{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import keras\n", "from keras.models import Sequential, Model, load_model\n", "\n", "from keras.layers import Dense, Dropout, Activation, Flatten, Input, Lambda\n", "from keras.layers import Conv2D, MaxPooling2D, Conv1D, MaxPooling1D, LSTM, ConvLSTM2D, GRU, BatchNormalization, LocallyConnected2D, Permute\n", "from keras.layers import Concatenate, Reshape, Softmax, Conv2DTranspose, Embedding, Multiply\n", "from keras.callbacks import ModelCheckpoint, EarlyStopping, Callback\n", "from keras import regularizers\n", "from keras import backend as K\n", "import keras.losses\n", "\n", "import tensorflow as tf\n", "from tensorflow.python.framework import ops\n", "\n", "import isolearn.keras as iso\n", "\n", "import numpy as np\n", "\n", "import tensorflow as tf\n", "import logging\n", "logging.getLogger('tensorflow').setLevel(logging.ERROR)\n", "\n", "import pandas as pd\n", "\n", "import os\n", "import pickle\n", "import numpy as np\n", "\n", "import scipy.sparse as sp\n", "import scipy.io as spio\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import isolearn.io as isoio\n", "import isolearn.keras as isol\n", "\n", "from genesis.visualization import *\n", "from genesis.generator import *\n", "from genesis.predictor import *\n", "from genesis.optimizer import *\n", "\n", "from definitions.generator.splirent_deconv_conv_generator_concat import load_generator_network\n", "from definitions.predictor.splirent_only_random_regions import load_saved_predictor\n", "\n", "import sklearn\n", "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE\n", "\n", "from scipy.stats import pearsonr\n", "\n", "import seaborn as sns\n", "#sns.set()\n", "\n", "from sklearn.neighbors import KNeighborsRegressor\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\n", "#Define target isoform loss function\n", "def get_isoform_loss(target_isos, region_1_start=10, region_1_end=35, region_1_target_bits=1.8, region_2_start=53, region_2_end=78, region_2_target_bits=1.8, entropy_weight=0.0, similarity_weight=0.0, similarity_margin=0.5) :\n", " \n", " target_iso = np.zeros((len(target_isos), 1))\n", " for i, t_iso in enumerate(target_isos) :\n", " target_iso[i, 0] = t_iso\n", " \n", " masked_entropy_mse_region_1 = get_target_entropy_sme_masked(pwm_start=region_1_start, pwm_end=region_1_end, target_bits=region_1_target_bits)\n", " masked_entropy_mse_region_2 = get_target_entropy_sme_masked(pwm_start=region_2_start, pwm_end=region_2_end, target_bits=region_2_target_bits)\n", " \n", " pwm_sample_entropy_func_region_1 = get_pwm_margin_sample_entropy_masked(pwm_start=region_1_start, pwm_end=region_1_end, margin=similarity_margin, shift_1_nt=True)\n", " pwm_sample_entropy_func_region_2 = get_pwm_margin_sample_entropy_masked(pwm_start=region_2_start, pwm_end=region_2_end, margin=similarity_margin, shift_1_nt=True)\n", " \n", " def loss_func(loss_tensors) :\n", " _, _, _, sequence_class, pwm_logits_1, pwm_logits_2, pwm_1, pwm_2, sampled_pwm_1, sampled_pwm_2, mask, sampled_mask, hek_pred, hela_pred, mcf7_pred, cho_pred = loss_tensors\n", " \n", " #Create target isoform with sample axis\n", " iso_targets = K.constant(target_iso)\n", " iso_true = K.gather(iso_targets, sequence_class[:, 0])\n", " iso_true = K.tile(K.expand_dims(iso_true, axis=-1), (1, K.shape(sampled_pwm_1)[1], 1))\n", " \n", " #Specify costs\n", " iso_loss = 2.0 * K.mean(symmetric_sigmoid_kl_divergence(iso_true, hek_pred), axis=1)\n", " \n", " seq_loss = 0.0\n", " \n", " entropy_loss = entropy_weight * (masked_entropy_mse_region_1(pwm_1, mask) + masked_entropy_mse_region_2(pwm_1, mask)) / 2.\n", " entropy_loss += similarity_weight * (K.mean(pwm_sample_entropy_func_region_1(sampled_pwm_1, sampled_pwm_2, sampled_mask), axis=1) + K.mean(pwm_sample_entropy_func_region_2(sampled_pwm_1, sampled_pwm_2, sampled_mask), axis=1)) / 2.\n", " \n", " #Compute total loss\n", " total_loss = iso_loss + seq_loss + entropy_loss\n", "\n", " return total_loss\n", " \n", " return loss_func\n", "\n", "class EpochVariableCallback(Callback):\n", " def __init__(self, my_variable, my_func):\n", " self.my_variable = my_variable \n", " self.my_func = my_func\n", " def on_epoch_end(self, epoch, logs={}):\n", " K.set_value(self.my_variable, self.my_func(K.get_value(self.my_variable), epoch))\n", "\n", "#Function for running GENESIS\n", "def run_genesis(sequence_templates, loss_func, library_contexts, model_path, batch_size=32, n_samples=1, n_epochs=10, steps_per_epoch=100) :\n", " \n", " #Build Generator Network\n", " _, generator = build_generator(batch_size, len(sequence_templates[0]), load_generator_network, n_classes=len(sequence_templates), n_samples=n_samples, sequence_templates=sequence_templates, batch_normalize_pwm=False)\n", "\n", " #Build Predictor Network and hook it on the generator PWM output tensor\n", " _, pwm_predictor = build_predictor(generator, load_saved_predictor(model_path, library_contexts=library_contexts), batch_size, n_samples=1, eval_mode='pwm')\n", " _, sample_predictor = build_predictor(generator, load_saved_predictor(model_path, library_contexts=library_contexts), batch_size, n_samples=n_samples, eval_mode='sample')\n", "\n", " for layer in pwm_predictor.layers :\n", " if 'splirent' in layer.name :\n", " layer.name += \"_pwmversion\"\n", " \n", " #Build Loss Model (In: Generator seed, Out: Loss function)\n", " _, pwm_loss_model = build_loss_model(pwm_predictor, loss_func)\n", " _, sample_loss_model = build_loss_model(sample_predictor, loss_func)\n", " \n", " dual_loss_out = Lambda(lambda x: 0.5 * x[0] + 0.5 * x[1])([pwm_loss_model.outputs[0], sample_loss_model.outputs[0]])\n", "\n", " loss_model = Model(inputs=pwm_loss_model.inputs, outputs=dual_loss_out)\n", " \n", " #Specify Optimizer to use\n", " #opt = keras.optimizers.SGD(lr=0.1)\n", " opt = keras.optimizers.Adam(lr=0.001, beta_1=0.9, beta_2=0.999)\n", "\n", " #Compile Loss Model (Minimize self)\n", " loss_model.compile(loss=lambda true, pred: pred, optimizer=opt)\n", "\n", " #Fit Loss Model\n", " train_history = loss_model.fit(\n", " [], np.ones((1, 1)),\n", " epochs=n_epochs,\n", " steps_per_epoch=steps_per_epoch\n", " )\n", "\n", " return generator, sample_predictor, train_history\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#Specfiy file path to pre-trained predictor network\n", "\n", "save_dir = os.path.join(os.getcwd(), '../../../splirent/saved_models')\n", "saved_predictor_model_name = 'aparent_splirent_only_random_regions_drop_02_sgd.h5'\n", "saved_predictor_model_path = os.path.join(save_dir, saved_predictor_model_name)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Optimize isoform proportions according to target\n", "\n", "sequence_templates = [\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA'\n", "]\n", "\n", "library_contexts = [\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a'\n", "]\n", "\n", "target_isos = [\n", " 0.00,\n", " 0.25,\n", " 0.5,\n", " 0.75,\n", " 1.0\n", "]\n", "\n", "\n", "save_name_suffixes = [\n", " 'hek',\n", " 'hek',\n", " 'hek',\n", " 'hek',\n", " 'hek'\n", "]\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Train Splicing GENESIS Network\n", "\n", "print(\"Training GENESIS (Targeted Splicing)\")\n", "\n", "#Number of PWMs to generate per objective\n", "batch_size = 32\n", "#Number of One-hot sequences to sample from the PWM at each grad step\n", "n_samples = 10\n", "#Number of epochs per objective to optimize\n", "n_epochs = 50\n", "#Number of steps (grad updates) per epoch\n", "steps_per_epoch = 500\n", "\n", "for class_i in range(len(sequence_templates)) :\n", " print(\"Target iso = \" + str(target_isos[class_i]))\n", " \n", " lib_name = library_contexts[class_i].split(\"_\")[0]\n", " print(\"Library context = \" + str(lib_name))\n", " \n", " save_name_suffix = save_name_suffixes[class_i]\n", " print(\"Save suffix = \" + str(save_name_suffix))\n", " \n", " K.clear_session()\n", " \n", " loss = get_isoform_loss(\n", " [target_isos[class_i]],\n", " region_1_start=10,\n", " region_1_end=35,\n", " region_1_target_bits=2.0,\n", " region_2_start=53,\n", " region_2_end=78,\n", " region_2_target_bits=2.0,\n", " entropy_weight=3.5,#2.0,#1.0,\n", " similarity_weight=7.5,#5.0,\n", " similarity_margin=0.5\n", " )\n", "\n", " genesis_generator, genesis_predictor, train_history = run_genesis([sequence_templates[class_i]], loss, [library_contexts[class_i]], saved_predictor_model_path, batch_size, n_samples, n_epochs, steps_per_epoch)\n", "\n", " genesis_generator.get_layer('lambda_rand_sequence_class').function = lambda inp: inp\n", " genesis_generator.get_layer('lambda_rand_input_1').function = lambda inp: inp\n", " genesis_generator.get_layer('lambda_rand_input_2').function = lambda inp: inp\n", "\n", " genesis_predictor.get_layer('lambda_rand_sequence_class').function = lambda inp: inp\n", " genesis_predictor.get_layer('lambda_rand_input_1').function = lambda inp: inp\n", " genesis_predictor.get_layer('lambda_rand_input_2').function = lambda inp: inp\n", "\n", " # Save model and weights\n", " save_dir = 'saved_models'\n", "\n", " if not os.path.isdir(save_dir):\n", " os.makedirs(save_dir)\n", " \n", " model_name = 'genesis_splicing_cnn_target_isoform_' + str(target_isos[class_i]).replace(\".\", \"\") + '_pwm_and_multisample_' + save_name_suffix + '_only_random_regions_' + str(n_epochs) + '_epochs_harderentropy_generator.h5'\n", " model_path = os.path.join(save_dir, model_name)\n", " genesis_generator.save(model_path)\n", " print('Saved trained model at %s ' % model_path)\n", "\n", " model_name = 'genesis_splicing_cnn_target_isoform_' + str(target_isos[class_i]).replace(\".\", \"\") + '_pwm_and_multisample_' + save_name_suffix + '_only_random_regions_' + str(n_epochs) + '_epochs_harderentropy_predictor.h5'\n", " model_path = os.path.join(save_dir, model_name)\n", " genesis_predictor.save(model_path)\n", " print('Saved trained model at %s ' % model_path)\n", " " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Specfiy file path to pre-trained predictor network\n", "\n", "save_dir = os.path.join(os.getcwd(), '../../../splirent/saved_models')\n", "saved_predictor_model_name = 'aparent_splirent_only_random_regions_drop_02_sgd.h5'\n", "saved_predictor_model_path = os.path.join(save_dir, saved_predictor_model_name)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 1.0\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 0.75\n" ] }, { "data": { "image/png": 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\n", 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\n", 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cx3Ec54WBL5lzHMdxHMdxHGfI4gqR4ziO4ziO4zhDFleIHMdxHMdxHMcZsrhC5DiO4ziO4zjOkMUVIsdxHMdxHMdxhiyuEDmO4ziO4ziOM2RxhchxHMdxHMdxnCGLK0SO4ziO4ziO4wxZXCFyHMdxHMdxHGfI4gqR4ziO4ziO4zhDFleIHMdxHMdxHMcZsrhC5DiO4ziO4zjOkMUVIsdxHMdxHMdxhiyuEDmO4ziO4ziOM2RxhchxHMdxHMdxnCGLK0Q5iIiGz9zBlsVxHMdxHMdxnP5jUBUiEdlIRH4hIg+JyNMicr+I/EZENh5MudZERGSsiFwgIgsHUmET49UicoiIjCiws7WIHC0i63Xox0gRebOI7CsiUmBnk+DHlE78qCGDiMgBIvIGERleYGdbETlKRCb1hwxrCiKICNNEyE2LAZJhkghHiLDlYMnAfJnBfDma+bLJoMnwPEGELUU4SoR1O3tfJonIkSKyXYH5sFA2DyiqI2r4sZaIHC4iLyswHycih4nIbp24H9xYP9QRuXkm1HVvEpE9S9zYVUTeKiKjOpRhtoi8o6h9EJHxIZy7dOJ+TRlGhTp9jwLzESLyRhHZv4v0nBvCObsrYfsZEfYQ4S0i5LafAyTDS0R4uwjj+8WD+TKK+fIW5svezC9qw9lMhKNFmNxPMgjz5SDmy+uYX9SGMyvUU4OWZ5K27cUF5iLCXiLsXOLGy0U4XISx/SOjjBGReSLyH124sWkon9MKzCeKyBEi8pLOJe0toqqD57nIjcA2wB+AO4BZwCuB16jq/w2iXDFSNlTVBYMlR4qIrAPcBNwAHBgedy2fiLwU+DZwtqqelmP+KeBz4e9lwAGq+mxivhvwO2AU8CCwS5QpiccWVLWv0hSRc4G3hr+nq+r/y8iwHfBnYC3gAWBHVb2/zI/ofhsyfA74VPh7KXCwqq5OzPcAfguMBP4N7Kqq9wHIO0v8OKPhByKzgAuAX6P66aYwFrgR368yT/zYBTgF+Daq3295wZS9vwA3ofqOVmPGBRn3weL8IFWWl8nQIod1xH4KXILq53JfELkIGIXq/jkyrA38DdgMWAkcoMrlRX63vN+LuJwv04G/AzOBZ4CDmaeXlb3fth8dhKEdP9rIM0cC7wU+iOqf25HBXmd3rGyMwurxnVRZlvHjHcBuwEdQfajZSMYDVwNbAgocoao/yNg5LcgIcC7wNg2NV1UdEOyMxPLzDsGPt6rqjxLzYVj9tld49GlVPTHrpoj8HnhEVQ/JMZuM5Zm5wFPAXqr6l8RcgJ8A8d3jVfXLGTeOBr4X/v4e2C+tb4OdHwAbY3WQZszmYmVnCvBkeP//EvPhWH29R3j0cVX9YmLeUX2aiWsBfgG8Njz6sKp+NSPnWcAR4e8ZwLvbTM+NsTyzHvAEsLeq/jXvvTzaKBtfAXYH9kW1L0+3UTaOAb4R/l6K1afPZfx4IzAO1XM6lHEH4FTgDFS/m7UvwkFYegwHrgd2U+XJjKWTgV2BvVB9rK1wmgL0Y+CNwejrzNPjMjK8HLgCGAfcB+yoysI64azd7syXLwEfDf8uAl7PPO2LaxHmYHlmKrAci4eb2/Kj0bZdTKZ+qJNeOW3ba1T5XZM7wteBY8PfT6jyhYz5m4DzAQGuAvZU5ek6MtRqV6z8XgwcEIy+qKofz9oXkV8Bq1X1wByztM/2MLC7qt6SmI/F0mJrrD5+h6qemZhX1gHB3hnAtsDOmX5prX5flkGbIQqj7NtgGXMvVX1PiNj1geuCneki8icRWSoiq0RkiYicKyLrBvO50pgtOUZEFonI4jAK+AYRuS+8c3zi79nB/rdE5NciskJErikamQzvrCci3xGRBSLyuIhcmY4iBk36VhF5SkSWichVIrJrgVsvEpFTSj4vyntPVR9V1dnA29qP7VK2BF4G7JQj64Y0lASAfYEjE3PBKuI4kjkDaGr4qggjpW9NHr1XRF6ZsfZNrGCBdVA/344fNWTYBPhY8ug1wOGJ+TDgNEwZAtgAOKkDrzbB4nr3ziStxdbBjx0KzGcBr8AUnjw+mpjthilX7bJpkCGbjoZ1yl4N7IvI6Bwbx2MNBljeOqMDGbrlM1heAxgNnMV86Vl9Ke8Uzfv0yv022QFLr63afVGEYcC3aNQBmwKfyLH6Jqzu2jzH7APQNxMowLdiHW9+yMtoKEMAh2FltB3+k0aZEOD00ChH3kJDGQL4rIg0ySoiE4A9gaJZjRMwZQhgLBYvKa+moQwBfD6d3RCbYT85MX8V+fX9fsDOWFuZ5YuYMgQwnoZyFTmMhjIUZchtc7rgYBrKEMCXRCSWpTiIdkRi/k4sXtvhy5gyBNY29NURRWWrw/K1J1Y2Nmr3RRGmAV9KHr0GKwdZvgmciSntnbAVJuOOOTKMAU7HlCGA7YH357ixF/ByYMMO/N+HhjIE8H7mS9/sRlhpcBqmDAHMBloGG7pivmwBfCR5cjBwaMbWlzBlCGBd4Osd+FTetlVT2raJsCMNZQjgRBE2TczXwvJLrH92wuq2XvJaGsoQwMey/WOx2ev9sLowb+bzFBp9tvWw9E85FuurgIXlVOlshdE+WL6d1cG7LQzaFC7wODaysy5wvYj8AfgTcLmqxtGLCVjDcglhxA3rPD9BayY4DtM4D8Iy2SPYCNs84Asi8gtVvSOx/25s1OQGLFP9UkRepKpPp46GzvBFwC6Yxntl8OO3IZPcB5wNrALOwzpPL8FG8PJmuWaRXyFFLgTuKjHvNbGiz6sIj6ShBETWSn7viCm1ReZ1eHfOsz43RGQrbOQqpdfT/kfRWhbScOwKLdPb7YYTyuO6V1T5Ec1nITIK1ZXRIDSex2Xsb9sPMsyiEd+zgTsTGUYA2Zmr/lnmUcR8GY91HFMmpKONLzC6yZevBLbIPMtLr9SPP8WHoX59V8buuMz/rDm0Uf6C8vKezON1gXTmJVsPCbQsR4nxMw5TOvpmukRkHM2dfGiNh6wMw2kokmBK2dplbgSlLCo8GwKLE7PJNCtc0BpPdcLZLdm2eQTN7UhenV+7jIvIVOB1mced1Md1SPPtNW2+ezitebk5nCJr0eikzwb+1aYfUF5+X0NjYKdIBsm4cWOb/lel53ZYp7VYhu45mtYB/j4/RJhCs9LWqQwd15UijKS6bcvWEcNorhNeS+tASK/jsk75nIPVHcOx9nxBNBCRzWgd9E37dJLjx1hob4l+UMo2CH83TGXolEGbIVLVVVgmfhTrdH0AW6rzLxF5ebBzB9YY3gasAOKUW95o0tuBN2CN3GjgRFU9DJsiFlo7dheFZQ+7Yw3bTGxELstLMWXocWzmagnWgRuDKQzDw+cRTJk5QVW3xJZ15IX7ClWVks8VBVHWX8wN33kF/PU5zx5Mfr+hwryUkKFbplt76UdN+jWcCTGOZ9Lh/oA2/KhSiARa1lHvR2uHbGEXMswmfz/WRjl2I7vS6PBFep3eVexLa0dmoGUYSKryTBl5ZaM5z1gemBP+ZUfaX0qjUYs8hbULUWGqKp9VbEar0vZQaIMQ25eYt28o68eGBb8B9qa1U973flBk9s3xI42rOvXM3BIZDqR1YCeVYQY5KwFy/OiYMLO3V47RwmA+Ahu970aGg2ntu/S+fIpMBNYJ/3pVNtrJU3Up66TXkWEyjQ5vezLMl7HYzGeZHwPRhlf5cRCNWbJIJ21bjOs5BW1bGaVtWxgMzCr6TXZoHfDImneF2NaMvPLbTj1UVV9vl/POKmxpXTvMpqFE9WSQeTBniFDVn4jIxZhSshs2dT4VW6Z1kIgcCszPeTVvY/1tqvqsiDyJVWL/DM8fD99ZDfe2IMMqEbkb07rzpt3mhu8JtM7svEhVnxCR92DLJS4BEJH7sdGhK7KOheUJ78vxJ3Kqqg7kDNHc8D1dREar6jPQt6Qxb0N7mrHzlgW2Uzi3J390ssqPTiqyXERkfWhMSbchQyeVUOwUDsPy2t0duFHXj9mIDENbZjXmZH6neS1vA2U34RyBLaP8d4UMKf2a3jXpVXqv+ZjCEdMgmxZ1qBNXM2i0NXXS+8Fkb8xmNJZGlflRRlWe2pnW0cnV2OBXytzkd9yPUNePV9Da3j4WV0OILZdqWfJEa97PypBSlRZ5m7RXQma/V3fsQGvHc1lsV7AVBXmzOe2U8YEqn2X1VClhL+ZLc4zK0nMunRFlm4XICJr3nNWpT1N/260DXooNQGcZsDac+TKL/LhL/eh1Gz4CmA7c38a7VfGwDdbPTFHCTHRYetjf7WNe+c3zY27yu916qKrOr0uZDB0xmHuIRorIrqr6tKpepqqfxNY/QyNTvDl8fw8rdPF/3tTa6or/WbaIctDQ+vMy94Lw/SAwJs7kYCPIUbE5R1VnYg3/+7HO7qeyDgXikrmiT0/WQrbB3OR3OmOQTnH/J5bhriFk7BBv8XSQn2CjTKfRXiUT1/Q/h60F3RpbMrA0+CFYRwJsI+MW2CxcLxu/VyS/j8bi4wYa4RxDY3bxPKxz9t0OZZhb8LuXRHdHYhV2OzLE0eN7sGWEV9E/4Swzj3nidiw/nNChDN2QyjAdW+bwwADLMFBMp7GcaW47L4YTjuKS2e9iexn+QHudvhjXi7FlxgfRvPQh3Qv3ekxBujPHjzKiGw9iHbhjaK7ro/lTWL23E3Crtg4mzC34nbpxPTaQdBLN+TbWMyuwPTxvpnlAZCsag0MfCfZvp3xktkiGa7EBvuMy70fzJ7G6e1csnL3cuxb9eAJbTjmP5nCmdf6rsbi6m2TpXxt+XI0Njn6Y/qkj5hb8rsP2NBTgYzBl9F+0N9Jel+jGcJLlcSJMpzH7ehLWjv2tQoa5tEdMi9XYyp3tsHAuDzIMo9GXmI8tPf9ljgzdkLbhb8P6czeRn/f/F+tHnEFnisTcgt91qGrbovmz2IzXPOBu1b6lvRvRGBw6EavLbqC3cRllWImtjHo5cHt2Kwn16qHfYv3CL5AfziXYvurX0NngcJkMnaGqg/LBRokUuBXraJ6BdYQVO/kG4Dvh//3A97EMrMDyYD43/Fdg3fBsefi/R/h/BY2Ti8D2+yhWgH+GnbilWIdnbLAT3ZyLKY3Rzj+wE9kuxJbIHZH4eSG2efHPwe7P+yHOzsYqlSjfz8KzyR26NwIrfCuDe3snZseGZ7+FvtMINwLGhd+bBvMngHXCs+HA5gV+ac6z04IbpybPtkx+T0vSanp4NjbPjxgnFeHNk+FD4d1Lk2ebAqOiPMH8UWBCEm+b5frxjhIZ4D6FlQqqcFTR+2VulJrDuOB29GOXHDtXJOYnNsKsAvqEPdb9w7MJoPu2K6PCwsSPw3PMz1JYFczPa04PvSPI8Mbk2fYd5e9O4/I8lup5qJ7HbsmzLYvc6BcZBsoP2CmTZ8bXlQF0q5BWK0BD2dB1QTfM+HF4cPtZhQXNbnB9KF+HJs+2Sn5/MZj/IHmWnxYFdQC2Z0mBY5Jn2ye/fx7MP5EnQ8ZerCtPz5gtDs/3Cf8l48fZwfzkAhneQqM9jPXti7FBuNSfrwR7K4HfJM+HY6chKrBNXlxhJ0cp8F9l4SyLyxpxfV4w+3JBOE8J5t/uRAZMeX82mG1RmSe6KTvw/qRs3FLmRk7ZODKUjWtBQ3rqtqDDMn58Nfih2bqwpoyjM+V390SGPYLTD4GODM9mgE7NuPHhxI0b2gmnnsd3Q115cvIsKb86O8iwCnRKeDYetKX97LguPI+PBRkuTJ5toecxPPg3HHRlkOMl4dkw0O3algEWJXF9WDvplbRthyTPkrKhpwTzc5JnOyS/9w/m/waNYZsLOrHdcBTLyLmhbP138iyvLjw3qQvPTp6vF549S6PPJpl66O/BztuSZ23V6cHsc0ld+L/tvp/3Gcwlc08DX8OW6bwa6+jejykV8QSvz2Ia5E6YNvwFGkdYdsvpmMKzHbY36J2q+lTWkqo+JyIHY5G/P7ZxdjHwKyAe83k5pvXuj42+XYp1tHvN2zP/47rZzxBmVdpkBtaQXoeNBKQzRPEejUs05izVVIuPJxP9SVUfDearsdGPukQ3LokPNDmaMZHh76q6MJg/1aYfVfSFM5EhPXwjyniFqj4ezJ+lsSSzHjajNhOL65fRun+nF0Q3b6CRnldm7MzJmEemYcsGc96kAAAeb0lEQVRKl2NKMKo8jh1FXB+bUZuGVXpZP1I5H8BmWZNTthiBjZKuxsoXQY7r++zUPR61U+bLRKxSX04ad/Oa8uULiTnhO+aJDahfvmLZ+WPIK6gd0b48Yy+m8c3AVogMR3V1mAGOblwaLavqzcm7VXVEO3JenLhxfY556kcqQ2QOFjeb0pRvZW1sRmYFNkNGqDOr/Mg1T+rbW3NkmI0NQt1Pc9mahR3QcJ+q/iPxI68+rQpnN9QOZ4cyzMHarH+p6m2JG/1RPtP6dAtEJPayatCX56wfDaq5hxXMwQbbnqGzZT9xRUlenR5l+LUqq4IMebMJaTjbPXGwJT2Z15Se0fyvqrYEVe3I7/baz3Ja6gjmNfIGFr6R2CzF9UGG57Dw1sfatqmUt20Frza1bb+Oz9O2jUZcXZSYX51jfqmqrYBS7f4ggQzt1IX3YjO0eXnumqTPpjT2/0MjvX6Z+NFJ+Z2DKV630qP+1KApRKFT+cEKOw/SeoDCNxPzBWSWz6nqupn/exQ4/7CqHlPgb9bNJbSe/pGaZ08v6ReycvWAmIn+RmsBj1PvRZ2jKvM61PXj2i786JUM3SphM7DZxqvpf4UopmdzA2ubQGdhpx9uSv4a+b/HyrZDYgOdl6dSOR/ABkFSGaZgddItmr0nY+CI6f3PF/Cpcikxfa6mkWfq5vUZ4bvq9K2+vIUt24n7ytbGlPAHNLn7JENX5S9s4p+Kbdi9r8QPxe5QKmM2FtbxNOfbGA83aObOoBw7RXVZlXkqwwOYQrSziEjocNSJp5lYh6w/96jGcFxXIgN0Xp/2qj6uw2xMyb0ZKxsTqb/fqm56zsHS8yk6U4jyym+7MszGlLJ/Ai9HZAJh8K8GVelRV4ZuqCvDNVE57ZDYtuXFdRWxbbu5pG2L7hfVp3Xr226oW75mY0vrn6GNfmM4jXNd7FCbbvcuzsaU3Puw47+Ha3J3ZCcM2h4iZ40gZuS/Zv4DfbdJ30k+VeZ1mIwVqOym+6wfnRxF2o4M0L/hhEbc/gNr/PpTIboq8z8yDauU76d1hDmGs9uRu+jmddjJMc0y2KzABokMM2ncYxAPSxnIQ0Wy9Cq9ny+kHar0fx1ielWVz9nYDHZM19iRqBPX3dYBk7BBs7s0Z3Q/KEwTgX9r6zr51N5YLLxRGUnjqU48TAGWlCh+dfP+bBplZxwWPqiIS7H7viZgSxZXVfjREWHGbwq2QXpFgbXJ2KjuvR16M5DlM43r+L8u7ZSNmKdmdnAXUVkb3kmeyrpRxWRsVcyiAvOBqNPrtuHd9iNivFxPXttWTp38MBlbOVV0UEO/9odC+Z2M1VOPltiLe9VintkgnAaaytjf/SloLjvxkIuucIVoaBM3XN6EFcT0+NuYcasKZ5EyU0oofOtho8NFI/HRj/48ZWwytsG3yI+uwpkQ47avEunSvTI/rsXClPUj/o+VyCwaFdmUxKwXMvw7uJWVYQp2QEqUYRiNimwg0ruKXqX384UNsCVYtyT/61I3vdKGK/WjTlxPBpaWdLCrqJJxIqYwVaV3HL2N5XftcERtpR/hYJbxJTLUkTNeUzCNzuJyvQrzXrAWtmyvKpwPlsykVTGQ5XMD8uO6DtVlw/LF+lhY7sfyYfbOoDoygnXSnyW/Da8qn52Fc35jMIF5hUsJB6oNX0nrqZC9lqGqbSujoo4gKiOLwnK+tt3oAeOxtrmqbE3Hlq3GPDOKRv+hqnz2pPwGBWwWzYp8132qQT12ezBQ1SNovUBvqJLtpKcjHuOAlSUNV7ynpdOOykgs/5W9H49K7+WxsFnGAU+VKGXdhjOSVUZ2anNNejt+3IuN2FUpRCOxBnkRjaNwu43rrB/Z+79S89HJs3/TiOtCGdJ9QvJO0Z7sG2qmV+n9fCHbGWpn1LMyvZIZwf+lteGqE9fjaO8Esrz3oVjGuumd5ttxybNH2/CjrGzVsTMD6zRnO683UB2OgcjXpWEII8uju5RhYMpnQ/n8PZ11uMZhg1KFI+00K9kxPLNp74LJsk56nfI5FuukdqL4jQnfVeW3XIbuGQesKFHKetWPyLZt2Uvpy6iKh3hJ8yMlbvR3f6iTujDuu5+N1dMDVQ9NweIr23ZdVfhGDXyGaGizATYztIxQmYaZG7DM1nLIREK8WLTTjF3n/WinTI5u6e9wRlLl8wGsMcm7X6VbP5ZhB0/kjWBlZUif9TqcD4TPBBoj6XVlKFy6NAD0Kh6eL8Tli0uxZSDtdPrqpNc6mLId8wM0lK7S8h3qolF0lxZVMtatY+rk2yI36sRTtLOySxmK4mqg6lIoDmdcDtaL9Ozv8hmVz7y4rsMo4OmKPSuxHHQ6IBFleizs+cnW+XXyXaqUtRvOOnlqIOr0qjqiVzJky9/a2IEqdahbNurEZX+V4YGsC3vdn0qfdYwrREObWdiSNSXcs0RjTfpIkkwtIlNE5FIRiafntWR8ETldRH5U0++897cLfrwlkQGso9ZfZMM5LchwXImc3xWRH7bpzyxsv9QyGmfy9/rOqVk0KocHgUnYJsbUPJplZYjh7DauZ2Fryh/L8aNKhoFI7ypaG6b5cgzz5VLmy4z8V56n2JKdycCDNOqAdvJknfTK63Bl0zstW4eG8rcNNmoqGfNNg/lRPZIxT4Y9gx/75ISjk3xbJ55GAqvy9jnVlCGvnjo+hGNd8sO5dzB/VYmf7dBJXG8dZHhrTT/ywvnJ4Eb2UstuiPH6AJ3V16OorsfKykZdZtGQ70GaO+ntlM+8PFVFXl35slBXHtKGDN3S1IYzX2YFGd6XmPdChti2PU77cVXVvtZpf3vVRheRVz53DmXrwMReWdnIc+MkEYmn1uWV3zcFP+K9lnXoJt8WUqkQicgCEVEReW3y7JTw7OxuBVjTEJExIvJNEXlIRJ4SkStFZIeKd7YTkctE5GERWSEit4rIexPzQ0XkzyKyJJjfnG3QReSsJK5VRPbImP+3iNwgIo+Gz59EJO/G33ZIO9DZCnkYzZfbjsGOR49LoOJMUmrnlcBeNf3Oe3+94Ec8lnEgFHbJyDA2yLB1Yk7Gzu5Au50Ia7isw9Np41fFTFrTM12TPgtbxrGY1kokxnW3S/gsTxWHs6wyXRMGaPLSe2ssT4xrtf68JuaNNM/MojFLXEWdPNNIb5u5fITW9E7j+kVYXK9HflqsE8w3b1PGKvPUjxnBj3TEMc23eXVlHT/K4qlO3i8rO3lxtT0WjlHkh3NWMG9330oRVeHMk2FSkGGTVuu55IXzJcGNXm4BSOM6zp62U1/XSc/sbHr6rC7ZQTBopGe7eWox1j7UDWdeek7B0mKjjJ3+JNtXGR9k2CojQy/btnY74XXLRh03+ou8sjUNi8v0RL06dWHqxo7BjSI/Ng7mk6lPmQwdsyZ0QNY0TgHeh1UOF2J3IF0uImWJdSGwD5Ywv8Ia69NE5D+C+b5YBXEZduTxlsD3M1r3TtjhBkVLJg7D0utn2DGDuwG/Euls1DqcOrQ+zaNL0KiQV1LewMRRinZPxWnn/W79qCtHf4Yzkh3Jg14erGCjghNobLjM82MWsBjbF5Y1j+HstlNRFc68kZ2sDP2Z3lX0Kh6eD6RpEb/HYRul61AnvfL8iM9iXVcU13H/Yjf5oUrGKhki6QxvLGN1823dum6ElCujaVwuwToVdWWoG85uqCtDf6Znr4hxvTB0gBfSXn29imoZu5uFstn/iRTXt+2VTzuyeDH1w1knTw1Eeq2scH9NaMPr1hGDGZd1275ZmGK3iPx+Y5kbvUwLgv+PYzN3a8aSORGZKCI/FZGlIvK0iNwjIt8JZiNF5HIRWSQiK0VkuYhcLCIbJO/vKiI3iciTIvJDETk/zJKcktg5SET+JiKPici9IvJVaV4OlJXp02EmK+8zr+Cd9YGjsFGSV6nqodjN2xMwJSnvnZE0EmKeqh5C4w6GueH7VGBDVT1MVffBNhgD7B3dUdXNVfVAitdezlPVbVT1aEx5ejLItWNRHFQQT/Z6SGzpTLzYNSpYq7DZkiJixi+zU0ad91fVsNMtKyvc7zac8VLWqcDisEzp4WDSyyVYsYJ4iPz0BBs5XBTMlyXPoBdxbRt0J1Eezpk0Lu58Gutk9k6G7uk+vZ8/xHhfGtLrofC/br6MCkvZzFna6QNrwKaGTeul6R2Wj1XVQ1VU5am6eW4m1lkcTWPjc1pXlrlRJ55WYaOno0vsxPuSHsU6FA/RSMOqfDsQZasqnL2QYaDKZ4zXZaFsLMaOxa47e7oKGBtODytiFhaeh1GNy4zb6dRFGbN1fjv1aX4461HH/YHId1V1RJ3yV05x29ZuXFWVjao6AvovLuuWrZnYgMwI7ITS1dSvC3tVfhv51urMRfSgP9Wr0aIPAYdgZ+HfgE2v7RzM4rG6l2GRtxNwIDaNv19Y33wJdlnTFdisRdOyKxHZF7u9d2n4fjF2qesk4MgCmY6i+OKsc4D5Oc+3xBqaBaoaOwfXYLMz2+U5pKqrROTrwAeA80TkTmwK/0bggmAne5FWXEdZdKR1nj9/Sf4KDQ27thsZYoY6Nnyyz58GZknxZVdxc+A6OWZ1WIk17mXvx41365bY6ZangSkifRcc5plD5+GEhvL5epoV3l4tVUnd+mj4ND+3YypnYJt282ToRThjhfTm8Mn6EX+vWyDDQKR3FTEeBlOGgSLGe7YunIldRllFTK+yPBP9uBERpTEIN516cf10hftVVOWpuuk9E2ubOsm3deIpdaPoTpeZWN2fXpq5IswqVZXfgcjXVeFcHT7dpGcv6qk6NC5obqbu5awrsLSagCk6eczC+gIPY3rWBNprE6LdD4VP9nmd+jTavbvpab3LWevkqYFqwyeVmNcpf1XUadvKqJJhFTYQX7eOeKjEXqf0oi6scqNX5Tf693DybHVJf7UWvVoyFzvnVwNnAW8iKBCq+gzwOkxBeBJbFgawh1gn7QAs8u4G9lTVfRM7kdhhvx6LgHiJ4NuLZolUda6qSsHniIJwTA3fTyTP4q3C0wreAVsytwA7hvEN2IjEhTQ3XACIyAcxpfAu4NslbuYidpHg2VhF+lNV/Vu7bgSKCnKqeceL9vKIjcLUAvNSwjHXyyvej8ftduRHTZZhAwNFFWpX4QxUxXUvqPIj3pRdZN6LuC6XwTpueXamB4UtVvL9md5V9CK9ny90my/r5JnoltDc3sykXlwvAyZL4/LedqnKU5UyiM1mrZ9jVLfsPIl1ZsrCWSfv56XLOKxzURWOgcjXy7GOXa4fYcBpGTC1YmlgGQNVPgeybEykcR/W+mH2tA5VMnaap8qeN5inK7G83W2+7pZlwFjmF5741v9tWzWlMoS7hx4CppbMKvZ3f+gxbMCirC6MA6tZZoYyPVD1UF68Dye/nq5NnUYmaoFpIY3T+lFjPQXbbP9e4P1YpP5YRA4HdgH+GIQl40Y6IvLPZIT+NprvL5kbvvcmWWaGVSAbkTOaKSKfpriT+zdVzZshihlureRZ/J07aici6wG/xhqm3bALDi8DTsAy+OmJ3ROAz2DK36tKbi3PJSh/P8U2oF0KHN7O+xmqCnjUvDckP+ypeacsAzYWkUmqmjfqFtNjoxyzXhH93ZDm0YZIL8K5JihExeYiAhrTuJu4rpJhHfKXBIygcR9StzJ0S5ofXuj0qpHfuEM/4u31ZXH9MDbTP4v27meJLMVGXnPzlKo+IyJPAnNKRheLbkCfGOrk0npKVVVEFgNzRWS82vKoLGnevzFrGDoiRXLMpLqeehKblZ8rIsNK7l3rmCScs0RkjKrmHTH8MDY4M4XORrl7UR/XoSzfZgds80jzxJ0tpqb0FA02TsfukquiqvzWqU/L3Li9hgwPA7OZL2szL7c/MxB1eswTc4F/5Jj3oh/Rq7qyTIZF2MD7+uTfvZa68eea/tYmlN9HMOVmdJjMyDKZ/P0/YzClvqp8dl1+pXhglfC844tr68wQ/St87xSEGQ7EU9dig7ZMVffDFJxtMaVgHqYMvQFThn6Dnf6RntgWL5mDxsli0HqC0ILwfWw60wNsrKpFSzuOwpSzvM8+Be/cio1wzRaRqMG+PHzfGMK/johsLiJzw/MNsU7eKuDvqvoIptABbBHeGSYip2PK0PXALqp6X4EMuYjIJOB3mDL0A+C1BRm2LkXrLePzWJFlL9akpnkd6vrRznGM/SVD7pLJmlTFdS+o8qPIfCymqPQirjuVIZrFzuuLRQZtD08jP8zveBT7+UK3+TLG1fYd+rEMm03fRETGF9jrqvwFBechYJqIFCkUi7ABuk1LZC1ieiLjtqF9LPJD6LyuK5rhjfKV1mNhsHER1gb3Z+d0EdavKLq0stv6tBf1cTnW4epV2ShKzzJ36nay67bh+TJYXi1a+dJuOKvSeyDa8KI8UaeeqqLb/LCERts2psBOVHiK5OxFOKqI5XfLAvOqNryqP/Uotm94I+n8mPwJNC6pzZOhY+ooRGeE7+NE5G/YqMH22HKweOfM8SJyLfAd7PCBueH5ozQSeQfgm7SuV/8lNtW+iYj8TkR+Q2vhOjV8nyQiPxKRM0XkGuwW6Vw6WTKnqoux5WjDgN+LyPnAodgSuijD6zCF58Lw/zasYR8Z3jknvAN2ohzAicB7sAJxPRZfp4j0nZOPiHxF7BjzOIJ+vIicLSJRObwEU0ofCfH1leDGfkVxUEHMOI8F95Zje3ri87imuEh5jOZ7hBPrOqHKj1i4dhKRvtG0RBntBXXD+R/hAI1OiHH6BI24Xg1MDJs1e0H049HEj/R5/F6RmK9KzPpGn0QalaFI4T68MhnScD6HLQMZmZg/k5hHpX6GKquxhmMUyUywSF99MhAsDDJNoTtl//nADKzMx7R4LHleh1g+XyViDZQI0pdnrF6YjOX1x8InriqYoXba4b1YfbtngR+x/O1dYF6HmLf7TvXM1CFVdUCMj6dpxNXKxOxxbCXFukDfVQgZP2JcFcnQJ2NcTiYi45N6L8qwMpHh6cRsQfj9IhEpUniqwtkLqsLZbXreE743Tw9m6jHrYe35szTiui/f1nQjJx5YR6Rv1Uq6Cf2J8FmVMasirw1Pn8c8tb+IKdMijBDpO+hkClb2VtEazqLBgyxVeSrKsEsMe6gj5tZ0vx0ZivJUUdvWjgxVbVspSds2muK2LS/PzMkxP0DE+u4ijBbp6cBqJ3XhM4lZfH8Hab6QHejbKnEPNjhU94qWIhnSuvCpjFlHVCpEqnoRdqjAddjMzTrA5dh+nzg1dR1WebwWeBuWAY9V1X9gisSFWEZ4JfD5jPvLsQxwM9bhXwJcHIyfCXZ+TWMf0quxzenPAV/vIMxVvB9b5jY1hOevwD6quiTPclj+8Gps9mYL4I3YzNlxqvrjYC2O+AyjeebqkMSpQ4C305iO3Df8n5ZxYyK2pyq60e0pczNVdaKqTsRmyCaHNfNxZvAgsUsSs6PlMeOvgy2VJMdOFdGPd4jItJz3Y/4agSmA64vIp7A81iuiDK8TkRfnyBDNJwHvDr/bDWeM61egOhGL68vDs7K9ae36ocCUxI97sP05ksjwpsT8e/Fd1b7LVAG+IsJUEd4BfKxNGQC2T/z4Y3g2NTH/cGL+ycy7Mc3/W4TZIhxM/5TzfObpczTy9ifCLNELb6aokSduTtIidjDrdoZiWq0NfEGE9YH/AV4Tnse8fQGq66C6DrBHeBYbrli+PhoGHIrK3+EiMifHvB05Py4im4hdh3B2jh/HiB1fn/Ujxse7k7rypGimjWOZAb4kIjNE5FDgizkyvFdEXi4i2wMXJ3tpovm2wHtEZCZwLmGVQSLDFxIZYr07Xe2Op7ja4uPB3aK4fH8Yne2PfB3D8T4ReYmIvJTG4GEqw1FiV0a0JYPaRv+41K4onN0S4/qcpGwcnDGrIsbDTiIcKcIG2AByXF4a8/8nUZ2A6gTsYKbUrK6c6ydy3omd4jg8kWEm8AkRpmKD1vHAq+jP95P3D8mYVRHT813Ml/UpbsNHAyeFOuIzwFvoHVGGNzJfNsvKkGnbvhratnfRfPhQFTGut0vi6orwrO5+mKq2LZofKcKuQXn7pUhfnzCabwx8WIRpwPeBl7YRjipiXL43rEoqqguPS+qhzyZm99M4Bv0j4XlRPfRfoa/ZaX/qlESGIzNmHVFro6qqnocdP11kfgk2g5Fn9jimzKSclfl/k6puDX1rpW8Jz+9I3LmQ5oq1XwgNy/8Lnzzzs2luTFHVqykZ8QozUkdU+Du3G/MOmAE8oarpARKLsKnS6djpemDLHa8lc1KOqi4XkX9hhfNkEfkoVjEspT7Rj8lYIWlav6+qj4vIPdiyxLfRUIS+1YYfdWUYiZ2QmMYHqrpURO7DTmf7poh8EgtnO+tUY+OSvhNHe2bSGPXsBltyproqebYQi7vJBTKkDSZY+F8J7JfI98s2Zcj6kYYzu5QjT4YbsaUPW9NYR38LA8s1WEf0EKzzVfdenucTE7FOSppWcaaj7pKde7F6YW2aT6s8MXxX5QewuN4HW169mNalENeG7wnY6oROlgnfiOXpOTTalHS/YKwDNsYa9Oyytzpl50ZsKdqONBSTqzIygMVVehBOPIUs3Td0WvhAYxVGnbJzbfh9NHAQrRcdXhPMNg0y9sedRDEc69JIO0RknKquoBHXk7CBw1W0zzXYIOR/YoOjRXtxOqVOXFeRpueZye/YdkV30jyVvVi1ihnAIzQvnV+IXXI7Fas3V2P5+TPhk8rWi3DG9JyKtWNNe9NUeViEB2jky6ODUS8HuaIMo7E9RCty7NyI7fHel0Z4c/usBVTFVZ3TfmPbtg35bVtMl7E07xGaGtxP90d9OXygcY1LL4hxuQF232WW0jpdVZ8VkRuAVwCfEJF3YPKn+eJabNBsR6zOb/c49DrtSkesKRezfi8shfs0NnK+OVY5/HxwxXpBM4PWTn38Px1TUOKsWNEpbOlR4J2cGnJ18nsc1jnIkneKXlejABn+SWOpwUjyO7/dhnMGNsX8aPIsjevuaGy4LkvPsk5dlCFNDzJmdbDlQ82bxgdahl6QdmQn09pBfiHQmhaNmY44wlxKOBmprHyWNVzRThrXE2k+vAes8Yyd5jF0dlxrXp5aTxqneaUyTKC1ga6Tb6vqqTwZUjv/Jv/wmrK4zMqQ1lNTaB15zYazP/bpFYUzzhb+jUbnaCymILZLGo68WYluqRPXVdxJo11Jyabng4lZfT8a+5wK63xVVpB/AEQ7eaqKvya/x9F8IFWkv+v0W2ic6DuK/COf+7ttq0NXdYQqy0kmCQrc6Ja0bI2ndYCqTp5J3cjrL6X11Lq01vlV9CLf5rKmKETXYWuvP4GNXv0Y2D0sp3N6jIishTWIJZWpKnbnUxldzdip6lKqT0vJG8Xp1TKzuKa1X8NJVFaa7znqnUJka95H0Ny4Zv2YDn1HexbJkBcP7chXpZRFt8o6AZfmuDtJJHNhpcgh+j0+j8i76nTe2+RibPnhC5nsEkWS/8NpnV0ooqx85ildq7CBlmj2BzKzsilhVuGymrIU8TvyZ5ZiY30beSeBNciLq2y+zY2HZEncP8gfcZ0GfYcelMVlnbJTVY/9g85O6muH68ifPY/hXE5jqVGn9PdKkby4fgTLQ7XqwzBYkFeXZdMzL0/VWa62DjZAUFbnQ/t5agk2q1Sv3p+ni2hWivLo1zacebq6wI9eyjCd6riuIm+1RV/bpso95K+GSOXs7/7QPeSf1BepUxdWlc8raB4cbpc6MnTEGqEQqeoXVXUDVR0dvt+iqndVv+l0SMw02RHJbIX8Pcr5FfmNXztU+XExjSUokU6WWXQjwyV0ehGaHZowkeq47oa86fysHzOAJTQfK5w3spO9RPgp6mB7EtaqIQM0HynaJIMq99HYQxhZQdxbJzIGkTOxvSpXYktbf4NI3Q58NfP0Aewo/RcyVXmmbsPyY1ovqozls0zpWhs7gnoFJcuxA1Xls5SwbPuczOPViblW+DEDC1Mazky+1VtoXbryFGFZWvDjdFpJ67Lvklk2jO3NjTJAc9lZStJ5VdXbaRzk00KNcHZNGGDKC+ezye9u0/NmikfTe0FrXDdO6ZtG/TuUvkXrwEr24ISy2dP2ZGx2r7EPqnUJWXGesvRbTGPvaR2q0vMCWuuAZ/MsdkGVDFfS2tGv149otG1VcV1KQdv2JM3HWJ9KK6mcZ9I6uDOQ/aGyNjya/ZmSAaZwOvIPO5Yup+0KdfyTdNmfkuZBa2coIHZjvOM4juM4juMMCcKVPbmsETNEjuM4juM4juM4g4HPEDmO4ziO4ziOM2TxGSLHcRzHcRzHcYYsrhA5juM4juM4jjNkcYXIcRzHcRzHcZwhiytEjuM4juM4juMMWVwhchzHcRzHcRxnyOIKkeM4juM4juM4QxZXiBzHcRzHcRzHGbL8f+pzmtRXYGDKAAAAAElFTkSuQmCC\n", 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\n", 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DFjeIHMdxHMdxHMcZsrhB5DiO4ziO4zjOkMUNIsdxHMdxHMdxhixuEDmO4ziO4ziOM2Rxg8hxHMdxHMdxnCGLG0SO4ziO4ziO4wxZ3CByHMdxHMdxHGfI4gaR4ziO4ziO4zhDFjeIHMdxHMdxHMcZsrhB5DiO4ziO4zjOkMUNIsdxHMdxHMdxhixuEDmO4ziO4ziOM2Rxg8hxHMdxHMdxnCGLG0QFiIiGz8DGlsVxHMdxHMdxnMFjoxpEIrKtiPxQRB4UkcdF5F4R+YWIbLcx5doUEZExIvIjEXlgQxpsYhwhIi8TkeEl9+whIieLyOQuwxghIseKyPNFREru2SGEMbWbMBrIICLyIhE5RkSGldyzl4icJCKTit0ZLcJxIhw4GDL2CxGeJsJrRRi7sWX5v44Iu4pwkggTN7YsmzIiMklEThSRvUvcNwtl80VlOqJBGJuLyKtF5Gkl7mNF5FUiclA3/gc/pgUdsUOJ+wgReYWIHFrhx4EicryIjOxShjki8rqy+kFExoV4HtCN/w1lGBl0+iEl7sNF5OUi8oIe3udAiOec7uVkvAi7i9ClDIwS4ZUiPKtbGZw+MV+E+fJi5svRzC+uw/sQxijmy3HMl+cwv9t8yyQRThBh136L14EMY0U4XoT9it1ltIjME5Fndx+G7BjK5/QS94kicoKIPKXbMPqNqOrGC1zkBmBP4NfAP4DZwLOAF6rq7zeiXDFRtlHVBRtLjhQR2RK4EbgeODJc7lk+EXkq8EXgfFX9fIH76cBHwt9LgRep6trE/SDgMmAkcD9wQJQpScc2VHW9MhGRbwHHh7/nqOqbczLsDfwO2By4D9hPVe+tCiP634EMHwFOD38vAY5S1XWJ+yHAL4ERwD3Agap6d+bOZsDPgOeHS29W5RwAeX2FDF/WVqUq8kNgPKqHtVwu8aPg+QOAs4AvovrV/P0iHANciHWGXA08S5VVTcJoHA9riH0PuBjVjxQ+IHIRMBLVF5S4vxc4Bjge1X8UuO8KnBzCuKLAfSTwB+BaVE9pcWqelq8GTgXeVRhGDcEw/hUwGrgdeKYqi5vI0CStO4jHl4G9gP1Jy27z97kz8E3ge6h+quyZIprIKCLjgKuA3QAFTlDVb7RGQT4PvCn8/RbwGg2VV50OCPeMwHTIviGM41X124n7Zph+e264dIaqfrQtPiKXA4+o6ssK3KYAfwUGgFXAc1X1j4m7YGUvPvteVf1kzo+Tga+Ev5cDh6f6NtzzDWA7TAdpzm0A+AswFVgZnv994j4M09eHhEvvV9VPJO5d6dNcWgvwQ+Al4dI7VfX/5eQ8Dzgh/P0ycEqH73M7LM9MBlYAh6nqn6F5vhZZ3/aYjL2Xeaqsa3lA5NPAwcDzUV3S6oQAPwWOCJfepsr/dCJD8OhCYCqqxY1PkbcD84CTUL2xwH1f4Gzgy6ieW+C+GaYL/47qCWVyFQbdXEdsjb3zn6H6wWLPuqvbGsswX84E3hP+XQS8lHn6ZN/CmN+Wrz/NPH1X03gAiLAFVj53AlYDL1TlspYHRA4GPg2cjerXW5ya6/wvAE8DDkT1iVYnhmG65eBw6SRVzsvcRYCfAC8Klz6hqu/PhykiPwPWqeqRBW5pm+1h4GBVvTlxH4OV3z0wffw6Vf1a4l6rA8J96+u2XLu0Ubsvz0YbIQq97HsCS7GK440hYacB14Z7ZojIlSLykIisEZHFIvItEZkQ3AckGy15q4gsFJFFoRfwGBG5Ozzz3iTc88P9XxCRn4vIYyJydVnPZHhmsoh8SUQWiMhyEflD2osYLOlbRGSViCwRkT+JSOEogYhsLyJnVXy2L3pOVZep6hzgNZ2ndiW7YQXnmQWybkNmJIA19k9M3AVTxLEncybQUvHVEXpKj08uvUlE8r1tn8MKFsAs4D87CaOBDDsA70suvRB4deK+GfB5zBgC2BrINwyPJTOGAD4jwpQOBdkMq1yfi0i3ozd7YO9z33bvGYu9r1junwa8pctwqtgx+F3ca2qNsiOA5yMyqsSPg4IfO5W4HwC8g6xzIM+c8PxhJe5NeEbwY89CV5FdEbkbkU+2OyFYnhkdLm1Ha1nakDwPeDqWb7thZ2LlOji8HdNDAAJ8Iep4ALERnTcl978KK6Od8G9kZUKAc0KlHHklmTEE8GExQ3A9IjIeOBQoG9X4IGYMAYwBvpBzP4LMGAL4z3R0Q2yE/TOJ+3Mo1veHA/tjdWWeT2DGEMA4MuMq8ioyYyjKUFjn9MBRZI1GgDNFZFb8E+rOExL312Pp2gmfxAwZsLrhy508HDqwvpb48Qosj+Q5FMv72xa4vZzMGAL4LxG26kQOLB8dARyCyBYldx0QZNilxH334F7Y2w/MCG7PL3EHkY8hchmWx7thhyDDwYWu/anbypkvuwDvSq4cBRzX51BeSGu+fifz5ekd+vFesjptJMX5dk8sLZ/RsYQZhwU/5ha4nUjre/pcMNQiLyEzhgDel28fi3U4Ho7pwqKZQ2eRtdkmY3VhyqlYWwVMH58t3c0winXb7C6ebaNwCtQGYjnWszMBuE5Efg1cCfxKVVeGe8ZjFcvFhB43rPG8gnbldRpmcb4Yy2SPYFbwPODjIvJDbe1pPgWz9q/HjIGfisj2qvp46mloDF+EKaXfYT0tLwZ+GTLJ3cD5wBrgAmAU8BSsAVQ0yjUbeFtFuvwY+FeFe7+Jin6bArcTyYyAyObJ7/1obyxuTmecUnBtvR8isjvtDbFxHYZRx0m0l4U0HgdC2/B2Pp5vzP0fRecdDjPCc2ANq1s6fB6q3+eRQH74ut9pWScDWBmI6T0H+GcXfmyb+y5zn4PIcHK97A2pk2FHzMh4aoHb/rSXjcFI62qs4oqG0DbAnV34UpoOjXssS8WTzYA35C7nG0x5d+hAzwTjJV8+JwBpnsjrIcHqnpQY/7GY0fFgEsZYWhv50P6+8zIMI+tMAjPK8o3iFj+CURYNnm2ARYnbFFoNLmhPpybx7JV83Tyc1nqkSOc3LhsishVwdO5yp/XOgbSX26Kp+mnevzrnlo/HSDpvU00li/s2wA01MhTR1H06ImNQXVVwz1GYYbVtiQx11MnQj7qtipNpr2/7rW97zLeMAF7X4Pm6tKwLaDiZIbQNNvsqJV8+x2GjNJEm8ZyL6Y5hWH2+IAtedqLdME7bdFIQxpjgX2OkvW5bUH53MzbaCJGqrsEy8TJsyOvtwI+A20XM6g4GzBuAW4HHgDjkVtSb9Fpsis1arOB9VFVfBVyHJfReufsvCtMeDsYqtllYj1yep2LG0HJs5Gox1oAbjRkMw8LnEcyY+aCq7oZN6yiK9xWqKhWfK0qSbLAYCN9Fhe+lBdfuT34fU+NeScjQRT38fQujIT3FM/QK5tcdrAUe6lCObUp+d+NH0fNF8Xigy3CayDCH4vVY2xbcm2EKc6DUvdWPOvdhWNnuhrowtst9p2yotK5ja7KKpvc8VTwy0gtPpX3kahVWL0SDqa581rET7b3rD4Y6CLF1iUXrhvJhVJXPw2hvlCc6QsZT3EOf5okmum6gQoYjaW+QpzLMpGAmQEEYXRNG9p5b4PRAcB+ONb57keEo2tsuncbh2IJrreVTZCKwZfi3TasTk4H8FDclMVAbkurCgZJ7qnR66keZe3q9PQwr01W6rAkxjNnY9NQqGbrVQ1UMbjthvmxOcfntJIwDyTozqp6ve991pB2OA6mDCAO0dwQsV2W5ucuWFJffTvRQnb7eu+CZNdjUuk6YQ+91Wwsbc4QIVb1QRH6CGSUHYUPnW2FTS14sIscB8wseLVpYf6uqrhWRlZgS+3u4vjx85y3cW4MMa0TkDmz6QdGw20D4Hk/7yM72qrpCRN6ITZe4GEBE7sWmXF2R9yxMT6iapnS2qm7IEaKB8D1DREZpmG8apjTuVnB/mrGLptB0oiD2obh3si6MvjUsRWQa1tPfqQyp+/4F7gtVebJDceaW/O7GjzmIbIaGOdQ2hatJo68fRBmGY9Mo7ylxz/+OTCObalaWDgO57zIZ4u+7Su4rxhoJ0Y8yGWJDZGtERhAa2IFey0a/GEh+95qnxgGT6LziqqIwnZK1MTuRTWtquafHMFIdsj/tvZPrsM6vlIHk91xsRkLTMJ5Be337aJwNIdaILJrylNd1eRlSutFTq4ElBde7ZV+sEyJliWbrGPakeDSnE53ej7JVNLUr70eVnnom7XnmQVU6HYmu1oXWQJ1Q6t56fXbJaHg+jFtz7tPJ6uFuDaIYxmZYOyo/Et2Puq2Y+TKb4nqgnx1QT6d9tkynYTRty2T1jojQ+UL/qrQu2kgllaGo/Obvgd70UJ3Ob0qVDF2xMdcQjRCRA1X1cVW9VFU/gM1/BjM+IOvF+Qo26hP/F/VSrqv5n2eXKAdZw+begvsWhO/7gdFxJAebNhENm6+r6iys8fc2TCGUrReIU+bKPn2ZC9kBA8nvdLeedG7sv2EZ7mpCxg7pFncHuRCYgs0T7aRiinP6n8Tmgu6BLT5/KIQhZPNov4e9sx93GEYd6Tzdk7H0uJ4snqPJRhcvwBpn5+ZkiPFYijU6TqDTBrgxUPK7Gz9GYNMUIrPJpst9HDNGr2FwRi0GSn73yz29viXJepMO/ahiKlkjoez5dBRq/SiHCCOx9AVbp7AbtiHHxhghGij5vaH9KCOWnUVYY+zFtE59SNfCvRQzkP5JZ2kZ/bgf6x19K626PrqvwvTeM4FbNHQmJAyU/E79uA5735+iVUdEPfMYtobnWOCOxH13svz2rnD/bVT3zJbJcA3WqXAaxXpqJaa7D8Ti2c+dlWIYK7A1hPNojWeq84/A0uoOOhtZiX5chZXTd9LRzAS2IOvs+wG2fuiOAj8GSn6nMizD0vHVdDdlpyoMaG3oFbmn18tGw+vCqB6xb0ZdGHXuvZDW4a/B4nMj/W0nxPe9BjOmnwL8g3m6vPyRUj9uw9o6H6RYxoHwPYbizv86Bkp+pzIsxtLtDbR2WEb31Zjx9HTgtvxSkoZh/BJrF36cYj20GFt79kJadURTqmToDlXdKB+sl0ixuaQXYOt+HgrX3h/u+VL4fy/wVawSVGBpcB8I/xWYEK4tDf8PCf+vINu5CGy9j2IG0/eBP4b/9wFjwj3RzwHMaIz3/A3bke3H2BS5E5Iwfwycg60zUuAHg5Bm52MjZlG+74drU7r0bzg2tWt18O+wxO3UcO2XsH43wm2BseH3jsF9BbBluDYM2LkkLC249vngx9nJtd2S39OTdzUjXBtTFEZMk5r4Fsnw7+HZS5JrOwIjozzBfRkwPkm3nbL79YegCvqh5No+hTK8DuV1JXLCuQrrwufCLp4fqybI6vB9QCLPc4OM94MOD9e2Bp3aURgN3BUeSGR4dYH7eQprgvsFBe6vSOKxpCKeT4bv9rSGPyQynNFFWj4tl5ZbFtxzW3BTheckab1TuPw4aNBLugXodh2nZbinzr0iHh9J4nFll+9zWZIOxxQ9m/80DQMzIBQ4Lrm2e/L7E8H9G8m13QrjUaIDsLWpCrw1ubZP8vsHwf0/imTI3Rd15Tk5t0Xh+vPCf8mFcX5w/0yJDK8kqw+jvt0V64RLw/l0uG818Ivk+jDgieC2Z1FaYTtHKfDuqnhWpWWDtL4guH2yJJ5nBfcvdiMD1tGzNrjtUpsnCvOcPj2Uz5Wgoe7SnUC3yeX7tyVl5+acHxcGPz6WXOtG538+hLFW4YcF7kcmMqzSkDcS91E5PXVwgR+XJe5nFri/KtFjPy9959U64p4kjBML3M8NcXxSu6nbqmS4gPfpBahewI+Ta7voBQzrNIxS9ws4L4TxyeRacb4t1XX6j5DMLyvNM7BF7n0+o4s8dXrixx9zMlwaZHh3kQzYUg8FknxdqAu/lejC85Prk8O1tWRtNsnpob+Ge16TXOtIpwe3jyS68LedPl/02ZjnED0OfBZT4kdgPSxLgY+S7eD1YeA3WCI/FbM0+8U52KjT3tjaoCO1YLGhWi/hUZghtAXW+78PtsXyn8Ntv8J6DE7GGtCXYA3tfvNaWndOOSZc63RBaWQmVpFeH/6nI0TxHI2LNeYs1TtU9bFwPe5MdKWqLgvu61T1tg7Cj35cHC9osjVjIsNfVfWB4L6qwzDqWB/PRIYA2ruFAAAgAElEQVR/qOrqnIxXqFpvkKquVdW/F/jxk8wPrutCljnAwvDp5myN+EzV+/y5hmkdqtyj2jYtqDdsRG16iQypnPdhPURF7nPD9w3ARETy+TuOxsS8UuZHlQx1RBmK/cim1MXpYwOJa0zrK1VZCqDKo6rc3oUcvTIXq5xuppt0sNG3LShJB/2ySrqBQv5/tdciZGl1yXo/VG9KbqvTEU0oKJ96XYF7GkYqQ2Qu1rv7BEk6iO0ONg0b/fl1eF4bhFHonujbW7S9Z3YO1gl1O63vYja2qP9uVf1bEkaRPq2LZy80jmeXMszF6qzbVXX91K8O80ScIv1LVULdxd9V26Z5pfp0Tm79XEE8utL5c7E1zPdRrQuvx6YR53cunZ24pzLn/bihwn0gfC+jm552my0ys4EMi+i+bquiTUcwT29lntbNEuqEtvfNvOb5VoTh2OjbOuDn8XpBnqmud5oxFxuBvbHg+bq2Sie68C4szxS1M65O2myaK5/xff00CaNTnR5lWIt1IvUlT220NURq81zfUXPP/bRvoPC5xH0Buelzqjoh9/+QEu8fVtW3loSb93Mx7TsEpe4vL3PrJ3m5+kDMRH/BhkbTTBWH3suMjzr3JjQN45oewuiXDFXxnIkVzPYzIjojGgpKd3Ni8+8z9WNm+M7vlNRvYgVdlKciMZ5jKI5nfOYqbOvQObTuSjQ3cd+9zY+sgv4l1kHRS1peRZaW6fuN65wux4b8BxK3DZXWTZiDjazfDezRxY57VXmqV7bA1iXdp6qPltzTk54Ji/i3wgzXu0tum4WVufbzrlqZg73TcRSXreu1PG3jPWW6rM49leE+bNbE/iIiwYBqkk6zsAbZYK5RjfG4tkIG6L7e6Ee9EztU/lJz3xzMyL0Jy/sTydZbzcQandcXP9qY+D5XUbyWtaj8LS5wT/VUhm1KsjWWr7ah3CBSrOf+wC7WrczEZtIUy5DJeV9O5n7Rjzwx2GFMxdrbN6mysuK+/PvstmN0ETaFcx9ERqK6OqwjnolNmS3TdU3jOQdbJ9bSOVT3fNiNcwK2qU2vaxfnYFPx7sa2/x6m2psRvDFHiJyNT8zIf879h6wnqmhL5CbuTZiCFaj8ovt8GIPZs95TPEPPzyTgLlXWFN3TCOt9nIM1dO7FtkgtO6OnjPj+/pT7D9lc5MEepYhhXovNty4aWdmaLJ6zaD/HYA62Gcotyf+iMGK+zVfAs7COkthw7GW0rahsQGYA/Sn3HzZcWjchzVPDaF1X1vR5yDYQ6GdjpokO6VUHTMLywr+0oJEXDKaJwD0FozHpfXE+f1GeavK+pwKLKwy/6EedsZK+z7FY/KBWT8kobG3uAm3d/KNvhBG/qdgC6cdKbpuCdR51s8YyPg+91zvQzACOaR3/E84wmgzco8oTJc82JTVwp9B+Rs8cTI9el/zPu0O5npqKzYSJ8SgbvVmINXBHQ4dnKWV+3ogZdkU6P03LGeE4gH7RjzzRJIyldL+hTNM6oR/6Ns1TQmakbI7lhTu0YMOnUH6nYHpqWZnnYjvHziJ7n1uH3UBhw7QbI2k8h9N53daGG0RDm9hTdiM2hTHd/jZm3KKNJlL3MmOmklD4JmO9w2W7scUwBnMx+hSsp68sjLp4xgZJrzJOIPSWk6V5p9tFx/d3DRanovc52Av7Y5j3YHHJb6kcK+gYz81oV2SpwZT6mQ/jzzXu6xV2F9tFb40Z639L/qfEiuombApTUWfCxthEIcMqqdm05qlOD2eN99+JTe3p9nDXIprokCnAQxUN7KZhlL2LiVijoU6PxZHPmKe2CFvU1oYRNmYZVyFDEznjMQXTKX6fdWk5uca9H2yOTduri+f9FSNpdfRU7+T8uK/yLkvborSegHUu9Fa+bSv2LWnVdflNlbYm6wVPZSD3/zrM0Cxzj/GYWdABNRdLz7uT/53Qrm9bmYgZ72k8uz0KoYgp2DqS/k7/jsyXUVjevod5HY2cpTStE2LaXZX734z2DsfUjzoZxmF1c13ZmoHl/5inRpIZfHXlsx/lNx7HMJvqdkLHDDmDSFVPUNsp7kMbW5ZNgLwiSxt1Y4HVFRVX7MnqtqEyArPqq56PW6X3c1vYPGOBVRVGWV08o3s/hn+hP43Xu7Aev/T5fsnZVIay0Zm8e3otvSd1L+sV/RcWn7pGwBiKt26uIspwT/K/SIZ7wz35sgODn9Z1TMUqq37kqehHPw2iJjpkbI170zDK3kVTPVaVb5uGUZUfmtwzk9aRzyIZ6vRUL2lZR2UcQs/yqB5l6Ec84prE8rSuNj77Vb6L8lSRvqzTlVDeAZUPo3WUuHX0Juq6Tkcl2nVEawdUk3j2gumI7o2VJv7D4OqhyNbY9MUFlK+xrSIan73oqW50YZRzQ+mhorqt5zw15Awip4WtsZGhJQRlKpkiG4kNf5cRh7y7zdhNno/3VMnRK73GM7qXTrdpSGqc3pe71okfS7DNQfKVY7/kbCIDIfz7gPFkPempe3E8bWrSlFJ3Yw7wMDbFqWgxcr/S8l5s0ehjBc/HXtR7wmd2cgjthkrrOvqVDpC9z626mMpZRmX5DrpoJL1VnnXvoqmOqUrLOj+a5Id4z+qKe5rIUKenBluXQnk84zku/Xif/fCjKi2i8VmV1oOr802fzCx1z/4/im34U2UQlfkxjWxUIBpEvYwQxbWhkyrc8zL0Sq86oon/0FvZaZpntgYWYdNai95nHf3QUxtCF/b6vgYlT7lBNLSZjU1ZU8I5S2SKbARJphaRqSJyiYjE3fPaMr6InCMi324YdtHze4cwXpnIAPSwNqeefDynBxlOq5DzXBH5Zs69VxnjVIn7yPbs7/RMqjg9iuDHpGRO+oZIyyjDSuBRiuMRf99f4j4rcV+MTQPJp0McKgeL74zc6eh1YVRjfk0H7icrG/nn55BN08jPYe5XnuiVfuWpxdiui9GPmRX3d0J8Z2nZOi6Uvz2x3mzJue8Y3E/qMIyyd1Ekw6EhjOcl91XlqaZhVOWHEcCaonVODWUo0lPvDfGYQHE8Dwvuz6kIsxO6Ses9ggzHNwyjKJ4fCH6ML3mmzI+q91FVdvqlS+v01HSyqUnLMb1apAvjs/cDW2C7HubDKNMB+ZHu9FpTZmPTi5eUhNGbPq6npQ5nvsxmvlzCfHlL+SMd+08ujP1CGC9p6EfTOiH/PrfqcL1VP/RUWrb2D2XryIIwqspG6senRCTuWldUfl8RwojnWjZhUPJUrUEkIgtEREWyFy8iZ4Vr5/cqwKaGiIwWkc+JyIMiskpE/iAi+1bcf0hIi6LPCeGevUTkchFZHq4vKPBnQEQuEpEVIrJMRC4UkemJW1kYH+ohumkD+r7kGljeSHfsGI1tjx4PKY0jSek9zwKe2zDsoucnhzDitowbwmCXnAxjggx7JO7k7jkYiI2IKGOvw/XREOil8TqL9vcZ/e2XnHVYnrKGXT5Ppb/L4pm52zTGB1rcbdQgn2+F7NDZ6Mca7FyzIhnqmEE2NQmiQdQ+DeTeEM/81IQNldZ19CNPVemIXonplJat7bHyN5nisrdlcN+5wzA6kWFmCCPtcUzzbZGubBJGVX5oouuqyk5RWu2DxWMkxfGcHdz7tZ6jLp5FMkwKMuzQfnshRfF8SvCj6a65Td5HmtYPYfqk6ftuSlWeanXP9GmRQZTqKWh9n/H+B0rCyE+5S681JdX51Tq9/zoE2tsq47D8sHsf/ScXxrQQRtODbOvzXHHdBp11QFXpiLp8W1S2pmPxTEcNm+jC1I/9gh9lYWwX3PNbylcxKHlqo227vQlzFnAKtlj6cuxE8V+JyLaq+lDB/fcC/5383xw7jwiyHYPmYBnrOuCgvAdhgdgl2EF8v8SGsF+OKaZnYr3taRgCvBnrPepqC9Ww69A0wrkZZIVna+zMgtVU54/YyzCi4p4qmjzfaxhN5eglnv2SMa24otJsXjFZr+B4sgWT6fv8JxsmLcHiETciSGVI3aPbmBr3+L1HshXsBGwe8v25+7Ym6+GcDTyA6pOIFMnQJA55GeLC0QcT/+LWomlD4k9suLSuI81TsYe5kzwVK+jfhCvdpGUVcXpYWfmL6xd7Sce6d1EnQyTtBY9lLKZDP3TEGmB4so12mQyQjZ6u60CGpvHshaYyDOb77MSPqrTIyo6qIvIAzdO6Ken7jD3mRbow1ekHIjIM1XVh9H8ixbrw1sSPh1BdXaILsymxqo8hspTuDKLYDqnT+flw+8FqBlfX9qPsNMkzk7G2X9H7XNAwnCyt7X0uo3M91UQXKrZOOaZNDKMurQaj7HRet5XQF+UoIhOBc4FnYwbBA8AvVfUUseknP8N63CdhcwevBN6sqveE5w8EvgBsC/wQS6xjgf9W1dPCPS8GPoD1DD4CfB84vWz3IRE5g9Z5rCl/UdX5Bc9MA07Cduh6jqo+KCJrgVcBbwE+lH9GVf8FnJb4Ec82uk5Vfx/uuRi4OIyytRlEwIsxY+hG4HDMyr4d2E9EDlHVK3JhHAmcimXIC0viWEec3vNg2AUpGnuxN2IN1htbRsz4YyruqaLJ82sa3NMrq2v8r5MzypjfLrVTZmGFOvq3gu56hh6k+H3GxuVYBmuxv63/mQQsCjLELUrTeMzCti8Fm0/9BK09mvH3w8GPB4PMW2DredKeISifdndPeD49N6QpUYaHgh+Lk+sxfadiHSapLPmKp9c80SsxHkuwinYhnaXDRGxkuOp99kJl+VZVFZE1Ze79CKOBe2QWdrbHKKz+gVZdWeVHWvbKWIN1dI2ifJ1BPC9pGVZHPkj2jpvqqcHUpXXx7IcMvdY7qRxV7yMrO5b3FxE7ZtB+peUsTP/F972Mdl0JmR56EGuzTcXKcnTP6/y8Pn2gQhemazGg/IDYYqx9txXwh5yOyMuwgix/dFq31dGrjmjiPz2G0UmeW1xShzchn2/TfFIXj6ZlaxZWJw7H3uU6muvCfpTfKAN0X7cV0q/eon8HXoZtg3s9Nry2f3CL2+peiiXeM4EjsR7Xw8P85ouxnt8rsFGLlmlXIvJ84CIsg1yEGQ/vwBpfJ5bIdBLliwO/DrQZRNghjiOwsxpiT/DVmEG0d4lfqZwCRIPos3X3J+wTvq8JvYPrROQ6TP69sXRJicbROWpz+7shZqhTwyd//XFgtpQfdhWVeJXRVMVqrHKvej4auxMq7umVx4GpFT2zdfF8rMa9KbOwof5VuWudPA/wnvDJX0/lLNtKvVeiQjo2fPIyxN8TKI9n/H1lzu9ZWIMhun8AkfeQ6TC7nh3EOaMijDrivV8Pn/T6dWTxfB4i15PthliU1huTrEGVsW59D3Pz508In/z1Xollq6p8P05v6VinQ5rIABbnaRTnqbowmuSH1I+FFTII1iO6/rlQ79Tpqabx7IW6eK4Ln17eZ6/1DmTvsMqP+G7/nrs+kf7VS7No33WvSBdeWvBc2tD99/Bpfc7yRQyjTBdGg+h7WOfvXGBzREZTcS5XQuxYfWlFGLOwjvJu9XEdj1Pe+d0v/6G3991EB2R1m33y15sQ7011iJrhqhtCF9b50Y/ym4aXngu1rqK92oh+zYWNw19XAecBryAYEKr6BHA0Ng1rJdlp74eEqWIvwhLvDuBQVX0+rSfCQ9Zgvw5LgLhH+2ul/SAzQrgDYXvtos8JJfGIB5KtSK7FU4WnU8+LsLnQC4HvNri/43BFZA/gUCxjfbGDMPKUFbLU8o4H7RURe5s6PcQNgLDN9dKa5xf1EkZDlsD6w1XL3KtkWFzj3pSi97FVwZkRnTyfXt8QaVktQ1ZB55lBdrBbXTzi9zBs9GJ47vp0ivVaN5VK2fU4GjUJW1O3fe76hkjrJhTFYxhWmXX7fNX1TmmiQ5YAU6R5OcgTO7bKwqiVQWxRc1GaNS1bK7EGUVU86+RMw0sZizUu6uLRk75uyFKsh7gwjNDhtATYKtnNtFP6EY9u0zpeX4LNIhkMnT8l2cWxqS4sc5+EGUNV4Uad9TRsrUfckrxpb3sTHdFr3VbHEmAM81s2k+gnj2EduL287yZ1Qj/0bdG9ghmudfn+UazDokoXbkZx3pgVyvSG0kO91m2FNMmQ0QpMd7qIhSxanGdhDYM3AW/DEvW7IvJq4ABsDvowWoknZ6/viUl66G8lW7wP2Snwh4VPRLBpdjflhe5myhxZpt08uRZ/l/XapXQ7ctNJuDGM+aray0FkdYUvWt7bFMiQd++WJcB2IjJJVYumccV02baHMJrIABaPolOoK+OpyhoRHgbmijBMlc57J0TGUdxjshnWwG8yotPUINqObN1Yv6mTYUuKpwwMxxRZ2utZ5kev7k1oahDlib2taVpvTKri0eRQycE2iJrokIexXuvZNJ9Hn/IQ1ngt1CGq+oSIrATmVvQulp2APjF0yFXqqTD1bxEwICLjVHVlwW1Rx26LdR62EBoiZXLMoj4tV2KNugER2azi3LWuSeI5W0RGa/EIw8NYJ1u6Hq8T+lHvpGldRmneV+VGETukWIQRql3sNmfTmcrORpuJHYQ8WLpwZrIms0qX3VHiVhRW8XWRzbHpznk6qdvqiHligGz9av+Yp8p8eRiYwXwZy7yuDolu0pYZ7LrrHqw9v60Iotq6wUMov49gxs2oMJiRZwrF639GY6OndeWz5/Ir5R2r0LxuK6TJCNHt4fuZQZhhQNx1LS6kW6Kqh2MGzl7AzcA8zBg6BjOGfoFNLUl3bEt3cto+uZ7fQWhB+D41HekBtlPVNmMocBJmnBV9nlfyzC1YD9ccEYkW7NPD9w0h/luKyM4iMpA+2OPIzfUxLDGGYTvnrA83hDEVS1cwI7QXynqA4vVYaexVcl+dexOahtHJdoyDJUPVlMmFmELYpUsZqnrjmvbUNX2f+5Tc1w/qZGgSz279qHPfIlTOTagLo6wRkZ+uMJhpXY1tQVwW337lqV5Zgq0r2EGsU6CIJuWvlGDgPAhMF5Eyg2Ih1kG3Y4l7VXxnJDLuJdlZVEVhCN3ruqmUd2DOpEaPhc7GhVgdPJgdTAuxdsWeFe7Q5fvsw/OpH8Xl0xpcTfTpCLrfyawsL6ZhDJYuHAlMpry3H5rv2NUPnd8r/cgTTcPYo/KuchZjHTO7ijC65J7e9K11zpRNVZsZDKCFWMdkmUESy+9uXchSq4ewae9PANt2sE1+nvFk09SLZOiaJgbRl8P3aSLyF2xnpX2weczxzJn3isg1wJewzQcGwvVlZJbxvsDnaF+781NsqH0HEblMRH5BuzI9O3x/SkS+LSJfE5GryRY1t9HNlDlVXQScj6XL5SLyHeA4bCpblOFobATrx7nH48jNBfmRm2BAnU829W+KiJwvIp8O/y/C0nU3bL7wr7Eemr+o6m8Sr/4Na3hfrqr5aYWdEjPOo1j6L8XW9MTrsXeozHiM7odI9wc11oURC9czgzEI2DbkXYbXjQzR/dnSetZNSpRz/V79IuvLQBNimj9B9i6eyLk19WNZ4kd6Pcr4QhEbrRVhhEhf53LHsFYkMjwJTAuLb6vjmfWCr0vcV6x3N6K8KzAdtDznHr8fS/yIi3mrGiFF8YjPP1oiw6ogxwqs7MSpfzGtny3CeAARpMM80StR1tVk8Yij/Z2mw3Ja3+fM3BbkXaGqa4G7MH17aMltsfwdVuLehFgHJeVTBgrCKNMBMR0eJ0uH1YnbcixtJwAHloRRoCNa3NfLGKeTici4RO8Vvc/HE7cF4ff2IlJm8NTFsx/UxbPX93ln+N5ZRLrdVSrK+AIR6+0WYZjIeiNgMmbsrCVL6zgqEN9DQZ7qWec/nnObiZW3Ml1YVIcXua9K3NckbtMwI3stmS6NMjStF8p0/sSwyU4/6rY6+qEjmobRVdkJM0cWYx0v6+XM5Zm6OryOqNfX0K7zm+bbbnRh+j7j8/tK64HswPqlEndinUNNj2gpk6Gobhtcg0hVL8I2FbgWG7nZEvgVtt4nDk1dixWqlwCvwRL9VFX9G2ZI/BjLCM8C/jPn/1Ls5dyEjUItBn4SnJ8I9/ycbB3SEdgCvidp3Yq6X7wNOAeb4/gSbKOI51VNTxORKVSP3EwHXovtwgdm3b4W24giZpIjMONwf6yX8AdYnGMYI4A3VoTRKbHwzFLViao6ERshmxLmzMeRwReLHZKYbwDFjL8lNlWSgnvqiGG8Lpy5lH8+5q/hwKdFZJqInI7lsX4RZThaRHYtkCG6T8K2Y6dCzreLsKcI+wHf60CGWIjfh+pE7F3EjRGaNl5nYI3yqYkfd2KNdElknAO8T4TpWGdH6RlbXRBl3SeRIRr0WyXu70zcP5A8Oxl715cm7vvl/J5JXJitugWqW2DTLmIjPd53dOLHeTk/msTjtuT5Gcl1yBoLO6M6HtXxwO/Ipv7FtB4HnCnCNOBM4KiG4feDmKfOSuJxYs6tjhjfnRM/rsJ6mCf2Sc5Yvt4TdFxZ+Xu1iMwtcG9CfB/vF5EdROTZWMdXPoy3im1fnw8jpsMpia78VHQLoy8xjDNFZKaIHAd8okCGN4nI00VkH+AnyVqa6L4X8EYRmQV8i2zUOcrw8USGqHdnqOoqstkW7w/+lqXl20LvbM9GbQExHm8RkaeIyFNp7TyMMpwkIjM7lUFVl5NNtSuLZ1MZpwOnh/J5NtY+gSytv57k+6NybtGPU0XYW4RnYHV2U6I/ZyRhvHO9WzbC+9vEfa/cs/F7WnLPP7H1OcMS9+MS9y8kz0Y99pVEl8Y2R6cG0dOTMH4Vrk1PZOilbqsj5qmXM192YnDydQzj35gvU7oMI+aZj4kwR4SjaG3DzsDa0ZOStLqXrA6vI6bn2cnzr865RRneLcIuIhxE6yBFjOebRGQS5brwtEQPfThxu5dsG/R3hetleujdoa3ZaVpGGc5KZDgx59YVjRa1qeoFwAUV7hdjO8UVuS0nadgHzsv9v1FV94D1c6VvDtf/kfjzY9pHZfpOqFjeHD5F7ufTWpkSzicq3UYwbJtd+dJV9U4Sq73AfQ393apyJrBCVdONHBZio1QzsN31wKY7XkPWSx7lWSoit2PrJD4jtuPXVrTuaFVHDGMKVkha5u+r6nIRuRMb3n0NmSH0BfpHlGEENnUxTQ9U9SERuRszJD4nIh/A4pnOU70B6zSYSjbF8ckO1hTlR3FI/O+kYnoIXb8lbPRjGyx9b8IMJgE+Gj4Af2nof1MZYriRGKdZ1Mez7vkYxiJa10DEw1u3bOhHOVlDJHveznN4lPa5+Wk80kMRr8XmSk/GGq2x4Xpmbfj9o195Smld65H60Y/t26/GeiMPwDrS8lMhrgnf47FR9KJ57XXcgB1nMJesTknXC0YdsB1WoeenvRXlqXxa3oBNRduPzDD5U04GsPUUaZkbj+nWdN3Q58MHslkYTd7nNeH3ydhRDvmDDq8ObjsGGQfjTKIYjwlk7w4RGRuOyIhpPQmbct/5+hvz4whsxsRLKd/4p4xbQ7gjgNPDB7IlAE3SOsZzMrbZEwAijFRdP3pYRV2eyjdgU3lSXfgIrWs9HsA2dtqqJIzUjzizIz0fqNMDnPuh03sl5qlR2Bqibtb4NA0jHY3tlBuwaX17YiPjkLV1o9/5um0hWd22lGqa6qmjw723hGurkjVFMZ5bA3c3DGP9+1TVtWI7rz4D+A8ReR2WF9M4XQO8ENOVi+j8eIpBy1P92mWuV74SpsKdgfUu7IwVzE56XJzOmEn74rP4fwZmoMRRsbJd2P6Y/O5m15Crkt9jscZBnqIGe796lsC2VY2KZgTFPd918byq4NpmNN/xpEqR1cc1m2pW+j5VWU6r8o30My1t+lDrovE0HnXxLHJfgvU4zUi21E4rcJL/TcJoEof88/H/1GTqnx122C5DnKs92Pm2jl7TIfrxIDa1rVs/6kiNhom0bt4DVnnGRvNoutuutah8Tg69k3kZxtNeQTdJy7r3XSRDes89FG9ek46M1smQ6qmptHfC5eM5GGe3lMUz7pb6F7LG0RiKF9zXkcZjGh2PMvEEiRGT0Elal8WzaT3YuS40g3IZ2YhBXR1eF0ZsPN6XuK/XY00iEe57PMjVjQz94GayqdMjGZyt5dM8N47yNSxVlOuIrG6rep91dJtv03JYF88mYaR+FJWHVE9NoF3n1zFoeWpTMYiuxeZe/wfWe/Vd4OAwnc7pM2KLy8dT2YBWxdY2VdHTiF0YWftdzW1FI49NtkBvKsOT9B7PP1O8Q11TOWMhThv6nRTwONUsbyjk/RjUtKTGKKM+nu29otli8BmYchXK4zkz3LeG1vfRSVoWyZj6MT2Ec1/OPR0hgsFP6zp6y1NmZE+ntwq6Cb8mNyqbEkYV8uewdMplFI8sxcr6VmyqURlFvfWNylYyJe5vFPe4Tof1mx5U5Zkm77NOj/2N7nu3m3Itxbs8xXgupf1cvU7px0yRnxRcy09FS9P6ESwPRbe/UrxLXqc6vyxPFbnH/1MxnT+aap0f/VhU4h4blqkfD2MdUJ1Mq72f1jP86uLRXx0yT9dRMkOpb8zTe0lGPLvkpwXXJokwisyw70XfNknr31Ksb2P5vJPqnfqahFFXPq+g1YDulEHLU5uEQaSqn1DVrVV1VPh+par+q/5Jp0tipsn3SKYNS4Cv1PjzM4orv06oC+MntDc+u5lm0YsMF1OxRWzYdvVLBU5rC64VUfQ+8u+iiqJpC0V+nEfrYWrQr7TMpppVyZBf2Jm6pxV0kR8jyHafzLvH/9GPRRUVdB1FMqZ+7IIZn3kZ8j2r36N9+mi/820V7XnKpsc2PSV+KjZ1rC5P9UQweEqnYwfqymddGMtpPWAXkum5wRipCmMm9u7SKYIteUpVb8YaGymrCNPSQhjnFPid5olzoW2KbdQhRfnyoXB/lOE24PdlkWgQz54JHUxF8Ux1Ya/v8ybKR2ia8g1y08Bp39QgS+usY2Y6IqLKWop3k22q84t0XV6P5d0hy3dx46kyPRX9eDg3krxbh5MAAADqSURBVJ2W3/apv9l6uPRsuGJs04QJDWTIx6OvOiQwqPm6H2GocjfthvhKrG5rWodX0e6HbX2/lPU6glXAV/Oi0TqlrU4XQnEdHt1+R0UHU9jO+5sVYdTRFs+g41fSY56S1naDMxQQEX/pjuM4juM4zpAhHNlTyCYxQuQ4juM4juM4jrMx8BEix3Ecx3Ecx3GGLD5C5DiO4ziO4zjOkMUNIsdxHMdxHMdxhixuEDmO4ziO4ziOM2Rxg8hxHMdxHMdxnCGLG0SO4ziO4ziO4wxZ3CByHMdxHMdxHGfI4gaR4ziO4ziO4zhDlv8PpUOTQSgQv2QAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 0.5\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 0.25\n" ] }, { "data": { "image/png": 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jOI6zwuIGkeM4juM4juM4KyxuEDmO4ziO4ziOs8LiBpHjOI7jOI7jOCssbhA5juM4juM4jrPC4gaR4ziO4ziO4zgrLG4QOY7jOI7jOI6zwuIGkeM4juM4juM4KyxuEDmO4ziO4ziOs8LiBpHjOI7jOI7jOCssbhA5juM4juM4jrPC4gaR4ziO4ziO4zgrLG4QOY7jOI7jOI6zwuIGkeM4juM4juM4KyxuEDmO4ziO4ziOs8LiBlEOIqLhM21Z6+I4juM4juM4Tv+xTA0iEVlbRC4XkTki8pqIPC0i14rIOstSr+URERkuIleIyMylabCJyEAR+U8R2V1EpOCed4rIh0VkpTb9WElEDhGRdzW5ZzMROVxEVmnHjwo6DBKRD4rI+5qEc5tOwul0DxGGivAhEbbPvaFXBtMrB9Aru9Kbn55d0GGACO8XYU8R+sWPUmrh3GUphHOP/gqniIwVkSNFZIMC+RAR+ZCI7FxUPiv4MUpEDhWRTQvkI4N8q3bcD25MDOGYWiAfLiI9JXXde0NdNLBNHdYVkY+IyIQC+aohnP/RjvsVdYjhfGeBfKiIHCgi7+3Aj/WahbOaG2wlwodFGF4gnyzCkSJMznWgVybQK0fSK29pVwd6ZUd6pYdeGdrm86vRK4fRK1u0rUMJIowQ4SARtu7AjY1EOEKEUW0+P1CE/UTYpck97xDhEBGGFcinhPSc2I4OleiVneiVD9ErQ9p8fhS9cji98vYua9aHCCuJcLAIuXVAKL8Hici72/dDNgjlc2yBfHRo072tXT+6jajqsvNc5G7grcANwMPAJGB7YA9V/csy1CtGylqqOmNZ6ZEiIqsC/wL+CewVLnesn4jsCZwAfEdVr8iRnwccGf6eD3xEk0wjIgcAlwAC3Adsp6ovBFlu5lJVSZ4fCPwRiAXvq6p6UkaHXYGrgUHAvcC7VPXlKn4UyXP0uAA4LPw9Fzg6E84PhXASdNhOVV8EkKMKdDhX6xtuIpsDPwZ+hupZDQ9YQ+9m4N+oHlSkdx5FOjToIbImcA3wB1S/mu+YXAJMQDW/MhT5JHAwcDSq97SiQ+W4akJolF8N7B4uHaPKGXU39cp0oCf8O5se/WSZnq3qKMIZwKfD39NVOTajqAC3AI+gemhBYH4AbAfsjOpLOfL9gS8Dx6P6uwZ5r1wKHBD+nUmPfqbv0S7EtanAWUCMv1NV+VxVP6roICKrA3cA04A3gP1V9deJXIBLgQ+GS6er6rGJvEo9szJwO7ARsBjYW5P4FJEhwF+gr4Hwac2U0VBX3Qrcq6pHkkFEpgQ/xgEvAdtrWj5EBgC/B3YKlz6mqj/OuPEF4H/C38tDXGjmniuA4aq6W44OGwG3ASOBF4EdVPWfiXwolidj4/kTqnpOIm+rPs2p068DdgyXjlLV8xK5AL8C9g2XTlbVL1bVIdyzCZYWqwAvhHDeDdXrQhE+iOUrAf5qbvBaIl8LS881gh/bqnJ/n2O9Mg74O9ZuWQTsTY/+vhUd6JVPAD8M/24HdqRHFzRzI/P8sKD7ZoACH6WnFtdlVCufDMLe0bHz6XBVLmz2fI4b2wLXA8OAx4B3qPJcVR2CGz8DPhz+/rcqJ2TkPcD08PcW4L2qvJ7I18PKxurAPOBdqjxUpH+d29XT8xjgtESHnejR1/Key6VXRgB/AzbG0vMIevTCMj1aq28ZDNwEbBP8+LAqF9fkMgD4HfQZnt9Q1ROzborIdcB8Vd03R7YF1pYZATyHtZceTOQrYfl9Y2AJcLiq/jyRl9YB4b7zgxvbqOqbZc/nuZGyzEaIRGQ0Zgy9COykqh9X1b2ANYG7wj3jReRmEXlORN4QkbkicrGIrBbk05LRkk+LyCwRmR1GG/YTkX+HZ76S+HthuP8cEfmdiCwQkTuaWakisrqI/FhEZojIKyJyi4hsl8h7ROR+EVkoIs+LyG0ism2BW+uKyGlNPuvmPaeqL6nqFGoVQrfYHNiS2gsy1XUbasYQwBHUXuaIyAjgdOjrNd4Y+K8W/T+EmjEE8G1JRghFZDBwDmYMAWwCfJEuEtLysOTSUdRe5rHwnp7INwGOa8OrjbG4zu01xSrqbYGGhk4XWTfosEOu1BoruwPbI1LUk7cd8A6scbks+E9qxhDA/4hQ64XqlR2pGUMAn6BX8keS2kSELakZQwDHhGsp47C03rWJUzthjfC1C+Rbhk9jb2Gv7EzNGAL4NL359U67iLAVNWMI4LMiObp0xn9hxhDAYOCnwUCJ7ELNGAI4pmjkoQlfoJZfBwHnhoZ55Gio6y09JWfkYRKwFRT2UJ+EpTnAqtTXGQAHkdSfwGnhPQiAiEwGvpXIPwDskzoQjI3dgV1FJK8X/BTMGAJYDfhRRv4x6uv600RkHN3lYJL6EzgjvrMDe1AzhgC+ICLZslPGqZgxBDAKOLuVh0VYGTiT2rvrHcDHM7d9HzOGoh+nZeQnYnkCYAhwIb1SvU3VK2OA7yVXtoZMp0o5n8KMIbCwnEWvrNHk/nY4HOpG4s8SofJMDREGYO/wmF/XAY5vRQERdqS+7fNfIrwlkY+Euk6xd2Hv8ZSTsXcs4fuUVnQopVfGAt/J6PDpgruLOBZrJ4Cl59n0Fr6H2+UozBiKfvxQhHTWy/7U13EniMjGyf/Y9tsZeF8woLKcgRlDAGOwspbyWWrhHACcnakjqrIrViePb+PZBgaV39JvvAK8ilXa/xCRGzCL8npVnR/uWQUYDvwGWIi9TA4Kz30s496xmMW5N9bD/wLWq9EDfEdELlfVh5P7j8Z64P6JNVquFpF1Veut+ZDYV2GZ+8+Y1b83cF0wov4NXIj1bE4HhmJGxjpYj2OWScAxTeLlSuDRJvJuExtia+XIjs65tnLy+/1Adjh0ZVoj68cAqJu+sHOObt2eslYWzn0wQ71IXpVmcZ3KRyMykjAK1mXKdBhNrUG1FlaOitwoasT3N9myPwRIpxeVpWc3yPNjROZ/jJ+xiIxAree3D2uQp+nxjxw3Wy2fS6NsZMPZNmHE4rDM5dWwUZxmOlROz2BEfDT7fGbkJevH4PBJiWkxUUSGqmrS+yxjMEM9JZsW2Xw7DOqmIB6GvT+auTEBy+8AU6HWwy0ia9FofK+cyCVHhyF0vx2QNSyy09E6yrehw2ynzOVWy3dend6nQ+hg+UCRnF5ZCevMS1mFHl3Sgg4H0qh39XDYFNlsXA6l+x3d2TyzEjayUJV3Yp2IWTc60UGgblrcftSMnQY/whS5vYrkXeIgGuvGVtMzW08Nh65PU87G5UjK69tsuKaF76FYJ9CzURBGb7fJ3J/WQwNoDGfLaSEiw7H6EOz9+HSrbmRZZiNEqvoGNvrwEtbD8VngCuAxCXObgwHzUeABYAE2JQvqe58ih2KFYjGWSN9U1YOxRoZQ60WJXKWq+2OjE3OAiUDefOYtMGPoFWzkai7wCFYYD8caYgOxhuOVwAmqujHUhiAz4b5JVaXJ56aCKOsvpoXvugaXiAwi0zsZeDb5nX1hZOVNCT2w7yhxY79O/KigwyDMsFsaOlQ1iJrd0ynR3TWxXp5mOkwrcaO/dCxEhDHAezKXFSvDhHnb2RcfdDXPMIBqeb8sLkdTe1EUxWV+XNtUmT0q6NA2IZwN0yG66QdWl6+auTZT1RqW4aXXaTjfQWMPYvoCfwu13sqUWZn/0+IjwJSMbC8aDYvUjwk0NhIWAc8n/6vUM2sV/IbytNogfFIUmJ3zXFuIyCRoWGeyEHvPx6mLeSPgraRnN/JkWVy/n8b2USrfhcZGYqs6dPT+BDbFRvxT3sTaKF0hTBvcPHP5ZVVebcGZjt6fIgylvE4v82MfGg2LbtZjVXQoY3OskyPldfI7JdsiTBvMrqGcF6cWhunLebNHWqmHyvL1ltCwJq+vjmiBNK660hZZliNEqOplIvJrzCjZDhvKG4tNodhbRA4EenMezRsSfkBVF4vIfOwFG3vOXgnfWQv0gaDDGyLyONZbNIlGpoXvVWgc2VlXVV8VkY9j63B+AyAiT2O9RzdlHQtT4j6V40/kLFVdmiNE08J3tiBuQm2kIOVZ6OttzJue00oFkLewOFsB5PkxswU/yngr+b043QxnJMbxOESGoQ1zi6dmft/d4ILIGlhe/jfaUm9kkR8PlMiz/q+MDYHny/ufd9L4Yput2tfD9XYae6Shuy+/DTBjJks2X2bj8v6MfFrBvXluZOWbQ+7C4W6GcyPIXQDdzfJXVra2pDYiUnRPO37MLJE/l44ABaYlv6diHWNV/cgaQ2CGnwKIrRF9a4kbeTqklMVlnnxO6JzsFnl1+sxkNG4r8tsdreSpjurjsAaxnTxRJq+eJ3tlMOWdgWXk69jaKFUZuenZohudvsPz6ro3sHVAseOmTM/+bUdYB1XeBgUN6SnCwdjMpb8D303WreXnqZ6uLvQvi4e892tep8m05PdUbOZUMz/K6qFns2slKzCt4HfbLMs1RINFZFtVfU1Vf6+qxwHfDeI4PzXOjz8PG/WJ//OGEN8s+Z9lw6gHtZ7cvCG3GeH7WWBYHMnBeoeiYfMzVZ2IDd8dgxlWRWtp4pS5ok+eUdYvhNGR6N+EMH0lEnv5FNgTaxw9Rq3XdDK1+fKnYEbqFbRWoUc/5mMN2e2A+5NGwijomyd8Btaz8ZcW/aiqg2Jz8zcGHqdWAUyjZoCfjBnOV7Wpw7Tkd7aHOSufliMH29jhCRp7BtvRIc+PMvnUEnl/E9PrJaxiPYRaGU3lS7Be3E2x9HyuH3R4E5s+uzswQ5X5mfumFfyuJre1azHvTaV+rnaqw05YY/ox6kccOiX1Yy9spObxdOF5F/14DBulP4T6ejjKF2OjSW8L977Yhh+PYPH0derLb5S/iNVzO1Nv7ESmFfxO3bgZe7f8uMCP57FGxxHYdOvIltTea0dhdeGTNNYzVXS4Ceu0OKFAhxeCjrvQ/enZ0Y95WIP/SOrDGeVvYB2hmwMPq2orIw7RjRuwcH6D1urjtah16vx30OGf5MfVDVgHyE8L5A9io49HAM+0oMOm1Br5xwU3bqC99+dz2HvyfVjZ6CbRjzmYMXs08FTVh0UYQm39Y1wAfz3thfN1rGx+AHhEtW/a3nrYNFuwtUlbAPeQn17XYen5sxZ1KONt1KbYfhlrC96c9UOEDwMXYWl1PPUd/mlcr4u1u57ooo6pH7OwOucT5Ne3r2Hld2vgPlVNp9RBQT0UOpCjG9dg5ez75KfFLGxpyd7Uv8OrkqtDR6jqMvlgvfKK9ZpOx9b9PBeufS3c8+Pw/2msQpoZ/r8Y5NPCfwVWC9deDP/fE/7fFP4fFv5fGP6/CfwS26lGscpseLgnujkNMxrjPfdgi1SvxF4qhyV+Xokt7PxzuPdX/RBnF2IFKOr3y3BtTJvuTQ3uLArf6yWyU8K1c5NrGye/dw7yJ4DBSZpOzfFHLas1XP9NkH0xubZJ8nvrmN6YMQrWQJxU1Y/sPTnXTgvP/qhAh92C/LEknCNzw/kRlI8U6AADFRYrLFJQhV1y7vltIj+lwJ2ZQb5vYTiLdLDnH0n8+HiO/Mwge0NtWmlWvnuQL1J4XWFAyzqUxVXTNNTLzHv9VnLt7X33TOeHOh3V6ZyZXNukHR2K5KDfDTpckqtDLa6uT+L6eznyzyVxeU+OfMNErgoTkzD9KITz9OTaxq2Eo0Jcfz+Ec3rTcHYUlzwVytfOybW0/J0b5KfkyTNuFdUz9wXZgcm1tye/4zviY838CPfFujLJfwzEGmsKbBmuDQA2S+75dZD/V4EOHw/yW1I52E6wybWfYsaEAkn+Y5UY/lg3YQZWGpfx3fTR5Fp+nimpT5vE9TUk7/CccF4Y5N9LrlVOz1D3KtbhMTkJZ2Hez8nX7wv5+inQgeHaVNDR4fdg0MXhns3CtYGgb+1zZzpzQ/nbPrlWWQedzoHh+bt0eqhDp7OmTmfNymVrOn8NbhxepkPZp0ldd12Ih+QdXVwH5Dy/QXj+NdBVw7WRoOu0oMM5wY0f5ekAuneQPwE6IFxbJ/FvGOiScM9G4dqguvRsMa5y0uLQkBa36/RQZqczXqezeqLnMNDZQY/4eTpx487gxsFV8lSb764bg7/H5scll4XydUJyrUGHcF+sC3+SXB8Xrr0Blpf0lKGOAAAgAElEQVSz5RPrfMjWxy3V6UH2HWrt1xtafT7vsyzPIXoN2ynmdayH9RCs4ftNzKIE6/m5EVsstwX1O3h0ytnYqNPbsLVBe6nqwuxNatOS3o8ZQiOxha9vB36LbXcJ1uOxOdYbtjH2Uvh8F3WNHIotxIzsF661u2B8aviO27KmoxZxBOI38YKq3pfI1wvf12qYcqGqr6rqky34H91I/bg3R36dhullqjpXVTtePNeCDjEefpeE8+UWwwnWYzSQ/LgmufYv7GXfKLcdqeKoXOs7vNkIwxRqU/GKdJiHNVSL5GDhGELjwuT+Jie96jYjaJDTU5eeS0OHSFlcp+WvTJ51Iy+cafmsjsjnEfkzItkpW9GPvi2wC8LZprcyAhuhXoDV88GP3PJXVD7L/BiA9UIqVmdHN5rmmQI/ppKfFpOxsjATuDM8v0TDNtAZP5K4LNXhHxre6glTgj+zMzrEnTnvjnWTGmVx2V6eKaYsnB2lZ+L+P1T1qfC8thiO6MY1qjaTRJUnVftGV6dhdfW/Va38qvKmKraFeq+shvV8v0S6cVJr5S/qcHXfFLcenUOPzmnBjYa4bLsOKKbTOiA+/ydVWyOiysuqLY1klenQF5eqLAnyx6J/2AwgAR7TsG26Kov70rM7xLS4um+KW4/OpEfnJfe8n8b35QwgbqhQyxORpZ+eVeuIKdgo+gLy30t/VbW8nJbPMIIU/bgm8aOdd/RUzH54iPz3Z8ssszVEakNwnyu551kaN1A4M5HPIDN9TlVXy/x/T4Hz81Q1d0tEzexTrqpzadw5J5VndxfqF7J6dYGYif6GzX+dmsjiwWUPkk+ZvAoTsZG6osox7iByZwd+VNEB+jecUIvr27G4ri/AVlFMxYzrceSvKdmw4HdV1sQabrdjw+VFBs8z2Ms+uzNQlEN9nskuPu9PJmAG4z8L5N1KrzIdwM7OycfScwr24plKfnpOwdY4Pgj8ByKrUn8WUTaup2DnaEB3w7kvNgf/XVDXSOjv8hc3OnhEG6dkRDoN52is4+thzTnnKexANx7bubRwCk24bxI2V3496tOzL55yDJj0nkXUNgbKk0OzPGXE8jmYFurrMD16HPAy/VteJ2Cdndm1iZFO07Mb+b4sX5fJow4PdbBep7Nw2JoVO0+nR7s5HbiPsNZqAlY2Hi65vYhu1CGdptfy0I6A2lERr2HnX21LbUrcytgo7yx6tJXpwJUJa63GY7Obnii4rZa3mzMFO49xEK21G0dia6Cf0c530Y114VPAe0VkgLa3rrqPZTlC5Cx7YoPrtsx/sB6wNyme2xnnYOfNtS8lnKGxMvCEFi/qjesn+nOTiTHY+oSiEZ+OwpmQGkTp/8iqWHw8HT55xko0gpT2DKLo5kPYaGyRQRR1GIVI9ryJKVi+uDP53116ZVN65Wp65T565cf02nkwoUJfHXhKkwP3MozBeo26OYqYZQ3MKJvR5J4x2BqBZumZxjU598T/f82Rj8F25ulsHryNoMQz2LK7Sa1B8zqgU6qUrTHYGsN2G/FldcgorFPtkSbGDJgxMYj89GzqR1ibORKr64oMv+hGYc956F2dnOgwIayBhfK4jJuAlIWzbcKOgCth4SxawzsGq3vmFcjL6EZ9XBbXZXmmGzp06ka33kvNWAXrQHtctaVttlO68Q5fAzPKikbPyvxYWu0IaJ4e8ey0Y1Q5HKt3L2vh+U4ZhbX5H8tLzzCavjq2wUF2PWx63xCsPuyrC5Mz3crC0c1wRoPoabo0W8UNohWbuPXh7Zn/YBl3lqouKng2ZuzKCywzxDMDmj0f/ejmrlZ5fjzbpKHSaTgjMW7vwRqy2W0n4/9YwNekfpMLgPXD913A+tQfLNmKDrEiq9fBpjCNTnSAxk0+JmPp8WTyv3v0yhRsMeoe2LTAj2LrJsAWzg6kKD/YtIPVgae7vNNSljHYVqVFZQMa03M81kufvSf2cKXPpHLFRohq8l4ZiKVTN8K5HrUdOLMHro4B5qpSVDY6pWnZCqMao4CnOmjEl9UhVct3Nj0nJgcSlvmxeom8ihvRneGJDrEHP32+KBzdqsea0TQMwTBcme6kZyfhqJonOs0zVXRo141lnp5Lw43QCTYamNXEKOs0PbtBSV3GSthUsQXAzwFUma/aNzVteUjP+H4t02EiVvfEemgEtd1Il0o9FEbsJ1LfodhxW2SFM4hU9TC1neJOXNa6LAdMxnpeHsemc0yGvp7IEVjhLSKewdDsnmZUeT7e082ds/oIhWpoRR3aDWck26DKjgZk5dBojKyPTWW7HWvETqQ1sn5MwuKgmQ55oxapvLsGEXyb2o5BkcfDd1l+iAe0dppWZYxookMkxluMqwHUGq9gI6Rr0DwuJ2O9otH4jG4OxV5I3QhnPJ/tRWCTjNFWJZydUFa2hpXIW/GjKBxVy3e2bAymdih1VT+axeUIYKE2bsWfks1TqV5l4ehWPdaMbsV1FT+WRp5YnsOxPKTn0nAjHjRbVnaa+dGv7YiMH0XpMQWrs/+m+bt0Lg/p2W5dCLW6aWnVQ+Owd32ztkrLrHAGkVPHZODpMO/yWWoZPTaKmmXaIRXuaUaV5+M93dzmNyVON2nYTCNHh24YRK9hldEzwOTMCE86evNM5lrkLdiw/6PJ/1Z1SP0YSG2ThnIdrEd8YpAV6dg+vTIS+GD4921sg5IvUhshKcsP3UqrQsK8+iFNdIiUpeekEnn8/wx2Hs7cRN7NcMaNFH6NNT7eAn09swPpv7IHtXAUlb9uhLNqnmlWB0Dz9KzqR7O47DRPlcVVv5cNlm56lqVXJ24sjXqm03AsD+nZihvt1iNVdOhG+euUMj/iesmitTVLMz07zddV6qH+rAPKdGgbN4hWbCZRy0zPApPD6FBDphaRjUXkGhE5JFxqMCZE5JcicnpFv/Oe3yX4sWPmnm4eHFimw6ZBh4PCpby4uFxETm3Rr0nAs2EvyGexxufqGTlB9mzmGqHnfm1s3ns0iNajNSZha1/m5PpRpoONaAzGGunzsdGqbp6btR0W39fRo8fRo/fToycTphhQS4ui/NBo4PbK2+mVa+iVA/IfaZnYWVCWJ2O8PEPzuM6XWznMls8ozwvn5iGcH6Q13opt7HBd+B9HjPq77KV+pGXrY6H8TSO/7G0Z5Pu36EflPCMiewc/3pnc1yy9qvrRLC6HlMjLdMiLq2+FcAwqkO8T5HkHhLZDWTjzdHhH0GGfFv1I3fh2cGNgwTOt6tlynqFXPh3KX9VR+8HAYnrC+tleGRKe/+8Wns/qsH9wY8t4SYQ1RDhPhFkizBfhryK8p0U/OqkDOnWjyvPdKH/QK3uGtav/olf+QK8cG6ZhV2EIsLBvh7leGRHS4vggj1PKitZC5qXnAcGN7FTmdmmnLnx3KFvvS+5r1k7Ic+MHInJl+JtXB/QEP/IOpi6irK3SFqUGkYjMEBFNKywROS1cu7BTBZY3RGSYiJwpInNEZKGI3CIiW5c8c66I3C8ir4rIPBH5rYhsnMgPC/GV/SQVlxwqIveIyAIReUpETpD6gxgRkX1F5O9Br5dE5C/h8NJ2wpmuFwHLVCthi39jJZAujB2F7ZISRyXy7tmV/BOj84hhS5+fFPyYmLmnv8jTYXTQIRobeeHcjfyT55uRNm6fSa6R+V3UgJ6CVTaPUlsM3OoI0SRgFrZeqkyHMjnUN9K7wabh+7d1V2sndcf0KppLnpeeq2Pp2e5BtkV+lK2BiHl4JuUG0VxM51Q+GpsyluaZuK4sL0+OwcK5Dq2xCXYWXNz9LNZbS6OzLC+9NsLCsQr54VwjyNemGu3kmWnBj7HJtYlYZ8JsGtOzLK6qxOWAJjqmOkB+HZEXV1th4ZAC+VpB3q2t88vCmafDmkGHtVr0I3Vja2o7eLXiRrvyvHBsEnRYqfH2Qj/ezPzfHdtNsgp5Oqwd3FgDQIQR2Hb2R2JT4u/HOjyyG+U007FTqtaXnejQefnrlU9iW03vgU3Z3groSd49ZQj1aTEQS4vYxovTf4s2K8hLz3WDG6s33t4W7eTr8UGHdDpas7ZKXvncBmszFfnRTjjL2ipt4SNEjZwGfAp78V2J7QxyvYiMafLMR7DtTC8J3+8Dfh92Uku5Hjg9+cwGEJH/xA6sm4IdUvsycCI2XYhwz4HA5Vij8Srgf7GKLc7JbJW0wQa1jD2ZWg/CYIqJ97S7dXtckF7Fj2b3dELUoVkYOtfBdmUZSy2O07iOTAJeDiMvefLYoH+c2paZrTbyJ1XQIcpmlcjjd95mAe0SK92irYnL0qJKnuqUqvlhEjAvTHdrFtczsR25ZhXIs+k1kc7LniGyMtYQfQDbeVCpGaX9XfagvPx1Q4eqeaYsLicBc8LmK9n0LPOjan1aJU9BvZHdTR06ZWnoUDW9mtGpnt0of4uauF+FKnF5GNbBcRGwlir/gTVwr2vyTKt+9LcbrbRF2kvPXhmNnX05D9iUHp2MNc4PzL2/2I9mOpbNbuhOnd6cbpXPSdjOvHNprIeWRp0edSD4/wK2s2zHU+a6EvlhlOInwA7YLjIzscM0jw7bgv4We9GOxuYO3gx8Mh6sJiLbAudgPRyXY5F1AHC6qh4b7tkbOA7YAIuAX2KnfufORRSR46ltNZrlb6ram/PMmsARWE/ge1V1jogsBg7GjKQTC9x7l6reGtyYhjVYJ2K9nXcl9/Wq6oU5z8dpLqeq6jdE5G3AP4Avi8gPMGv6e+Ge3VT1pgI9WiEaRHOD4TY3uX5/+D28yfOLknteaMP/WDCa+VHlnk6o4n4azoZzTCoS5w/PCYvp47kRE5J7JgKzgvyF5FqkZhCpLkRkFq0YRDbaOAH4V/Ajbnub1eENrBcrLmTNygGeCyMVc8J9cQvOTokHDNfyU6/sAgyhR6+mll5FnQD9nV9QZYkIS5roEEnT8/nkGpnf88I9s4k7B9q0yr7ySX35nBDuhc7DuUH4vj/kqSepHfgbe/D6LS4pT69FJfIqxB3yOs0zk4BZkp+eZW4sLpFHN8p6SCdinWVLsLhZmOhQFlfdiMsylkZ6dqOMp27knYWytMIxgF4ZSo8WHSHQjCo67Bq+v5UcQNvKGTfdiOuy8tcNHdJ78taulJW/HTD9zu47xNumMrZyeOwiYCi9MpCe3C3now5Fbe7/S+VzIvYOGkKtTRTbCUuj7EQdwNoKQ7EOxQnFt1ejW9bo54H9sfMy/okd1BSnFMXDoH6P7Wj2TmAvLDJ3E5HVsKHK1YCbsCH0nVLHRWRXbFTkufC9EXao62jg8AKdjiD/MESAnwENBhHWmzIYmBFP2cUOyjuY2lkdDURjKBB7ApbQuL3h6SJyDrZr1DmqGtfbxEVum4SpbHGYdRTWaz4Is34XAl8SkauxDHCqqv6wSK8SYoY6OXz6rqvqEhFZhJ2NU0TUeTXaOwslPt/Mj2jsZncd6xZvhk8z91M92z0LJcb1p8Mnez3+Hkl9hZ5nEIHIuliFtAEiA6h2GNkaWD7ao4kfE7H8n3YySM699VPaattfdkr0K20gnIrpvmaiV1Geeb1E3i0WNPXD1v9MpPEFnWcQZV+6I7GXTJSfEz7pc/Fcok7LRZwe91DyvQsiw1V1oQgLuuBHM9I6pJm8k/QsyzNlOsTzOSZgdXFeepbVU1XqsQXAMBEZ0uSog2Z1RFlcdSMuyygLZzd0KE2vCqR6zi6R95cO0Y2R1Do72nm+WVzGKZ//bsN96M77t6z8lVElrlM983ZQKwtH7LCsnVPUK4djB6d+hR6tkj5Rz1Ug1+iM76aVc2Tp8/1Z33arfE7E6sNm9VB/1gGpf2lcLxIR6eSctW5NmYvDX7cDF2AjHm8DUJsysi9wN9bz/K9w73vCi2ZPLPIeB3ZU1V2TeyKfCd//wHq247k5hwYDogFVnRa21877HFYQjliBvJpci3M+x1GC2BSUC8PfH6hqNIiWAH/HDuH6Hda4PU1EPhrkp2KZa//g37mJs+Oo7d0+HBtFuwzLEGe1sBg1S9Hiz3j9eWBscuBWlljxjC2QlxGfbxav0Sht14+mhILT3+GEsri2fDOy5Lm4NuQG7FCzzbCekaq9ImXpXXTPKOzAxapudELZy3MeVpby08LO5HmRCmW1Q2YDa4hQtIh7NfJ7wMriOr1eLO/RxVjPdqflIh7uexIif8fWLwi1tWlzsHD219TqpmUrGAbzi+QViQ3eIjeqlO/YmZAlplFZPVWlHivTM/UvZVzYTKAsHN2ox8ooC+cCrIe4Ex26EY5O06sbOlR5/1V5vpkOcfSr3TVi3Xj/VsnXhYQz0J4reb5MzzIdXgnf6Xrs7bBO9SIDJktZesSRlDUK5MtD+XyhRB7PhsvLs2m7sZkb3QpnXl04hFpbuS2qvOiiFTgkuRYPjIwNmNOwEaBPYMbKi8DPRWSAiGyHzVH/AbYm5sOJG6tQC9hDiWX3QEaHaeF7Z+AY4OPhv1CwuFZEjg+bP+R9egrCGgtOWgji76ajA2GN0Q3YCNi5wJcT8UWqupWqHqWqHwD+J1zfD0BV7aBNG2n7NrYGKcb7XOp7kA5R1SOA88P/vZvp1YQqBtFQiivsmLGrLobN8io2vDotu3lEQozzqguo22Ee1ngtemnEqWXthhPab/yOTdbnFC2Wr7qIvswoa3bSc3kjvTvE9M6dChimfcwFpogUzkGeB4wM88L7i9lY3Vk0Al0UHxOo5fX2DSLjeWAUvdJJj2KcHrchNio9OnN9FrXR6f6gStmaB4wRkaoLwbPEOr2onFSpxwrTInSkNK2nwtlCL9G8rmuqp4iMJL9xNhBrXJTFZaf1dSlh+vorwFp5HUzh/T4PM+LanULVjfq47L1SJu9GXHYajio63Bi+j44XRBCRyjODXsZ69NcOxw20Q1n5q+rGqiKFSyDK0mt2ify28H0wvdLuVK6y9IyjdJ3UQ53yPDZ1r6ieih1tk6V4XfBY8u2GVUIdXRYPHZffULcUdQR31BapYhDFKR3vDMoMxHZ1gdoQ4/Oquhtm4GyGLYruwXYc2w+rtK/FdmBJd2yLp91CfSNoA+qZEb4/k470AOuohjmfjRyBGU95n10Knrkfa6RPEZFowcZdX+4O4V9VRDYIa4UI16YCt4R7T1LVj2aG7YoKwZvh+UHYeUCnqOpx2BDucGxq3aPhOzvXOVZQr9IeRRkqXo+VzGYF95XJmxLiZxb2ki8qHNGPzdvxoyJVw1k4ZbICZXFdJB+AGUVCcRxVNRaLdTD3m/VUlunZ8dzdwCPhe+cm98zCRqQ3biKHNvNlRaIfRduhFsXHIGBMOAy3KL6rxnXUoZWtSrNk69ns9f4uf9H9TZtsmdxper6A1enri0jDDmDBWHkRa6QXdQgUpcUwbDSwL56ajDTPwtYprN9EDq3nqSgrq6cWYsbKxJINgjol1ulFRwLMwt5dmxbIq7gPnZXvsnxdVb5ZC9syF7vRHtFYmdakU+QSrNP6ayLcLMLFWDvmoCoeqBLf0atR65RulbJ83YobnaZXvrxHHwZ+gb1T/kmv/AQbIWpHx6LyFw2irQs682I9tS69UnVUqiVU+3bJXEOkcEe2WdjgR9G7oWo9VJSvo1H2lrz6uCKjqO3al6dD21QxiOL0rWNF5G/YwVJvxyrXS4LsKyJyJ/BjbPOBaeH6S9Ss862BM2lcu3M19kJaT0T+ICLX0viSPyt8f19ELhGR80XkDuCPRUq3M2VOVWdjU94GAH8UkUuxnUZeTXTYFxvBujJ59FZsmsm/geHJSNRWQX5e2FL7pyJyObXd42L8bQA8nMjPw3Z8+pIai7BROLCRt/OxtVNvYrvStUPMOC+GT3Zx3OPhu8h47JM3aQSUUeZHzDu7ii3iR0QGikjHJxK3oEOU79xBOGOcvkwtvpXGxu/CRP5GIlsTa0zNxNbv/BZb2wbVe1qiH/MTP94M7o5M5K8n8tcyz07ApqxFeZxqEOdgd8pfwvcB9MoO4Xc2zmOFu1e8IFL3si5Lz26Qq0PSi1qWnmOwTqLFiTyOto/PuNFu+WyOjQiuHdz5YvjEkev4MozlryiuO+UFLFwjsW1u8+grf+14EA6dno0Zo3GRedz8JutHUVzGOF9AfnrGeJqKbb+c50dOnimVjw4jQ6kOafl8PZHFMGyeZ/CEDqiO4rIiZeHsVIf4/JYi0u52xDG99ojTQUUYItIXx1G+rkitYZjk/VlY3TiG9jvKOiu/PXXpuVPeLarMwLY7/gvWwD8I2xxkSN79BXRaB8T8sIOIbfcdRqnacaNIh6jjnkl6DhPpq0vj8xuK1DqnM24cjrVPxwJHYWX5Lqp3ODfN16rMx0ZHRhFmBoV4sLPObCOGGdj77r0V/WyHsvSsWhfGjqQXqW2UkNZD24QlJHWEUagnsTb2Dll5RaIOixIdFmZkbVFqEKnqVdimAndhL8pVse2jd0zWyNyFvdz3wabEzcZGc+7BDIkrselX22NTwlL3X8QS515sFGoudmo6hApfVX9HbR3S7sAHsIZZ1UNAW+EY4GysYOyDLWDeRbXpwrqYCFOoH4mKU08uxjLQfliBuQc4TFUvCvIXwucALHx3APuo6mWJH98ETsJ6aw7A4mtvVb2d9hgPzFPVUeGzGtZYjpVIHBk8TEQm0tgwjfINgH2DsdCqwRDdOCYUnuzzMX+NAU4Mo3ZnADvSPaIOh4vIhBwdonxjYO82wxnjdBKqo1AdhY2irh52a4vyQxP56cmzcRToV6jugeoewCfDtaojRNGPbRM/rk5kUX5iIv9sn9ymuKwG/CWRx17e7owQ9egMrLwNAm6gV16mts4lEvPEMSK8TYStgF8l8pheH6FXxtF6WlUh6tAjwk4irI/tjpltvPYkcXV2uDY+kZ+fyD+QeXY88FQiXx0zYLPl8yh6ZSyth3MdzCi7FdWTUT0Z+EaQxUZgDOdBIuwYGodXxoZNp4RGegzH18J0sqLy99EwgtNOesZwfFNEporIntQ6uFI/Pi+2Xi7rR4zzD8b6klpH4XhVXUjNYD1ZRMaJyFHAV3N0+LyIbCJ26OsvcuQ7iMhBodPnF9SmZcZ88aVEh68l+s2mtjvklwvqqRjOL4Td8vqzbHxB7DDvdwGX5ujwsWDQtKrDTKzxMxD4UrjWjhtgdecXRRgH/JTaZkavUFs7/AMRxorwceALQFyrGBt+Xw+jRO2++7alV97dxvOpG1+kt+58sj50uohOl8dmnT32jidOm3bnGxcNulany1+z9zUhxtWXRdhQhO3I35Cq7PmVge+KsCbWjmllqn9040gR3iXCpsDVyRrOKH8L8NlgCF1AzVh9nlqj/ZSQnp8Cju3zoUcX0qOf4WBO4kiu5zAOpUe3qLihAtTSYkd6ZRvy0/PB8P0TEU7CNhNL28PRjS/RK0MK3OiUGFdfFWH9cEjvRYk86vCpsOFZUV34iaQe+k4iexJ7Tw3FloCQ40b048tiu1C32546OdHhqIysLSrNJVXV6TQZiVDV32CJmyd7BTNmUi7I/P+Xqm4KfTv6xHNIHk7cuZL6UZl+IbzcPkmtwZmVX0ht44R4rWmCqup52KhPkfwZintI4z2LsRfsV5vdV4VkDuYjGdFMYO0whS+OQIwK92X3z78fM/KGYQ3SOVQ/lC5yBza1cX1sp7psfnwIM4qHAl8JH+hCHGR0AFs/8SiN4bwv0eEKzGAvGq4tYgIwHysLkVlYb3LaQE7XqcWKayK1tQMzEnn83eoIUbrzYfRvIuU6ZHvbss93i69hI79C/gGCd4fv1bFNVgDr4VVlEbX0HINVvHlboHZK1GEw1jkUGYc1jMvickDmWr3cXhJrYhuxGKpvIjInyIXpfeFcE2ucVdlpMCVO3Xqo74rqfESeAdaztU4awzmE+tH4cdRGBzvlDmwqy55YHZKd/hPDOQ47zqDVcIKl139gHVQzwrWHE/kdwH9iDaiZNJbvsvSMfmyP9axG2TUZHT6EpVfcNGixiAwIo1h3J/denPweF+5vqoOqapilsT3WcD+ExoXLd2CG9+bBnVbrsSrcjW2qNA7rtAN4I9n96c6oM9Z4amlHqLAD6l3YdPwvicihtL5A+57k90nhA/Bn8wMV4R6sg3Z3anGetj/uwPLTfli+bfWA9PQ4jhvI3x2tjDuwzuStqE3JrNErR2HHodw4dtU5P8RGOzaltV1h78Y6hidQO45jgQgSptSV8TQWttHUt6u+26IOYO2LvyTX18DCnZaddNfc66AuPbfEDLFojKUdziCyOfAdXmM28ENErkf1OapxZ/L7ZvKPIvkjlm9XobbG/IlEfge1Q99n0/5W5c24G9tpdjI1Ay09TiSdefIUjYMmZfXQIhG5B5tFdqKIfBwrn+nOsXdg9eS2WDhbbTeWtWXaZnk5mPW8MBXueKyBsQFWaH/V/DGnTUZhDfzstuAzsTyxBvA3ao2P4WR2QVPVN0gbbO3tZHNb8nsVMjtzBT/uopFuTdGC8nCmjWyhvXBOID+uod4gymsgj6c2BXVGIp+L9ZROoxoTMOMgreBb0aFRbjtIPk8306NHb8Qajo9jleh92OhopGhEdGyOfATVT2Vvhb8VXM9Od6sel/XyOOKTl2dimNJe3hFU3w0pEg2ibKfII1g5mEh5OLtBWgesDg0793UaTsjPM2kYUh1WpbZpUKQsvar4kScfRO3sofuo3+4+60YVHdJw5BkJ6fEQeeHsBnl5ZjC1DTtSHVaivfQsC2dTwlk8D+WIytIrXfeX6hCnwFanR1+gtnnUANrbHSvVYTUap8J9A5tOtDs9eiE2iv1tWjtPLy8eKterwWjKyxOt1CFN6yFVnqM2YlfkR/PyaZ3Ep2JG+nuxdsA3cp7Jx0aS4pr6geSnZ96gwuRkk4uy9OwGefGwqkhf2yvVYWUajbJu1EOpfBSth7OKDm2xvBhEd2HW4texYc9fAO8O0+mc7hMzTWEjXVVfpskarUCnI3Z3YxVQM39qRScAAAOhSURBVPJGHru2rXLIYzeV3NZ+OG3h4EiaG0R56ZHK4yjQjD6p9bY+iW2KUKVhY9NqtO7QuDwdnm1BHu8ZFQ4P7Q49epncyNpyI0Pp0U3o0TMT6d+pbR+aMi48+xyhp7e/UGU2+S/pmC/zRtPK0nseNu24SF7vRo/Oob5x2So3YaOzf8pcPzFcf12VZ6nv+Yx0c1vza2gyiqeqs6g3itrhtzSORKySLOq9jeZnwYyHvgXJkewLuKyeuoX880nGQd8MgOz5XqkbZeUTyuupW6nvEOkP/kz+YacxnE+Tn6daoRszRcrSK08+PiNv+7yTQKfhuJn8PBWJZ5rF3vmNw+9TWvDjJmrTB1NaqQM6fYc/Qv2Ibp4b7aRnKt8dG129Cdvg607gaESKNgfJo2l6qvIw8L3M5QepTRm7ke6NvBdxA/mH18a4eJjayFEe3aiHbqD9zcBSf/7/NIhU9buqOllVh4bvD6nqo+VPOm2SN+wJjZmqcJpfoJf8wlWJMIWizI+LaawkstPaOqVKOF8ruaeIvMYx1OJ6Qvi8iur8HPl44OKD3gMrH8odcpRo/OyyGxtg6/ua907aFMixFXSA+kbf7EQ+PkeeutHfZ/8AfedS/ChHtDj5XZae3SDvQOSYL8cDL4QRtEjeCFEtPWza1KxCeb0bUd5+OFVvR/UCVGfF/BSu/ylcj0Zns3B2TFibWfYC7Sg9VfVZrHc85TXCFN1gjGSncadMAOZqcWcCmMFzN/X0xVMYaf5Jjtupm+fkyNPNG6C5UXY7tWlqDYQR9wuL5N0gnDt4bo4oDWen5fM2atO32uV86qfxQH2+vpna1P1GeY8+Q74B2woX0smU3h59Hfh5kzviGrTj6JU1aGMKlioLsfVVdZdpberqZTQa4ovzbizQQSmvh86jtk4oT34DjaOCpoONDn0Ta2esiW1T/iL2Xj2+qp5YHdI0XhYy7Ef7cMV145j5zKbcc8Om3LOLatCzRxdSP12266jyKo11wBKCcV+hTRY3VpqXXMu+l24kf8Qu6KALaH8zsNSf9P0YN5npaD2zdHCoq/N/FBHxRHccx3Ecx3FWGJqt+V8uRogcx3Ecx3Ecx3GWBT5C5DiO4ziO4zjOCouPEDmO4ziO4ziOs8LiBpHjOI7jOI7jOCssbhA5juM4juM4jrPC4gaR4ziO4ziO4zgrLG4QOY7jOI7jOI6zwuIGkeM4juM4juM4KyxuEDmO4ziO4ziOs8Ly/wBMKnW+9njC4AAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 0.0\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Load GENESIS models and predict sample sequences\n", "\n", "model_names = [\n", " 'genesis_splicing_cnn_target_isoform_00_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_025_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_05_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_075_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_10_pwm_and_multisample_hek_only_random_regions_70_epochs_harderentropy',\n", "]\n", "\n", "sequence_templates = [\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA'\n", "]\n", "\n", "library_contexts = [\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a'\n", "]\n", "\n", "target_isos = [\n", " 0.00,\n", " 0.25,\n", " 0.5,\n", " 0.75,\n", " 1.0\n", "]\n", "\n", "\n", "save_name_suffixes = [\n", " 'hek',\n", " 'hek',\n", " 'hek',\n", " 'hek',\n", " 'hek'\n", "]\n", "\n", "for class_i in range(len(sequence_templates)-1, 0-1, -1) :\n", " print(\"Target iso = \" + str(target_isos[class_i]))\n", " \n", " save_dir = os.path.join(os.getcwd(), 'saved_models')\n", " model_name = model_names[class_i] + '_predictor.h5'\n", " model_path = os.path.join(save_dir, model_name)\n", "\n", " predictor = load_model(model_path, custom_objects={'st_sampled_softmax': st_sampled_softmax, 'st_hardmax_softmax': st_hardmax_softmax})\n", " \n", " n = 32\n", "\n", " sequence_class = np.array([0] * n).reshape(-1, 1) #np.random.uniform(-6, 6, (n, 1)) #\n", "\n", " noise_1 = np.random.uniform(-1, 1, (n, 100))\n", " noise_2 = np.random.uniform(-1, 1, (n, 100))\n", "\n", " pred_outputs = predictor.predict([sequence_class, noise_1, noise_2], batch_size=32)\n", "\n", " _, _, _, optimized_pwm, _, _, _, _, _, hek_pred, _, _, _ = pred_outputs\n", " \n", " for pwm_index in range(5) :\n", "\n", " sequence_template = sequence_templates[class_i]\n", "\n", " pwm = np.expand_dims(optimized_pwm[pwm_index, :, :, 0], axis=0)\n", " iso = np.expand_dims(hek_pred[pwm_index, 0], axis=0)\n", " cut = np.zeros((1, 109))\n", " cut[0, 3] = iso[0]\n", "\n", " plot_seqprop_logo(pwm, iso, cut, annotate_peaks='max', sequence_template=sequence_template, figsize=(12, 1.5), width_ratios=[1, 8], logo_height=0.8, usage_unit='fraction', plot_start=0, plot_end=85, save_figs=False, fig_name='splicing_target_isoform_genesis_' + str(target_isos[class_i]).replace(\".\", \"\") + \"_pwm_index_\" + str(pwm_index), fig_dpi=150)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "\n", "model_names = [\n", " 'genesis_splicing_cnn_target_isoform_00_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_025_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_05_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_075_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_10_pwm_and_multisample_hek_only_random_regions_70_epochs_harderentropy',\n", "]\n", "\n", "sequence_templates = [\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA'\n", "]\n", "\n", "library_contexts = [\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a'\n", "]\n", "\n", "target_isos = [\n", " 0.00,\n", " 0.25,\n", " 0.5,\n", " 0.75,\n", " 1.0\n", "]\n", "\n", "n_classes = 5\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicting sequences for objective 0...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Predicting sequences for objective 1...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Predicting sequences for objective 2...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Predicting sequences for objective 3...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Predicting sequences for objective 4...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "pwms.shape = (5, 1000, 109, 4)\n", "iso_preds.shape = (5, 1000)\n", "consensus_seqs.shape = (5, 1000)\n", "onehot_seqs.shape = (5, 1000, 109, 4)\n", "objectives.shape = (5, 1000)\n" ] } ], "source": [ "#Helper function to get the conensus sequence from a PWM\n", "def get_consensus_sequence(pwm) :\n", " consensus = ''\n", " \n", " for j in range(pwm.shape[0]) :\n", " nt_ix = np.argmax(pwm[j, :])\n", " \n", " if nt_ix == 0 :\n", " consensus += 'A'\n", " elif nt_ix == 1 :\n", " consensus += 'C'\n", " elif nt_ix == 2 :\n", " consensus += 'G'\n", " elif nt_ix == 3 :\n", " consensus += 'T'\n", " \n", " return consensus\n", "\n", "\n", "n_sequences = 1000\n", "n_sequences_ceil = int(n_sequences / 32) * 32 + 32\n", "\n", "pwms = []\n", "consensus_seqs = []\n", "onehot_seqs = []\n", "iso_preds = []\n", "objectives = []\n", "\n", "onehot_encoder = isol.OneHotEncoder(109)\n", "\n", "for k in range(n_classes) :\n", " print('Predicting sequences for objective ' + str(k) + '...')\n", " \n", " save_dir = os.path.join(os.getcwd(), 'saved_models')\n", " model_name = model_names[k] + '_predictor.h5'\n", " model_path = os.path.join(save_dir, model_name)\n", "\n", " predictor = load_model(model_path, custom_objects={'st_sampled_softmax': st_sampled_softmax, 'st_hardmax_softmax': st_hardmax_softmax})\n", " \n", " \n", " \n", " sequence_class = np.tile(np.array([[0]]), (n_sequences_ceil, 1))\n", " \n", " noise_1 = np.random.uniform(-1, 1, (n_sequences_ceil, 100))\n", " noise_2 = np.random.uniform(-1, 1, (n_sequences_ceil, 100))\n", " \n", " pred_outputs = predictor.predict([sequence_class, noise_1, noise_2], batch_size=32)\n", " _, _, _, optimized_pwm, _, _, _, _, _, hek_pred, _, _, _ = pred_outputs\n", "\n", " optimized_pwm = np.expand_dims(optimized_pwm[:n_sequences, :, :, 0], axis=0)\n", " iso_pred = hek_pred[:n_sequences, 0, 0]\n", " \n", " iso_pred = np.expand_dims(iso_pred, axis=0)\n", " \n", " pwms.append(optimized_pwm)\n", " iso_preds.append(iso_pred)\n", " \n", " consensus_seqs.append([])\n", " onehot_seqs.append([])\n", " for i in range(n_sequences) :\n", " consensus_seqs[k].append(get_consensus_sequence(optimized_pwm[0, i, :, :]))\n", " onehot_seqs[k].append(onehot_encoder(get_consensus_sequence(optimized_pwm[0, i, :, :])))\n", " \n", " consensus_seqs[k] = np.expand_dims(np.array(consensus_seqs[k], dtype=np.object), axis=0)\n", " onehot_seqs[k] = np.expand_dims(onehot_seqs[k], axis=0)\n", " \n", " objectives.append(np.zeros((1, n_sequences)) + k)\n", "\n", "pwms = np.concatenate(pwms, axis=0)\n", "iso_preds = np.concatenate(iso_preds, axis=0)\n", "consensus_seqs = np.concatenate(consensus_seqs, axis=0)\n", "onehot_seqs = np.concatenate(onehot_seqs, axis=0)\n", "objectives = np.concatenate(objectives, axis=0)\n", "\n", "print('pwms.shape = ' + str(pwms.shape))\n", "print('iso_preds.shape = ' + str(iso_preds.shape))\n", "print('consensus_seqs.shape = ' + str(consensus_seqs.shape))\n", "print('onehot_seqs.shape = ' + str(onehot_seqs.shape))\n", "print('objectives.shape = ' + str(objectives.shape))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] } ], "source": [ "#Specfiy file path to pre-trained predictor network\n", "\n", "save_dir = os.path.join(os.getcwd(), '../../../splirent/saved_models')\n", "saved_predictor_model_name = 'aparent_splirent_only_random_regions_drop_02_sgd.h5'\n", "saved_predictor_model_path = os.path.join(save_dir, saved_predictor_model_name)\n", "\n", "splirent_model = load_model(saved_predictor_model_path)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "\n", "#Create a new model that outputs the conv layer activation maps together with the isoform proportion\n", "dense_out_model = Model(\n", " inputs = splirent_model.inputs,\n", " outputs = [\n", " splirent_model.get_layer('dropout_1').output\n", " ]\n", ")\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1000, 256)\n", "(1000, 256)\n", "(1000, 256)\n", "(1000, 256)\n", "(1000, 256)\n", "(5, 1000, 256)\n" ] } ], "source": [ "#Output dense layer activations for generated sequences\n", "\n", "genesis_dense_outs = []\n", "\n", "for k in range(onehot_seqs.shape[0]) :\n", " \n", " genesis_dense_out = dense_out_model.predict(x=[onehot_seqs[k][:, 5:40, :], onehot_seqs[k][:, 48:83, :]])\n", "\n", " print(genesis_dense_out.shape)\n", " \n", " genesis_dense_outs.append(np.expand_dims(genesis_dense_out, axis=0))\n", "\n", "genesis_dense_outs = np.concatenate(genesis_dense_outs, axis=0)\n", "\n", "print(genesis_dense_outs.shape)\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "\n", "flat_onehot_seqs = np.reshape(onehot_seqs, (n_classes * n_sequences, 109 * 4))\n", "flat_objectives = np.ravel(objectives)\n", "\n", "class_targs = ['0.00', '0.25', '0.50', '0.75', '1.00']\n", "\n", "flat_labels = np.array([class_targs[int(k)] for k in flat_objectives.tolist()], dtype=np.object)\n", "\n", "flat_onehot_seqs_opt = flat_onehot_seqs[:, 10*4:78*4]\n", "\n", "flat_dense_outs = np.reshape(genesis_dense_outs, (n_classes * n_sequences, 256))\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_unique_sequences = 1000\n" ] }, { "data": { "image/png": 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QBhwjvOtBtQLeBRoBWcBioJ+q7nCPNwdO11dV9ai7htUrQDrOZLfPE8Z2MmOMiTZ9+/YFnFt7cRJH1onvuHzIIESKd8aOPsFMdZQhIr2BP+B0UOjrHjoBvA+ML6fLd6Wpasn5Oc48fnsp+9YAJWp8xhhTXbRv35569eqTcyKHOE88eQU5pKUFNstEpAVziw9V3a6qNwN1cWosLYB6qnpzOJOTMcaYs+PxeBgwoD/53lzyCnIQ8XDxxRdHOqyABJWgCqljv6ruU1V/qIMyxhgTOgMGDEBRcgqO07NHD+rWrRvpkAIS8C0+EbkGGA30xKlBHQXWAB+p6vTwhGeMMaayevfuffr3tL6xcXsPAkhQItIYmILTllO8VS0NuF1EvgbGqGpW6EM0xhhTGSkpKad/T00ta+ho9Cn3Fp+I1AD+CwzC6dZ9FU4vugSgIc64og9wZhif6ZY3xhgTpRo1ahTpEAJWURvUfcCFwDhVHaOqX6jqYVX1qeoRVZ3j9q67C+gN3BvugI0xxpy95OTkSIcQsIoS1Bjgv6r6j/IKqepbODWtcruCG2OMiay4uLhIhxCwihJUN2BmgNeaCZxXuXCMMcaEUywM0C1UUYJKxJkuKBCnAGuDMsYYExIVJahdwAUBXusCYHflwjHGGBNOsTQVaUUJ6gvgNhFpV14hEWmLs5jg7JBEZYwxJiw8nrOanyEiKor0Tzhjpb4SkatKK+DunwvEAc+FNDpjjDEhFc0LFBZXbqSqul1EbsaZRXymiOwCVuDMIlEXpwt6KyAf+InNx2eMMdGtRo3Y6SpQYSpV1U9EpC/wNM6KudcVOZwHfAI86c4cbowxJoolJlbZurKVFlBdT1XXAaNFJBFnifU6OOs/bVbVvDDGZ4wxJoQSEhIiHULAgroZ6SajtWGKxRhjTJiICKp6Tg3UNcYYcw4YP378GbOax4KYSVAi8hsRWSoix0QkS0Q+E5EeFZzTTkS0lO3qqorbGGOiwZVXXskLL7wQ6TCCEjMJCmfG9FeBAcAVgBf4QkQaBHDu1TgrABduX4YpRmOMMSESMx3iVXVY0ccicgtOd/eBwGcVnH5IVfeFKzZjTPTxer0xNebHlBRLNajiauPEfySAsh+JyAERWSAiN4Q5LmNMhK1YsYJhw4axefPmSIdiKiGWE9SLwEpgUTllTgC/Am7EGcM1B3hfRP6ntMIicreIpItIelaWLQ5sTKz66quvKCgoYNmyZZEOxVRCwPVfEbm1giIK5AA7geWq6q1MYBXE8hfgEuASVfWVGZDqQeD5IrvSRaQR8Gvg36WUnwhMBEhLS4udGRWNMWfIyckB4OjRoxGOxFRGMDdoJ+EkoUKFi4oU36fAIRF5TFXfqFx4JYnIX3EWRrz8LKdW+ha4I7RRGWOihd/vZ9WKFQAsXrSIe+65J8IRmbMVzC2+K4HlwHbgf4GR7vYbd186cD1O7eQE8JqIjA5hrIjIi8DNwBWquuEsL9ML2Bu6qIwx0SQ9PZ19Bw6QAmzNzGT9+vWRDsmcpWAS1ECcBQx7quqfVfVTd/sTzlpQNYEeqvo8cD5O0no4VIGKyCs4NZ8fA0dEpJm7pRQp86yIzCny+DYRuVlEuolIFxH5FfBT4G+hissYEz1UlXfefps4oD6QJMI777wT6bDMWQomQY0F/qWqJVbYVdUTOLcA7yry+G2gZwhiLHQ/Ts+9OTg1oMLtV0XKNAc6FjtvPE7tbinOrcE7VfWvIYzLGBMlpkyZwqrVq6mLs/7PQFW++eYbpk+fHunQzFkIpg2qCc6/eXnXalrk8Z4gr18uVZUAytxe7PG/gH+FKgZjTHTavXs3r7/+OnPnzqUbTm8tcHpSbUf44x//yKpVqxg7dixNmzYt50ommgSTQDYBY0XkNVU9VvSAiNTFqWFtLLK7PXCg8iEaY0xJ2dnZLF68mC/nzOHbJUuIB4YAl+LczgGIR/gflC+B2bNm8fnnnzOgf3+uGDKEiy++mNq1a0cqfBOAYBLU08AUYKOI/BMnYQF0wVnuvQkwBkBEPDi30xaELFJjTLWWnZ3N6tWrWbVqFSuXL2dLZiaqSl2Ph8tUuRioXUrn4niEq4CLVPlWlVWLFvHNggV4ROjcuTO9LryQCy64gJ49e1KnTp1IvDRTBlENfLiPiIwB/oLT1lPUXuBXqvquWy4B6ABkqerhEMVapdLS0jQ9PT3SYRgTkGXLltG5c+dzqkZQUFDAihUrWLRoEelLl7Jj504AEkRopdAeJRVoAXg4swXgH26CGkvJlgE/yi5gM7ANYZeATxURoX27dqT17Uv//v254IILbKqkMBGRZaqaVmG5YBKUe+E4oA/OLTwBtgHp5Q2YjUWWoEysOHnyJMOHD2fYsGE89thjkQ6n0vbu3ctHH33EzOnTOXbiBAkitFWlPdAOJyHFl5J4Cs1AWe7+Xjg79DXllC9A2Y3T7Xgbwk4BryoN6tVjxLXXMnLkSBo3bhyaF2eAwBNU0F8P3ES0xN2MMRF27JjTJLxw4cIIR3L29u/fz9KlS5k7dy7pS5eCKt1wxq90UiWhnART3F6gcJnv7QGUT0Boh5P8BgP5qmwGVmRn8+933mHyf/5Dv/79GTRoEGlpaTRq1CjwF2YqJegEJSIdgR/i3MIDyAQ+UdWtoQzMGBOYwgQVK1SVHTt2sGrVKtauXcvqlSvZu38/APU9Hi5VpS9QN4ikFEo1ELoD3YHDKEv9flYvWsSCBU6TessWLbigVy969OjBBRdcQKtWrRCJTKznuqASlIg8gzOLRPHu5n8SkT+o6hMhi8wYExCvN2zTXobUyZMneeedd5g9axZZhw4BkOLx0NrvpxfON96mfj9SycSUCyQnJzNixAimT59Obk5OheeUpQHCMOBKv599ON/Gt+/Zw9x9+5gxYwYAzZo25erhw7n55ptJSkqqVOzmTMFMFnsn8BiwEPgzsNY91B14BHhMRLap6j9DHqUxpkyFNSi/3x/hSMr3+uuv8/HHH9MOZ9XR9kCDECSk4nKBESNG8MADDwDwxdSplb6mB6EFTvvXJYD6/RzEaYBfvn8/kyZNwufzMW7cuEo/l/leMDWon+JMtDq42EzlW0VkBjAf+BlgCcqYKrRpkzPiI78gP8KRlK9bt258/PHH7BWhkSoNgHqUP/r/bCTB6Zkjpk+fTt0QXx/AB2QDu4AsEVCla9euYXim6i2YBNUN+E1py2ioqldE3gOeDVlkxpiAfPXVVwAU5Bfg9/vxeKJzmbfhw4fToUMHpk6dytyvviI9P59kj4dOfj+dcOYoC0W7UxKwLyeHqW7NKVTzRhxGycTpnr5VhDxVaiYnc9WQIfzoRz+iffv2IXomUyiYBJUPpJRzvLZbxhhThQ657TngDGZt0KBBBKMpX5cuXXjsscd4+OGHWbJkCQsWLODbRYtY467b1MAjtPP7aQu0BRpAyG8BBkJRsnAWt9sO7PB4yPY7Q3IaNWjAlQMGMHDgQNLS0khMTKzy+KqLYBLUUuAeEXlTVfcXPSAiTYC7cW4BGmOqwLFjx5g0aRJHjx5FExSPz8NDDz3EI488Qs+eoZynOfSSk5MZNGgQgwYNQlXJzMxk2bJlrFy5klUrV7L8xAng+04UhQmrORAXhoTlRdkD7HC37zweTrltenXr1KHXhRfSq1cv+vTpQ9u2ba3XXhUJeKCuiFyGM5P4ceAfQIZ7qDvOMhi1gSGqOj8McVY5G6hropGqsn79embMmMGsWbPIy8tDkxRSwN/NT/yyePSUcl738/jhdT9k0KBB1KxZM9JhB8Xv97Nz505Wr17NmjVrzuiGnugO2u2EM8dag1KSVaADdbNQNgJbgZ0i5LufhYXdyHv27Mn5559v3cjDICwzSYjItcDLQOtih3YCP1PVaUFFGcUsQZlooaps3ryZuXPn8sWcL9i3dx8SJ/ha+9DOimeF0+bkH+wHL0imEJcZhx5XEmokMKD/AK644gr69etHcnJyhF/N2Tl48KAzB9/KlSxLT2fX7t0AtBThIlUu4MyaVVlTHRWgrASWioe96tSQ2rZpQ5+0NHr16sUFF1xA/fr1q+Q1VWfhnOrIw5lTHW0FlqtqdPdxDZIlKBNJp06dYvXq1Xz77bfM/2Y+B/YfAAFtomhrRVspJDhlPXOLJKhCChwC2SnE7Y5Dc5WEhAT6uvPM9e3bl+bNm8dszWDPnj3MmzePGdOns33HDhp5PIzw++nkJqTSElQGykyPh2y/n9ROnRh+zTVceumltvxGBIQtQZXzhP2BS90VdmOeJShTVfLy8ti+fTubN29m06ZNrMtYx9YtW/H7/Uic4G/iR1sq2kKdNa2LkJWCbHc/hOuB1lO0V7G/aQWyQHYLcXvj0JPO8QYNG9Cjew+6du1KamoqHTt2pGHDhjGVtFSVhQsX8srLL7Nr924GAMP4fqzLWAQfymfAMqBDu3b87IEH6NOnT0y9znNNJBLUY8DTqhrqYQ0RYQnKhENBQQEbNmwgIyODjRs3snHTRnZ9t4vCv0NJEPz1/WgDRRsrNKbcgUKeuR4k6/sPWm2sZ9akilPgOMgBgYMQfyQe/4nvy9epW4fOqZ1JTU2lW7du9OzZk4YNG1byVYdfXl4ef//73/noo4+4DKfNAZwE9RnKEuCWW27hjjvusBnKo0DYJouNNBG5H2fmiubAOuCh8jpmiMggnCVCuuOs8vsnVX2tKmI1Bpxv+cuXL+fjjz9m0eJF5Oc5ozE8tTz46vrQrorWU2fUai0Ia69qAeqA1lHoBAUUOINDjoJkC9nZ2Szbuoxly5ehbrfqDh07cPWwq7n22mupVatWGIM7e4mJiTz44IPk5OQwa+ZMmuPcAf3OTU433nijzfIQg2KqBuWuR/Vv4H7gG/fnHcB5qrqzlPLtcaZkegt4FWeWkleBm1T1w/Key2pQJhTWrl3La6+/xupVq5EkwdfShzZVaIgzorSSgq5BBcqdKkGyBM8eDxyClNop3HbrbYwcOTJqx/5kZ2dz05gx1MjJoSuwR4Tjderw7vvvx1xvxnNZoDWo6BxyXraHgUmq+oaqrlfVn+PMrn9fGeXvBfao6s/d8m8A/wJ+VUXxmjDIzs7m+PHjkQ6jXF6vlwkTJnD//fezZuMa/Bf68V7jRXsrtCQkyQmAAmdM0Q033OD00CsI0XXjgIagXRXfFT58Q3ycqHmCV155hZt/cjMbN24M0ROFVr169bj1ttvIxqlB7VTlrrvvtuQUo2ImQYlIDZzeg58XO/Q5ztyTpelfSvlZQJq76q+JQffcfTePPPJIpMMoV0ZGBp9//jkap3iv8KKdNPSTzgEUfD8x6ogRI0KXoIprAL5LfPi7+Mk6kMXkyZPD9ESVd/3111MrOZn5QMP6DRg+fHikQzJnqdw2KBEJZs6UcH9FaYTzJ76/2P79wNAyzmkGfFFK+Xj3enuLHhCRu3FmxKBNmzaVDNeEQ35+Pnv37WPvvn2ou0x3NOrSpQsDBgxg4cKFxM2Mg8bgb+5Hm6kzpD1UYSecOTFq8V5+lVYA7AfZK8Ttc7qr16tfj1GjRoX4iUInKSmJtIsu4uuvv2bgpZdYp4gYVtG/3EEg0EYqCaJsZRR/joqet7Type1HVScCE8FpgzrbAE34zJ//fX+YFStW0Lt37whGU7bExET+3//7f2RmZjJnzhzmzZ/HjlU7YBVIiuBr4rZFNQFqVOKJEiAn+/uJUcudLTMQChwB2S949jttT/ihZq2a9B/orCo7YMAAatSoTNDhV69ePQBatmwZ4UhMZVSUoN6mapJOIA7iNN02K7a/CSVrVYX2lVHei/OnZ2LMJ598TIMkJc8nfPLJJ1GboAp16NCBDh06MG7cOPbt28fixYv59ttvSV+WTl6muzB5fZyxTk31+/sEVUWBEyD7BDkgeA560Pzve+/1u7If/fr1o0ePHjFVEymMNS7unBj1Um2V+z9OVW+vojgqpKr5IrIMuBL4oMihK4GyeuQtAkYW23clkK6q4bpbb8LE5/OxevVqWtfy0a2ejzWrV0U6pKA0a9aMkSNHMnLkSLxeL+vXr2fZsmWkp6ezbt06fBt9SLzgb+wOzG2uoetMUZQfOOgO3N0Xh55wElLTZk3pe1Vf+vTpQ+/evW2giFdeAAAgAElEQVTKHxNxsfOVyPEX4B0RWQIswOml1wJ4DUBE3gZQ1Vvd8q8BPxORF4DXgYHA7cCPqzZsU1mqyscff4zfrxT4hI51fCzYdJg5c+YwZMiQSIcXtPj4eHr27EnPnj25/fbbycnJYdWqVSxevJhvFnzDgXRnaiMagb+lk7BKa+XVeuqsnAenZ5IolQ84ALLLnU0iz5n6KC0tjQEDBtC3b19atGgRpldrzNmJqQSlqu+LSENgPM5A3bXANaq6wy3Splj5bSJyDfBXnK7oe4AHKhoDZaLL1q1bmfj66yxavJha8X7q1PAzqGUeiw4k8rvf/Y758+cxduxdtG5dfA7j2JGcnEy/fs7ttAcffJAtW7Ywb9485n49lx0rd8BKoCH4W/vR1t/XrLSXItlOs2qJ8U+K08Fhp5uU8pXkmskMvHQgl112GRdffHHMTh5rqoeYSlAAqvoqzmDb0o4NLmXf10B0N1SYElSVVatW8d5777Fw4UJqJgg3p55ieZYzOiAxDn7b+xifbktixtdzmfvVXAZffjk33XRTzC+9LSKkpqaSmprK2LFj2blzJ19//TVzvpxD5spMWO3Wqrq6s08U5wXZIsRtjUNPKTVr1WTw0MEMGjSIPn36RH0Hh1Bo1sxpeo6FaZpM2UI2k8S5xmaSiIyTJ08yZ84cPv6/j9iyNZPaNYShLU9xdZs8aiUoE9Kdbmrj006cPudonjBjZxJf7k4mx6t0P+88fjhyJIMHDyYpKRyNOJGzfft2pk2bxmfTPiPnVA7+Tn6nBiVuDWo/xKc7a0L16dOHkSNH0r9//2qRlIrKzc3liy++4Oqrr46pzh3VRZVPFnuusQRVdbKysli2bBkLFixg8aKF5OUX0Ka2n6EtcxjYPJ/EIh2xSktQhU55Yd6eRObsTmbvSSE5KZGBl1zKwIEDz7lG/+PHj/PWW2/x4YcfookKdcDf3U/cvDjatG7Do79+NOpX1TXVlyWoSrIEFR5er5fMzEwyMjJYt24da1avYs/efQDUS4K0Rrlc0jyfjnV8FB+D+87GZObtcWoCbWv7aFvbxy1dcko8hyqsPxLPgn01WH4wkePO3Ky0ad2KHj3Pp0ePHpx33nm0bds25rshv/XWW0yaNAl/Gz+eXA9NpAmT/jmJlJTKDogyJnzO2dnMTWzxer1kZGSwYsUKVq5Ywbp168jNc8b/1E0UUuvkMTjVy3n1vbSp7cNTzgwLO47HkeNzZufakF32LF0icF4DL+c18OLXU2Qei2P9kXg2ZWcy/4vdzJgxA4Caycn06NmTXr160bt3b7p06RJzCWv48OFMmjQJGoGsEgaPHmzJyZwzgk5QIpIKpOLMx1zi40RV3w5BXCaG7d69m8WLF7NkyRJWLF9Obl4eArSu7efSxvmk1vPSqa6Pxkn+ErWkUPMIdKrro1NdH5CH6kn2nfKw5Wg8m4/msTHjW5YsWQJArZrJ9EnrS9++fenXr19MrLTatGlTataqycnMk6hPSU1NjXRIxoRMwAlKRJrjzAReOOiktI8WxZl9wlQzeXl5TJs2jWmffcbWzEwAmtaEgY1z6dHAS7f6XlISIn87WQSa1/LTvFY+l7bIB05xNF/IOBzP2sN5rF06j3nz5gHQrVtXrr32uqhuaPd4PAwcMJDZs2cDcPHFF0c4ImNCJ5i/uonA5cALwHzgSFgiMjHn1KlT3HfvPWzbvoMOdX3cnJpH78YFNKsZgnWJisjxCsnJyYwYMYLp06eT4/WG5Lp1ayj9mxXQv1kBqqfYc9LDsoMJLPwugz/9aQMzZkznpZf+FrVJasiQIcyePZv4+PjTc9AZcy4I5i/uCuBFVbW1lMwZNm3axLbtO+jZsIAHep4gOUyf46e8wogfOEtLAHw97f2QP4cItEzx0zIljyta5vPnFSmsXbuO3bt307Zt25A/Xyh07twZgE6dOkU4EmNCK5iPkhPAlnAFYmJXjx49GHTZZXw9bx73z69Pj/r5dG/gpUs9L21SfMSFaNWxmvF6xtISTeJDe8vQ64ftx+PYcCSedYcTyMhOwOd31luK5uVXGjZsyJgxYxg2bFikQzEmpALuZi4i/wDqquoN4Q0pOlg38+CoKhkZGcyePZvFixae7jqeGC90rF1Ax7oFpNb1kVrXS+0aZ5dYJqSnsCH7+3Umu9YrKHU8VKCy84TNR+PZfDSeLUfj2XY8ngKfc6xtm9b0HzCQq666ymomxoRYOLqZ/xKYIyJ/Bf4GbFMbRGVcIkL37t3p3r07PPQQ+/fvZ/Xq1WRkZLB2zWpmbN2Kb7vTJtUiRelSN58u9bx0q19Aw6Tw/zdShQM5HjZkx7PhSDybjiay/5RzLCE+js6duzCqRw96uFujRo3CHpMxpnxBDdQVkQdwJl4ti6pqdLYkB8lqUKGVm5vLhg0bWLt2LatXr2bN6lWcPOUMsm1SE7rXz6NHgwJ6NPBSq4zefoEO1C10LF9YcyiBtYfjychO5JBbtG6d2vQ8/4LTs4l37ty52k0FZEwkhbwGJSK/Bp7FWRxwCdaLzwQhKSmJXr160atXL8BZ2ykzM5MVK1awYsUKlqxYzle7c/AIdKvvpV/TPPo1zT+jw8UtXXLYcdwZSFvWrb0TBcLCfTVYvD+RzdlxKFCndgoXXuSscdSrVy/atWsXtUvFG2O+F0wb1HfAJuDq6rDYn9WgqlbhAn6LFi3i66++5Lvde0iKFwY1z2F4mzwaJTu3B8uai2/PSQ8zdybxzb5ECnzQoX07Bg2+nH79+tGlSxc8nhD11DDGVFo42qAaAFOqQ3IyVa/oAn7jxo0jIyODjz76iC++nMPsXUn0b5rHyPa5Jc7bcTyO/8tMYllWDRISErj6mqsZOXKkzahgzDkgmAS1imILAhoTDkU7XNxzzz1MmTKFTz/5mMX7E6mf6KNRkh+fHyZvTubz75KoWTOZW279EaNHjz6nZiw3proL5hbf5cAUYLiqnvP3vuwWX3Q5fPgwr7zyCrNnz6Zxko+0JgXM3JnEqFGjuOuuu6hdu3akQzTGBCgct/huAXYDi0VkEZAJ+IqVUVUdG8Q1AyIiDYDfAVcCbYGDwDRgvKoeKue824F/lnIoWVVL3i8yUatBgwaMHz+eNWvWkLV/H7N3xTF8+HB+8YtfRDo0Y0yYBJOgbi/y+0B3K06BkCcooAXQEvg1kOH+/irwLnBVBeeeAjoW3RFrycnn88XcMhDhICL85Cc/4fnnnweFgQNL+y9ojDlXBJygVDVi3aBUdS1wfZFdW0TkEWCaiNRR1WPln677whth+Lz99tt8+umnTJ06NdKhRIVatWqV+rsx5twTUNIRkUQRucxdCypa1AHycGpI5UkWkR0isktEponIhVUQW8i8+eabHDhwINJhRI06deqc/t3anYw5twVaK/IBc4DhYYwlYCJSD3gGeENVy1tzYSNwJ/BD4MdALrCgrEQrIneLSLqIpGdlZYU67EqxWaUcRSdtbd26dQQjMcaEW0AJyk0C+yh9kcKzJiITREQr2AYXO6cW8BlOh41fVxD3IlX9l6quVNX5wBhgK/DzMspPVNU0VU1r3LhxSF5jqPh8xfujVE9F58hLTk6OYCTGmHALppPEB8CNIvI3VQ3VSnQvAP+uoMzOwl9EJAWY4T78QbCdHVTVJyLpOEvWmxgUrYsGGmNCL5i/9jdxVtSdLSIvAJsppf1HVXcW31cWVT2I02W8QiJSG5iJU4u7WlWDXmdBnAnYzscZdBxTrBefMaa6CSZBrcXpRi7A4HLKhfyT1E1On+N0jBgJ1HJv9QEcVtV8t9wcYImq/sZ9/CSwGCeZ1gEewElQ94U6xnCzyU2/d9NNY6hTp26kwzDGhFkwCeppnAQVCX2Afu7vm4oduxyY6/7eEfiuyLF6wESgGXAUWAFcpqpLwhapCbv77/9ppEMwxlSBYMZBPRXGOCp67rkE0EFDVdsVe/wLwKYaMMaYGGRrEBhjjIlKQXWJEhEPcBswCujg7s4EPgLeDmHvPmOMMdVcMCvqJuN08b4Mpy1qr3voGmAEcKuIXBNr89wZY4yJTsHc4hsPDAKeBxqramtVbQ00Ap7D6dn3WMgjNMYYUy0Fk6DG4Kyo+2tVPVK4U1WzVfVRnLWifhzqAI0xxlRPwSSoVnzfnbs0X7tljDHGmEoLJkFlU/4UQZ3cMsYYY0ylBZOgZgP3i8iw4gdE5Cqc2RlmhSowY4wx1Vsw3czHA8OAGSKyAljn7u8OXIgzp94ToQ3PGGNMdRXMTBI7RCQNeBa4FujtHjqOs/T6b4OZKNYYY4wpT5kJSkQuA9ar6umV+9wE9BN3VvDGONMPHVBbTc8YY0yIldcG9RVwZeEDEckUkesA1HFAVfdbcjLGGBMO5SWoPCCxyON2QEpYozHGGGNc5bVBbQJuE5HlQOHA3IYi0qa8C1o7VHj4/X48Hpvb1xhTfZSXoCYAk4Hl7mPFWaL9hQquaUu/hoElKGNMdVNmglLVqSKyCmeOvebAk8DHwOqqCc0UZcnJGFPdlNvNXFU34yyXjog8BXyoqpOrIC5TjC35boypboIZB2Vf4SMoLy+PpKSkSIdhjDFVJuikIyIdReRhEXnZ3R4WkY7hCK7Y884VES22vRfAeaNFJENE8tyfo8IdazhkZWVVXMgYY84hQSUoEXkG2ICz/tP97vYcsFFEng59eCX8E6c9rHC7p7zCItIfeB/4D9DL/fmBiFwc5jhDougQs61bt0YwEmOMqXoBJygRuRNnQcJvcZZ8T3W3kcAi4DERuSMcQRZxSlX3FdmOVlD+IeArVf29qq5X1d/jLBnyUJjjDIm9e/ee/n39+vURjMQYY6peMDWon+Ikp8Gq+omqbnW3T4HLgSXAz8IRZBE3ichBEVknIs+JSO0KyvcHPi+2bxYwoLTCInK3iKSLSHo03FJbuXIlACoeVri/G2NMdRFMguoGvKeq3uIH3H3vuWXCZTLwE5xk+AwwGviognOaAfuL7dvv7i9BVSeqapqqpjVu3LiS4VbeokWLQDxoQk02btjA4cOHIx2SMcZUmWASVD7lT3VU2y0TMBGZUErHh+LbYDidPGap6hpVfQ9nCfqhItK73CdxBhif8bSl7Is62dnZfLNgAf74JDQhCVVl1ixbbssYU30Ek6CWAveISNPiB0SkCXA3zi3AYLyAU+sqb1tSxrnpgI/yV/ndR8naUhNK1qqiztSpU/F5vWiNmuCJx1+nOe9PmUJ+flDfAYwxJmYFs2DhM8AcYL2I/APIcPd3B+7AqUH9JJgnV9WDOAsdno2eONMq7S2nzCKcGdn/XGTflcDCs3zOKpGdnc2UDz7A26A9UpADQF6LXhzeMJNPP/2UG264IcIRGmNM+AVcg1LVecD1OAsU/hL4h7s97O67XlXnhyNId+zVEyKSJiLtROQanDavFcCCIuXmiMizRU59EbhCRH4jIl1F5Dc4bVgVzScYUW+99Ra5ubnkt/r+7qW/Tgt8dZrzz0mTOHbsWASjM8aYqhHUOChV/QxoD1wM3AT8GLgI6KCq00If3mn5wBCcHngbgZdweucNVVVfkXIdccZHFca70I3zNpw5BG8FxqhqsLciq8zcuXP5+JNPKGhyHppc//sDIuS36cfx4yeYMGECBQUFkQvSGGOqgNh6g6VLS0vT9PT0Kns+r9fLu+++y5tvvokvpQk5XYZDXDxJGU7ezz3vBwDE719P4vYF9OjRkyeeeJxmzUrtkGiMMVFLRJapalpF5YIZqNtQRLoV29deRP4mIv8RkWFnE6iBTZs2ce+99/HGG29QUL89OV2uhrjSmwe9TbuR2/Fy1m3YwC233up0pvD5Si1rjDGxLJhOEi8CnXFu6SEiKcB8oIV7fIyIXOG2VZkA5Ofn89Zbb/Hee++h8UnkdroCX4P2UMHM5b5GHTlZuwnebQt46aWXmPX55zz229/Srl27qgncGGOqQDBtUP2BmUUej8FJTte4P9cDvw5daOe2zMxMxt19N5MnTyavYSdO9ByNr2GHCpNTIU2sTW6XYeR2HMymrdsZO/YuPvzwQ+yWrTHmXBFMgmoKFF3OfTiQrqr/VdV9wCTgwhDGdk4qKCjgnXfe4a5x49i+ay+5na8iv8NlEJ9YomyNHYvwnDqE59QhkjKmUWPHojMLiOBr1ImTPa4nt1ZTXnzxRX7x8MPs3r27il6NMcaETzC3+AqA5CKPB+EkpULZQMMQxHROUlUWLFjAy6+8wp7du/HWb0de+wGQULPMczwnDyE+p7de3PF9ZV+7Rk1yO19F/IENrFi1lP+55RbG3Hgjt9xyC7Vq1Qr5azHGmKoQTA1qEzBaHNcBDXAG7hZqDdhkcaXYtWsXv3j4YX7729+y5/BJcrsMI6/z0HKTU9BE8Dbtxsmeo8mt157Jkycz5qYf8/nnn9ttP2NMTAqmBvUKTo3pCFATyOTMBHUZsCZkkZ0jFi1axONPPEGBT8lr2x9vk27gCd/ixFqjFvkdB+Fteh7+nYuYMGECS5cu5dFHHyU+Pph/bmOMiaxglnx/W0T8OGtBHQX+oKoF4HRBB+oCr4Ylyhi1Z88exj/+OPkJdcjpdiWaWHW32/wpjcnp9gMSdq9g1qxZtGjRgjvuCPdyXcYYEzrBziTxb1Udrap3quqWIvsPqWofVf1H6EOMXdOnT6egoICc1LNMTr58kpOTueGGG0hOTgZfkBPFioeCVn3w1m/Lhx9+ZLf6jDExJXz3mgz79u1DElPOuuYk3nxGjBjBAw88wIgRIxDv2c1k7k9pwrFjR8nJyTmr840xJhLKvcUnIg8He0FV/cvZh3NuadOmDZr7BZ7jB/DXbhL0+Rpfg+nTpwNObUzjkys4oxR+L/FHdtCgYUOnFmaMMTGiojao54K8ngKWoFyjRo3i088+4+Cm/5Lbph/eRqkBD8QFIK4GOccPM3XqVOdx7bpBPb/kHiUpcx6eEwf46S8eR4J5bmOMibCKEtTlVRLFOapOnTr8/dVXeeqp37F27TwSsjaS1+Zi/CnB16aC4s0jYc9KEvdnkJycxCNPPsmQIUPC+5zGGBNi5SYoVf26qgI5VzVp0oSXX/4bM2bM4PWJEzm67lO8DTuS3+YitEaIe/Wpn/gDG0javRz15jFs2DDuvvtuGjVqFNrnMcaYKmADY6qAx+PhBz/4AVdccQX/+c9/ePe990hYs5PcVn2dcVEhuPUmp46QvG0eciKL83v14uc/+xmdO3cOQfTGGBMZlqCqUM2aNRk3bhwjRozgz889x7L0hcRnf0dux0EQn1SivL9WQzynDjm/12yIv1YpM0mpOrWmnYtJSanFL554giFDhlh7kzEm5tmChWUI94KFqspHH33Eyy+/jC+hFqdSr0Rr1i9RrviChWfw+6ixfSEJWRvp27cv48ePp379ktcwxphoEvIFCyNJRNqJiJaxPVLOeYPLOKdrVcZfRmyMHj2al19+mXrJcdRa/ylxR3YEfoGCHJI3ziQhayO33HILf/7zny05GWPOKTGRoIDvgObFtvtxurVPDeD87sXO3RyeMIPXvXt33nzjDTq1b0/Spi9I2L0CKqjVek4eolbGpyTmHObJJ59k3LhxeMI4v58xxkRCTHyqqapPVfcV3YDrgS9UdVsAlzhQ7PyoWiO9SZMmvPrqKwwdOoQau5ZRI3Me+P2llo3L/o6a66fRMCWRV199xbqPG2POWTGRoIoTkfbAEGBigKeki8heEZkjIlE5tisxMZHHH3+cO++8k4SDm0ncMqdEkoo7vJ2kTbPp2KEdb0ycSJcuXSIUrTHGhF9MJihgHHAQ+KSCcnuB+4DRODWujcAcEbmstMIicreIpItIelZWVijjDYiIcPvtt/Pggw8Sf2QHNXYsPH3Mc/wASVu/olvXrvztpZdsbJMx5pwX0V58IjIBeKyCYper6twi58TjLD3/b1X99Vk85wzAq6rXlVcu3L34KvL3v/+dd999F39yfTS+BnEFp2hatxZvvvkGdesGN+WRMcZEk0B78UV6HNQLwL8rKLOz2ONrcTo6vHmWz/ktcNNZnltlxo0bx4IFC9m5azd+f03IO87/Pvu0JSdjTLUR0Vt8qnpQVTdUsJ0qdto44GtV3XSWT9sL59ZfVIuPj+dHP7oB/F4k7zidOnWiT58+kQ7LGGOqTKRrUEERkTbAMODWMo6/DaCqt7qPHwK2A+uAGsD/ACNx2qSiXr9+/QAQlP79+0c4GmOMqVoxlaCAsTjLzX9YxvE2xR7XwFkypCWQg5OoRqjqjLBFGEJNmnw/67nNq2eMqW5iKkGp6pPAk+UcH1zs8Z+AP4U5rLApOp9ey5YtIxiJMcZUvVjtZl7tWOcIY0x1YwkqRiQkJEQ6BGOMqVKWoGKELZ9hjKluLEHFCEtQxpjqxhJUjIiPj6n+LMYYU2mWoGJEYmJipEMwxpgqZQkqRsTFxUU6BGOMqVKWoKLcfffdR6tWrSIdhjHGVLmIzmYezSI9m3lRqmqdJIwx54xAZzO3GlQMsORkjKmOLEEZY4yJSpagjDHGRCVLUMYYY6KSJShjjDFRyRKUMcaYqGQJyhhjTFSyBGWMMSYq2UDdMohIFrAj0nG4GgEHIx1EFLH3oyR7T0qy96SkaHlP2qpq44oKWYKKASKSHsio6+rC3o+S7D0pyd6TkmLtPbFbfMYYY6KSJShjjDFRyRJUbJgY6QCijL0fJdl7UpK9JyXF1HtibVDGGGOiktWgjDHGRCVLUMYYY6KSJShjjDFRyRJUjBIR+7crxt4TY84t9gcdY0Skq4ikqqo/0rFECxHpKSIX2nvyPRHxiEhcsX3Vemlm9//JdZGOwwTOElQMEZELgAzgB5GOJVqIyPnAKuDaSMcSLUSkG/AqMEtEnin8UFZVra5Jqsj/k96RjiVaiEhtEWnh/kxw90VVToiqYEzZRKQXsAh4TlX/Gul4ooH7niwG/qyqT0c6nmggIl2BhUBtnLkkBwEvisjTUD2TlPvFbjHwJ1V9qowy1e096Ql8BXwJLAdeFZEuquovXvOOJBsHFQNEJBWn5vS0qj4jIvHAMKA9sBnYoKrRMrFtlRCRjsAm4HFV/YP7DXA00AXIBDJUdVkkY6xq7ofs80ArYIybjNoANwLPAH9T1V9HMsaqJiIdgC3ABFV9wv3buQPoCewBVqnqTLesaDX4QHT/T6QD7wEfA5cAg4HOwLWqukJE4lTVF7koHfGRDsCUz/3gHQsosMLdPQ1oCdQFGgCzReRlVZ0TmSirlvsNbzggwH5390ycmZpr4LwvO9z3ZHJkoqx6bkLqBPgKP2hVdaeIvAHkA0+JyN7qUgN3E3ZP92Ge+3M2UAvn/bgUuEtEXlHVv1aH5OTqi/PF9n9V9RTwpYhMB55wf79MVddEQ8K2W3xRTlULgH8DfwdeEJGdQC7ON+Q2wHVAc2CsiNSIXKRVx/1m9yHwW+AlEdkPHAVuUNXzgBHAbpz3pGnkIo2IeUAL91YfAKp6FOfb8iRglIg0i1BsVcr9cP0C+B/gCRE5ChwCblTVS4CRODWIsSLSPXKRVrl6QC+gZuEO927Db4D5wFsi0iLSyQksQcUEVV0LvAHMAdYBv1HVDPfYl8CLwE1Am4gFWcVUdS/OB+4fcGqWE1R1i3tsJc77dTnn+HsiIk0LG7hd6UAT4BYROb3ejqoeAD4C+uHcGj5niUh3EZkMoKongQ+AO3Haof6iqtvdYzuA94GuQOvIRFt1inSAWA5sBW4UkaTC4+5nyt+BRODCqo+wJEtQUUhE2ovIXSLykIhcDaeT1AvAn3HuqRf9D3cM2IhTizgniUhLEblGRO4QkR4AqroPeAvn1sQ6t1zR92Q9zjfmc5KIXAjsxWlDAEBV5+K0Qz0K3CcirYqcshnnPTlnub315gI3icgwOH0X4iPgQWCZW66wU8RxYC3f3yo+54hIkvt6awCo6gqcNu0HgEuLdopw2+Nq4Hy5izhrg4oy7ofv18BK4DwgW0T+FxihqutFZFNh42WRcT+DcW5p5ZVyyZjn9jj6BOc19gXSReQ1Vf23qu4VkX1F2lwK35OROEkqOyJBh5nbM+1r4K+q+lXRY6r6sogkA48DbUXkY2AN8FOgIbC9isOtEkV6670BXIbTaWYWgKrmABsKyxa5fXWb+3NX1UVaddxbl0/j1BB3icgMVX1TVW8SkUXAa8AvROS/qprvnrYV528t8lTVtijZcO4JfwP83X1cH2fM0zqcb3lNi5XviHOLKxvoEen4w/SedAR2Ar/HuXfeEqdDxJQyynfFqWVmA+dHOv4wvSc9gJM4tzXB6SzSFRgCpBYpdztOp4BTON+YtwMXRjr+ML0nF7qv81n38VjgMNC/jPLn49waPwJcEOn4w/SepLrvwcvu389EoACYWKTMHPf/xtvAvTjj544CXSIdv6pagoqmzU1Iq4HRRfZ5gG447SwriuzvAXyO862w1/9v7/xCvKiiOP45rbmZZmaxoBYKZYhIlqYlPmSJYg8RZZmmkPZHsiIK3IjSCjQiLAo06aXCNjOiekiSktIkSIpaQQwC3bCilAwhIbXMPT2cMzrO7Ib9zJn5TecDw/K79/6W+/ty75yZe885t+y+nyY9Wt3YrMU8r1q8fDrwCzAk034k8KZrVWdN1gPdqbIPsL2nbiwY9dVUXZuPlSuAtrL7f5o0GQb8CDybKhuLvQm0++eWVN0IN06f19U4+e9cAnyS+twHuNEfbjpS5Ut9DO3A3jgro0nEQVUIXwveDmxR1fsydeOwDd2PVPUBL5sE/KSqPxTe2QLwDdwngC5VfSVVPg578hub/e1et0fNiaJ2+B7bVcBr2NPx75hX53PAPsyDcQGwQVUXl9XPInGvxAmquj5T/iLmPDRaVfdn6i4GDqjqvuJ6Wiwi8jIwSlWn+Ocz1AJxpwPvYw4jj3mdAAOBP1T1cFl9zhJOEhXBYw6OAm8D40Ukm+TAaogAAATGSURBVLpnG+YqfJmInAOgqlvrapwAfKK8kBinlAPEHuwN6tiem4hM8+901tU4ge2xqepWYC52QxkM3KuqW9S8sFZhruZXi8iAErtaCD5v9qaNU2qcdGDLfrclbZM2qtpVZ+PkfIrdSyaDjR3XayPmMLJQRCZ4narqb1UyThAGqjLo8VfZDmyp5n4RmZqp3wEMBc7K/4d6ktxEfGIlDhD9sGDcvl63DFgjIkPL6WUpdGLxPUtwDzR/Qj6EZdIYiI2jWpOaN+my5Hd3YlrM6q1tzfkKi2t62L0b02zGgpUrPWfCQFUIvwl/ByzE1tUfEZG7vK4VmIilZzlUXi/LIXNz6YflmvtTRJYC7ViKlp9L6VwJuB7bsSXfv7wsuTGPxPaijpTUvdJxY62YB9vlIjK77D4VjVpcYAcW99YuIuNT8+h77MGm0sH9sQdVAp4PTNTiM5KyZH04+TsaWI5FfLdiG75jgOvUAlFrxT9p0kPb4VgGgG3A7cBkrWHevX+jidcNBhYDdwNTfMmvVjSgSRvwBeb5+WBizOtOOk2RiCzAvBrPxJxDdgM3YS72V1Z5myAMVMG44XkSe7XeBWxU1XVe16KqR1NG6gLM4+h6LE7jM38qqhUno0mm/aWY9+IB4Fq1wMNa0YAmM4A5mKv5DaHJCd+bh3nAflNYZwtCRPr0ZnTThtsdI2ZiGTV2epO5VR8nYaAKxG+sX2LJXncB0zD36U5VvdPbtKpqLQNue6IRTdxr6yXgcVX9Nv9fm5sGNbkQmAFs8mXiWtGgJr3evOuAazIXeENVd/bS5gQNROQi4ChwOOvZWEXCQBWEexAtw9w+b/Gys4F7/NqhqrNT7ecDH6tqLSPcoWFNNqll6O6rxyPfa8MpatLrUlcz04Amd2DxP3WeO5dg58OdD6zEvF13Z9rkspE32xgJJ4mC8IEyDMs8npQdxNKyrARGicgzcGy5ZiXwtFTo8LD/mgY1We77ELV0ADgFTVqwI1lqRwOarKLGc0dE+gOPAhuARdieY7uIjEi3S+1BLReR1V7WNMYJIhdfIaSeZDqB0SIyRi35K6p6UETewg4Lmyoi56rqhyKyAljX27p6s3OKmtRy2SbGSZ7QpEe6MQeh/aq6Tuy4mbUAIrIi/SYlIudh6cImiUibWlb75kErkM7i/3JhA2UfsAYYlKkbgg28mWX0LTSpzhWahCYnoUf/zOebsawiq4HhXtaC5a8cRCYtWLNc8QZVIKraJSKzMJfXgyLylKomaf6PYBnMa3s8RE+EJnlCkzyhyYmonXOVpEfrVtX3fK/udUDF0jwtwmKgZqtqU2b1DwNVMKq6WURuxQ5RGyoi72CTax7mPttVZv/KIDTJE5rkCU3yqIWliDs/vCsiip2RNgM7rHOiNrFXcHjxlYRYUtPnsaWLI37N0YrHJZxOQpM8oUme0KRnkv06EdkIjAeuUd+va1bCQJWIiCTJPgcAe1X115K7VDqhSZ7QJE9okseX+1YAD2HHzWwvuUunTBioIAiCGuAGaj7wtdYkHVoYqCAIgprQU3BuMxMGKgiCIKgkkUkiCIIgqCRhoIIgCIJKEgYqCIIgqCRhoIIgCIJKEgYqCIIgqCRhoIIgCIJKEgYqCIIgqCR/A9liFg5JjM2BAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "#Uniquely generated sequences per objective\n", "\n", "unique_count = len(np.unique(consensus_seqs[0, :]))\n", "\n", "print('n_unique_sequences = ' + str(unique_count))\n", "\n", "save_figs = False\n", "\n", "#Target vs. Engineered Isoform Log Odds\n", "\n", "iso_props = [iso_preds[k, :] for k in range(n_classes)]\n", "iso_logodds = [np.log(iso_preds[k, :] / (1.0 - iso_preds[k, :])) for k in range(n_classes)]\n", "\n", "f = plt.figure(figsize=(6, 4))\n", "\n", "sns.violinplot(data=iso_logodds, axis=0)\n", "\n", "plt.xticks(np.arange(5), ['0.05', '0.25', '0.50', '0.75', '1.00'], fontsize=14, rotation=45)\n", "plt.yticks(fontsize=14)\n", "\n", "plt.ylabel('Isoform Log Odds', fontsize=18)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_target_isoform_genesis_doubledope_iso_magnitude.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_target_isoform_genesis_doubledope_iso_magnitude.eps')\n", " plt.savefig('splicing_target_isoform_genesis_doubledope_iso_magnitude.svg')\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set size = 244647\n", "Validation set size = 10000\n", "Test set size = 10000\n" ] } ], "source": [ "import pickle\n", "\n", "import isolearn.io as isoio\n", "import isolearn.keras as iso\n", "\n", "def iso_normalizer(t) :\n", " iso = 0.0\n", " if np.sum(t) > 0.0 :\n", " iso = t[0] / np.sum(t)\n", " \n", " return iso\n", "\n", "def cut_normalizer(t) :\n", " cuts = np.concatenate([np.zeros(100), np.array([1.0])])\n", " if np.sum(t) > 0.0 :\n", " cuts = t / np.sum(t)\n", " \n", " return cuts\n", "\n", "\n", "#Create nearest neighbor search database\n", "\n", "#Load plasmid data\n", "plasmid_dict = pickle.load(open('../../../splirent/data/a5ss/processed_data/' + 'alt_5ss_data.pickle', 'rb'))\n", "\n", "valid_set_size = 10000\n", "test_set_size = 10000\n", "\n", "#Generate training and test set indexes\n", "plasmid_index = np.arange(len(plasmid_dict['min_df']), dtype=np.int)\n", "\n", "if valid_set_size < 1.0 and test_set_size < 1.0 :\n", " train_index = plasmid_index[:-int(len(plasmid_dict['min_df']) * (valid_set_size + test_set_size))]\n", " valid_index = plasmid_index[train_index.shape[0]:-int(len(plasmid_dict['min_df']) * test_set_size)]\n", " test_index = plasmid_index[train_index.shape[0] + valid_index.shape[0]:]\n", "else :\n", " train_index = plasmid_index[:-int(valid_set_size + test_set_size)]\n", " valid_index = plasmid_index[train_index.shape[0]:-int(test_set_size)]\n", " test_index = plasmid_index[train_index.shape[0] + valid_index.shape[0]:]\n", "\n", "print('Training set size = ' + str(train_index.shape[0]))\n", "print('Validation set size = ' + str(valid_index.shape[0]))\n", "print('Test set size = ' + str(test_index.shape[0]))\n", "\n", "\n", "seq_start_1 = 147\n", "seq_start_2 = 147 + 25 + 18\n", "splice_donor_pos = 140\n", "\n", "sequence_padding = 5\n", "\n", "splicing_gens = {\n", " gen_id : iso.DataGenerator(\n", " idx,\n", " {\n", " 'df' : plasmid_dict['min_df'],\n", " 'hek_count' : plasmid_dict['min_hek_count'],\n", " 'hela_count' : plasmid_dict['min_hela_count'],\n", " 'mcf7_count' : plasmid_dict['min_mcf7_count'],\n", " 'cho_count' : plasmid_dict['min_cho_count'],\n", " },\n", " batch_size=len(idx),#32,\n", " inputs = [\n", " {\n", " 'id' : 'random_region_1',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index, seq_start_1=seq_start_1, seq_start_2=seq_start_2, sequence_padding=sequence_padding: row['padded_seq'][seq_start_1 - sequence_padding: seq_start_1 + 25 + sequence_padding],\n", " 'encoder' : iso.OneHotEncoder(seq_length=25 + 2 * sequence_padding),\n", " 'dim' : (25 + 2 * sequence_padding, 4),\n", " 'sparsify' : False\n", " },\n", " {\n", " 'id' : 'random_region_2',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index, seq_start_1=seq_start_1, seq_start_2=seq_start_2, sequence_padding=sequence_padding: row['padded_seq'][seq_start_2 - sequence_padding: seq_start_2 + 25 + sequence_padding],\n", " 'encoder' : iso.OneHotEncoder(seq_length=25 + 2 * sequence_padding),\n", " 'dim' : (25 + 2 * sequence_padding, 4),\n", " 'sparsify' : False\n", " }\n", " ],\n", " outputs = [\n", " {\n", " 'id' : cell_type + '_sd1_usage',\n", " 'source_type' : 'matrix',\n", " 'source' : cell_type + '_count',\n", " 'extractor' : iso.CountExtractor(start_pos=splice_donor_pos, end_pos=splice_donor_pos + 100, static_poses=[-1], sparse_source=True),\n", " 'transformer' : lambda t: iso_normalizer(t),\n", " 'dim' : (1,)\n", " } for cell_type in ['hek', 'hela', 'mcf7', 'cho']\n", " ] + [\n", " {\n", " 'id' : cell_type + '_count',\n", " 'source_type' : 'matrix',\n", " 'source' : cell_type + '_count',\n", " 'extractor' : iso.CountExtractor(start_pos=splice_donor_pos, end_pos=splice_donor_pos + 100, static_poses=[-1], sparse_source=True),\n", " 'transformer' : lambda t: np.sum(t),\n", " 'dim' : (1,)\n", " } for cell_type in ['hek', 'hela', 'mcf7', 'cho']\n", " ],\n", " randomizers = [],\n", " shuffle = False,\n", " densify_batch_matrices=False,\n", " ) for gen_id, idx in [('all', plasmid_index), ('train', train_index), ('valid', valid_index), ('test', test_index)]\n", "}\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "\n", "[onehots_up, onehots_dn], [hek_true, hela_true, mcf7_true, cho_true, hek_count, hela_count, mcf7_count, cho_count] = splicing_gens['all'][0]\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "\n", "#Filter dataset\n", "\n", "keep_index = np.nonzero(hek_count >= 30)[0]\n", "\n", "onehots_up_kept = onehots_up[keep_index]\n", "onehots_dn_kept = onehots_dn[keep_index]\n", "\n", "hek_true_kept = hek_true[keep_index]\n", "hela_true_kept = hela_true[keep_index]\n", "mcf7_true_kept = mcf7_true[keep_index]\n", "cho_true_kept = cho_true[keep_index]\n", "\n", "hek_count_kept = hek_count[keep_index]\n", "hela_count_kept = hela_count[keep_index]\n", "mcf7_count_kept = mcf7_count[keep_index]\n", "cho_count_kept = cho_count[keep_index]\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(193441, 256)\n" ] } ], "source": [ "#Output dense layer activations for splicing MPRA\n", "\n", "library_dense_out_kept = dense_out_model.predict(x=[onehots_up_kept, onehots_dn_kept], batch_size=32)\n", "\n", "print(library_dense_out_kept.shape)\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#Fit 10-NN Regressor on Splicing MPRA, predict on generated sequences\n", "\n", "nn_dense_hek_10 = KNeighborsRegressor(n_neighbors=10).fit(library_dense_out_kept, hek_true_kept)\n", "\n", "nn_iso = nn_dense_hek_10.predict(flat_dense_outs)\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "save_figs = False\n", "\n", "#Target vs. Engineered Isoform Log Odds\n", "\n", "nn_iso_clipped = np.clip(nn_iso, 0.001, 0.999)\n", "\n", "nn_iso_by_class = [np.ravel(nn_iso_clipped)[flat_labels == lab] for lab in class_targs]\n", "nn_logodds_by_class = [np.log(nn_iso_by_class[k] / (1.0 - nn_iso_by_class[k])) for k in range(len(nn_iso_by_class))]\n", "\n", "f = plt.figure(figsize=(6, 4))\n", "\n", "sns.violinplot(data=nn_iso_by_class[:4], axis=0)\n", "\n", "#plt.xticks(np.arange(5), ['0.05', '0.25', '0.50', '0.75', '1.00'], fontsize=14, rotation=45)\n", "plt.xticks(np.arange(4), ['0.00', '0.25', '0.50', '0.75'], fontsize=14, rotation=45)\n", "plt.yticks(fontsize=14)\n", "\n", "plt.ylabel('Isoform Log Odds', fontsize=18)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_target_isoform_genesis_nn_iso_magnitude.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_target_isoform_genesis_nn_iso_magnitude.eps')\n", " plt.savefig('splicing_target_isoform_genesis_nn_iso_magnitude.svg')\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure(figsize=(6, 4))\n", "\n", "sns.violinplot(data=nn_iso_by_class[1:], axis=0)\n", "\n", "plt.xticks(np.arange(4), ['0.25', '0.50', '0.75', '1.00'], fontsize=14, rotation=45)\n", "plt.yticks(fontsize=14)\n", "\n", "plt.ylabel('Isoform Log Odds', fontsize=18)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_max_isoform_genesis_nn_iso_magnitude.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_max_isoform_genesis_nn_iso_magnitude.eps')\n", " plt.savefig('splicing_max_isoform_genesis_nn_iso_magnitude.svg')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "#Fit 50-NN Regressor on Splicing MPRA, predict on generated sequences\n", "\n", "nn_dense_hek_50 = KNeighborsRegressor(n_neighbors=50).fit(library_dense_out_kept, hek_true_kept)\n", "\n", "nn_iso_50 = nn_dense_hek_50.predict(flat_dense_outs)\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "save_figs = False\n", "\n", "#Target vs. Engineered Isoform Log Odds\n", "\n", "nn_iso_clipped = np.clip(nn_iso_50, 0.001, 0.999)\n", "\n", "nn_iso_by_class = [np.ravel(nn_iso_clipped)[flat_labels == lab] for lab in class_targs]\n", "nn_logodds_by_class = [np.log(nn_iso_by_class[k] / (1.0 - nn_iso_by_class[k])) for k in range(len(nn_iso_by_class))]\n", "\n", "f = plt.figure(figsize=(6, 4))\n", "\n", "sns.violinplot(data=nn_iso_by_class[:4], axis=0)\n", "\n", "#plt.xticks(np.arange(5), ['0.05', '0.25', '0.50', '0.75', '1.00'], fontsize=14, rotation=45)\n", "plt.xticks(np.arange(4), ['0.00', '0.25', '0.50', '0.75'], fontsize=14, rotation=45)\n", "plt.yticks(fontsize=14)\n", "\n", "plt.ylabel('Isoform Log Odds', fontsize=18)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_target_isoform_genesis_nn_50_iso_magnitude.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_target_isoform_genesis_nn_50_iso_magnitude.eps')\n", " plt.savefig('splicing_target_isoform_genesis_nn_50_iso_magnitude.svg')\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure(figsize=(6, 4))\n", "\n", "sns.violinplot(data=nn_iso_by_class[1:], axis=0)\n", "\n", "plt.xticks(np.arange(4), ['0.25', '0.50', '0.75', '1.00'], fontsize=14, rotation=45)\n", "plt.yticks(fontsize=14)\n", "\n", "plt.ylabel('Isoform Log Odds', fontsize=18)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_max_isoform_genesis_nn_50_iso_magnitude.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_max_isoform_genesis_nn_50_iso_magnitude.eps')\n", " plt.savefig('splicing_max_isoform_genesis_nn_50_iso_magnitude.svg')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Target iso = 0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(20, 85)\n", "Target iso = 0.25\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(20, 85)\n", "Target iso = 0.5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(20, 85)\n", "Target iso = 0.75\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(20, 85)\n", "Target iso = 1.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(20, 85)\n" ] } ], "source": [ "#Load GENESIS models and predict sample sequences\n", "\n", "model_names = [\n", " 'genesis_splicing_cnn_target_isoform_00_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_025_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_05_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_075_pwm_and_multisample_hek_only_random_regions_50_epochs_harderentropy',\n", " 'genesis_splicing_cnn_target_isoform_10_pwm_and_multisample_hek_only_random_regions_70_epochs_harderentropy',\n", "]\n", "\n", "sequence_templates = [\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA',\n", " 'AGGTGCTTGGNNNNNNNNNNNNNNNNNNNNNNNNNGGTCGACCCAGGTTCGTGNNNNNNNNNNNNNNNNNNNNNNNNNGAGGTATTCTTATCACCTTCGTGGCTACAGA'\n", "]\n", "\n", "library_contexts = [\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a',\n", " 'n/a'\n", "]\n", "\n", "target_isos = [\n", " 0.00,\n", " 0.25,\n", " 0.5,\n", " 0.75,\n", " 1.0\n", "]\n", "\n", "flat_pwms_collection = []\n", "\n", "for class_i in range(len(sequence_templates)) :\n", " print(\"Target iso = \" + str(target_isos[class_i]))\n", " \n", " save_dir = os.path.join(os.getcwd(), 'saved_models')\n", " model_name = model_names[class_i] + '_predictor.h5'\n", " model_path = os.path.join(save_dir, model_name)\n", "\n", " predictor = load_model(model_path, custom_objects={'st_sampled_softmax': st_sampled_softmax, 'st_hardmax_softmax': st_hardmax_softmax})\n", " \n", " n = 32\n", "\n", " sequence_class = np.array(([0] * n)).reshape(-1, 1)\n", "\n", " noise_1 = np.random.uniform(-1, 1, (n, 100))\n", " noise_2 = np.random.uniform(-1, 1, (n, 100))\n", "\n", " pred_outputs = predictor.predict([sequence_class, noise_1, noise_2], batch_size=32)\n", "\n", " _, _, _, optimized_pwm, _, _, _, _, _, _, _, _, _ = pred_outputs\n", "\n", "\n", " pwms = optimized_pwm[:, :, :, 0]\n", "\n", " flat_pwms = np.zeros((n, 109))\n", " for i in range(n) :\n", " for j in range(109) :\n", " max_nt_ix = np.argmax(pwms[i, j, :])\n", "\n", " flat_pwms[i, j] = max_nt_ix + 1\n", "\n", "\n", " flat_pwms = flat_pwms[:20, 0: 85]\n", "\n", " print(flat_pwms.shape)\n", " \n", " flat_pwms_collection.append(flat_pwms)\n", "\n", "\n", "flat_pwms = np.concatenate(flat_pwms_collection[::-1], axis=0)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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6ICjNmHh8y/Kc7fYhmnjpZ2KapvSPPV7dxZ9PP9lkd08/7/Q4Mzfuzib7To/78N6N+7E/54PZND392Pd63M1bm6bPbt7ecb7z4z6lzmn6/LiPVzmnj+5YO+dkdjOZTdP0+Wn8K53TZPb1kj7tQ4398HztH3r7tqdz/rr/lfsUnpPes+fv/dqz9/gkT5PZdNMd9+H53FfPyR4ex67dp+9ejnNanfPTy5wr5xSe55W/p6/PyNo5PXxcuU9vbMqsGbhIAFDG4ckySfHD4TA9mMmEnUxxn5SCTCSJtW/wMzoup3yv9jUbl+kw8EpN0dI6JYl7FCIMPjrlXIKsWr3s76327RHHkXqe2n37/WUKERPSpL3xmfuRkVQN4xPH10O6Z/5vzLt9mb/n9m/kF7Ppt2n14LBgAKAMFhgAKGPzUaRMtGe2TaIuSc6lkuY624dRGZNWuVSDiviP+xZuzp5p+0O7z1HmdBKjXo+T3B/HJBIxD8nncatgwQBAGSwwAFDG5l2kk1FNzoQ70pNo8AxLATh0/2Q/Y9ZVE7IA1+IuNajkSOVKplzwjuvq95eLQK7fl9Sz1brZG3WfsGAAoAwWGAAoY/8uUqI+JKcm1iR33S+bpNJMVrVIwiw/pgnb1dBzDxL3TynUHZTMQbc7wXotk5pXs+7u9GQ7ZA/2C9QlYcEAQBksMABQxj5dJGEmy9oKEbHJvv1XjdtkMp6KbDlUpGkWxbjCRLv22gwnow26LNmIXkZVTvZEVwl4SkqkMy5bP3YOsGAAoAwWGAAoY58uUsoEFiLcR9Q7hYiSiviMSjpkZRlAolzcjEslJSCyCW5CbNuPTismLh1fTz5EuOmXAAsGAMpggQGAMvbpInkSiXaBxBv/9t+pKIOKHiRU16JIdTsxtUgBIZgdxyyP9ygx8FkEy/9D7O+gZCMySYHZiFci2kRfJADYFSwwAFDG/l0kb26quh9fvp98Ay8jAAm1urBvWWckeuC0dTR+3o2W7FfTdyGfxgwqEL6u6HcieTPTIla4+2bHKT+eAywYACiDBQYAymCBAYAy9v8OJqMH02swpRDvWoblGBNz+ndHPR2QsI9EI7tvlfa+hDByRpPlFTNdU83dMjKZqYJbx+z79fD8JUogsWAAoAwWGAAoY58uUsbVeM2sxhPCwyntDqFpY5bL/t07meZnw3KWwU3RRajSjU5kbjczrR5rLJrMFV1e2m3GggGAMlhgAKCMXbpIKrNTFhmK6FI/wrCsL3IQronuNpCIOnXkEIf7Yu+BrCbL3fI96s619L2IDJolC1cz2cW+gZtwm3sN2aS0pj+m5SGlYMEAQBksMABQxuZdJNWwzOzEJKkTG1IpycyUHKNwf0yZySJJrJ3rcOEmW+diFiE7IcEtUygptYPMzD67z6KZX8YVio381o+pde1kch1RJADYKywwAFDG5l2k0Ee4EyXJvM0PZCIuzvztRQ/C9yK6FDVnlueJ55Br0KVqbK6JTB3PSdKRPbf31s8rjk9FkVTEUbl5HcnMlBuGZCYA7AkWGAAoY/MukpI/aEkl1Al3JNaXrCfN9eYNqBoi1Zs6Uabf68scfrdjuYYW5ZYq9zFcQe92ZCRVm2dQJ1C6fyTkQML9lnVMHRfnlFcBhWDBAEAZLDAAUMbmXaRzo/oI997ga9X483LpupNzMXNLlMxCotGeTLTzrtYxkUxxTKMKeLnxzTPoz9sf+wWSL7FgAKAMFhgAKGPzLtIxDaVk/UYncW50HxJRmxL2kal/UcljbXToy/Ul17X3SCYlJurC1LzS5ejVJQ0im/eJY+oiJEMurWyIBQMAZbDAAEAZm3eRjkK9wb89oS6jm+Q02v/afS+VyJZrUGbzX4uKnaPXr0rJaCgXpNd3+nlMxy3SciIJ0W+VJJlQp+vVnaljQtEOAHYFCwwAlLF5F+kYRTuVLDcsBu7n99Eha6Jbol9NMHtdWX9QrlP7G4yAwCPp1r/P49ddE087p2w7nGrluv7cZBXtwjOiJCRQtAOAPcECAwBlsMAAQBmbfwdzKqOZuTJs3EpmqlDgfeJ9SaIQLiuVGI7p83W8q5ll8mbedwwWFqaPxb/XEL3PM4WPSq9GZhE35zkcCj8TWDAAUAYLDACUsXkX6ahix4TKfGaubsao0ghJFVQKzRlPQuOk3Ue4VlckmanIpTGMNWqbNTxLSF2qLN0QmlaynCLkPAuXj57HuZimKf1jj+e4+PPpJ5vs7unnnR5n5sbd2WTf6XEf3rtxP67M+aMbax/kuBuzaXI/3TnfjZ/T9Nmmm7edcd+/7Pthbf/28Dj07nE7Oe675ppmz8k+dcc+Xp+vh3vTGfshf07+PnXO6ebtwDnZp5fjXLlP/t7f9Ob83vLPXvI+HfPsTWbTp7Wxd7n79OH94/M5fV6/Tw8fV+7TG5syawYuEgCUcXiyTFL8cDhMD2azrNbnyb68fJayfeotvzDpe9tKNyfjpoi387r4sNl+tNFbwTG1hONQ19PvWzSG82Z5K82oCG5A4vkIqAZ16nlq5pH3zBLPXeJ+965/9T6yukDDf2M+szzz99w+77+YTb9Nq74YFgwAlMECAwBlbD6KlCWYm978UybsYPFhL7lLvbWXx6RMYxX5SfbITs21A+aSmfp3S9/LRDv/vehrPXM/RIFqpluB2rffVhXuBpeoGWcq6e4CYMEAQBksMABQxvZdpE5Ts4ymi5Qu9Cbp/bI52zO9MxKHo5EmGTkSvbOftlrex/IudkGv8VqUGlXbuDGhh7So/+o+g0LaVD5fIvDia5QyWkA9V21DYMEAQBksMABQxvZdpCSjSUsZWcKeXKccJ9yclLskIgyBxjTeUNXJxZDJecIVGm2elk10VHIIKgFSJcdl+qO3+5KRqhBZRK4BAHYECwwAlLF9F0lFCKwXOXLfi0S7Q8YdUersZqnaolHXS0Wzugl/F06kugSza5BRjDuhTq57jTPPkUJFiBL9zXtoOYrzgwUDAGWwwABAGdt3kYoS7UzVbph2yQJKcuEEuQZlGvdM9NFGY3tEqsGdMmciktMi5TJufQLeeuKnVMnrRD5lrdWFm/ZhwQBAGSwwAFDG9l2kJKeog3mm98vmdlfVLBPB+iJMY1/7lFB8m+9buIA7lmuYXe/MdfPRpdvlhLUghyCfpzbRUdwbH4FMuHCZvulZpHt3AbBgAKAMFhgAKOObcpGyb86lWSjciYyb0tt35g1+KtqTaRHbEz4X4s17o6suKKIuoSZnNOrUjQAuC3GHuySS+U6J+s1Ev5Pjzg0WDACUwQIDAGVs30XqqHvFt+1j7VtVUls2cU0mVSlVNGHExv2pbZPHkdriepDyHDKKJFwZUcfU/u615BcyrlO6N5TqfXUmsGAAoAwWGAAogwUGAMrY/juYZLGjanIW34KsF50FMuruHVJFeEr7Q/Qhns1zL87pijJ5Q/a10ncZze5WWcCd659qftaRvXz+PvEe8NR+2ecCCwYAymCBAYAytu8iBRegZd38y5jASvclhL5bk1SEwjMFh12XZ2meoA+yPD677z0wcw/8uaZkKJUmS4IT9WCU25bqNOFdtU5SAsWOAHAVsMAAQBnbd5E6b8FlwWImp7UTnVqac2Yaf0kYn0ETxM2byBzWmcJxFyoSsWdmUST/j4QGjCw4zESE2oNRBa2JMQHpsgv3vcnKDRnFfhzFjgCwV1hgAKCM7btISblIT6bx1LBblGz6JrcXRZA6guXmPEYy84pQxYsmCklln/Bj3E1xL6VWUSKZT80v9W1MF7pS7AgAu4UFBgDK2L6L1KtFUtskkqrCPLKB22nuh0x4Gp33iEjarrVhWpfxTlxnP67TGeDl2/WkzNaNGu39rDoUqMiPry9TPbjbeaObPnR4rw4WDACUwQIDAGVs30XqRFykWXgbRi1uP+ouzcY1QhBrx6vU/6VJn4w2yIS8PZN2GdejOqErQCIC1e5ZNepTcq4yse9+3c3rRZHk84hcAwDsFRYYAChj+y5SEtmATNUMDXYVaN0lpVYXzFjRiMsr7plK9EpEGx7H+UjJcmeFq0LcVxntGUx6nG/vPmfcaym/4LZNRJHaaFamc4G9P7+7hAUDAGWwwABAGdt3kZKi38G1UQ2wEipx6m38TCIgISyeSfJLmegduQaweA19z/BEoqNnuNd5M1dOrHvd5QnuknSVdbJh6vszgQUDAGWwwABAGdt3kZKJduH7UdHjY/ofSYW6RBQpuGcioc5xUOPbf19Lol2LFHN3Y7zrlOw/PopKejwlAU8+wb2kU/oiAcA1wAIDAGVs30U6BpVsJYW0x6IKZhaT2oSZHVwn4S6F/ankPRX9avfn58Jdkmh5DjdIRaPae63ca1EPNyw4rmjc6Vh3NfiKoBAsGAAogwUGAMpggQGAMrb/DiaZyetRIoapvtFJ6cHwTialQZLYnwpT+3/0tFCu9b2L6rrg74VIXUh1kRAh7nY2eY8zspci3UC9i5tLdwouXOw4tMD8ak8ncjv/3aef7OUs/9bkbrRVwv6m/sXMfm/HP/LhvZn969M//rFUSew+/2hmbx4//nxv9ueFlPqDmd08ncfzd7fzMc/8zcz+7es//mRm/z2f9Bl3I7+e09Kxfm9m//70eXZO7Rk+mNkfnz7/bGZ/Xn7J+52Z/ZebZeH+PPPOFs9paZv4Z/tHM/tfMemH50+/mtkPvf27+2R/NbP/Mwt/pE/b3rw1s/+02ffL/Mker8/Xz0/3aWGBD+f0dJ/mo56O7ek+/WpmP3T27u/S13Na+lO+ab9Qomf3j39PP//H0xd/M7P/6S1gjr/oZ+rne7M/Pf3thXNauLYPH90//rrwLL+xFLhIAFDGYZryqug/HA7Tg5nUGpFhWVF86FHm/WHBElncXklSZvatNGCOcTn8/w0ymiynjM9u4wjXUzXlcvvIquYHkz3xfATEcajnqb0GUrdHZFt7UuN7IWR1rrfL1001BUxdv86zLPWQFInnrttD/Rez6bdp1efCggGAMlhgAKCMzUeRsm5KsNWEhKXW2XCc+tZ9VKryBDP+ammugSwNHHWLhFujIkot4f4lOliM9orujt9oBBELBgDKYIEBgDI27yJ18bKVynVQcpNifKrQrEG+bRdFbtLty+jSzPJ2RCQItASmvxfhGUoUm/Zc1Mz9O8Ul9tG9VsJ1o240FgwAlMECAwBlfNsu0iCZWqRAMgkuuDxCZyZVlySatplIBHycF7fIo+6Fcn1l9DHhppg1SX6yt7UbM+rWe9z4qXMcdjuWwFcJFgwAlMECAwBlfNsuUqbmSNXbDM5/DNp1cp+9Cr7f2LtXas523islE/GRsgeqDsdHhMS9MNP3ODyPqnla5rgzyX+z7cU+lmcqBQsGAMpggQGAMjbvIqXlGtQbfD9IJCq9apJSJvKkyv8TUYX2elytip0jc/9UVwfpNqhaomb+jCyDjEJlGqwJun3aM5GqM4EFAwBlsMAAQBmbd5GOopMY9YwwT6WK2jH7FpxSMzQzjU+Jkn2jzNzEzu+exwTBbIeK/Pg5Re3S41xjSnR+fOZ+ZRPlwpF3JCXODRYMAJTBAgMAZWzeRUq7KR1R6K9EQW8hAJ7c3SlkzPh0lMtHxk51774RZud2L343KKg+GtHLImUgxHjlUoUxrZuYqH2iFgkAdgULDACUsXkX6WQyynCJqNOsP1AiEUvVRykRaNmTqWOWX0vkqIuK3gQpBTFGuCypBLp234lEzkkp2mWSL3sJdBuKHHmwYACgDBYYACiDBQYAytjnOxjvnyaKJaUfHvzoxvdW3QOCdsiyBOZBqM+HdzMbVYnfJOJ92imhehVanr3xCs3W3PaD+i6Z9y5BFrOTzZx9f3cOsGAAoAwWGAAoY/sukjcRs6HiMOblo1acH/u+RTZrEzouMrSsxutdg5luZnYvrlxS6+V5TOfey+xpsU1wvZy7pLJvwzPvj7VJv8iE5C8BFgwAlMECAwBlbN9F8lGB1hXJSGC+Ej3pTtmPWs0VMjtF0aUwsZHM7Bf6hUxZE66QaGoXUDpCLaHh2fKQ0D9c6cEotygTZbS28Zr7jGQmAOwVFhgAKGP7LlKSVIRo1HTMqrOLHsiy2DHh1qjoRHfbDZnGlfSaz6WiOpnrpApUZVSmAAACY0lEQVQoszosCTdYu/iiR3lP3lM0d7s0WDAAUAYLDACUsX0XKWn2yz6/aryQJTw5YSm4VQlTdbCOphtF2rFb1OMUqdDMc9ONUIq6txA5ul1/vlKSl55W5+h+PWkPyUwA2BUsMABQxvZdJEf75ty7INm6oZfx610FUj2MO2S6BwxLLraTIesQ+04nZCiH+5L7mqF23879CUl+IvnSR4hUAp4kPCv6iVSJn6l9vDJYMABQBgsMAJTxTblIsxL1wQZmakyYU4yf1ZkkugeE/WVUxkLd1fJ4apH6xOssXAJ/DTMJdYNJkmZaEc9EAl6IavpEu+RzJl29L+d3izxYMABQBgsMAJSxfRep9+Y8oUwm37UrUzchEv54LH4fztRVKmrKXD+Ra+lHHWjc1eGokL9HrZj7V9SczTXOiHjH6JIbr54hkSinXCqzJuIpIluXAAsGAMpggQGAMrbvIjm6tT2jEgiJMntTpq2ZdM+kqHOmViphzl6NG9SjuU7DyZE+AqPEuf0/OrVtmXozGZFKJONleiptGSwYACiDBQYAyvimXKRZLZJqtykY7Ysk99WO86buCWbsVUaEClFu6TRY/yX7LlnuPskx/nuXEBeeNCErMnveN6pmiAUDAGWwwABAGd+Ui3QqJymftTVKorVrLxkKXodsX6SAd2PVvUsIbHddZX+MGcF379ZI90zUNLXXYPkwLu46YcEAQBmHacr/X/ZwOPxmZn+vOxwA+Eb4l2ma/rA2aGiBAQAYARcJAMpggQGAMlhgAKAMFhgAKIMFBgDKYIEBgDJYYACgDBYYACiDBQYAyvh/pSAy1dt1Y1kAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot diversity grid\n", "\n", "save_figs = False\n", "\n", "cmap = colors.ListedColormap(['red', 'blue', 'orange', 'darkgreen'])\n", "bounds=[0, 1, 2, 3, 4, 5]\n", "norm = colors.BoundaryNorm(bounds, cmap.N)\n", "\n", "\n", "f = plt.figure(figsize=(4, 12))\n", "\n", "plt.imshow(flat_pwms[:100, :], aspect='equal', interpolation='nearest', origin='lower', cmap=cmap, norm=norm)\n", "\n", "plt.plot([0, 85], [20, 20], linewidth=2, color='black', linestyle='--')\n", "plt.plot([0, 85], [40, 40], linewidth=2, color='black', linestyle='--')\n", "plt.plot([0, 85], [60, 60], linewidth=2, color='black', linestyle='--')\n", "plt.plot([0, 85], [80, 80], linewidth=2, color='black', linestyle='--')\n", "\n", "plt.xticks([], [])\n", "plt.yticks([], [])\n", "\n", "plt.xlim(0, 84)\n", "plt.ylim(0, 100)\n", "\n", "plt.tight_layout()\n", "\n", "if save_figs :\n", " plt.savefig('splicing_genesis_target_isoform_image_seqs.png', transparent=True, dpi=150)\n", " plt.savefig('splicing_genesis_target_isoform_image_seqs.svg')\n", " plt.savefig('splicing_genesis_target_isoform_image_seqs.eps')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:aparent]", "language": "python", "name": "conda-env-aparent-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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }