx9fAkNDCXAN0BBulw5voEm5T2TzHOjJ9mS2LHD3H/3XXj0UTN/tDeulOCiRT2XJ9gSCPY3nXuDA4I1BZvkidikWBqXa+xOd3cF0rVqpa/jbdyE7Dgc4J/p7ND1etcFAIA9ewO4tTRg9wzST5yAatUuPsXdsuCRR9IHIl2+HBJPHSQUoETaSHT+wVCs2sXtQESkEFBLuoh450w2gwEBRM6HHaMhep1HujuY1sGoKJPOmPHE7nwt6TExnstd07r5+PgQEhiiIF2uHN8Ar0F6st0z3SPJnuTuf37HHea2SxeoWJEsXH3WM6cMJ9oSSXWk8sKiFzgRf0It6XLJHE4HZ5LPmJb0tHT348fNvOalSl3cNv38snZJcgXpW7eaIPrYMYg6GWTGc8jUkh4dDSVLXty+ATZvNgMyZuTriAf/YlAk3PuLvHRZEREpzBSki4h3lhPIGmkn2BJwWk7OpZxzP46KgipVLrzJ8wbpgSbozzz/ushllbElvckYKNkI8N6SfvQoFC+enubu4+O9hdIV4GR+LtGWSJI9iQ///JATCQrSL2TBArjxRjMAWaL+VV6dTTmLheURpJ86ZeY4v9iWbH9/SE31XBZivp45fRoOHzYzG4APBJaEFM8v9NTU3LXcZ/bbb+a2e3fTKn/77YAjEYLKen9TO96HmUXg19aQ6GUkRxGRQkhBuoh45xfktYUxPjWeGVtncOP/bnQ/Pncu/STufFxBesbBh1zb8MGH5QeXux+LXBG+gWbuZafdtNKlZY9knBcd0lvSa9a8cPDjGiw7c5ePzFOuaQq27P36K/ToYYLBCRPg44/zu0QFkyswrx6WHqSnpqZPmXYx/P3NDAUZBQenZ4asWwfz5qU9EVASkjwDY5vt0oL0PXvM7ejREBEBX3wB/j5J4OflTUUtgr+GmrnaT6+BPeMvfsciIgWIgnQR8c43yIzwnknmfrQJqQnYbDk7KQwMNCeArtF/wbT6xKfGExUfxS1f3cLRuKMK0uXK8Q0ELEj1vHKUuSU92Z5MbKxpSb8QV7ePzIFO5pbznLaknzt34XWuNiNHgjNDBnPmwSbFiE2Kxc/Hj0rFKxGXGofNYcvx93F2ihTJ2pLu45OePv/EE2bUdcC0pMfv91jX6czapz03Dh40mQC1a5vH5ctDEb9Ec+EYYM1DsKA6HPwW9n9plgWXTxvo1Dr/xo/MNbdntl58AXMgLg5eeAEGDIDt2y/rrkTkKqUgXeRqF70Oto+G6A25e51fEXCmnamFtwb/UMBLa6AtAbs9a/9bb3x8TGv6wYPpyzZsgLiUOI/1LhSkb90KDz1kphhyjaQtkoXTASdXwLmd2a/jGhwxxfNAytIn3ZZEamrWweC8cQUomQPL3ATpDge88oq5X6OGGU3+WhEbCytXQqVKJrV6xYqcZeoUVgmpCeyN2ZvlmMuJmKQYwoLDCAsKA+BM8hksK/ejqWdUqlTWwT3BBM6QPsUgYFrSEw5AUvqIct5a4s/LnmDGPUkLnA8dgnr1MmWsOFLSP6vJJyDhoOkLf2ollGwId+2BrlugSET2+9k2Ctb2N/eXdoDEyFwUMueSk6F1a/jwQ5MFcNttl2U3InKVU5AuV5cTy2DnR3BWl64BOPy96af398uwuAWcXGmWn9kK6x+Hbe9C6lnvr/ULMidPANc9B0UrAVkD6PjUeK8DDWXHFaSfTdvtypXet5mdP/800wl9/TWMHQvPPJOz/co1xp4Ey283J+M/Xw9bR3pfL7Ckuc0UpHtLd/c2f7Q3rlTfzIFKliyU84zuPmUK/Pe/5r7NBnPnXni/V4sdO0yXgccfNyPot2+fPr3j1WjmtpnU/qw2vx34Ldevdc2RXjKopPtxQMClZR6EhZnB55yZxmLzOhCd6/NzYhmcNdMf5Gr/Scdh0Y2wsgf80gB2/5dTp7zsK+NFYxfbGZNqX70/+IdAaG2onc2BYk+EbW+nP7ZsYL88GVtffWUuJBcvDk2aaDwFEbk4CtKl0LKsTCl5296F3zrC5ufhl4bnbz27FlgW/PUyWA4o086MjJsaDdHrYVFz2Ps5/DMcNr/g/fW+QWA7a4KdDLyluwcE5PxEpEQJc/L3f/9nWkw2b84mSPfxyfoHvPqqCX5uvRXuuivnFwfkIlhOiPoVji/1Oj5BgbZ3IpxYYk7e/YIgdpP39YLKmtvEIx6LvQ0c5+eXsxbC8LQBqKOjPZfnpiV9/HgzyjbAzJneR5G/Wu1KmxK7TZv0ZaGh+VOWK2HX6V0et7kRkxRDWFAYxQKL4efjR0xSDP7+kJR04ddmp1QpM0NB5iyl8wbp6x+Dg9MAk2qf4/3vGA3ntpsWcL+icG4nKSnp45e4+RU104JmZEvLwCrVLMN6mSZ4dzn5uxl7ovEY8/jGL7hcp8A//mg+u7//Dps2mYvJbpaVPmiFiMh5KEiXQmnGDHPSGhQEXbtC0rlzsPUt80NfcyAEV0j/AS+A4lLi2Buzl1RH6oVXvlhnt5o0xEaj4dbfoetWCK4Euz4yLRJ1n4Nag7OfuiZtPmeSj3ss9pbuXqxYzoN018jY48alt47ltCU9KcnMmXvzzbB4sTkZeumlnO1XcsmeaFqhl98Gy241rdKFSeQcKFYDuu2H7seg3K3e13MF6We2eCxOsiXxxs1vsPjBxTQr34wkexKBgTk7zsuUMbeHD3suz2mQnpgIW7ZAt27m8e23wyefXHi/lyT+IJxemzUQygeu/1vVqvlbjitld8xu/Hz82B29O9evjU2OZVf0LtpNbYeFRWxyLGFhEH8JjcSuYPxI2nUryzJdEFzf3R4CSppbezyu/uAREWZU9guyLNNHPLwV/OsA3H0Iwlt5T9f3L2pGeAdo+hEUKWOCboDgcmnBrzP737PTq026fLV+5nGVnqbl/TL45x+46SZoZCaKoH9ahj2RP8CCKvB9EKzuXfgufIrIFaUgXQqdNWugTx8zmFKbNma6ltSDP5nAs+33cOMkuONvd3p2QTRu3Thqf1bbPZr5ZRG93txW72tuQ6pCWGM4+hPU6A9NP4QWn0PDbNKAg9Oa7hI9Iw1vAXW5crjnkL4QV4vgqlWwcGHaNmyZtmmLz9riYFls3Wr66vbqld5fsVkz5BIlJ8Nbb5mBmho1gunTgf1TTX/Pit2g7rOXLTX0ojhSz38RzumA039Atb4QFAGBYdmnwbqC9Mg55nhzmKbyJHsSLSu2pHPNzlQsXpFkezJhYTkbxC001AySmDFIdzrNBa2aYTW5r959NCzbMNt0961bzfrt26cvy9KymJf+GgY/1YRfb4IfqmYZRO9Kc7XC5mSQvqvBrtO7aFW5FbuiPVvSN20yqdMbN2b/2pikGM6lnGP1kdU4LScxSTGUK2eC5IttTXf1Pf/rL3O7c6fpouQ1m8PVkp5B2bLm2LfbMz1xZgssuw3mV4Tfu0PMJvP7UmOACcKLhEO1BwgMhITMHw2/YJMab1lQ4nqT/u4K0v1DTebMd36wvKv3N5VyGorfkH7xGS5+jrrziI83Fzey/C4lHIbVvSD1jJnm8cisAnFBzKtssthE5MpSkC6FzhdfmNuVK83f339DUMp2c2W9TNpZbWCYGe21gNoYZc66Nh47z9mXy9ltcHCGCbpdQWvyKbPs6M+mxdOblNMQUML8HxzJYIs3Kb32OKhwZ/p6Rb01jwBF0yY+dwX7aRJsCbzY6kW++NcX1AyrSUJqAuXLw759WfsweuOtNSY+NZ6IkAialm9K2ZCy2bak791rbuvWzfrc6dPw+ecwZowZjE5y7pln4M03TVBUujR88w1waAaUagHt5puWq/Y/Xd5CxP4N+76A47+ZINsby4Itb8HcUjC7uOnL6vCSf54aY1rU0uY8Py+/IAgoDnF7YNW9cOZvwAwcF+RvOpcH+QeRZEuiYkVzDF4oW9XHx7Sm//NP+rqrV5uW8251ujHz3pn0b9zftKR7OSE+npa8Uv5KfIVFb4Ad70HZW6H5f6HEDVm6uFw0y2mCkuxaN7Phigmuhaxgu9PO3pi93F7zdneQ7nSaC9HNmsHDD5sxOH791fvrXdOuZXxcrpy5vz/DoOu5+V+6umt8+625nTjR3Fbydt07OOsXekSEuZh66JB57HTCuTOpJhsnei2UvhFiN0JM2hd1yYYery9e3IyO7sE/1LSkp2QYtc4n7RTWyub7IqPUGHNe4LL2UTj1h7ngt+8L83jLW5c8z7prrJUsXQMOfG0+B7etgy7roPNa8A24pH3lBcuCpUth1CiYNs3LxRERyTfXbpB+eBYsbmXuL+1gTtCkUFi5Elq2NAOygAnYilinoGhlc3Z3cAZse8dcpS+gNhzbQPMKzdkQlR5NxqfG8+7Kd1l2YFn6ihufhYX1Yd2jsPhGODwTji00KXNrH4ZVPeHPh73vxHbGBB9gBombHQrbR5nHwRXM4HEbnzEjv3sTkhak751oTtptZ3A4nSTbk+lxfQ/6N+lP1ZJVSbCZID0lJT2IPn4861zoLjVqZF0WnxrPY80eY+OgjTze4vFsg3TXYESZ+6f+8QdUq2amvJkyxbMva2Hx4ZoPaT6pOYfPHr7wynkoIQGmTjUp1evXm8yUCROA+L1QoWv6iXBQmctXiM3/gf9rbMZHWH4b7JsMwJjVYygysgi/7kuLUKIWwdY3oXIvuOkrcxx7SxlNTesMHlgSTq2C2SVhYcOs67kEpUU1kWZ0NrvTid1p9wzS7SZIj4uDY8fM6paV/QBZEREQGWm+r1JSzP800ZZI0QAzPHzRgKLZpru7xlm4lLmmc+zQtyZ4af+DyTbouNRkH1zydmfCgqowJwzmRsCJ5d7X83KRwjWC/mWbeq4ARf+HzhzC5rTRpVYXjsUdIz41ngULTIA8aJBpwf7xRyhZ0gS+ixfDG2+Yfs779pl094xik2LdQbrrYuW5c2bsj5yqVcvc/vYb9OsHn31mHnttSS+atU9C2bLprwcz/kjC7h8g6Zi52NduHty5G4qUNisElDDHy/fBsPQWqlaF3Zkz/4ul/XCc3Za+zDVvuu0cFK8Lxa/L/k1ZjvTvMjAt2QmHzGjv6weac8BD09396s1rctB/PPkkbHnDDHy38WmIPwB4aXyO3Qxl2posAIDSzc0FwtRYM9jtukFmXJ2knPQTyBsOB3TvbsZ3mTTJXKz9/HM833eG+3annTPJZ7A5lKYvciVcm0H6uZ3wx/3prSyV7jFf8lIoHD1qAjIPzlTwTZv36MCX8M+rELOeguh04mkOnT3Ew40e9mhJX7p/KcN/G87IlWnp57H/wO5PzEA3veLhX4ehRANzIhDeFnqegXvPQN1shjf3D0lPB8zcNOXja/qr7/4UDk73/vqAEqb1In6vablMiiIhrQ99SICZD6loQFHiU+PdJ2+uuXM/+CD7Ad2uvz7rsvjUeIoFFnNvO7sg3TWydub+lsOHmyma9u41g07l5oS0oJi+ZTp/Hf+LxfsWX9H9rl1r6urBB9P7gVatYpkWq6AIk5HxY23z563VGnOyN2+eaY0fOTKX//+4PbBzLDR4G3rGQI8TENEOgMX7FuPn48eS/UvMugenQYl60PILqN4P2s83xzkwauUoXl/2ulnPLy3KcySbk3PbWbCf5zs+U9eYpLSTUHeQ7pcepAP88ou5/b//y76bx3Vp8cKgQeYCyMGDZjwHV5Ae7B9sxnfw0q3DNd2Yq1Uur1gW/PQTPPusaaH97DPMVFalWpiAIXq9GWDLdok7Tow0FxEjOkCXTdBiAvj4ZV+oTAGB6/vdddHPY90Ty2HXJ+biYab5uT0cmAa/NIE54Sbj4twuOP0nLGoB3xeBOaVgz/hLept5YVf0LsoULUPDsg3d/dJ//NFcoBk71vTLv+su05p+zz1wxx1mvIJVq8zz3lrSXS3en31mPpsjRuSuj3qdOun3p01Lz5DKuBzS5mIPyRSk+wW76+/dd82FvxdegMCk7aZrSZm2JqvLmZx+4c/1OXUkgzOVatVMurxr4LrkZEgOTEufOvCVOQ6c9vQgPeEglL3FZIOk2bfPBJ7vvWeOeSuglOdx7eNvpo079C00Gwe3roA7d0H1h0xq+oo7YVYxmBUC6wd7/0c5bWaw2gPTTDaALZ7iyWYGlZiYTOsmH0/PTlv3GKzsCbF/wa9tzTgxfsEQ/ScczyZlIjvJJ2HHWHPBfccHJssuh5YuhQUL4O234cABiIoyQXt2Zm6dSdjoMD7444PclVFELsq1GaQfmWtGum72qXlc92nP0UGlYElIG70mZiPYE/H3zzSqO5hUd9ePU93n0gezKYA2HttI6eDS3FnnTg6dPcTpRHMm8sveX+hSswsrD60084ZHrzEntnWeMWnqySfMSUz8PtPiZdngzD/uIOVM8hm+2PwFfx3/y+yoSLhJ8bPFQcspJsXQPy14ST4JYc2g6gPZF9THB4pVN/fT+s4l2M0/3hVohASEkJCaQOPGZrXPPze3kydnv9nsgnRX4F8ssFi2QXrNmuZ2T4bEl5QUM4ruPfekp9LfcEP2+y+ITiWcYnPUZh5q9NDlD9KdNnNyCHBuF2diTYDkSnEFTN37haR1pfABy24u1pC1VclmMy0xjz1mRjT284Off8a0CG16AZbeYrKVto/xXp7o9Wa7ddOO87jd4GvSy1cdXsXg5oNZciAtSE84CCUbm/L99bJpfYrbw4n4E7y+/HVGrx7N3pi95tgHEyyGt4bG75//f1KigcfDJKfpTBscEOy+TbIluY+rYcNMCvCAAdlvsmFaw/2uXWawQzAt6a5tnq8l3RUM7czjCSpeegl69DDpxLfdlvY5siekfy+sfQR+uwVOr7m0HR3/1VzQcaXPl7/dfP/kkOsCx++/py87eRKTUbT6PhNcxe0xKcTenFwBf/aDGg/DHX9Bo3dNeX6/2wwW1v0Y3P6XOZby2e7o3aQ6Unnkh0fw9/Vnd/Rud//vjOMQrFljAqqPPzbT8c2bZ+7HJMUw7o5xpLyawqNNHiUmOcadZbZxI1Spkml08RwoXdp7t6QqVcxzLg0aYDKufDPMS1iqOU2bmrsHD8KNN5rj2M8eDYGlzGd3bX9zkeRY2tWupEio0guuexGA6mk/O67fk1Gj4JxVE/AxQfriliboDSxtlkX/6VHOr74yGXa//WYuMPzvf2D3K2UaaNI+2/gFp8/oULmnmbb10Azz+/rnw6b/e9ctcPdh05DjzfElpmW//Q/Q4C246QtCG/alYkUznoAH38D0rJ9Tv5usnaM/mpHtb1kCzT6B9gug6v3mIsSpVbB3Muz/MvuZahKPwcJ65vNW4gZzQfVczqefdXWheOIJc1ukSHoWhTc/7PqBmmE1+WHXDzneh4hcvHwP0qdPn07Hjh1p0KAB99xzDxsu0Jl03bp13HPPPTRo0IBOnToxY8aM3O80+aRJb3RN1TGnlLkSmVNOu7kCv/p+WNMP/uwPiZFYFmzbBosWmb/DhzHBTeR8c4K6bZQZtOtq57TlTTqh027+x6vSfiCP/gQHvuKGG8yANh67CKlqWoYTDkGF292B65dfQuvWcPfdZrCxN9+89GJlZ8sWk9I6apQ5uTh5Eq+pnBuObSDAL4Dx68fjgw8bj23EsiwW7lnI4OaDqRBagaUHlprWBt8ipt/ark/MPOd70iZO9g9JuwrfGlZ2B2DSxkm8uPhFBv04CMuyTOqf5YTjGYI+v2KmxezEUtMXvWSDzG/DU6YTa1eQHhKY3pKeYEvgppvM23PkoGtgWBjUq5f+uGLFtCA9bZshgdm3pDdoYFp7Z89Or//Nm82JWE7mr77cbLYMgzU5bXBkHvzzOmweCrvHZfu6JfuXULt0bfo07MOS/UtwZNcn+1Kd3Q4/1jLplQB7J1Au1HQcdY3k7BZcwfTPLlIabpyS7SaXLzd///0vvPaaCWBffRVY+S9zEemmr6HtXHfreBb2BMDHHJf7p8KvbWD7u6w+spqQwBCeaPEEm6M2m4tZfkVNCxyYQG3fZEg+ztwdc7mx4o10rtGZWdtmmaAzuCJELTSfH1cQmp2wxh4Pk4qYCCVzururG8Xp0zB4sGl5yk7GQd9cMqa7BwcEZxukV6tmunTMn5++bNkyr6vmWEqKaVnt08e0rD7wAHz6KWbMioS0zsMtp55/I0knYOfHsOFJk9FzeFY2OzttvqMCisNfL5muNn+/nOOyXncd+PubY2rNGjNGwowph2H/F6ZVvt6rZhaP6g9538CxX8xvQt1nTBAVt9tMwZdyEq5/yZwDHJ5pfjPy2a7TuzibcpbpW6aT4khh1+ldFC9uugtl/I1zZadkPK4CA02QXiakDIF+gZQuWpqYpBgqVzbzy0N614zc8PHx3mXIx8e06Ls0boz5fJVukb4wvDV163oG8wCOgLImsLac5iJzcHmTreUXDFH/Z7bja87JXPt+801o2tQcr/gWgdC0q1euLDn/YChRH3b/1/QvTxvk9JVXoHNn+O47c3/+fAgo28IMfunRUp2WIuDjbwbJXD/IfDeeWmFmPgkMM99JmWZ+cEs8DPiYAel2fwY/3wBbXqNhQ3Pcbk+Ll2fMwLxfVwB9W1r5k46ZBqPidWDnhybjY9cnsPJuWD8kLfvEgpMrve//8HcmW679fCjXGSr1gGI1va/rhWs6yZz8dqbYU/hl7y+83/l91h1dR1Tceb78pPBIOAInlpkLTvH5/32YG9u2wZNPmnP7fv1g6FDTxeyhh6BdO7P8nntMVk1hla9B+sKFCxk1ahRDhgxh/vz5NGvWjIEDB3Ism1+VI0eOMGjQIJo1a8b8+fMZPHgw77zzDosWLcrdjotVh8RDkJLWl6toFby1EGVr+yjY+jY0/RjqvwY1H+XkCR8aNDBpXTab+TH7+2/MSKZ7J5kRkiveZX4MLIv9sfv514x/8cTPT+DM5aA6+e2PP8yB/+yzJp3t7bfhxL795r3++Yjp47zlddPn+VLEbDQ/QjemNcv6BYNfEB07mgFxRo82I9iOHQsxwWlzFa15EA5+C7ZzrP0rgv79zQf2hx9g1izTl+9yeP99aNHC9EN98EFzYcBuJ0saK5bFxqiNHI8/zvt/vI+Febzt1DaOnDvCj7t+xM/Xj4V7Fpo+do5E05et6ViTyhdQzPwfTq2EiPbubBC70864deOYeNdE9sTs4c/IP00LYkBJWDcQ/n4F4vaCr59p1doz3pwUXKjFrLzntFvxJUzzoKvV25WaXqaM96AkO66ppQC6dMl5unvRoubLd+lSc+Hlvvvgww+hfn1YsiQ9xf5KDn5jWfDyy6bF6I03zFRZY8Zg/u/b3oZqD0KtgRBSLdspdxbvX0xcShxj14wlNjmWjVEbOXQI3nnHbPPjj81xfuiQ+cw98YQ55j74AP780+smvdvzXwgIhZu+NI+DytGiUTTFipl5uRMSzAWP33/H1P3hWaa1JzFzBJ/O60jcjhSIXgdVe5uuFSvvNv3OvSleF0hrOWrwBlTqDpgLF3annYE/DgQwYzWUbAAnfoOUGNNKm+b77d9zXenrqF2qNt9v/94srHiXuUC6frC5PZ+K/0pvDfQNJLmMuaCQMUhPtidTrhy0bXv+TbnceKPnwG9BQWbQxcx90i0vFzR9fU2KvKsl/e67zffdpbAscxEtIPNYVeGtzXfM8d+gVNPsN+BIhUXNIH6PaTWs/Xh6xkJmxWqZgOjcTmj4NpTJ5gJNNkJDTUt/TIz5Lu3bF3wcaR/qIqVN4P37v8yfN35BZhwNp8NcMPjntfRAy3bGpFYfXVAg0t13x+ymTeU2PNPyGZqWb8rumN107Gje+5w5Zp34+PRW9YzZFZZlEZsUS8mgkgCUDCpJbFIsPj4mY+JS9O6dft/PL/1Ydo1aXrNmhoHkwlubWx8/qHA7fn7wr0xVkxp6o+l/feg7k5oeUMIE5uU6m3rY9Lw7gG7f3mT2OJ2Zus5k+j0iMAzKdjBjUCxpA0cXYFnmeyzLwG1lO5rvoj/T5kOzx5kpScFcyK71GFS+F/A13wW2M+ZDE7Mx+wtMwZUAC+J2me+QImUgKYo77zS//23bmgsOTzyBeZ9n/jFBv2vwuyJlzOck8agZzNWyw7lt5ju38WhzYTNmk8k08MaZCj5pFzeiFsGKO8z5Zg7ddJO5dXXfgex/O5cdXEaSLYljcccoFVyKH3f/mOP95JbTmT4zxpYtEB192XaVr06fNl0yRo0yFyQ//RTOnLmCBfizv2kES40x5yan/7iCO780586Zsani4sxFsK+/htdfN+f7f/xhzgdnzTJZR67MnMIoX4P0qVOn0rNnT3r16kXNmjUZPnw45cqVy7Z1/LvvvqN8+fIMHz6cmjVr0qtXL+655x6+cA33nVPV+poWmd/vMo9TTOehJFsSb694mxErRvDHkfMcrD6+mKDeafrErbiLg5vWsW2bCT7uusucYNzexTLpmaG1zKBmuz6GFXeQaouj9+ze1CldhxWHVvDRmo9yV/589vLLJoVz7Fhzlfq116Bs6jwzamvzcabrwOk/zUl3Tnmb8iOkmukTfez/zDoJB2Df/3jySRMMDxsG5crBiy+CvUgVqHi32eeaPmCPo1RpP4oUgR07THq802musnl1ZqvJpohaZFIlj/+W1sKXidNhUmw3PGlONra8CTs/ZPdu0z+vZUvTgtGggZeThDQbjm3gszs+48hzR3is2WNsOLaBhXsWUqVEFQL8ArihzA0s3LMQq1wXKH49rOhq+rCd3ZKW/v40bH8X/ngADn4DwLwd8zhy7ggf/fkRvj6+fLz2Y3MCVOcJc2K0fZT5Ii4SDrWfMF/Im18wJ6oBod4LClCxu2klACh/BwnBpv9hxkDDNY3U+++bkzkwFyzCszl/BxN0gPkf3XWXZ7r7+VrSwVwUCggwgynNmmVa3IYONVdVW7Qwc9LWr5/9vvPa6dPmvd9yiwmgX34Z/vMfTLpkkXBzHB/+Hn7v5vXClWVZLN63mHZV21G/TH3qlK7D4n2L6dHD/MC8+aa5IPbCCyaNc/hw87n7z3/MsX/TTeR8ypySDU1/y9i0XMy9EwmI28CwYeZkuFw58/fuu5iTViwTCK19OK1VJ+t2O3QwJ+wvvmguhi1cCNO+LQIRN5vxIVJjzdzE0Wu9l6lMO5OxsepeM8JyWivZkv1LuKXaLbSr0o4WFVuYful1njQtR780cAdoxxOjWXFwBbtjdrPp+Cb+OfGPmW+61hDzGdg70Zz8B2bzgQQoUsq0QgHU6E+Sj2nRyzy6O5hg2T9t+IuaNbMZTAuzzvsZsuwHDco6cJyFRbLd+8hzr7+e1ucXk6mQJbjOpaAgk54/bZq5kLRoUVpmUdUHTGbZsk5mkDfAWz1jOUxgE1TWZDltHWkGrnTJeMxVuNME6svvgK0jsvYdz8GUTm++mf7+AZwhdSCsCfw9zIwhE3Geq4JV7zf9j9cNSMtGCjTlLn2j+e6O/ctzpO/MotfD5hfNxZ0jc82F36TjpDpSmbhhIuPWjWNfTN40z+w6vYshzYfw8e0f82CDB9l1ehcPPmh+R+6/33ynVa0KJUqYDKQnnjDfgSNGwOtvJ5HiSCEsyLyXsKAwdx/14cPNDANg0tRbtMiuBN51754+z/d99+EejO72tDjZIwgv29HcVujqvnAzYkT6hbu2baFco06me8GaPmaaP1cKd+0nTev6ro/MZ79IaYKCzNgWLuXLpw0Wet0LpuUZTBeVSj3M613LAJ/w5gwYYH4bxo2DFSvM5zDFCjNTvTldqU4+EN7SBP5rB5isvRO/mWOzRn/YMcY0EgRn8wEHE3iH1oGV95ixXZLNoG/9+5t0+9hYEzAUKYK5ABBcwXQp+TFtELyI9ubc8Pdu5rc49YzJQClaCQ7PNuepAcVNir83lXqY78MNT5pyZLho5rScOJwOrxcBXe6+23St6dvXNC7cdlvaoKFe/LDzB2qE1WD5oeVULlGZH3b9wNq1ppvTN9+Y1PnFiz2nnXSxLHM8PvCAyYL76SfzW+Et827TJlPfX35pHvv7X1w2SGFwxx3m//2f/5jP9VNPmc/5FWFZJoMl4hYo18Wco6wfkncze2R0Zqv5Ldg7yfxteQtOLMNuN3W7Z48ZKNLj/Nzbb0SGcxtfX5NJlJyc3jiTlGS66Zw9m34cxsRAYjYTIBUG/vm149TUVLZt28agQYM8lrdp04bN2Yw69Ndff9EmUw5Wu3btmDNnDjabjYAcnsU4A0pidfwDx77/AeCo8RjJ5bozcvkIIkIiqFWqFl9u/hJfy5d6EfU4l3yOAL8AbA4bxYoUI6T2i/gEloXNw82Ja+XeNKtVjWXLHMyfb06mAwJM357+vZbBvv/BphfBJwjqDOXn3Yu5qcJN3Fb9NtpXbs/X/3zN8XPHKROSs9GT/znxD8H+wdQuXRvLslh2cBnVSlbjyLkj3Fz1ZsD0ew4vGk7l4lXZv9+Mtm2zmR9tW+nNlAwqSfWw6tiddlYcXEHLSi2JOV6MY8fST0DDy9jZ7/yd5hWaU7xIcQ7EHuBM8hmmT2/C11+bQKFUKfNF2+/BxynfIBj+Gm76iYXUMn9evoVXrjStAfXrmxNHpxPqxdvNSMaubyjXiEm3/oFj39fgAw6HE2oOITzcwcaN8NFHJkW3a1eTQu24abrpVhC3Cyp2o0aVrqxb52D6dDNIkp+fCSgefsbLt+CeHyHpNBT3hfjdcGIF+BbFKtUcKy3Lwgcfc+paqpXpC2YFgE9ROLOLTz5x0Ly5mWvadWI5eHBa31LXKFAOB4m2RBqXbUyXGl0oH1KeHnV7MHfHXJJSknij3Rs81PghYhJjGPDjAI7GnaD8zUtMmnTcLqjaH2o+an7Ai1aHqF8htB7UG8H2nauZctcUHmr8EHui9/DKb69wLukcITe8CQER5uJFhTtMq66PL9y82KQKh1Q3c2C76ikkJGudNRtvTlIbjCDoTCTd63THF18cDgeNIhrhgw8Oh4OmTWHCBPPaqVMd7pa7jO/fpUULM6BPvXrgH+Ckc/XOVChWAYfDQYWQCnSp0YVUWyp+vn5ZXt+6tUkl/OgjcyHgP/8xJ5AVK5oRkc+dM8sSUpKJiovCx8eHVEcqJYqUINgZwc6dPkREmNGSwXxWA4JSSbGn4Ovji9NyEhwQjH9qrGlBDggDLEg6SkxQFbbEHqRBGdNNYMfpHdQuVZs1ayKYNct8JoKDTYv/s0Ommf/xuifMnL61n+FQsp1Th9fSvKLJGV0buZZAv0CalWvGp7d9SnhIODeUvoF9sfuYPt3Bt9+a1vSSJU3LzMMPmzTSjz82JzI+PtCqFbRwTUhcooT7s3M45gBRcVFUKVGFY3HHKF6kOLWrDQDfkjj2TIEig3BU6gmlWjN0qIMbboCZM03ZBwwAR7E60GlN2qBGQVBzEOCf5fgICTEnopMnm/RSPz+TZuZoPdcEyFtGmmOuwSjOJsSw8/ROyoeW52yyKWe9iHr4tv3RpKye3QqV7ie5ah8q7X+DUR1HUad0HVqUb8Eve3/BEVwVOv0Bu8ebgLHZBLakBvFIo0eY2M3ME/XCohfYfmI7Net2g1tWmvIXrQLXPX/+4/z6VyCgFDQYSZFzx+lWuxuBPoE4HA6uK3UdLSu0xOFw0LKlOSlduNDUd0BA9sf5v/9tUl5LlICePWHO3FuoXKwyDoeD8KBwutXuRrItmUDfwCyvv/56WL7cQXIyDBzo4PnnvZ/Ubj9lUmhvKGMupi07uIzGZRsTFpw1CP3kE9Oyt3y5+R5u3BgcvsGmnnd+YFqdy3fhZNFG7Ny/jPZVTSC8OSrtN6PTGtMS+Pdr4FsUar+Qzf/UDzr8ZjI3zu2Byn2gxqPn//9nWta0qUnx/+QTU84hj4PDsci0uu6ZbAKz61/z/k8JqQW3/ml+ew/MgCp9oUIPqP6o+T49sgACy0KNJyA10QSJvv7m1nKaLGjLH5y+Jtg/sZxEv3De27mCiGIRVClRhQ9Wf8CQ5kOoF1Evrdoc6bdOu7kQ6uuflk3l5HTiWbZG76BDtQ4AbDmxBV8fX5qVa0ajiEY4HA5alG/B+sj1FC/u4M8/zQn8tm0mMG7b1gScX35pvv9CQ6H7Awl0O9WNskXL4nA4qFuqLjeWvxGHw0Hp0ubzPHWquYAWGJj9cZpdnXz+uXn922+nP9W6tbmA9GiG6qRMJ6j7kgmC0xaWL28+J/Pnm2wgp4X53dn5ocnGqPUUVB9ossPa/x/sn2IuStd9BhwOHn3UnBusWWPGUggMBAcVoMWXEPUL1HsNLF8IqWlev3ucCXprPsqoUQ5atDAZV8uWpY+D4mjyGY7AauBI+34q3QZu+hb2TDDTwVXqZd5DsZoQWh9OrDTneM0+z6Yvlx/cvNQck6c3QLk7oPrDFCniYPVq8387c8aMmu7wLQod/4CdoyH1rAmwwzuYZbs/hZNroWJPc4Gg9vMmmNnwjLnIVPel8x/n+6fArvFQ7k4cFXqweOdP/Bn5JxVCK3A2+Sz31ruXKqE12LsXTqU14gcEmM/YypVmRpQNG8yFhbvuyrCrDMeE0+nk0y6f0rlmZ/46/hfvrX4PP/8USpTwdw846uMDNrudDZFbOBp31H1Bsmm5pjRqVBKn06zj62vq1ttbqlXLdJc6e9Y8uX27wz2lH+DxG+eVLQ7O7YDAcMAH7Gdx+Iex4vQ+WlRoQWiRUI6dO8bBMwdpXaV1lpefiD/Bnug9tK1qUqbWRq6lfLGKxB+rhN1ufn/9/Mx7OOrYTImgEtQIq0F8ajzrjq6jXbkGBCQeMhc+nalpAwZWIt6q4v6/u/5XU6eaVuAPPkifvaF3byhZ5Li5sOlIhoBiWMVqk+gTiM1hw9fHFwvLNGakxHPo7CF316mKoRU5d7wMv/0GtWunn+OULm0aE/z9zbmyj4+5cBTeYZnpQvT36+AfBjUGkZCSxO7j2wgtEkpCagJB/kHULFWTI2ePcDblLIFp3YRrhNVg7dG13FDK/O5EnonkSNwRWlVuBXH7TFcOp81cZAoMh7CW5vPqFwop27GfiWT0RHOeeOedJhaIi8uQfZbdbwSAw0FwsBmU8uuvzbl2QIC5mDlhgvneGTXKdOcIDfW84J1RcrK5OODqWlS2rPcxk46eO8qRs0eoX9a0/myM2kj9MvVJsadwNuUsRfyL4HA6qBBagS0ntlC5RGUqFq9ITGIMW05toUZYDaLORVGndB2clpO/T/7NrTVvzbojL3ys811mu4xOnDhB+/btmTFjBk1do4wAEyZMYN68eV5T2Lt06UKPHj0YPDh9pM1NmzZx//33s3LlSiIiInK079WrVxN0Rea2EREREREREYFmrn5DF5BvLekuPplSGizLyrLsQut7W34+rVq1wrIsHA4HW7ZsoUGDBvi58nTzW+aWZC/sTjtNJzbllbavMGHjBB5o8ACDmg3C4XQwYcMEEm2JPNb8MYoXKc6sWabPqqvV2s8P7uqRSIPxDfiwy4eMXDmSp298mr6N+ma7vxlbZrD91HZ6Xt+TxuUbX9z7ySiX8woVyHoSr1RXF/bhmg/548gfJNmT6FanG4ObZzO9z2Wkeiocsq2nTK1Jfef2pVapWizYvYA3b36TbnW7edla7pxKOEXv2aZj8se3f0yDshcYZPIa5yhfni2//HLez9TKQysZ/PNgGpdtTN3SdXm9w+tXuJRyLX/3ORwm0yw11bQseowjUsDkqp4u1LoOrDq0igfnPci393xLz+978s+Qf7LNXnVaTmZtm4Xdaeff9f+Nv2/2odLS/Uv55p9vqFWqFsPbD7/g+7ogRzJELTZThvqHmibe8NYQnLNGyCvt83Wf0yqwFdvZzgONHzCZSGe3m64fltN0NSrT2nQ9K2COHjWDULvGailWzIx5dKl+3PUjC/cu5MaKN9K/cf9L2la+BelhYWH4+flx2jURZpro6GjCs+nMGh4ezilXrk6amJgY/P39KenK68gBX1duTho/P7+C82Wdg8lM/fz8eKbVM7yy/BVSHan0b9rf/R6ebvW0x7q9e3sOAGOE8liLx3jpt5dIdaTSp1Gf877/Bxs/eBFvJE1uJme9gAJVT3JeqqvsPdvqWbZHbyfcJ5zBLQablP58onoqHLLUU0JC+gAQwLud3+W+WffRoFwDut/QPU/2Wa54OZY/sjxPtnVNSOv4eL7PVIcaHRjadiiR5yJ5qc1L+uzlo2vxu8/P7/xjxRRE562njI1zrn6a2SQH31zjZmqUrsED8x+gT6M+lCteLvt94scDjc4zPW0Gt9W+jdtq35ajdXPELwSqXuKoj1fQkBuH8Ndff/FA4wfS6skPSjfK72LlSJUq5i+vdb+he579DudbkB4YGEi9evVYvXo1nTt3di//448/6NSpk9fXNG7cmGWZ5qFZtWoV9evXz3F/9KvFw40fdvdLdw1ulBtP3vgkIYEhNCnXhAC/a+t/J5KfAvwCmHr3Baa6EjmfTCei1UpWY93AdflUmGucK1Bw9ZcsUeK8F6cfafLIFSiUyDUgl711/9ftf2w4toHONTtfeGWRAiBf09379+/P0KFDqV+/Pk2aNGHmzJlERUXRO63pd+zYsZw4cYIxY8YA0Lt3b6ZPn86oUaO477772Lx5M3PmzGHs2LH5+TbyRaBf4HlT1C8ktEgoT7d8+sIrioiIiHeuQMHhMLmTuezOJSJXRu3StaldunZ+F0Mkx/J1CrauXbsybNgwxo8fz913382GDRuYNGkSFdPmtDl16hRRUVHu9StXrsykSZNYt24dd999N+PHj2f48OF06dIlv97CFXHy5EkGDx6MzTXPwFXuxIkTPP7449fM+y3ICvqxN27cOBYvXpzfxZCrkI59uRboOBcRKZjybXT3gsDhcPDXX3/RuHHjC/ZNWrVqFd9++y2JiYkkJCSQmpoKQJEiRShatGi2A9dZlpWr9b2Jj4/Hz8+PYG9zCKSx2+0kJCRgt9vx9fUlJCSEwMDAi17/fM9blkV8fDx2ux2n00loaKjHa202G0lJSdjTpoXy9/enVKlSPPzww+4p9FasWMHMmTM5ffo0lSpVYsiQIdSunX6F85NPPqF69er861//ylU9XY0K2rGXmJhIcrKZ2zkgIIBixYp5bDM1NTXL8ZCYmIjdbsfHx4egoCCKFi2apaznzp3DbrcTFhaWZdyI7J53OBycPXuWsLCw876v4OBg+vTpk2UKx2tVYflMFbZjP6PExESSkjznnC1WrBhFihTJUlZvx7bT6SQhIcEdPGV+D96OfR3n+edSPlOF+Tg/c+aMe/o5Fx8fH0qVKgXgLp/T6cTX15egoCCPfV3o9Tn9js9O5s9EYfnuu9apngoH1dPlle+juxcW8+bNIzIyMsvy5ORk949ZTuR2/YwS0wamuRCn00lcXFyOt3uh9S/0/IX2ZbPZOHHiBHPnzqVNmzZs376dzz//nLfeeotatWrx66+/8tZbbzFx4kRC0vr1dezYkXHjxvGvf/0rx+/jalWQj73U1FRiYmJyvB3LskhKSsoSvGQUGxt73m14ez4nZZg3b56Cl0Lmajr2wQRE8efpr3y+Yz+795C5DDrOC5+r7Ti3LIvo6Ogsy51OJ4mJiRc8l/H2+tyWISN9JkSkMFKQnkP33HMP06dP59ixYxQtWtTdGpKSkkJiYiJhYWFeXxcbG5ur9TNLSUkhKSnpvKPX22w24uLiPK40nzt3Dn9//ywtljlZPzfbi42NvWCrvdPpJDY2lo4dOwKwdu1aWrZsSd26dQG4/fbbmT17Nn/++ad70MDrr7+e6Ohojhw5QoUKFXL0v7paFaRj7+zZswQGBrpbQux2O2fPnqVUqVLuYyVjS3pcXBx+fn5ej0MXh8PBuXPnCA0NdbeYZGxJv9DziYmJOBwOQkNDs91HcHAwPXoUnhFTxShsx35GruyR4ueZ5yi7Y9uyLGJiYihZsiQOh4PAwECSk5NJSkryeA+Zj30d54VTYT7OM3L91hcvXjzbwXwTEhLcGXg5fX1OvuOzo8+EiBRa1jXMbrdbGzZssOx2e47Wj4uLs7p162YdPXrUvezo0aNWt27drPj4+Itaf9asWdZbb72V7T6/+OIL68MPPzxvuebPn28NHTrUY9nXX39tvfPOOxe1fm62N2DAAGvNmjXnLd/atWut3r17u//PU6ZMscaOHZtlO//73/88lj355JPW8uXLc11PV6OCcuz9+9//tjZv3ux+bLPZrG7duln79++3LCvrZ+rBBx+0pk+fbj3zzDPWgw8+aL3xxhseZbIsy3r77betJUuWWMePH7e6detmxcXF5er51atXW4MHD872fUhWhekzVViO/cymT59u3XfffdYDDzxgPfbYY9bXX39tpaSkeKyT3bGdkJBgdevWzTpy5Ii7nn799dcs71nHfsFxqZ+pwnqcZ/T9999bTz75ZLbPO51O67nnnrPmzp2bq9fn5XFemL77rmWqp8JB9XR5qSU9F1wpusWKFXMvc6VnJyUlue/nZv177733vPtMSEg4b1/07PYdEhKSbUrxhdbP7fbO5+TJk4wfP55HHnnE3V+lRYsWjBw5ku3bt1OnTh0WLVrEqVOnsqTABQcHk5CQkOt9Xo0KyrGXnJzssS9/f3+KFCmS7bERFxfHkiVLeOONN6hQoQLTp09n5MiRfPbZZ/j5+bFy5UqSkpLo1KkTJ06cyPL6Cz0P5jg5XwqxFG6F9dhv27Ytt912G6VKleLIkSN8+OGHJCcnM3DgQOD8x3bRokWpX78+3333HW3atOHUqVP8+OOPWd6zjv2rR2E9zl0sy2LJkiXceeed2a4zbdo0UlJSuOOOO3L1eh3nInItytfR3Qsb149ZxsDRdd9bIJ3b9b3JHBxv27aN++67z/3n2lbmADcxMTHbfVxo/dxuLzunT5/m1VdfpWvXrnTunD4vZYMGDXj00Uf573//y0MPPcSePXto1KhRllQ2bycm16qCcOwBBAUFeRwbDoeDlJSU8x5rHTt2pGrVqgQEBNCnTx+OHTvG0aNHiY+P58svv+Txxx/3+toLPe+SlJTkcaIqV5fCeuxXqVKF8PBwfH19qVq1Kn379mXlypVAzo7tF154AZvNxqeffsobb7xB+/bt8fHx8TjWdexfPQrrce6ydetWTp8+TYcOHbw+P2vWLFatWsVbb71FUFBQrl6v41xErkVqSc+FYsWKER4ezoEDByhfvjwABw4cIDw83Gswmdv1valRowYLFixwP65Xrx7ff/+9xzrVqlVj5syZ2O12/P1Nle7fv5+aNWt63eaF1s/t9ryJjo5m+PDh3HLLLe6LCRl17tzZHbjb7XYGDhzoMUic3W4nKiqKGjVq5HifV7OCcOyBOTb2799Po0aNAHNcBAQEZDtuQLVq1bLtx3jgwAFiY2MZNmwYYPojAgwZMoQhQ4YQGhp63udbt24NwOHDh6levXqO3pMUPoX12M8s4+fgQsd+69atKV26NEOHDnWPnLto0SJq1arlEeDo2L96FPbjfPHixdx0001ex2CYPXs2ixYt4t133yU8PDzXr9dxLiLXIrWk51KnTp34/vvviY2NJTY2llmzZnHbbbfl2fqZNWnShMjIyPOmetWrV49ixYrx/fffY7PZ2LBhA1u3buWWW265qPVzsj2bzUZqaiqWZWG320lNTXVPoxIdHc0rr7xCu3btuP/++7Ps3263s3//fpxOJ+fOnWPixImULVuWpk2butfZuXMnpUqVonLlyjn+X13tCsKx16lTJ3766SeOHTtGQkIC3377Le3bt88yrZRLly5dWLp0KZGRkdjtdr777jsqVKhAxYoVue6665gyZQqffPIJn3zyCW+88QYA7733Hs2bN7/g8y5btmyhRYsWOX5fUvgUxmN/zZo1nDt3DoDIyEimTZvmvrCUk2M7MjLSPcjW1q1b+f7773nggQc89qFj/+pSGI9zMJkha9as4dZbb83y3Jw5c1i4cCEjR44kIiIi168HHecicm26plvS/fz8aNasWa5e8+9//5u4uDh3muLNN99Mr1693M+PHz8ewP38hdb//vvv2b59O2+++abX/RUvXpybbrqJ5cuXc9ddd3ldx9/fn1dffZVx48Yxd+5cSpcuzfPPP+9x5fu+++7jjTfeoF69ehdcPyfbGzJkCCdPngRgzJgxADzzzDN06tSJxYsXExUVxYIFCzyu0rv273A4+OSTT4iKiiIgIICWLVvy6quveozY/dtvv7n7pl1MPV2NCsKx17lzZ06fPs1LL71EamoqLVq0cPexBXNCtn37dnd9dejQgejoaF599VVSUlKoU6cOr776Kn5+fvj5+XmMQuya67dEiRLu0eEv9PzJkyeJjIzU9Dq5VNg+U4Xh2M+8zdWrVzNu3DhSU1MpWbIkbdu2pXfv3oCZe/pCx/Y///zDjBkzSEpKokKFCgwePNijznTsFyx58ZkqjMc5wO+//07JkiVp3Lhxln189dVX+Pv78/TTT7uX3XDDDTl+fV4f54Xtu+9apXoqHFRPl5ePZVlWfhdCzu/EiRO88cYbfPbZZ9lOa3I1OXnyJG+88QaffvrpNfF+C7KCfuyNGzeO2rVr06VLl/wuilxldOzLtUDHuYhIwaQgXURERERERKSAUJ90ERERERERkQJCQbqIiIiIiIhIAaEgXURERERERKSAUJAuIiIiIiIiUkAoSBcREREREREpIBSki4iIiIiIiBQQCtJFRERERERECggF6SIiIiIiIiIFxDUbpE+fPp2OHTvSoEED7rnnHjZs2JDfRbqmTZw4kZ49e9KkSRNatWrF448/zv79+z3WsSyLzz77jLZt29KwYUP69u3Lnj178qnEAqbe6tatyzvvvONepnoqOE6cOMGLL75Iy5YtadSoEXfffTdbt251P6+6yn92u52PPvqIjh070rBhQzp16sS4ceNwOp3udVRP+WP9+vUMHjyYtm3bUrduXZYsWeLxfE7qJTU1lbfffpuWLVvSuHFjBg8ezPHjx6/k27jqna+ebDYb77//Pt26daNx48a0bduWoUOHcuLECY9tqJ4uvwt9njJ6/fXXqVu3Ll9++aXHctXTlZGTutq3bx+DBw+mWbNmNGnShPvuu49jx465n1ddXbprMkhfuHAho0aNYsiQIcyfP59mzZoxcOBAj4NLrqx169bRp08fvv/+e6ZOnYrD4WDAgAEkJia615k8eTJTp07l9ddfZ/bs2YSHh9O/f3/i4+PzseTXrn/++YeZM2dSt25dj+Wqp4Lh7Nmz3H///QQEBDB58mR+/vlnXn75ZYoXL+5eR3WV/yZPnsx3333H66+/zsKFC/nPf/7DlClTmDZtmsc6qqcrLzExkbp16/L66697fT4n9fLOO+/w66+/8tFHH/Htt9+SmJjIY489hsPhuFJv46p3vnpKTk5m+/btDBkyhLlz5zJu3DgOHjzIkCFDPNZTPV1+F/o8uSxZsoS///6biIiILM+pnq6MC9XV4cOHeeCBB6hRowbTpk1jwYIFPP744xQpUsS9juoqD1jXoHvvvdd6/fXXPZbdfvvt1gcffJBPJZLMoqOjrTp16ljr1q2zLMuynE6n1aZNG2vixInudVJSUqxmzZpZM2bMyK9iXrPi4+Ot2267zVq9erX14IMPWiNHjrQsS/VUkLz//vvW/fffn+3zqquCYdCgQdawYcM8lj355JPWiy++aFmW6qmgqFOnjvXrr7+6H+ekXs6dO2fVq1fP+vnnn93rHD9+3Lruuuus33///coV/hqSuZ68+fvvv606depYR48etSxL9ZQfsqun48ePW+3atbN2795t3XLLLdbUqVPdz6me8oe3unr22Wfdv1HeqK7yxjXXkp6amsq2bdto27atx/I2bdqwefPmfCqVZBYXFwdAiRIlAIiMjOTUqVMe9RYYGEiLFi1Ub/lgxIgR3HzzzbRu3dpjueqp4Pjtt9+oX78+Tz/9NK1ataJ79+58//337udVVwVDs2bN+PPPPzlw4AAAO3fuZOPGjdx8882A6qmgykm9bN26FZvNRps2bdzrlC1bltq1a6vu8lF8fDw+Pj7urCLVU8HgdDr5z3/+w4ABA6hdu3aW51VPBYPT6WT58uVUq1aNAQMG0KpVK3r16uWREq+6yhvXXJAeGxuLw+GgdOnSHsvDw8M5depUPpVKMrIsi1GjRtGsWTPq1KkD4K4bb/V2+vTpK17Ga9nPP//M9u3beeGFF7I8p3oqOI4cOcKMGTOoVq0aU6ZMoXfv3owcOZL58+cDqquCYuDAgdx5553ccccd1KtXj+7du/PQQw9x1113Aaqngion9XL69GkCAgLcF5u9rSNXVkpKCh988AF33XUXxYoVA1RPBcXkyZPx9/enX79+Xp9XPRUM0dHRJCYmMnnyZNq1a8cXX3xB586defLJJ1m3bh2gusor/vldgPzi4+Pj8diyrCzLJH+MGDGC3bt38+2332Z5zlu9yZUTFRXFO++8wxdffOHR9ygz1VP+syyL+vXr8/zzzwNwww03sHfvXmbMmEH37t3d66mu8tfChQtZsGABY8eOpVatWuzYsYNRo0YRERFBjx493Oupngqmi6kX1V3+sNlsPPfcc1iWxZtvvnnB9VVPV87WrVv5+uuvmTt3bq7PxVVPV5ZrUNNOnTrx8MMPA3D99dezadMmvvvuO2688cZsX6u6yp1rriU9LCwMPz+/LFdyoqOjCQ8Pz6dSicvbb7/Nb7/9xldffUW5cuXcy8uUKQOgestn27ZtIzo6mnvuuYcbbriBG264gXXr1jFt2jRuuOEGd12onvJfmTJlqFmzpseyGjVquAfI1GeqYBgzZgyDBg3izjvvpG7duu6W9IkTJwKqp4IqJ/USHh6OzWbj7Nmz2a4jV4bNZuPZZ58lMjKSL774wt2KDqqngmDDhg1ER0dzyy23uM8tjh49yujRo+nYsSOgeioowsLC8Pf3z3J+UbNmTff5heoqb1xzQXpgYCD16tVj9erVHsv/+OMPmjRpkk+lEsuyGDFiBIsXL+arr76icuXKHs9XqlSJMmXKeNRbamoq69evV71dQTfddBM//vgj8+fPd//Vr1+fbt26MX/+fCpXrqx6KiCaNm3q7ufscvDgQSpWrAjoM1VQJCcnZ2k58vPzc7c4qJ4KppzUS/369QkICPBY5+TJk+zZs0d1dwW5AvRDhw7x5ZdfEhYW5vG86in/3X333SxYsMDj3CIiIoIBAwbwv//9D1A9FRSBgYE0aNDgvOcXqqu8cU2mu/fv35+hQ4dSv359mjRpwsyZM4mKiqJ37975XbRr1ltvvcVPP/3E+PHjCQkJcff3Cw0NJSgoCB8fH/r168fEiROpVq0aVatWZeLEiQQFBbn7bsrlV6xYMfc4AS5FixalZMmS7uWqp4LhoYce4v7772fChAnccccd/PPPP3z//feMGDECQJ+pAuKWW25hwoQJVKhQwZ3uPnXqVHr27AmonvJTQkIChw8fdj+OjIxkx44dlChRggoVKlywXkJDQ+nZsyejR48mLCyMEiVKMHr0aOrUqZNl0E25eOerp4iICJ5++mm2b9/OxIkTcTgc7vOLEiVKEBgYqHq6Qi70ecp88SQgIIDw8HBq1KgB6PN0JV2orgYMGMBzzz1HixYtaNmyJStXrmTZsmV8/fXXgOoqr/hY12gHgenTpzNlyhROnjxJnTp1GDZsGC1atMjvYl2zMs+17TJq1CjuuecewLS2jxs3jpkzZ3L27FkaNWrE66+/niVolCurb9++XHfddQwfPhxQPRUky5Yt48MPP+TgwYNUqlSJ/v37c99997mfV13lv/j4eD755BOWLFlCdHQ0ERER3HnnnTzxxBMEBgYCqqf8snbtWq+DWPXo0YP33nsvR/WSkpLCmDFj+Omnn0hOTqZVq1a88cYblC9f/kq+lava+erpySefpFOnTl5f9/XXX9OyZUtA9XQlXOjzlFnHjh3p16+fu98zqJ6ulJzU1ezZs5k0aRLHjx+nevXqPPXUU9x6663udVVXl+6aDdJFRERERERECpprrk+6iIiIiIiISEGlIF1ERERERESkgFCQLiIiIiIiIlJAKEgXERERERERKSAUpIuIiIiIiIgUEArSRURERERERAoIBekiIiIiIiIiBYSCdBEREREREZECQkG6iIjIVaxv37688847+V2MPPXyyy/z+OOPux9fje9RRESuXf75XQAREZGC6tSpU0ycOJEVK1Zw/PhxQkNDqVq1Kv/617/o3r07wcHB+V3EC/rss8/w97+0n/tDhw4xYcIEVq9eTUxMDBERETRu3Jj+/fvToEGDPCrpxcuL9+htm0uWLOGHH37I0+2KiIhciIJ0ERERL44cOcL9999PaGgozz33HHXr1sVut3Pw4EHmzJlDREQEnTp1yu9iXlDJkiUv6fVbtmzh4Ycfpnbt2owYMYIaNWqQkJDA0qVLGT16NN98803eFNQLm81GQEDABde71PcoIiJSkCjdXURExIs333wTPz8/5syZQ9euXalZsyZ169alS5cuTJo0iY4dO7rXjYuL47XXXqNVq1Y0bdqUfv36sXPnTvfzn332GXfffTfz58+nY8eONGvWjOeee474+Hj3OqmpqYwcOZJWrVrRoEED7r//fv755x/382vXrqVu3bqsXLmS7t2707BhQ/r160d0dDQrVqzgjjvuoGnTpjz//PMkJSW5X5c5FTw1NZUxY8Zw8803U79+fW677TZmzZrl9X9gWRbDhg2jatWqfPvtt3To0IEqVapw/fXX8+STTzJ+/Hj3urt27aJfv340bNiQli1b8tprr5GQkOB+3ul0Mm7cONq3b0/9+vW5++67+f33393PR0ZGUrduXRYuXEjfvn1p0KABCxYswOFwMGrUKJo3b07Lli0ZM2YMlmV5lDPze+zYsSMTJkxg2LBhNGnShA4dOjBz5kyP17z//vt06dKFRo0a0alTJz7++GNsNhsAc+fOZdy4cezcuZO6detSt25d5s6dm6O6FhERuVQK0kVERDKJjY1l9erV9OnTh6JFi3pdx8fHBzCB7KBBgzh16hSTJk1i7ty51KtXj4ceeogzZ8641z98+DBLly5lwoQJTJw4kfXr1zN58mT382PGjGHRokW89957zJs3j6pVq/Loo496bANg3LhxvPbaa3z33XccP36cZ599lq+//pqxY8cyadIkVq9ezbRp07J9b0OHDmXhwoW8+uqr/PLLL7z11luEhIR4XXfHjh3s2bOHRx55BF/frKcMxYsXByApKYlHH32UEiVKMHv2bD7++GP++OMP3n77bfe6X3/9NVOnTuWll15iwYIFtG3blscff5yDBw96bPODDz6gb9++LFy4kLZt2/LFF18wZ84c3nnnHb799lvOnj3Lr7/+mu37c5k6dSr169dn/vz5PPDAA7z55pvs27fP/XxISAijRo3i559/Zvjw4cyaNYsvv/wSgK5du/LII49Qu3ZtVq1axapVq+jatWuO61pERORSKEgXERHJ5PDhw1iWRfXq1T2Wt2zZkiZNmtCkSRPef/99AP788092797Np59+SoMGDahWrRovvfQSxYsXZ9GiRe7XWpbFqFGjqFOnDs2bN+df//oXa9asASAxMZHvvvuOoUOHcvPNN1OrVi3efvttihQpwuzZsz3K8Oyzz9KsWTNuuOEG7r33XtatW8ebb77JDTfcQPPmzenSpQtr1671+r4OHDjAL7/8wrvvvkvnzp2pXLkyrVq1omvXrl7XdwXQNWrUOO//68cffyQlJYXRo0dTp04dWrVqxeuvv84PP/zA6dOnAZgyZQoDBw7kzjvvpEaNGvznP//huuuu46uvvvLY1kMPPcRtt91G5cqVKVu2LF999RWDBg2iS5cu1KxZk7feeovQ0NDzlgegffv29OnTh6pVqzJw4EDCwsJYt26d+/nHH3+cpk2bUqlSJTp27Ej//v355ZdfAAgKCqJo0aL4+flRpkwZypQpQ1BQUI7rWkRE5FKoT7qIiEg2XK3lLrNnz8bpdPLiiy+SmpoKwLZt20hMTKRly5Ye6yYnJ3P48GH344oVK1KsWDH344iICKKjowFzUcBms9G0aVP38wEBATRs2NCj9Regbt267vulS5cmODiYypUru5eFh4ezZcsWr+9nx44d+Pn50aJFixy9f5fM/4fM9u3bR926dT2yDpo2bYrT6eTAgQMEBQVx8uRJj/fnWidzqnj9+vXd9+Pi4jh16hRNmjRxL/P396d+/fpZUt4zy/h/8vHxITw83P3/Bvi///s/vvrqKw4fPkxiYiJ2u92jfrzJaV2LiIhcCgXpIiIimVSpUgUfHx/279/vsdwVDAcFBbmXOZ1OypQp4zXFPGOLr7fRxzMHmpmDYcuysizLuB0fH58s2/Xx8cHpdHp9XxnLnRPVqlUDTBB+/fXXZ7uet3JmLI+3+9m9LrvuBbnl7f/i+n//9ddfPP/88zz11FO0bduW0NBQfv75Z6ZOnXrebea0rkVERC6F0t1FREQyCQsLo02bNnzzzTckJiaed9169epx+vRp/Pz8qFq1qsdfqVKlcrS/KlWqEBAQwMaNG93LbDYbW7dupWbNmpf0XjKqU6cOTqeT9evX52j966+/nlq1avHFF194DfzPnTs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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangermeme.ersatz import multisubstitute\n", "from tangermeme.deep_lift_shap import deep_lift_shap\n", "from tangermeme.plot import plot_logo\n", "from tangermeme.seqlet import recursive_seqlets\n", "\n", "X = random_one_hot((1, 4, 2000), random_state=0).type(torch.float32) \n", "X = multisubstitute(X, [\"GTGACTCATC\", \"GTGACTCATC\", \"ACTTCCGCG\"], [25, 25])\n", "\n", "X_attr = deep_lift_shap(model, X, device='cpu', n_shuffles=20, target=57, random_state=0)\n", "seqlets = recursive_seqlets(X_attr.sum(dim=1), additional_flanks=5)\n", "\n", "plt.figure(figsize=(12, 2))\n", "ax = plt.subplot(111)\n", "plot_logo(X_attr[0], ax=ax, start=925, end=1100, annotations=seqlets, score_key='attribution')\n", "plt.ylim(-0.025, 0.25)\n", "\n", "plt.xlabel(\"Genomic Coordinate\")\n", "plt.ylabel(\"Attribution\")\n", "plt.title(\"DeepLIFT/SHAP\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "774a1ede-d6e8-4a3d-82e4-e4ab49e2ade8", "metadata": {}, "source": [ "Without needing to even know the identity of these binding sites (so no need to run TOMTOM to map the sequence to a motif database), we can calculate the ablation effect by simply iterating over each seqlet, scrambling the sequence within, and returning the model predictions before and after making the scramble." ] }, { "cell_type": "code", "execution_count": 10, "id": "7d257efc-b2a3-46d8-8b25-b7de26f79373", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.Size([5, 1, 2002]), torch.Size([5, 1, 20, 2002]))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tangermeme.ablate import ablate_annotations\n", "\n", "annotations = seqlets[['example_idx', 'start', 'end']].values\n", "\n", "y_before, y_after = ablate_annotations(model, X, annotations)\n", "y_before.shape, y_after.shape" ] }, { "cell_type": "markdown", "id": "3802b7d0-fd08-4eaa-ad44-762e49ab606e", "metadata": {}, "source": [ "Because the function is only returning the predictions before and after the ablation, we can do whatever we would like to aggregate these differences into a score function. For simplicity, we will just look at the difference in predictions averaged over the 20 shuffles that `ablate` does by default." ] }, { "cell_type": "code", "execution_count": 11, "id": "917947ac-c2e1-4030-a652-02268f57b0bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([ 0.0501, -0.6054, 0.1467, -0.1593, -0.2766])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "deltas = (y_after[:, :, :, 57] - y_before[:, :, None, 57]).mean(axis=-1)[:, 0]\n", "deltas" ] }, { "cell_type": "code", "execution_count": 12, "id": "c6d638ae-8972-479d-8451-e433fe838eac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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example_idxstartendattributionp-value
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" ], "text/plain": [ " example_idx start end attribution p-value\n", "1 0 1573 1588 -0.032544 4.662937e-15\n", "0 0 1028 1044 0.727307 4.798464e-03\n", "2 0 927 942 -0.001295 5.285412e-03\n", "3 0 957 972 0.643915 6.717850e-03\n", "4 0 993 1007 0.548725 8.579600e-03" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seqlets" ] }, { "cell_type": "markdown", "id": "de6468f8-09c1-4a36-b448-82d0044e6482", "metadata": {}, "source": [ "Remember (from the seqlet calling tutorial) that the first and third seqlets are mostly artifacts of the single example not having enough data to properly fit a background distribution for negative seqlets. Accordingly, we see that the ablation score for the first and third seqlet are slightly positive (matching with the seqlets having negative attributions) but also very small magnitude. In contrast, the other seqlets have a much higher magnitude ablation score because the predictions are significantly reduced when the seqlet is ablated.\n", "\n", "The `ablate_annotations` function is just a wrapper around the `ablate` function and so can accept any of the underlying arguments. For example, if you want to increase the number of ablations done... " ] }, { "cell_type": "code", "execution_count": 13, "id": "3fe21048-d831-4a03-b614-6fe923f082e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.Size([5, 1, 2002]), torch.Size([5, 1, 50, 2002]))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_before, y_after = ablate_annotations(model, X, annotations, n=50)\n", "y_before.shape, y_after.shape" ] }, { "cell_type": "markdown", "id": "dbb14e4d-2d5d-4131-85a5-a0d5d86f0333", "metadata": {}, "source": [ "... or if you'd like to ablate but calculate attributions instead of make predictions after doing the ablation. " ] }, { "cell_type": "code", "execution_count": 14, "id": "6b49c99f-cc99-49bf-94a3-70c6b90ba0e9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/users/jmschr/github/tangermeme/tangermeme/deep_lift_shap.py:436: RuntimeWarning: Convergence deltas too high: tensor([7.1526e-07, 2.7227e-04, 9.7036e-05, 3.0994e-05, 3.8481e-04, 2.2590e-04,\n", " 1.3590e-03, 5.8365e-04, 8.9169e-05, 7.1526e-05, 1.2445e-04, 9.6798e-05,\n", " 3.5620e-04, 1.6785e-04, 1.7011e-04, 1.8167e-04, 1.9288e-04, 1.2684e-04,\n", " 2.3651e-04, 7.0572e-05, 3.1853e-04, 1.2922e-04, 5.6982e-05, 6.8665e-05,\n", " 2.0671e-04, 1.3554e-04, 2.9588e-04, 1.4210e-04, 9.9659e-05, 1.3471e-05,\n", " 3.9196e-04, 3.5334e-04], device='cuda:0', grad_fn=)\n", " warnings.warn(\"Convergence deltas too high: \" +\n" ] }, { "data": { "text/plain": [ "(torch.Size([5, 1, 4, 2000]), torch.Size([5, 1, 20, 4, 2000]))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_before, y_after = ablate_annotations(model, X, annotations, func=deep_lift_shap)\n", "y_before.shape, y_after.shape" ] }, { "cell_type": "markdown", "id": "764bb951-1672-4f67-a6fb-279716dc3588", "metadata": {}, "source": [ "We can visualize the results of these ablations + attributions and confirm that, yes, each motif is being knocked out." ] }, { "cell_type": "code", "execution_count": 15, "id": "bdebbc03-ecab-4ef9-afa1-14372dc52aa5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 5))\n", "ax = plt.subplot(311)\n", "plot_logo(y_after[1, 0].mean(axis=0), ax=ax, start=925, end=1100, annotations=seqlets, score_key='attribution')\n", "plt.ylim(-0.025, 0.25)\n", "plt.xlabel(\"Genomic Coordinate\")\n", "plt.ylabel(\"Attribution\")\n", "plt.title(\"DeepLIFT/SHAP of Ablations\")\n", "\n", "ax = plt.subplot(312)\n", "plot_logo(y_after[3, 0].mean(axis=0), ax=ax, start=925, end=1100, annotations=seqlets, score_key='attribution')\n", "plt.ylim(-0.025, 0.25)\n", "plt.xlabel(\"Genomic Coordinate\")\n", "plt.ylabel(\"Attribution\")\n", "\n", "ax = plt.subplot(313)\n", "plot_logo(y_after[4, 0].mean(axis=0), ax=ax, start=925, end=1100, annotations=seqlets, score_key='attribution')\n", "plt.ylim(-0.025, 0.25)\n", "plt.xlabel(\"Genomic Coordinate\")\n", "plt.ylabel(\"Attribution\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "036c44e0-35c0-4661-8f6f-b83e65cc0e03", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }