{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "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.keras as iso\n", "\n", "from seqprop.visualization import *\n", "from seqprop.generator import *\n", "from seqprop.predictor import *\n", "from seqprop.optimizer import *\n", "\n", "from definitions.aparent_large_all_libs import load_saved_predictor\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Define Isoform Loss Function and SeqProp Wrapper

\n", "\n", "- Define an isoform loss function generator, optimizing for a target isoform proportion.
\n", "- Build a SeqProp wrapper that builds the generator and predictor, and executs the optimization.
\n", "- Use sampled One-hot encodings from the PWM (Softmax sequence distribution) as predictor input\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\n", "#Define target isoform loss function\n", "def get_isoform_loss(target_isoform_use, isoform_start=80, isoform_end=115, use_start=0, use_end=70, use_target_bits=1.8, cse_start=70, cse_end=76, cse_target_bits=1.8, dse_start=76, dse_end=125, dse_target_bits=1.8, entropy_weight=0.0, punish_dn_cse=0.0, punish_up_c=0.0, punish_up_g=0.0, punish_dn_g=0.0, punish_up_aa=0.0, punish_dn_aa=0.0) :\n", " \n", " target_iso = np.zeros((1, 1, 1))\n", " target_iso[:, :, 0] = target_isoform_use\n", " \n", " use_entropy_mse = get_target_entropy_sme(pwm_start=use_start, pwm_end=use_end, target_bits=use_target_bits)\n", " cse_entropy_mse = get_target_entropy_sme(pwm_start=cse_start, pwm_end=cse_end, target_bits=cse_target_bits)\n", " dse_entropy_mse = get_target_entropy_sme(pwm_start=dse_start, pwm_end=dse_end, target_bits=dse_target_bits)\n", " \n", " punish_dn_cse_func = get_punish_cse(pwm_start=74, pwm_end=120)\n", " \n", " punish_up_c_func = get_punish_c(pwm_start=20, pwm_end=70)\n", " \n", " punish_up_g_func = get_punish_g(pwm_start=20, pwm_end=70)\n", " punish_dn_g_func = get_punish_g(pwm_start=76, pwm_end=120)\n", " \n", " punish_up_aa_func = get_punish_aa(pwm_start=20, pwm_end=70)\n", " punish_dn_aa_func = get_punish_aa(pwm_start=76, pwm_end=120)\n", "\n", " def loss_func(predictor_outputs) :\n", " pwm_logits, pwm, sampled_pwm, _, cut_pred, _, cut_score_pred = predictor_outputs\n", "\n", " #Aggregate total predicted isoform abundance\n", " iso_pred = K.expand_dims(K.sum(cut_pred[..., isoform_start:isoform_end], axis=-1), axis=-1)\n", " \n", " #Create target cut constant\n", " iso_true = K.tile(K.constant(target_iso), (K.shape(sampled_pwm)[0], K.shape(sampled_pwm)[1], 1))\n", "\n", " #Specify costs\n", " #iso_loss = 1.0 * K.mean(symmetric_sigmoid_kl_divergence(iso_true, iso_pred), axis=0)\n", " iso_loss = 1.0 * K.mean(sigmoid_kl_divergence(iso_true, iso_pred), axis=0)\n", " \n", " seq_loss = 0.0\n", " seq_loss += punish_dn_cse * K.mean(punish_dn_cse_func(sampled_pwm), axis=0)\n", " seq_loss += punish_up_c * K.mean(punish_up_c_func(sampled_pwm), axis=0)\n", " seq_loss += punish_up_g * K.mean(punish_up_g_func(sampled_pwm), axis=0)\n", " seq_loss += punish_dn_g * K.mean(punish_dn_g_func(sampled_pwm), axis=0)\n", " seq_loss += punish_up_aa * K.mean(punish_up_aa_func(sampled_pwm), axis=0)\n", " seq_loss += punish_dn_aa * K.mean(punish_dn_aa_func(sampled_pwm), axis=0)\n", " \n", " entropy_loss = entropy_weight * (use_entropy_mse(pwm) + cse_entropy_mse(pwm) + dse_entropy_mse(pwm))\n", " \n", " #Compute total loss\n", " total_loss = iso_loss + seq_loss + entropy_loss\n", "\n", " return K.sum(total_loss, axis=0)\n", " \n", " return loss_func\n", "\n", "\n", "#Function for running SeqProp on a set of objectives to optimize\n", "def run_seqprop(sequence_templates, loss_funcs, library_context, n_sequences=1, n_samples=1, n_epochs=10, steps_per_epoch=100) :\n", " \n", " n_objectives = len(sequence_templates)\n", " \n", " optimized_pwms = []\n", " optimized_cuts = []\n", " \n", " for obj_ix in range(n_objectives) :\n", " print(\"Optimizing objective \" + str(obj_ix) + '...')\n", " \n", " sequence_template = sequence_templates[obj_ix]\n", " loss_func = loss_funcs[obj_ix]\n", " \n", " #Build Generator Network\n", " _, seqprop_generator = build_generator(seq_length=205, n_sequences=n_sequences, n_samples=n_samples, sequence_templates=[sequence_template * n_sequences], batch_normalize_pwm=True)\n", " \n", " #Build Predictor Network and hook it on the generator PWM output tensor\n", " _, seqprop_predictor = build_predictor(seqprop_generator, load_saved_predictor(model_path, library_context=library_context), n_sequences=n_sequences, n_samples=n_samples, eval_mode='sample')\n", " \n", " #Build Loss Model (In: Generator seed, Out: Loss function)\n", " _, loss_model = build_loss_model(seqprop_predictor, loss_func)\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", " #Specify callback entities\n", " callbacks =[\n", " EarlyStopping(monitor='loss', min_delta=0.001, patience=5, verbose=0, mode='auto'),\n", " SeqPropMonitor(predictor=seqprop_predictor, plot_every_epoch=False, track_every_step=True, cse_start_pos=70, isoform_start=80, isoform_end=115, pwm_start=70-40, pwm_end=76+50, sequence_template=sequence_template, plot_pwm_indices=[0])\n", " ]\n", "\n", " #Fit Loss Model\n", " train_history = loss_model.fit(\n", " [], np.ones((1, 1)), #Dummy training example\n", " epochs=n_epochs,\n", " steps_per_epoch=steps_per_epoch,\n", " callbacks=callbacks\n", " )\n", " \n", " #Retrieve optimized PWMs and predicted cleavage distributionns\n", " _, optimized_pwm, _, _, cut_pred, _, _ = seqprop_predictor.predict(x=None, steps=1)\n", " \n", " optimized_pwms.append(optimized_pwm)\n", " optimized_cuts.append(cut_pred)\n", "\n", " return optimized_pwms, optimized_cuts\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(), 'saved_models')\n", "model_name = 'aparent_large_all_libs.h5'\n", "model_path = os.path.join(save_dir, model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Run SeqProp to Optimize Target Isoforms (Alien1 Library)

\n", "\n", "- Generate 10 PWMs per target cut position.
\n", "- Hard-code Alien1 UTR template into sequence.
\n", "- Auxiliary objectives: Punish upstream C, slightly punish G, punish poly-A runs.
\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running optimization experiment 'Alien1 Isoforms'\n", "Optimizing objective 0...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 235s 118ms/step - loss: 0.2435\n" ] }, { "data": { "image/png": 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LAvkYY7o/CGMCdwaBfBvjb3G5vd9f0jII5OcYn6VzMG9MfyY2CGQoZkriMIwv1VTMTesmxz6mYAZpQkfhLrreZgIzHGOnEliEmcK4Pt3joSPGURv9Vtu/21Nx7Z/a7W/EtceMDYwlowTbn7W1sZNAtndodj6Pfno5+ihwTtx2a2n2TYr6BN6MsVIWJjvvFMbSxRiL42f2uJpgXxtfR8eFY18f2OPjidbO0dF3HGaMFif4Dhdjps7HYPwptwK5rXzPh9nLx9vfdw7mwXUT5iFVijEC1BDr83QxsCrN1+IW4AD7/3Ps37E3xp9rTrrHym6cV4trDfM8aEgwRtZjggdHYiy284n1ARyA8Zl72f49RwDn03oQyGX2ca7D3H/HAhcBv7TXp3Kf/649hg6wr6looNdaYoNAFtljYYI9Nj6jZRDIMntcHI259x+FsZ7t08p3dyomuPNU+zvZF/OsDhPrWx71AwzRHMR5id1vRdw+52FSy4y2v8OZmOf6LY4+irEgOp9tFrbOZI+XyzDjdqh9jQYxLkOdez2l+4LuDh9iFUA/Jo/VOswNdzNGWStw9D8K45MQwNxA7ybWATyRApiJUQK32tt9ChzhWD+FzlcArwA+j2ubRawCWISx+lZiBvu7wJi4bWZgHmQNwGsYa05DG8cuxdxoauzPS8DAuD6/xCiTtfZvcAuxCqDP/q532p+/AH+lWQHsg7nhbbK/4/XAXTicazHTA39L8/W2Axht//+D6G+CeZguT/d46Ihx1Ea/R+1r/dK49t/Z7T+Na084NlJd75BNE3w2OvokVQDt5cvs6yriuO4SnndbYwk7yML+3VfY1+wHwIgE+7qIuKCSNr7j2cAPE3xHp2MUzADmYT0pQR9n4MBfMQ8vtcfjKEwGguh9bCVwQ9yx38KOmkzjtdiIfX/BRIdGszQMAWrSPVZ247xaXGsYxbYmwW93GGbmp8G+HqYRF8SEeRF4w74OazDBWGPtdbfQ8tlzvn3dNNrX9UfAdxzrk97nMc/B5+1tlWaFLn6cjaT5pWeFfd3WRvvbffpgMmFss/utAR6j9fvEMIzhZinGiFNlfz/X0vKFawuxyu8QEgdzjMfoAg0YS+L3gIW0VACvxgT4NWDuH9Md68+wf5+dtlyfA6d2xfUU1cqTIiKjgYiqLrOXj8dMqy0C7lLjF+LSzbEdS5diopH/14H7vRsT5dVq/qjugD3tuhRzA1yTRjnqgf1Udb2IPA/MV9Xf2FMey1XVdZ7fC7BzoN2nqnkp9P05RmEemeK+T8JYyEd35f1ZTM7N94CRGhu41qWIyb/6A4zVdy3wfVX9ry3fh6raM12yuexdiMmRe66qPp9uWeJJNRH0o5iIIcQkdXwF4+T7Q+C2zhHNpaNRE6U4HfPb7TJ2FPgEMck6f4C50T7WETJ2MkOBq9Kp/NmsAM6yFb4TML5JYN5od6ZNKpduh4jk2VGeP8YodCmhqm9iXFkGttW3g+mPecFMm/Jn8xhminshxlr7nt1+COYl0MVlrydVC+BO4GBVXS4i1wGnq+pUMdUx/q6qQzpZTpduhIg8g5kuKsSY3R8E/qypXEwuiMhZmHyKPuA9VT3Bbr8RkxOuw8uTuXQ/UrEAiqksdD7Gf/B8NalpXFJATH3pUuA5taPFRWQ6sFNVX0mrcC57Dd3ZApiqAliDyW6/VkReBz5Q1d/bEWvL3CkrF5f2IaZ0Vn/M9K9ltx0CVKmqa6FwcXFxcelUUp0CXghcKSJHAsdinBnBRBHF59FycXFJgojcjHFE/1JjE3N/jSlz5+LispuIyAEi8qSIzLU/T4nIAemWy8Wlu5CqBfAoTGRPISYNwQy7/bcYZ9+zO1XKdlJSUqJDhgwxC7XbIBKE/L7g8aVVLpc9m3nz5pWraqKqB+1CRCKY9D/b4tqLgW2qmkqeuS4lZky5uHQQHTWm4hGRC7CThdNcheFQTO3Wi1X1Hx19zPbijimXzqA9YyoljUhVP7QjKAtUtdKx6kFMTp9uxZAhQ5g7dy6seh+eOtM0nv4TOOCi9ArmskcjIus6alckzow/EVNDtdvRNKZcXNqBqhKxlMr6ENtrAtQFwwRCFsFIhEDI4pT9+3fUmIrnduDXqnqHs1FEfokJXEy7AuiOKZcoVdsb+HrmBiKhZJVaU2PqhaNSHlMpm8TsVAKVcW1rUxcrDexwFOYIB1rv5+LSBdi+tNH8c6tt5+AoXkz1hL+lQzaX7o+qEraUQNgiGLZoDEXsj0VjOEJD0Hwse1ZHRBBA7MJaoYjSGIrQEIpQHzTbBkJ2hhi7U7QGlwjkZfroW5hF34Is+hRkkZvpY0dtgO01AbbXNlJeX0dFTTVVlbXUVTdQ39hIQzBAYzBIKBwkFAohauHXCJmREH4rhJ8gQX8jNTk1hP2Jql52GL2AZxO0P0ds2a+kiEg/TH7KUzBVWFYDV6rqB/Z6Af4PUyWiCJMT7odqqkK4uKTEV++sZ+GHm7r8uK0qgCIykxTr96nqMR0mUUfinN52A1Rd0s/VmGfsY8CNmESkUYKYpNfxRcNdvoGoKmXVjazYWsvyrTWU72ykrjpIfV2QQGOEQDBCMBghFLII2X+tsIVHwavgRfACPkvJtsJkWBYZgE/Bq2r+Al4sMsTCJxZeiaAoKoriQcX0UPFgoVhiERGLsCeMJWF2WkKZpXitCGgIn+XFq1686sFjCR5yyPEUkCMezLtLVru/h1d5vCO/ViczMZkKVsa1T8EkGG4TEemBqWrxESaJ8nZMMmGn68YNmET4F2MqU9wMvCMi+6pqzS5L70IkbPHi7+dRvqk23aJ0OlbE6Cdjjx5A8YA204ImJ2kl5FiSWQAXOv73Ymp0lmHecMDU5utHJ5jSRaQncCumBNFgTKDJ65iSXjtS35Or9Ll0H1T1CQARWQN8oolr5brsYagqdcEItY1hahpD1ATMNGddsIGquiqozKSmvIGK8kqqqmsI1IaQRoucsJBt+fBbmeSrj/xWj+AhebxeglKuErcctTt3BEJzNVe18Ad2khmswhsJIlYYj1qIhvFYEftvCJUIeEAII5aXiGRjeTI6SKCE/Bf4rZ1D8VO77VDgLOAWOxWTOQXVF1vZxw3AFlV1+g415RC1rX/XAr9T1RfstukYBfG7tOtRvHcSCkZYv2gH4WDLqc/6qiDb1u09OnR2fgYHnTKE3MLMLjtmqwqgqv4o+r9d6eEJ4MfOXG8icg8tbzUdQX9MhPEN2IWhgQcwudNOSHkvMVY/Vxl0SR8i0lObi5QvAPJFEg8dbUcxc5fOIxSxKKtqZEtVI1uqGti8s5Gt1Y3sqA0QqK2ksW4joeA6QtYWLG8lnoxKLF8tBY396FEzmsK6oZTUDcRja0uZQG+yMeXGY/FEgmSEaskI1+OxQnissK1MhfFY4YTLHisMGibiMR+LMGCsdypm2UMYr4bJiFhkWMZCKCJ4IxYZwSAZgRC+gAXiwRIv6vFieTKwxItICLJAsgT8PnzeIBmeRjJ8Ify+CNkZjeTlBsgo8uHLy0Qy/Xj8fsjKRYoGQdFgJDMLJBNBIdQAwQBoCI3UE2mwTOHGzuEv9t/v2x8n9zn+V5rV2XjOAN60855OxZQFfQS4334ODsXUk44mckdVG0TkQ0wZNlcBbIMv317P568nz8s/YN8enHb1hC6SKH2IV/B4OkOdap1UfQAvAiYnSPT7AObt6scdKZSqLsS8qUVZKSI/A14XkQJVrU5xT86ddqCELi7tZruIRCN/o7VV44kGh3S7KOBvIpalbNrZwPKtNawpr2PzTlvRq2qkqqKCXnVr2Te8ldLATnLDYXIjWZRG8uinBVgUgBSgnomITiCvdiVZDZVU9xhFY3bfpmOIRsip20ROwzayGnfgD9bgD9WSEazBH6ohI1SLP1iL1wpieaAu10NdnpfG/AyC+ZmECzMJF2QSys/Cl5GBZGTiyczGl5sHvUuQ4h54vQLhRjKsCIV4KcospCinF4VFw/EWDoSswqTfg4ZCWIEAGgwamX0+88nOpsVLSqgBGirBnwuZBc0Ohu1EiD58/rRL27eFqqaa4iwZw4CrMPXHfwdMoFmxvA+j/IGpi+xkK8Zo0QIRaVJIS0tLO0DEXUdV+ei5FVRs7lRfzKRUbDHH7je8kLyeLV0IPB5hzFED8GZ0xM/pEk+qCqAA44Dlce1dWfu1AFPwOfWoY9cC6NJ9OIbmCN+p6RRkb0NV2VYTYFlZDcu3ms/Ssgq2bt/EoMhW+lsNFAYzyAvksV84n7GRfJA8kDHAGELY9flamYlVoLrHBKp7mOWMYDX9yj6jZ+ViiqScnP7FZAwZQOagUjL6jcY3aAi+Xn3w5ObiyclBsrKQjAzEmx69XzIy8GakOB2bkW0+ewceYK6q/tJe/lJE9sGUQI23IjppLcofVX0IeAjgoIMOSstDKRSM0FgbMpGn729MhwgtOPI7I+k1qHUnCJfOIVUF8DHgEfvid/pT3AD8vTMEc2I74/4GeLi1Ukjd6c3KxSWeaNRg/P8uHYuqsm5HPV9t2Mm8deV8VbaIHVVr6NWgDAlk0ruuB/1DhZRaRYj0x3ibxGEreb5QPb5QDR6rBqEKr78Rf55QWNyDPn16U9y7mLze+UT8eWzZqgTCHkr659CvjyDW/vh69sTbo0eXnr9LM7Yv+UmYcnAxjpKq+v9S2MUWjAuSkyU0z3iV2X/7AhscfXrT0irYLQg2hHnq17NprG12Py4ZlMdhZ41Im0w5hX6K++9m4IPLLpGqAngDxrH1x0A0r9IWjFn8j6keTERuw0Q/JmOqqs5ybJMLvAZssuVISOI3K3cK2KV7IiJZGEfx0XbTYuBfqtqQPqn2PCxLWbi5ig+WbWPO+nWs27SW/GAN/a0wvQO5HFM3EL81ueWGAv5AFTkN28hu2EZmeAf+jGqy8iPkDC2hYNIkehxwEIV9SvH7EgRZxNHhmYxddgsRORT4D2bWqBfm+dHPXl4LpKIAfgzsG9c2EojmWVuDUQKPBz63j5sFHAn8bLdOoBNY/dV21i/aQWNtCI9PyMn34/EK448dxKBRPdMtnksaSDURtAXcBdwlIgV2W4p+eDHcQ9tRw+uj/4hIHvCGvXiqqja262juFLBLN8QuR/U6Jhpggd08A7hdRKap6hdpE24PQFVZuG0FT8x6nA1blpBX34+eNSM4sGokk63hLfpnhGrJr15HQc068thEfo8QfYb2In/8RPwTp+AfOBBPbm4azsSlE/k98DTGaFGNccGowwQSPpriPu4GPhGRG4FnMInarwF+BaCqagdC3igiSzEuUjcBtcA/O+5Udp/66iD/fXBB02NwyLgSTr6iKz24XLoj7a6NtouKX3TbclKsHSwi+ZhQfgFOUtVdSAbkWgBduiUPYXKLXaKqddBk6X7MXndQGmXrtlhq8Y/5T/OvuU/Re+s4hu0Yz1H1x8X08Qd2kl+7gfyajeTVb6Qku4Ke44aSd963yJk8HW9BQZqkd+li9gcutZW0CJCpqqtF5OcY5ezptnagqp+LyBmYWa9fY4wTv8YEP0a5C/Midz/NiaBPSGcOwC2rqpj5j6WEA5GmtkjEAoXcQj9jjhrAyIP7JtmDy95CskTQa0g9EfSwDpOIJuXvbUzgxxlArv2ABKhQ1WCy7UMbN0UFc0rZkSK6uOwOY4CLosofgKrWicj/A9zaUE5UscpX8sWc5/jb6tlkb5/MyeU/xavm1uWJBCiqXE5xxSJKapdTMnYwuaccTc5hl5M5bCiSanCDyzcN5zNiKyaf7BKMdS6B42diVPU/mKnk1tYrcIv9SSuNdSHKN9Sw8MPNVG5JHNk7bGJvJk0b2sWSuXRXklkAnVFOecBPgM9oLqw9GZMMOmUfwHZwICbIBFpGHk8FZiXb2GqMulG5Sp9Lt2Qp5iEU72Dej5bX+96HKqz7mPCX/6Jh6bu8Jn6+qLmQiTuus9dblOz4mgGb/0eP6lUUnXAMhT+6gJzJk00eOhcX+AKYhBlPs4DbRKQPcCHwdRrl6jRe+uMXMSldjvz2PgwZV9K0LB4hr6jrkgy7dH+SJYJuUuxE5HHgzlYKa4/paKHsIJBdz4gY1fvcUnAu3QQ7IjHKTcC9tsXPGVV/E/CLrpatW1G+kshYW4PsAAAgAElEQVQbP8W7eiZV4uEPvmn02nw+QyPZoCEGbP6EQRtnktNYTsFpp9Lrqj/iHzIk3VK7dD9uhKbiKjcBT2Jy+C0HLkmXUB2JZSmfvbqamkrjGh/NqTdg3x5k5/vZ95C+ZOa4FvBvKvVffsnOZ55FrUjbnVshVR/As4ADErQ/B/wyQXua0bi/8f+7uHQ58cmfBeOLpI5lgFfYCxNBV1ZWUP3WHQxY9neC4Vz+a01jUcMJDKw3KZ1Kyuezz4rnyQ5XUXDiiZT88Coyh7cM+HBxAVDVuY7/twMnp1GcDkctZfPySua9uS6mvbBXNmdcl+hR7dJd0HC4QwxS2++9l/rZn7bdMQmpKoB1tF5YO/XEzF1Foi/XtQC6pBc3+XMcoYjFq19tZv77z3B5zX2sZB9er7kNbdgHwUMxkBGsYcTqlxnQuJSi6edRdP53yOjXL92iu3RzROR8YKaqlrXZeQ+jbmeAZ27/jIYak8uvz9ACxh1tCo/0He7mnezO7Hj8cbbd9XuwWtY+3lV6//R6fL0ciajOOCPlbVNVAO8G7k9QWHs63cD5NZ5QJJoG0LUAunQP3OTPzTSGIjw/byMvzZzNeY2P0TdvKw8Ffkzfqv0BEA1RXLGEkvKvKc3ZRu8fXUTBtL/iyWpZKsrFpRXuAvqLyEqMD+AsYJaqbkmnUB3B2gXlTcqfL9PL/lMHulG93Zjghg3UzZ4NCjuff94ofx6P+ewmWSNH0vOii5Bd9H1ONQ/gXSKyFpNT6Ty7eQkwXVWf3aUjdyLNJYvTp/Q1BCN4PYLf59YwdAERGaqqyaueN/cVYKCqbkjS5yjgp5iAqf6YlDKPJ+k/BJO4Np6TVfXNVOTqCP63Yjs3Pf8FxzX8g8lFn/KmnsD+a66lr5VFRAIM2/QOg1e9j89j0euHV1E8Y8Yu39xc9l5UdZBduWoKcDSxCuFMVf1BOuXbHVZ/ZTKp7XdoX469eHQbvV3SzaafXE/jggUxbcNee7VbuLCknAfQVvS6nbKXCEFRVSRNQSD/+XoL1/z7S3L8Xt689igG9Nhrame6tM5sEfkP8Iiqzk7UQUSKgO9gks3eT2wkfjx5wEKMc/uT7ZDjJGC+Y7mitY4dSV0gzG//u4T3vnyLA4ufYoH3ICauvYODAsUA9MzZyqhZ95NZv4Ps8ePp99s7yBzWodmlXPYyVHUFsEJEHsNkrPg+Jgp4BLBHKoCbV1SyftEOAPoMK0yzNF1PxRNPUPXGG2137EY0LlkCQOGZZyI+H/5hw/B3k3tbuxJBi8gxmNJVCixylmzrblgK3jQFgXyxvpKIpdQ0hlm6pTotCmBlWR3vP7mEQEPiCCERGHNkf/afOqiLJdtr2Q8TmfgfOzHtPEw5xUZMAtnRwChMqqVrVfWtZDtT1Tewq+TYUfqpsqOr/aI2VNRz4eNvEvE/DAPq6LHiR4yqMTfAnPwQ+616jR6L3wOg54wZ9P7JdYiv3TnqXVyaEJFJGL/bqcDhmCCsD4HLgZlpFG2XCTaE+fLtpkJZDBlX3CXHDZeXE6mq6pJjtcX2v9yHVbsLNSHSjK9fP/rdfhvSAdO+HUlKd1kRGQC8hJlu2mw39xeRucCZqrq51Y3TgAARS/HG6H9dpwBGrOZjNYR2PUR7d1i7YAdlq5MXbVkwa5OrAHYRqroT+JmI3AxMA47AJKfNxjycngDeUtWFnSzKi3a90hXA3ar6fGcebHlZNd/99x+JFL1M3+p9OH7+VWRGcsnMF8bJEvJfvQ9B8Q8dSt9bbyH34IM7UxyXvYc5wHZMntorVHV9G/27NcHGME/e+AmB+jAAx04fRV5R5/vENixYyNrzzuteQZQZGQx+8gmMp8yegX/YsG6n/EHqFsB7gQgwIurHJCLDMHV97wXO6RzxdhGNKmHpuWgtx2BpDHVctE97UFsJ3e+wfkw4LlbJq60I8Pp987Ei6ZGtu7G+ej0vrniRsBWOaR/eYzhn7nNmhx5LVRuA5+1PV1KL8Rn8GAgDpwPPiMh0VU1Yn1tEvo+ZNqO0tLTdB9y0s4EfPPdjAkVzGbflaA5bewaCh9KReez7xYNE5n6C+P2UXHUlPWfMcJM4u3Qkv8X4/v0/4CIRmUlzIMiOdAq2K5StriJQH8ab4WHAPj0YfmDv3d5n9dtv0/DV/KR9AsuXgyqeggJ8JSVJ+3YV+SccT87EiekW4xtBqgrg8cAUpxO7XVfxGuC9TpFst1AiLd5Y0mMB/N1/l/DAzPjsOZ3PvhXKWOCVxVu4fdvWmHU5IeVkYMvORo75w6yE2/fKz+TB7x1Ij5xv/kP5r/P/yuurX0+4blLfSQzMH9jFEnU8dh1uZ9WeuSJSAtyAeZFLtM1DmNrEHHTQQe0aQNWNIX711KVsz1/AYWtPY/8tpmbvuBFB+jx7LZGdlfh692bg/feTPW7srpySi0urqOqNACKSjZkCngJcC/xTRJaq6vg0itduNiw2rrrFA/I47ZoJu70/q66OTT+5HsLhtjsDxZdeSskV39/t47p0L3bX0aZbmpBElKcW/psrY4JAWvZTVWb9cxkVm+qY+r39CAcjfPTcCiYcV8qwCb1abpAiTgtgeW2Q8tqkpYs7hd6NPiCDioYQq8tjB3m+JUAWkYjF6vKGhNuvLq/j09UVnDR2z00vsGp7Lc98voFQG5bOL2qMS9xg/1EUeI21dHXgHeqsbZz84smc3uMR/J68Tpc3DcyhE6oiRCzlV49fwxcFC5iw6Rj233IcHq8wqWQNuY/8HgvIPWwy/e+8MzZ/lYtLx1MAFAO9gD5ABtA9TFkpEg5G+OpdkxBg0H5F7d6+7I47qH71tZg2VYVwGG9REcWXXZp0e8nOpvD009t9XJfuT6oK4HuY0lXnR1NTiEgp8Ge6owVQ4YGFd3Ll4AtiGx1sWFpB5ZY6Fv/PuC/Oe3Mty+cYS1ll2dLdUgCjFsBrjhnBtyYO2OX97A4rZ25i5fubuPDQwdx6XKwFq7EqyKw/fEWvvEzeu/7QFtve9eZS3lq0lf8s2MKGiu6X5zsRIjB1v94M79WsqP353RW8Or9t99TsgbX48mHJqqFEakcB4C8pI7OXubT//fXHROr27RzB08sETCBKh3L7y4/wUdb/6F+1D4euPx0EDindQvbffw8+H31v/jU9zj13j/LhcdmzEJEHMFa/fYFtwAfAnzBTwEvTKFrKqCplq6spW9UcgDHioD6pb29ZNMybx85nn0MbGxP2yT/uOIovTa4AunQPqgJVfLXtKyztOLtbqgrgNZgSVatFZDNGmxqAKap9TYdJ00FEHytvLdzCidFGVWorA1RsrmX7hho+fXl1zDZR5Q+gsTZEoCFMbWXzoCkozsab4WHDkgoC9aGYbYP1YRrrwiAwdHwJ0RnggT1zYhSSrmRHtqkB2TPP30KGOn8AAI9IQvmGluQBW3lt/mZeS0GB6mpO83zCINkGwDrty38so8S+sWALL151eFO/uoCxfH77oEGM7Jvfckc2L23OYV0DnD9pCENzo3m1RvPspi1sblzMdw4ewLDc0Vx2Z+ecz64gInmYdBYAHqBURCYAFaq6XkR+Cxysqsfa/acDIeBLjOX+NOCHwM87Uq7Za9bwduW9+DSXaSumA8L48Rlk33s7AAP+8AcKTjox+U5cXHafnhj/9D1G4Ytnw5IKXru32UevdHRPSgam/jypefsdNl17LWCseCPee9e8KTvwFbXfouiSHn710a/4cOOHHbrPVBNBbwAOEJHjMeksBFisqu92qDQdzNKyak60z9Cy4Nk7msvnRCkZlEf5htiw8sJe2TzliLgCyOuZyWFnjeDtRxYlPea6BeVYg81BPWm0cERnocXTUoao5UWtxG5dMw4fQoZXaAimJ4I5GcUNa7lyUWx6vEEjDuFvC4WdcYp52D6/k8b1Zeq+rTtNf/q2n3UNcMq4/hzWf2hT+4KZ/di8fjFT9uvJ8YOHclkHnYOI+FQ1Neeb1jmI2HQWt9qfJ4CLgX5AfKbRmzCRxxFgOTCjtQCQXUFV+cM7V1Llh3OXnoc3VECfwbn0evZXWJZF8RVXuMqfS5egqt9Jtwy7gqoy55XVVGypo7rcGCAKemVTMjCPiccnD8Sq/d9H7Hz2WdS2EAXXrgXAP3QoxZfOwNezZ6fK7rL7zNs6j6eXPE3EavnsnVtmylsf2u9QsrytR4AvJPVEEu3yAVTVd4B32rNNOpAmvaZZwQlHhIaaEOIRBu5XhNfnYdK0IeT2yOTxn38cs331jkbUUrw+DwW9stm5tZ7aigDb19cAUNQ3p8WbmDfDw9LZZdTtDBIp9Zq2NEZ9R5W7RDqox1YKtZXQ/t4FWVx/Qjed8lxXBYuA/P6oFSG8rZwL+4dY/OZizv3kE9bOfbCp64Xbajm9MUTx0jzWUgf1iXMef9uqZ5qGyf/HNawVL1bIIlwd4OJwmAtRsu+5nmW+Dk25sEVEngAeVdUlu7IDOwdnq28Yqnpx3PITGOWw03jq02dYnrmJfbfvT/HOiWRkeRm/823CmzeTNXYsva7+YWce3sUFERkEFKjqIkfbVODXmOTpL6rq79IlX1tUltUz7811MW0Tjy9l7FGxrkQaibTIh7f97rtpXLy4xT5LrrqSwtNO63hhXVKmIdxAMNJ6LEBNIIxa8Jcv7mfets9b7Zfry+P2yX8iM14BVAsCJu3bfUnrB8Tyzc22qoo4FcCweVY2ivIgNTx/2WFk+70EGloaYqLKU9/hhZxx3USeuukTqssbWfXldsD4YRx86tCYbRprQyydXUbtzgClnweZ3pBJ/ZIqmJieCNKkFkBbMe1AV4KuI5qqpecwtr27lYp5XnjtV/zSXt2wrblr0zdfAYlDXQzNt9a6mH6Z9gdCWMRaF3eTX2GCL64Tkc+AR4BnVHXPy3BqE7EiPL34D/jEz5S1plrkgeOF8J3/RPx++t91J5KRkWYpXfYC/gSsAn4BTb7qrwFr7fb/JyJ1qvqXtEmYhDce+BqA4gG5HHzqMDKyvAwY2SOmj0YirDnrbALLliXcR7/bfoOn0FQJ8eYXkDPpoM4V2iUpH2/6mKvfv7pFmrFkNJadioZ7tGivDfTh4Nvjp4GVV/y/ZrxndYv+bfGNVQA9ccatiGUUoYBlsWhzNUvLqplYWoTP70GkWWHKL86iuH8u4hH2P2aQ3ZZNdXkj1duNepDfs6U1yJ/jI69nJrUVAbLqlCw81C2o7LwTbINmC2BqU8CV//oXFY8/0apVsNsQqoea3uDbQGhns1JWllOEV4SJv/8N3h7Gr+WmlxeweUuI4wuGIvVV5kfOyCbecFZrBQmrRZ7Xjw9bO/YIdVaIgIbJsSz8Ciw7u0NOQVUfBh4WkVHADOA24B4ReQ5jFfw46Q66Ic/Pe4rNvgBHbDgaCefTuzSPgqdvJAyUXHWVW9bNpas4GOP7F+UCTKDTBFUNi8hPMS9f3U4BVFWq7GfMfpP7MWxi4kDEwLJlRvkTwZMf69ucPX48hWed1S2TDnc026obeWPBliZXn+6IqvL4hpsJW2G84scnLV+CA2HLlK6NPpdCfclqOAJJpJ55gDj1I586xmOUv2pygeQFIJx0WwVQRB4GjsEUuq8FPgF+keqUmceKfcwHAmZaNmI31toBAl6vh8POHsHGpZVk52dwxHkjycyO/VqOnzGajUsqUMCf5WNwghI8Ho9w/s2HUF3eyJ0vLGTIkvpWfey6giZFLsEkYdQqGKMAPvscwXXrWnbulvjAtsh5MyP0euweTn5O6Znr54tjjmnqtebTerKqa2msA7DrZiYw5Hnx4wVCVuxqDxlkYxwJAp1wFva1/DMR+QVwFfB7YLqIrADuAR5S3TPstC8seAgvGYwuOwGAUXnrCW/cSOY++1B86Yw0S+eyF9EbcN7IpgAvO3xuX8WUZOx21Fc1TxGOP7b1Ck3lDz0MgL+0lOFvvdnpcnVXfvfmUl78YlO6xUiKN2cVOYPNtFTtpm8RrjowcT+P8NXNx5OftQuzJBVrzCtPYSkF1y2AW1OPPei2CiAwF1PkfgMmousW4F0RGaKqbc7HeZSYKeBZ84wFItoScFTomHBcKROOa93BNrcwk30P7deifcHGKr732ByqGow4qnDIpHfY7q9gCBcTiYRZX916BaI+uX3I9Ga2fhKq8NU/obqVSNzcYpj4PfC2vGii+p8nyRSwM1+hVVcHQOljj5IxID2pawDKG8q5/O3vE4gE+NHEqxlTPKZpXb/cfmSs+xhevw6GHk1NqJbGqnlkZPuBQIt8fxFLybBP8YCCV9k/8yW45kvw58b0u+KdK1heuZy/Hfc39u3Z7Ps4d+tc7p57N4GIrf49SIciIn7gLIwV8BjgI+BRzEvPrzEPr27vzL588xcs8dYwYfPheMJ59BqYi//F3xABSq75kTv169KV7MTk/YveeCdhJzO3Ubrpc6++2iiAIolnbhoWLKTsN78huNIUFig8c/erFL21qIx73l1BxNoj3jNj2FhprKWn7t+PPgWdXxYvFebVPsr2cLMfZkjrabC/2gvGnoZPEj/vJwzqYZS///4CVs9q30HDdraS7JZTxm3RLQcCgKo6H7drReQmYD4wDEjs/ODAH4pVAC17CnhlhomuaQzvfoTrJ6vK4yJPlcW175HrNdam2kAl016alnBbsZSrPs5jWvakZtNvPA2VsPZ/yYUY9CbktUzWXBMZBwyn6sWX2PjKqph1lgrwLTQcYeOPTBaf8FaTBsc/YgQZvXe/zNCucsvbt7O+MAgIN627P+ZdPsubxaMjp0OJlx09w1wTKoOeAzhv3fN4ssYT9nn474o5Tf13RlbSy5sPFLHOX8MHvQRWPgDe2Mt+fXg1Df4acgr95BY2D9CjCw/n6JHNaWXkoo6J6haRAzBK3/kYo+OTwA9VdYWjz3tAGz9+9+DJD36LqIcDNx8PwH5FZUTKysjcZwT5xx6bZulc9jLmYHxrZwDnArnA+471IzFGhW5HfY1RAPs7fP4iO3cS3GDErXjiSRq/Nj6C4vdTeNbuKYCWpdz40kLKaztjfqNryM7wcuvpYyjOS2JI6SQstVhRuYKQZXSA+lA9z779dsK+N+53Ed8ZaNG6N3oDrFsLc/666wL127/dm6SkAIqIReu11BqBlRjfpXtb6bNbiEguxm9jPcaZt01yArGzn9EXnCW2AvjCvI0s2NicYHP26h2U1wTaVTCupjEMhLno6EyO3rcXD8xaznLAEnMwH34G5SUOAslZsoGjP6qilrYy6WQnX71xAbCgRXNwRA8YOJzAsqXUbJoVs04RmPItFA+vBmwF9ZBpgDDr1kUgyVPdtIWqppSsUkTwIE3RKIoyVs9hrF1a2vn7RX+XWR8DPA3r4XLH+mvtvyv+1PybnkN/PGrMnS8WeFlSmA/Ln2lVnkJ/YZsydxCfYaLpvw+80kpKmCXAv7tKoF1FIxE+rV9CafU4MkJFFPbOJueNPxECiq/4wV7hi+TSrbgZU5ygAeMxdYeqOp2xv4OpCdxuRORXwO3A/ap6td0mwP9hxnIRRgH9oTMKOVU+f91UWs3MMRZzKxhk1SnTiFTEZi/o/dPrKTz77N3O4fe7N5c2KX9/veAAhqUpZ+3u0KcgM23lSv82/2/8dX5LhW1A3gD+ckyzi2nWu7cy6L+3YVy9U6BgIFzwXPuE8XiheJ/2bUPqFsCrMVOwL2EucIBDgDOAO4FBwO9ERDsyukpErgLuwrzFLQOOVdWEryvOwvVjMrPwKCgWEcALqBp1wjYEMnPZdmYu277bMmYP/CcvbVvMS9vsAwFXvB2msRhyG+CPN65Nur1//P70mtFKJvbNX8BHd0P/iXDET2LXffYwrP0QJl0KQ6e02HTjVx5YA0XnnMWAYbFviqrQ92OLsu0e1BM7PaeRjvFbFFJ78BvVr7mvt0OOHkvYF6TAv4JRgSBTD76WfH/LpNClBaX0y2s5zd9JDFfVpA6XqlpHJ5Rp62jmf/0UW33C6WWTARg5wkvo2VV4e/ak4MQT0iydy96Gqn5tB1cdDpSp6py4Lv8GWuZKaQMRORTzzvl13KobgOsxuTeXYRTQd0RkX1Wtac8xtq4xzvt9hhQQWL2GHY89SqSiAvH7yRw5EgBvcU96nHMO3h7tn+4D2FrdyCP/W019MMLMpcY3rW9BFieM6Ys3gbuQS+u8uupVAAYXDCYvwyjPgnDevuexT34p/O+PULcdVn9kNug9GnxtWSoFDpwOfUa30a9jSFUBPBH4pao+6mh7zE5hcbqqfktElgE/Ikl0lYjcRtsOuFPtHGcAT2MsJf2AnwLPicjhqtqiPpmzcP3YrGz1WvCvwUt5l748v6mMuoBRNaJ2qV+cvF+LAxfn+jl8RPvKRF7y7n1sroMRPUbg95o3kQNXr+bjYoh4Mlk57FutbmsJ5Iw/jG31rURIhi3ocS5kDYf4PpnHQo8+YE1quQ6oCFcAtWSPHkXB0S2tkGedqFjhNpS9OQ/COzcl75OAo0oHUusRfrJjJ1mtRBU/0qOAbb7W1b0vhl3c+gG8mTD2THjjZ7DsDTj7MRjVep4rIYLn9m9DlRcmXJnqaXQaUeVPRI4BoiN9iap2v7KKbfD610+RFyiiX9VoPD6hz7pZ1AMF06a5vn8uaUFVyzGVqxKt+0979ycihZhn0aUYBS/aLpjJh9+p6gt223RM6bnv0g6v4ZAj6f5+k/tRfttNTfV7sw84gMGP/729Yifkydlrefh/a2LanrniUFf52wVCETP1e9vhtzGh94TYlYtfhQ8cpaO8fpjxJmR12SxTSqSqAB6LecuJ5wOaQ+7fweRgSsY9QFuVB5qiJlS1CqgCVojIp0AlcDbwVFsCexSq/EGq8FPrEQIho4hYwLgBhfzg6PgiCa1T0VjBe+vfa5HHx1KLzXUbAXj0xEfpmWUyrS/+5QQ8kQCWN5P1pW1YQdYD61sLFLFjBOqADfF9RprP18DXrQea+HMS/8QigjejjUFftxHEPuesQhg2NXl/m8aGL7Gw+PagI8mSxJZACW/n6fB2FDUKXW4xa6rMjemh4x/C239y2wfyiZHv8/thecL7vSGaVT1BsEw6EJGhwIvAOCAa4dNfRBYAZ6tq+xM6pYNwgE9DmxlRfgKCh2H7lxB4wrwVu8XjXb5BPAQ8r6rvi8jNjvahQF+gyfFLVRtE5EPgMNqhAO7c2mzT2HDsEU1Jnntecgk9v3fhbgk/a9k2fvzvr2gIRQjbgXLnHDiQ8YN6MLhnDoOLc9vYgwvv/QZm39cUXXlrUT7b8nMAGPHQic1Rl1GiusKQI2HMGdBnbLdT/iB1BXAHZrr3D3HtZwDl9v95GGWtVew3s/JkfZIg9iclb0+PwwUtguDzeglbRgH8zsGth9gn4t4v7uWFFS+0ut7n8VHgLwCM/5uEAoxf8Fcy/+/PiUtxAA9//TB14XouH3cZuRmtDMCyhbDwBeg7FsbG5aBb9iZsmAMjT4TSQxNunpWbwbAJiXNJpUTYMdveewyc13YhCVUl+KRxRvWf90RzyHEc59mf3SIa/LJhjvm02T/1QuqdzKOYZE3DVHU9NCWsfQKTFPqYJNt2G8pWvMG6DB8HVpjfe2BuBZEdO/APHUrW2DFtbO3i0v0RkcsxNbe/l2B1NPpua1z7Vpz55WP31+SqVFranHli4xLjpujTIFaNmTn29elDyRXfj5nuLatqZM6aHe06hxe+2NSUqQKgIMvHD6eOYGjJN0jxsyxYPbPVak+7zZdPNUXbWsDz+eZZMiYQIDcahRuP1w+HXgX7ndI5MnUAqSqAt2IS1x6DcWBXTMLNE2j2xT8eYxHcbURkBMbS9y6wHVPU4ReYdGyvp7IPpwJoCfi9XsIh+O0545h2SOoK4NqqtU3K39RBU+mdExshKwhTB03F57G/ypAZaEW1axh1cmy1ECc/r5nD1vqtjDzm5/TNbRnFC8D8T2HtizAsA04aErtONkDlizBmIhweuy5iRZi7dS5bgjVs2bxLlcYMDZsgJxqE0gDr2i79HLbjGXweH55WlL8O49hfw5DDIZJilY6B3SYj/mTg0KjyB6Cq60XkOmB2+sRqH58sfYmcYAG9a4fi8XkoXPUJNUDBySclTGPh4rInISL7AncAR6pq63W8WgZISoI209HhqnTQQQcpmHysn7xoUrv0suu9DnzgAfKmHN0iiOrKp+fx5fqd7T4XgHvPn8gJo/uQ4fV886Z8V74L/zy3kw8i8LNVfLT9S/jgOgD+dfH81u91Hm+3mXVqjZQUQFV9TESWYHz8Tsdc4EswA+NTu0+8dXB3CGByoF0P9MC8UX0ITFbVslR24KwEEkZQOxp0yn7tS3Fyw4c3NP1/9cSrGVk0smm5cckSqt/4L+gnbOMTADRkFCDxJ49MiiqMNcEarnz3ysT5AjUCgwdBzafwVFwCSSts1q16lP7b3uEfp/yDwkxjYn573dsxcu8WfaIWxB0w67qUN8vx5XTM8ZORmQ+jW/ex7MasJ3F4dxbdNEVFIubsWMTgSnNdlo7uSeB14+yce/jhyTZzcdlTmAyUAAsdD3kvcJSI/ACImrn7Ejtue9PSKtgqznKkpRvMS/ZXvYbz8ONzseKKCSzaZAJFThnXF187IuyL8/ycMLoPWRmdEWbXDXjb9lUv2Rf6juucYwyeDLnFPP2JidAdkDcA8beRpaObk3IeQFWdTRdZJ1R1A3Dy7uwjZgpYoCFgFDKPt31vPjsD5m3rwlEXsk+PfYyJud6Y4MtuuYmG+YkDynwFeRCsg9ptULOlxXqvbbVasvxVVu5cmeRE7JdJK8ELqMekUFlbvZZFfz+OwyJmcK/PCEImDLWEYdZuWOFCDc2+DDk9YXDqD/apg1LzF9xLuR64V0SuAaKVvydhfGQT+dp2P0KNLNU6hlWZF6KBg3wEV6/Gk5ND9v7tz0fl4tLRiEgWcCowHHhQVXeKyHCgUlVTmSt8GbRA/UkAACAASURBVFOQwMnfgRUYy+ByoAwz+/W545hHAj9LVc6AnUs2L9sit97ojQ/O2cJHKxN7S/XOz+S+8w9ImOR/r8SyoNxODTz5Kjjw4k493IYao+ufOWL3E3Gnm5QVQBHJxNRVHI0xby8C/tVaWpZ043W8OIW0+a3Hn92+3NcRO4Bg+pjpSNUG+MuBEDHKmLWuF5BB0chafNmxee9y+2yHO/q3Lt+AfuDP4PPP74P8PA5paOT+ujjZgnUQrIIDpsMpv49dt/AlePkKftmrhHdyc7gyq6EpmYqRWDhzZwWXVLUrE0HrHHc1HJG6BdAlKf/C+LJ+THNgugfz0z3tnFJQ1YIuly4FajfOYY3PxxHVIwDosXMF9UDOwQe70b8uacd2I3oHyMfMIj2HqRJypb18WVv7UNWd9jbO/dYBFaq60F6+B7hRRJZiFMKbMKVL/5mqrJ+9ZoLfvPXmUIVnnEFFnXnG/OaMsQwpjp1N2bdvvqv8OZl1R/P/Ey/q1ENFrEiTAnj2yI6pDZ9OUk0EPRp4EyigOevw5cCtInJSqvV5uxKPpURTCYccvmheb/ssYhE16pTP44PyhUb5y8iBgv6oNABK0YElZPaM2++OOKteaWxUa5ZnGxDi5XyTP6goEiGzZltiIfofaCJlnYz/DpRO5sjVrzNz0cOEieBUQXO92Rx4ym3Qo/3JIWMFLYRIAIpa92d0aTdXp1uA3WXx6rcobOxLTqgAf54P71f29O9hh6VZMhcXwFjT38EofE4l7lWMFa+juAvjznE/zYmgT2hPDsBNy0wASL7XlOP09O7N4i1mqnfKyF4M6tkF7jSdRU0ZzP8XhJO5UO4mi+0MEIMOgQ5OPP/Vtq+YvaV54rPREfBRnFXcocdKB6maw/4MfAl8T1WrAUSkAJPS5R5MnsBuQyCzEF+4+Q3Jsi2A3oz2XxxRBdAjnuaLeOhR8N1n0NdOhMr1yPSXYMiQ2A3Xz4EFzxkn0EmXQXFs2pmrN37IKytfQVF8CtOHnZ5YWfNlmZq/iSgazJkH/pDTJl5h0qk48ODB6/mG+nvs4ahq2+HU3Zz5W+fT37b+DRxZRP0T5iaZe7irALp0Cw7DBFpF4pz012Nqbe8SqjolblkxRRJu2dV9NtYbN5sREVM8ZHXJEJNJEOiZm54qFx3GB3fB3Efb7tcRTPtjh+/y+lnXs62hpWFmTPGYb0SgW6oK4OHApKjyB6Cq1SJyI/Bpp0i2GwT8heyzYzJfDzeiPVVQQL9N0CIwq2oTBGrsUmRq/qplcvrYbRG7zp9XvMYSBk2RPRq2o099Caa8Sg8xn1Y4auBRHDXwqF0/SQdNEcguewx7mktFPIvqN9On9kgA+vQIEtmxA1/v3viHtZLU3MWl60nki1BKG+nKupLq8gYiITN3kxMspxF4Y3kF0JdBPbPJzdwD7u0Va+C56aZ2fTy1drWtced27ixS0WCTay9FVJWbP7mZz8s+T9pvW8M2POLh8nHNhUdFhONKj9tlUf9/e3ceJ1V1LXr8t6p6ppseaFAREVREQBAUUYgDUcmcXDV6E6NeNVGjxDjF+ExMFK9mjmOiiZinaIyJL2iiiRinOGtUHAJInECZZJRBoOeq9f7Yp7uLorrrVPepqlPd6/v51KerzlSr+fSmdu2z91ph4vevqwk3byJZtbcvdOqbJ9HeN324soqvA20kJHJedD/MTV9pK7bnMIhEXAewfQSw/XZs+4rf4gJopCY0CnFKxQ7iMd7XJg7a7irMVK55ixju9m9f+FZs+oRHgYtx1TsA1LtrdRWQcTWQbFn1TmenKeYVBNgSc23ouEmp68jnhSqsXZS6k/fWPFj9767PLa6AY66C6h1TI8Y1zqINi3a4rdoraTpziZpiTfz1vb/6Onbi4ImcN6ngZ+2k5Lfn8jdcHsCz6Bzxm4rLdP5gNgLrrdqtEaIxJRYVxEsBo5IwArh2kftZUQ8DBruEzRJh/UuNfPyO19GLt3FNNI5KnA3/uoQBX6xzswqLSmlesoS29e7bjRRZB9BkpKCmVCRr3fAOq6JlHNOwCwgULXjWdQDt9q8Jj4uBJ70SpWXAvbiEzmsJIAd9UFqb3RSjsVOH0PrUKgA2xiIQgS8fmDKXdH4seQLuTrPoYep5MOWsnbeX10HZzmvZ7l58N7+Y/4udj8+hYZXDuO1Tt3V7TJd5evsAvz2XC3BVCp6lfZGpW7X4IK4WYuioRIioC/YrH7vJtSR2AFsb3c/DL4ap3+rYvPF3k4lvb/8VhfbvYI1PPk1TdD3l9dC4YjMfXPaFjnPS5fwzJklBTalItmzFcwxsHEqEKGW1JbTMc1VYBhyauiKNMbmmqh+KyETgJOBA3OfVbOAPqtqY1+ASfLTSlXzb3rC9Y9urxYMhBjXlOfhcWfyAG8FLpz3NSvUeUDti5/2lVa7zl2ofbjHF3HfmEtfOpYoLNiwAYK/qvRhUnvsFFYJw/KjjGVYVopHWHPObCHoz8F8iMgrYD7e8drGqdpPALs9EOqb87d3SxmpA4y3wz2tcTdtNH7idxZ2JHDUeJ77dNcSRDzyAvD2P49++ja8/GmfsCljxXB2RqBIveheAosGDqT7hy0SrqnL4i5k+oOCmVCRasuZ16re70YnBVW1oUxOl++5L0eBelB00JmBeR+927xFKrS2uQ/TW8o3sDSwduBtNMaipKKaqrBd3luLefPZ0/n5RR17btJcE4odd2H2evXhbys2/ev1XvLzm5ZT7rph6BQftclDKfSa7MvoLU9V3cUkwQ0+9FDCXV46lRN03jTZt49cLZsOC2e6gmmrY8Aq87gpx172xjElArLSI3zU8CsOiLN8UYeEIGLsiTqwp6g1/um9tgy84n5oTTsjp72X6hF5PqRCRI4BLgINwqxrPUNU5ac4ZD/waV8Zxo/d+V3srGX17a/NS6hrcaF/tdpcTy9K/mHwTEd9J4FT1rmzG4iuGuPLuKy7x8/LVbv5fdV011554ABOGVfc819/axXD7Z6DZ51qXSBF86dfdHrKqZTMnvXsnmxbfCItv7FlcwEUHXUR9eX3H6/qyeg4ccmCPr2d6p8sOoIjc5Pciqnp+MOEERzTODzZs5PiJn+bpJUsBaI0od9RW73jg2ufcAzj1yRiTgGhzG7cuuLXjkEePqubyq+9H2zq/3URKS23Ew/RUEFMqKoFFwF3eo1veHMPHcCUVDwZGA3OA7UBG+ROWNm6gptH97RcvdV+uBkyb2t0pxuTCzUmvS3ArgROTrbfiSo3mvQPY1to5Qtfc6kbhhrRt57CDenlLcvEDnZ0/8ZEKbNxxMPGklLuWbF7C6+teZ1HDWja1ubtjUT/XTGF03WhOHXMqxSGvj9ufdDcC6LegXkajB7lStW05JXGFSBETKGcRUBlvY+Z+p6SckAow6rWngAW8e9oRzJw4sWP75F0mU7xr350IanIrYUrFPsAYejClQlXnAfMARGSOj1NOBiqA07xbY4tEZAxwsYhcl8ko4Ept5OAmV1O7+K1XkOJiKiZP9nu6MVmhqh1zcUTk87jcfBfikjMDHAJcB1yd8+BSUK/O7/a6Iso3uA7bwOlH9v7Cy553Pw+7GI65sleXOufxc1izfU3H6zPGncHFky/u1TVNeHTZAVTVgi7mqhJlbHMrRIqIlNUCMFDbOPWAc7vsAH5YuZItLODwfY6h9oATcxmu6SdEpBhXOP5oVX0TyNU82qnAs0kT4B/BfRiOAN5PPkFEzgbOBhg+fDgA2rydtZFiKptrAaWscT3lB08mUlHA1QpMX/RL4OteDft2z4vIhbiR77/nJaoEDR+7bBONGzfwzUVu5ke0urq7U1JbOR8enwXt6VTWews2du16DOf2RbfzxPIn0l56zfY1RCXKsfscS1lRGV8b87XM4zOh1Wfzl8SliGFtbRApRqf/ABZvhcohxFpgy5/vJt7YyIBPTKN83Djizc1s+ctfaVrs0q9FysryHL3pq1S1VURayf3I+a7AyqRtaxP27dQBVNXZuJWTTJ48WQE+Xvcm0eYhCBHK2E5E4zb/z4TRCNz0hmQNuGTQeRdrc7eA99j8Qce20lEZlO5UhY1L4YVfwQfP7rgvWgJ7fqKL05Rb3riF5pi/nPP71e3HrGmz/MdlCkZ3cwB/AFyvqqkaUfKxnwDqVPVvQQbXG+qVQVOJspmRwAKkpIJN99zD+hvcJNbN981ln0ceYesjj7Bm1qyOc3v0LcwY/34FfE9EzlDV1MvmsiO50yldbO/SyrWvU+3d/h3Q6PqPFVOmBBGbMUF6CbhJRE5W1VUAIrI7cD0hSbXUfgu4drVXR/v7P2TgZzJIAfrYFfBCwlT9T13j6uECVA+Dql1SntYUa6I51kxxpJjbP51+gfS+tfv6j8kUlO5GAPcBlovIfbjJ6fNVdQ2AiJThSlgdBpwCDAJOy3KsGYmL+9WeeaaCRQu9VcAfLGXrW//sOCb20Ua33ftZNn481V/4PAOm2oR2k1WHA0cCq0RkEUkjFar6pSy85xrcSF+iId7Ptfi0YuM7VDe5nF0VHy2DoiLKxo4JJkJjgvMN4K/AByKyytu2O/A2cGzeokrg9f8YvfYtAKqnpJhHu3kFvHYntKUYrXvTq2RRvQfUjYQDT+tyetNLq1/i+VVubmBDm8t6UVNaw8QhE1Meb/qH7uYAnu6ljTgP+D0wUEQUt4qqBDd68BruFtEcVW3JQby+aSQKCu+8U0r7AEc01kLTwoUdx8SbXaPSZjd3YsDUqdSdFqp+rOmbNgD35fg9XwR+JiJlqtqea3AG8CHwgd+LfLBlJZXNrsNX1vQRZaNH25QJEzqqukREJuD+xjty1wKPZ5r2KGsUikujiPf5NGCXFFklnr0WXr2j++uc/vcuEzC3u+zZy9jQuGGHbX25woXxp9s5gKq6EPimiJwLTAD2BMpxH2BvqOqG7s7Pp7gUwcyXKPvtR7Q0t3/eJbX71lYaXn+dluUul5mUleY2SNMvqWr6ItRpiEglbpQeXHqL4V7lg42qulxEfgJMUdWjvWPuAa4E5ojINcC+wGXAVZl8IC5vXE9li5vzV9q0kbLD/SYLMCa3vL/rR71HKBWVRjqf17rFisy7FBbNdc+bvGJBk06BQSnmB9aPStv5U1U2NbkavhcceAERiSAIRw4LYMWxKWh+K4HEgTe8R06Jqy7/MK4+6omqOtfPeRqJEh+wC/FYZx912Mqn2P3664gOGsSKc85FGxpYdlLnqqZIua1kNNknIv8EjvfSwSRuHwj8VVWP8nGZycCTCa+v8h53AqcDuwF7t+9U1S0iMgOXK20+sAmX/++6TGJf3fYxI5rrAChr3kT5hAMyOd2YrBGRi4FbVLXJe94lVc3o7z5bosVuGu7W0gFuw7Z18PKtOx5UWg1H/RCqejZi1xJvIaYxiiPFnDn+zN6Ea/qYQlgF/B06k+X61lxaw+9/tIDGbZ1z7GuPP5aBn/0sAPXnnsPWxx7v2BetqqJqxjG9j9aY9KbjplEkK8PND0xLVZ+icxFHqv2np9i2EDjCz/W7slqbGd/sRirKmjZSPsFGAE1ofBv3BajJe94VJcMvPtkS8Vbixoq85Mh3ftH9LCqHixa55yWVUNzzaRZLN7tCCGVRm6phdhTqDqCITMZVTTiIDCaqA2wfMBS27bjAMlpZ2fG8/qyzqD/rrACiNMYfEUmseTRBRDYmvI7iRrlXEVKqysfxUkpjFURiLZSWCSUjR+Y7LGMAUNWRqZ6H2eZtbkFGBIXX7oL1bkEIn7oaBtR3c+bOXlj1AnPfnUs8qQbwR42uyoiGs2aDyaPQdgBFpAr4I/BNVV3n7gR3e3xH0to96lMvW5eK8oCjNCYj83GjD+1zk5I10v3IRV5tb9pIUZs3+te8ifL9xyGRSJqzjMk9ry7wvaranLS9BPhqGGoBAzQ0uLzsq8ZMhge9pj9wGEzJbHAirnF+9NKPWL51eZfHnDjaihuYHYW2Awj8FviHV/IqrcSktcMHj075VWfA2P2Ci86YzI3E3bZdCkwB1ifsawHWqWrG0x1yZf2Gt7wKIN4CkIPH5jkiY7p0B/APYF3S9ipvXyg6gLVNrgTcobtu69z4jUcyvs4Z/zijo/M3a+osqkt3zGVbEi1hyq6Wr9PsKKcdQG/14eVpDvsksAdwAG6ieyB2WfcKw8dND+pyxmRMVZd5Twty2Gz9piVUtnSOAJbta/P/TGgJqROcDwe25DiWLsW9EEs+fJ7m0TBvyJ5sXfnPnWv2dHcNjfPautcAmDZ0GseNOo6IFOR/MSbHfHcAReQ4XOdsCEkfYKr63z4vcwNwd5pjluNWMY4FtiXd+r1XRF5U1cN8vl+H/Zf+iWjx/8n0NGOyQkT2wC34SNWeQjFBPdnazR9Q1bEAZBOl+1qFABMuIrKQzmkWT4tI4kTwKC6Vma+7SrlQHHPpcytqNzNvwACuqFCY/4seXWvPgXty64xb0x9ojMdXB1BErsXNTXoetxijR7epvLyBaXMHisjluGLeiRYClwAPZPq+I9//O1IU5rvdpj8RkZOB24E23G3gxJGK0KxQTLZy0woGNrrUg6WtmynZe+80ZxiTc+1pwvYHHgIS7q3Sgkt6nusk7F2qaXZ5/iIlca4Y7CrsTBoyiXGDxmV8raOHH53+IGMS+O0VnYbLwZdx56snvNqNO6yG9EYCV6jq0kyvN3T1C0iFdQBNaPwvLgffD8M85y/Z2u3rqNt+MABVNSVESlJlsjEmf1T1KgAR+QC3CKSp+zO6JiLfA44HRgPNuBrC31PVRQnHCC7B+tlALa4G8bdU9U0/7xGJuwHKf9UXd2w7c/yZHDGsV9majPHF70SBBuCtbAaSLYd/aSilLVvARgBNeOwC/K6QOn8AG5o3d8wBHLhHXZ6jMaZrqnqnlxD6KBE5T0S+JSLTM7zMdOAWYBpwFG7E/nERSfzjvxSXq/bbwMG4RSePeVks0hKN0RpVvj3MlYEbUjHEOn8mZ/z2in4KXCoi31TVtrRHZ4Gqdp8HpgtD9yxnPdgtYBMm84BDcKuBC8bG2Hb2i9eAQM2oYfkOx5guicjuwF9wOWQ/9DYPFZH5wHGq+mGXJ3tU9dNJ1zwVt4DkE8DfvNG/C4Gfqup93jGn4TqBXwPSTsiLxNtQb577+LoxnDb+G/5+QWMC4LdXdBvwBWCViLwDtCbu9Fm6KueiRULr3DkAxD7+OL/BGNPpMeBnIjION7c1uT3dn5eo0mhsLUMkSnHLxwzYL0VdUmPC4ybcXPV9VPV9ABHZC7cI8SbghB5cswp312yT93oksCsJOT1VtVFEnsGNGu7UAUzOVysa4/kxrgN4zxf/Xw9CMqbn/HYAf4tbsfgP3CKQgkgpXhRrZvMf/wSANjTkORpjOrR/MHw/xT7FrVYMnZbWGsCtAC7Za0KeozGmWzOA6e2dPwBVXSoi5wNP9PCaNwJvAC96r9uL8yZXqVoL7J7qAsn5aqOxZraVw+4lNT0MyZie89sB/G9c8frHshlM0KShM92TVFTkMRJjOqlqwSXpisdjlDV5SaBbNlMyzG4Bm4IUT3/IzkTkOuAw4LAUc3eTB0S6ykG4k6JYM28OFybsGljKW2N88/tBtIEQ1yjtSpFXaLto8GBG3jc3zdHGmK60xZrYdYsbpSgvakVsBbAJtyeAm7x8mwCIyHDcKF5GI4Aicj1wEnBUUhaKNd7PXZNOGYLP2vUxaeK1URHKSnytGTEmUH47gFcC/ysildkMJmj1G/4NQO3JX6PUitabPBORF0SkJuH1TxJXFIpIvYh0Xcwzj1rbmqjf5kYAq2qK0xxtTN6dD1QAS0VkmZcWZom37Xy/FxGRG3ELOo5S1eRMGO/jOoEzEo4vw02XesHP9eNRN0ixd43l1DS55/cW8HeBEcBa7wMqedJ6qCYEDWj5iDH/uZPd1r7sbenRAmJjgnYokDh09i3cAquN3usoXcwdyrfm1mYGNtWCQNXggvoeaPohVV0BHCgiM4D9cB8Ci1X1cb/XEJGbgVOBY4FNItI+0rdNVbepqorIDcDlIvIW8A7wA1zy6Xv8vEdb1FUC2a/O6tSb3PPbASyo+6dF2pLQ+TMmtArmm0lrrJWythoohoHDB+U7HGN88eat93Tu+kzvZ/It46uAWd7znwPlwM10JoL+lKpu9fMGW4vcWEpFkc1RN7mXtgMoIkXAK8BLqvpR9kMyxoRNW7yViNQSB2pHhXKQ0pgdiMhM3Cj7SGB/bxXwZcBSVU2bc8VP7llVVVxncFZPYmyNrAdgaOXQnpxuTK+knQPoJX6+H5cDyRjTc+1F6pO3hV4sHiNeNBCJx6geu1e+wzGmWyJyIe527Gx2HGlfBZyXl6BSaCx2lerqyqyyjsk9v7eA/w3sgyukbYzpGQHuFpFm73UZcJuItCepLM1PWD7E3GdoSesWigfX5zkYY9I6BzhLVR8SkWsStr8GjMtTTDtpKo6xe1l9e617Y3LKbwdwFnCtiFwJvApsT9ypqhtTnWSM2cGdSa/vTnHMXbkIJFORmMtNXaLb7MPKFII9gUUptrfi5uyFQlNJnCm7HZrvMEw/5bcD+JD38352vGXVnvAylJULjAkTVT0j6Gt685y+C+wGvAlcqKrPdnHsdODJFLvGpEhxsYP2DmBZaY/y6BqTa0uBA4FlSds/ByzOfTiptRQpx44+Md9hmH7Kbwfwk1mNInA2QmH6PhH5Ci6x7UzgOe/nwyIyVlW7yyc4js7UMwDr071XNO46gAMHDehxvMbk0C+BX4tIBe4DYaqInApcCnw9r5ElaI0q4wePz3cYpp/y1QFU1aezHYgxJmMXA3NU9Tbv9bdF5DPAucD3ujlvnapuyOSNour+q6jbwyarm/BT1Tu8DBY/xiV//j1uAcj5qnpvXoProAyIQnHEEqub/PA7AoiI7IJbUj8Wd9v3TeA3quqr5E1O2QCg6eNEpAQ4CDfSkehRYFqa0+eLSCnuVtg1qprqtjAicjZwNsCIOldRq2bEkF5EbUzueF+MbhOReiCiquvyHVMiAQYWW+fP5I+vUnAi8gngPVxJnEagCTgFeFdEpmYvvGBEKizJpulz6nFzb5O/gK1l59qk7VbjRge/DBwPvA08ISJHpDpYVWer6mRVnaziPqjqxg4PIHRjckdVN4St89eutsg6gCZ//I4A/hL4I3COqsYBRCQC/Ba4lvQjDhkTkaeAI5M236uqX830WmX7h2bVvzFBS84jKCm2uQNV38Z1+tq9KCIjgEuAZ7p9E3FzAGt2G9jDMI3JLhFZiM+8muEoX6oUDRqR7yBMP+a3AzgROL298wegqnERuQ54PSuROXcA30943diTi1QceGAw0RjTCyLiawKdz7RKG4AYO4/2DWHnUcHuvASk/VKlCEVtmykqsQX/JrQKqmQpCuXltqjK5I/fDuAWXDmdt5O2jwQ2BxrRjhpUdU1vLlA145igYjGmt9KttvWdVklVW0TkVWAG8OeEXTOA+zKIaSLu1nBaRRFf5U2NyQtVvSrfMWRGkbLw5n43fZ/fDuCfgP8rIpcCL+A+pA4Dfoq7NZwtXxWRr+JGNB4GrvJXZDthFUjERixMaAguL9kc4Gl6XwbuOuD3IvIy8Dyu+sFQ3NQMROQuAFX9H+/1hbhqPm8CJbh5vMfi5gSmVVLR2stwjckNERkHRFV1QdL2CUCbquY9F6AAw2v2yHcYph/z2wG8FPf3envCOa3Ab4DLshAXwD24D8sPcXnLfgIcgBvh2EniisUxAzqH1SXqa52LMbkwFvgGbiHGKbgpDnNU9cOeXExV7xWRQbiap7vhKh98TlXbk98mr9gowc3n3R03neJN4POqOs/P+w3crbInYRqTD7OBm4EFSdvH4moBH5bziHaiVI2wutomf7rsHYnIEV4eJVS1RVUvAGpxt4wmAXWqepGqtvh9MxG5RkQ0zWO6956zVfURVV2oqn8CvgIcIyIpJ/QlrliMFiX0a8U6gCYcVPUtVf0uMAz3pWoqsFREHhKR43p4zVtUdYSqlqrqQar6TMK+6ao6PeH1z1V1H1UtV9U6VT3cb+cPYMSk0T0J0Zh8mAC8nGL7K0BoMi/XDRmR7xBMP9bdCOCTuFGFdSKyFDhYVT8CFvbi/W4gdf3TRF1VMJiPm/Q+ClfQ2x8bATQho6ptwF+Av4jIMFz937kiMjjMdbWHH7BvvkMwxq8YUJ1iey0hyhRbXb1bvkMw/Vh3HcBNuEUe64AR+MwZ2B2v+kBGFQgSjMdNjk8/YV07p1aJjQCaEBKRkbiSVKcBceBq3GKrUBKUmsGWT9MUjKeBy0XkRFWNAXh3tC4nTcqjnFFFyqryHYXpx7rrAN4HPC0iq3GT1eeLSCzVgaoa6EQGEdkbOBmYh+swjsXlG3wdN9m9W5GEOYBEbRGICQcRKQNOxM0DnAI86D1/XFV7uyAkuzSOREIzcGJMOpfi6mO/JyLPedsOAyqBlInP86K4PN8RmH6suw7gObgPqFG41YZ3ALnKA9ECHA1cgGuwK4CHcKuAU3ZCE0WrOr9VxbaEdlDF9D+rcaN8c4AzgfbbvbUinZ2rcN4GDnf/1JhEqvq2t+L3PNy8dQH+ANzS00VXwVMoKst3EKYf67ID6I1IPAQgIgcA1/pLwdJ7qrqCnauA+JfwYVq618gAIjImENXe4wrghyn2+84DaIzpnqquxt3yDa+ITVEy+eMrDYyqngEdt7D2wX1ILVHVpizG1nORCMTdiEXRLl2VRTUm5z6Z7wB6SmwE0BSQrrJFtFNV/wsJs8balMkvXx1Ab/LsT3DD6SW4kYpmEfkVcLmqhitDrHSWQy2qq81vLMZ4VPXpfMdgTD8xH/chkDhxNbHHZaPspt/zO/78c1zi2nOAfXHzAs8FTsV1DMMlYT79gGnT8hiIMZ1E5CkRuUJEDhOR4nzHkxkbrTAFZSSwl/dzJO5z66u4NGZfpwN2MwAACP9JREFUCPrNRGSmiLwvIk0i8qqIHJ7+LGtTJr/8VgL5GvD1pKSxS0RkPfA74JLAI+uFSEUFlVMOoXzSRKI1NfkOx5h2q3DVamYBDSLyAvBPXM7NV1Q1nsfYjOkzEqrhJHpPRLYAV+JKiwZCRL4C3AjMxK08ngk8LCJjVbWrvLbG5J3fDmA1sCTF9iVAKHtYe9xyc75DMGYHqnoygIiMAo4CpuNWuv8Y2CoizwJPqOr1eQuySzZaYfqE93GrgoN0Ma6k423e62+LyGdwd8m+1/Vp1qZMfvm9Bfxv4PwU2y8A3gguHGP6PlV9V1VvVdWTVHU3XJ7Lm4DDcbV6jTG9ICJ1SY9BIrI/bsrS2wG+TwlwEPBo0q5HAZt/ZELN7wjgpcA8EZkBvIj76jIVGAp8Nkux9dirr766TUQCa+TGeAIrhisig3EjgJ/0fu6NK3H4VFDvEaRlHy2zNmWyIVsFpjew8xCb4HLKfiXA96nHLShZm7R9LXBM8sEicjZuGgi4hZSLAozFGMigTflNA/OMiOwLfAvYD9eQ/kyokmru4G1VnZzvIEzfIiLze3n+cbgO31G4dEqv4jp8FwLPqWpDb2PMImtTJnC9bVPdSE65FAfWA+95tbiDlqqzudM9XlWdDcwG97tbmzJBy6RN+R0BxOvohTuppjHhdh+wDHcb6q7Q5tE0psDlMOXSBiAGJCecHcLOo4LGhIqvOYAicqSIHJLw+nQReU5EbhWRyuyFZ0yfciVu4dT1wNsicqeInCEiVq7GmACkmPuX8hHU+6lqC24kf0bSrhnAC0G9jzHZ4HcRyA1433BEZDRwK7AANw/wF9kJrVdm5zsA0yf16u9KVa9W1WOAWuB/gKXAacBiEVnmdQhP732YWWFtymRD0H9XG3C3ert7rAv4Pa8DTheRM0VkjIjciJsf/9s051mbMtng++9KVNMvRReRj4GJqrpURL4PTFPVL3ijgvep6rCex2pM/yYiNcB3cCvtK1XVqhQY0wMi0l0N+c/gMle0qerAgN93Jm6x5G7AIuAiVX0myPcwJmh+5wAmFqg/GviL93wNMCjooIzpy7wqIIfgJqp/EjgUKMPlKPtzHkMzpqClmvvn1QX+GXAE7u7V1Vl431uAW4K+rjHZ5LcD+ArwQxF5DJerrH0Z+whcJ9AYk4aIfA/X4ZsGVAArcVVA7gSetKoBxgTHm1v7I+BE4H5grKqmKmhgTL/k9xbw/sA9wJ7Adap6lbf910Bte4UDY0zXRORDXIfvSVyHzz6MjAmYiAwCrsDVrn8euFRVs5VuxpiC5WsRiKouUtUJqlrd3vnzXAKcnpXIeqBnBbmN6ZqIHCEiD4rIKhHR3izSUNWhqnqyqv6uUDp/1qZM0IJsUymu/X3cSvsjgf9S1aPC1vmzNmWC1tM25XcVcEqq2qSqrb25RlASCnL/GJiEW4L/sIgMz2tgptBV4iZ1XwA09uZCIlIuIjd7jXSdiNwjIvWBRJkF1qZMlgTWplK4BijGTa+Y6X0o7vQI+D19szZlsqRHbarbW8B+G4qqfsnvG2aLiLwELFDVsxK2vQvMVdVuCnIb44+IbAPOU9U5PTz/F8BM4A9AE3AS8JSqnhhYkAGyNmWyrbdtKsX15pCiAkcyVT0jiPfLlLUpk22ZtKl0i0A+CiSiLEsoyP3LpF1WkNuEyfHAN1T1TwAicjfwvIhEVTWW39B2ZG3KFCJVPT3fMXTF2pQJm247gPn6ltQDGRXkNiZP9gCebX+hqi+LSBsuaeyKvEWVmrUpY4JlbcqESq/mAIaQr4LcxuRJFGhJ2tZGBjW588DalDHBsjZlQiHMHzyZsILcphAIcLeINCdsKwNuE5GG9g1hmFOLtSljgmZtyoRKnxgBtILcpkDcCXyIm1vb/rgbd/s3cVveWZsyJljWpkzY9JURQHAFuX8vIi/jkn+eg7+C3MZ0SUQqgX28lxFguIhMBDZmWrmjgObUtrM2ZQIXZJsqQNamTOB62qZ8VQIpFFaQ2wRNRKbjKnckuzPMKw6DYm3KBM3alLUpE6yetqk+1QE0xhhjjDHp9Yk5gMYYY4wxxj/rABpjjDHG9DPWATTGGGOM6WesA2iMMcYY089YB9AYY4wxpp+xDqAxxhhjTD9jHUCTMRFRETkh33EY01dYmzImWNam0rMOYIERkTneH3by41/5js2YQmRtyphgWZsqDH2pFFx/8jhwatK2lnwEYkwfYW3KmGBZmwo5GwEsTM2quibpsRE6hr3PE5GHRKRBRJaJyCmJJ4vIeBF5XEQaRWSj922tOumY00RkoYg0i8haEZmTFEOdiPxZRLaLyNLk9zCmwFibMiZY1qZCzjqAfdNVwIPARGA2cJeITAYQkQrgH8A2YApwHDANuL39ZBH5JnArcAcwAfgc8GbSe1wBPAAcANwL3C4ie2bvVzImr6xNGRMsa1P5pqr2KKAHMAdowzWMxMfPvP0K3JZ0zuPA3d7zs4AtQFXC/uneeft4r1cCP+0mBgV+kvC6CGgATsn3v4897JHpw9qUPewR7MPaVGE8bA5gYXoGODtp2+aE5y8m7XsR+Lz3fAywQFW3Jux/AYgDY0XkY2B34Ik0MSxof6KqbSKyHhjiL3xjQsfalDHBsjYVctYBLEwNqvpeD88V3DejVNTb70drinNtSoEpVNamjAmWtamQs3+IvunQFK//4z1fDBwgIlUJ+6fh/hb+o6prgVXA0VmP0pjCYW3KmGBZm8ozGwEsTKUismvStpiqrveeHy8irwBPASfgGskh3r4/4Cbf3iUiVwC1uIm09yd8W/sRcL2IrAUeAiqAo1X12mz9QsbkmbUpY4JlbSrkrANYmI4BVidtWwUM857PAr4M3ASsB85Q1VcAVLVBRD4N3AC8DDThVkld0H4hVf2NiLQA3wF+BmwE5mXrlzEmBKxNGRMsa1MhJ97qGNNHiIgCJ6rq3HzHYkxfYG3KmGBZmwoHmwNojDHGGNPPWAfQGGOMMaafsVvAxhhjjDH9jI0AGmOMMcb0M9YBNMYYY4zpZ6wDaIwxxhjTz1gH0BhjjDGmn7EOoDHGGGNMP/P/AaZ4es7p3wJuAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 1...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 215s 108ms/step - loss: 0.4951\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 2...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 130s 65ms/step - loss: 0.6337\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 3...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 133s 67ms/step - loss: 0.6249\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 4...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 160s 80ms/step - loss: 0.6827\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Optimize target isoform proportions for the 'Alien1' (aka 'Simple') library\n", "\n", "seq_template = 'XXXXXXXXXXXXXXXXXXXXXATCTNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNANTAAANNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNAATAAAGTCCTGCCCGGTCGGCTTGAGTGCGTGTGTCTCGTTTAGATGCTGCGCCTAACCCTAAGCAGATTCTTCATGCAATTG'\n", "library_context = 'simple'\n", "\n", "iso_objectives = [0.05, 0.25, 0.50, 0.75, 1.0]\n", "\n", "#Run SeqProp Optimization\n", "\n", "print(\"Running optimization experiment 'Alien1 Isoforms'\")\n", "\n", "#Number of PWMs to generate per objective\n", "n_sequences = 5\n", "#Number of One-hot sequences to sample from the PWM at each grad step\n", "n_samples = 5\n", "#Number of epochs per objective to optimize\n", "n_epochs = 1#10\n", "#Number of steps (grad updates) per epoch\n", "steps_per_epoch = 2000\n", "\n", "sequence_templates = [\n", " seq_template\n", " for target_iso in iso_objectives\n", "]\n", "\n", "losses = [\n", " get_isoform_loss(\n", " target_iso,\n", " use_start=25,\n", " use_end=70,\n", " use_target_bits=1.8,\n", " cse_start=70,\n", " cse_end=76,\n", " cse_target_bits=1.9,\n", " dse_start=76,\n", " dse_end=121,\n", " dse_target_bits=1.8,\n", " entropy_weight=0.1,\n", " punish_dn_cse=0.1,\n", " punish_up_c=0.005,\n", " punish_up_g=0.0001,\n", " punish_dn_g=0.00005,\n", " punish_up_aa=0.0025,\n", " punish_dn_aa=0.005,\n", " )\n", " for target_iso in iso_objectives\n", "]\n", "\n", "alien1_pwms, alien1_cuts = run_seqprop(sequence_templates, losses, library_context, n_sequences, n_samples, n_epochs, steps_per_epoch)\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "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": [ "#Plot one PWM sequence logo per optimized objective (Experiment 'Alien2 Isoforms')\n", "\n", "pwms = alien1_pwms\n", "cuts = alien1_cuts\n", "\n", "pwm_index = 1 #Chosen PWM index\n", "for obj_index, sequence_template in enumerate(sequence_templates) :\n", " \n", " pwm = np.expand_dims(pwms[obj_index][pwm_index, :, :, 0], axis=0)\n", " cut = np.expand_dims(cuts[obj_index][0, pwm_index, :], axis=0)\n", " iso = np.expand_dims(np.sum(cut[:, 80:115], axis=-1), axis=-1)\n", "\n", " plot_seqprop_logo(pwm, iso, cut, annotate_peaks='max', sequence_template=sequence_template, figsize=(10, 1.5), width_ratios=[1, 8], logo_height=0.8, usage_unit='fraction', plot_start=70-40, plot_end=76+50)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Run SeqProp to Optimize Target Isoforms (Alien2 Library)

\n", "\n", "- Generate 10 PWMs per target cut position.
\n", "- Hard-code Alien2 UTR template into sequence.
\n", "- Auxiliary objectives: Punish upstream C, slightly punish G, punish poly-A runs.
\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running optimization experiment 'Alien2 Isoforms'\n", "Optimizing objective 0...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 144s 72ms/step - loss: 0.8675\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 1...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 153s 76ms/step - loss: 1.5587\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 2...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 162s 81ms/step - loss: 1.7364\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 3...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 161s 81ms/step - loss: 1.9356\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 4...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 85s 42ms/step - loss: 2.0692\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Optimize target isoform proportions for the 'Alien2' (aka 'Doubledope') library\n", "\n", "seq_template = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXCATTACTCGCATCCANNNNNNNNNNNNNNNNNNNNNNNNNANNAAANNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNCAGCCAATTAAGCCTGTCGTCGTGGGTGTCGAAAATGAAATAAAACAAGTCAATTGCGTAGTTTATTCAGACGTACCCCGTGGACCTAC'\n", "library_context = 'doubledope'\n", "\n", "iso_objectives = [0.05, 0.25, 0.50, 0.75, 1.0]\n", "\n", "#Run SeqProp Optimization\n", "\n", "print(\"Running optimization experiment 'Alien2 Isoforms'\")\n", "\n", "#Number of PWMs to generate per objective\n", "n_sequences = 10\n", "#Number of One-hot sequences to sample from the PWM at each grad step\n", "n_samples = 1\n", "#Number of epochs per objective to optimize\n", "n_epochs = 1#10\n", "#Number of steps (grad updates) per epoch\n", "steps_per_epoch = 2000\n", "\n", "sequence_templates = [\n", " seq_template\n", " for target_iso in iso_objectives\n", "]\n", "\n", "losses = [\n", " get_isoform_loss(\n", " target_iso,\n", " use_start=45,\n", " use_end=70,\n", " use_target_bits=1.8,\n", " cse_start=70,\n", " cse_end=76,\n", " cse_target_bits=1.9,\n", " dse_start=76,\n", " dse_end=116,\n", " dse_target_bits=1.8,\n", " entropy_weight=0.1,\n", " punish_dn_cse=0.1,\n", " punish_up_c=0.005,\n", " punish_up_g=0.0001,\n", " punish_dn_g=0.00005,\n", " punish_up_aa=0.0025,\n", " punish_dn_aa=0.005,\n", " )\n", " for target_iso in iso_objectives\n", "]\n", "\n", "alien2_pwms, alien2_cuts = run_seqprop(sequence_templates, losses, library_context, n_sequences, n_samples, n_epochs, steps_per_epoch)\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "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": [ "#Plot one PWM sequence logo per optimized objective (Experiment 'Alien2 Isoforms')\n", "\n", "pwms = alien2_pwms\n", "cuts = alien2_cuts\n", "\n", "pwm_index = 0 #Chosen PWM index\n", "for obj_index, sequence_template in enumerate(sequence_templates) :\n", " \n", " pwm = np.expand_dims(pwms[obj_index][pwm_index, :, :, 0], axis=0)\n", " cut = np.expand_dims(cuts[obj_index][0, pwm_index, :], axis=0)\n", " iso = np.expand_dims(np.sum(cut[:, 80:115], axis=-1), axis=-1)\n", "\n", " plot_seqprop_logo(pwm, iso, cut, annotate_peaks='max', sequence_template=sequence_template, figsize=(10, 1.5), width_ratios=[1, 8], logo_height=0.8, usage_unit='fraction', plot_start=70-40, plot_end=76+50)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Run SeqProp to Optimize Target Isoforms (TOMM5 Library)

\n", "\n", "- Generate 10 PWMs per target cut position.
\n", "- Hard-code TOMM5 UTR template into sequence.
\n", "- Auxiliary objectives: Punish upstream C, slightly punish G, punish poly-A runs.
\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running optimization experiment 'TOMM5 Isoforms'\n", "Optimizing 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": [ "Epoch 1/1\n", "2000/2000 [==============================] - 60s 30ms/step - loss: 0.7151\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 1...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 58s 29ms/step - loss: 1.0955\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 2...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 63s 32ms/step - loss: 1.0527\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 3...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 65s 32ms/step - loss: 0.9586\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 4...\n", "Epoch 1/1\n", "2000/2000 [==============================] - 69s 34ms/step - loss: 1.6310\n" ] }, { "data": { "image/png": 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gUYxBwwTMDEAFqRmBLMZM3c/ETIHHG4F8HaNvcamd709pbwTyY4zO0jmYEdOdtDUCGYNZkvgCRpdqLual9fO4POZgGmlSReFeqEsLgIvj2kUt8BlmeeKH/V3X91Q76iLdBvt/+2tC+Ht2+EsJ4W3aBmYmowhbn7WjtpOkbK/TqnweO4rj0ihwTsJ5m2jVTYrpBP4SM0uZ19l9p9CWLsTMOL5vt6sZdv35JNYu4vJaZLePxzq6x7i00zFttDDJM1yJWTqfhtGnLAeyOnjOX7B/n2g/70xMx/VzTCc1CjMJ0EhbnacLgfX9XBfLgEPs7+fY/+NgjD7Xkv5uK7txX+3qGqY/8CdpI1swxoMTMTO2H9NWB3A4RmfuOfv/HA+cS8dGIJfY17kG8/49ALgA+Kkdn8p7/pt2GzrErlMxQ69NtDUC+cxuCzPstvE+7Y1AVtvt4ljMu382ZvZsQgfP7nSMcefp9jOZhOmrI7TVLY/pAYZpNeK8yE63NiHPZRjXMlPtZ7gA06/fEJdGMTOI8X2bhS0z2e3lEky7HWPX0RBGrahv61N/V+iBcNBWAPRi/Fhtxrxwd2CEtdy49LMxOglBzAv0dtoqgCcTAH0YIbDcPu894Oi4+Dn0vQB4OfBBQthC2gqAgzCzvrWYxj4fmJZwzsWYjswP/Bczm+Pv4tqjMC+aRvv4NzAiIc1PMcJkk/0f3EBbAdBjP+s6+7gL+DOtAuAQzAtvu/2MtwC3EKdci1keuK8P61I1MNX+/p3Y88Z0lGv6u67vqXbURbqH7br+7YTw39nh1yaEJ20bqcbHlU2THNvi0nQqANq/L7HrVTSu3iW9767aEraRhV031tp1dhEwPkleF5BgVNLFM34X+G6SZ3QmRsAMYjrrw5KkiTcc+DOm81K7PU7BeCCIvcfWAdclXPtVbKvJfqyLAez3C8Y6NOaloRRo7O+2shv31a6uYQTbxiT/3RcwKz9+uz6cRoIRE2Yg8JJdDxsxxlgH2HE30L7vOdeuNwG7Xr8NfCMuvtP3PKYffNo+V2kV6BLb2URaBz1r7XrbFEtvpxmC8YRRYafbCDxCx++JsZiJm1WYSZx6+/n8gPYDrjLaCr+lJDfmOAgjC/gxM4nfAlbQXgC8CmME6Me8P+bFxZ9l/z91drk+AE7fE/UpJpV3iohMBaKqutr+fSJmWe0z4BY1eiEOAxxbsXQVxhr5rV7M93aMlVeH/qMGAvbS7CrMC3BjH12jBZisqltE5GngY1X9f/ZyxhpVdRTjHYBdftHuVtXsFNL+GCMwT0wx71MwM+RT9+T7WYzPzTeAidrWcG2PIsb/6ncws76bgMtU9WW7fG+qakF/lc1h/0KMj9yvqurT/V2WRFJ1BP0wxmIIMU4dn8co+X4X+G3fFM2ht1FjpTgP89/1GNsKfIYYZ53fwbxoH+mNMvYxY4Ar+0r4s1kLnG0LfCdh9I7AjFbr+vC6DvsgIpJtW3l+HyPQpYSqvoJRZRnRVdpeZhhmgNlvwp/NI5gl7hWY2do37PDDMYNAB4f9nlRnAOuAWaq6RkSuAc5U1blidsf4i6qW9nE5HQYQIvIkZrkoDzPtfj9wp6ZSmfZxRORsjK9ED/CGqp5kh1+P8ffW61uPOeydpDIDKGZnoXMx+oPnqnFN45ACYvaXHgU8pba1uIjMA+pU9fl+LZzDfsNAngFMVQBsxHi33yQiLwCLVPVW22JttbOs5eDQiphtsYZhln8tO+xwoF5VndkHBwcHB4d+J9Ul4BXAFSJyDHA8RpkRjBVRoh8tB4f9FhH5JUbJfLm2dbr9CWYLOwcHhz2AiBwiIo+LyFL7+KuIHNLf5XJwGCikOgM4G2PZk4dxQ3CxHX4zRtn3K31aym5SVFSkpaWl/V0Mh34gUlVNKBAhqimMbcT2N5riyvWaii1Vqpps14O4LCWKce1TkRBeCFSoaio+5AYcTpty6AuWLVvWZZvqCSJyHrazcFp3YTgCs3frhar6t96+Zndx2pRDX9CdNuVJJZGqvmlbUOaqam1c1P0Ynz4DitLSUpYuTbajmsO+TGjLFladehZvn/x7VHpfzrrq/uM3p5CsI2/4B2P2R90rcdqUQ18gIqm0qZ5wI/ALVb0p4Xo/xRgu9rsA6LQph92hettWPnrtRaxohMqWAPUN1RD2s2zZspTbVEoCIOzaAqg2IWxT6sV16At2/vZGmt56s7+LMSDQYIiIJxMVN2kei4kjgh2mDW3aTGizaSdpI4bjG9fh9pEpYevJxnzLbbAVf2O4MTsj3LdbF3Fw2AdQVcL20YcUA/9KEv4Ubbf9cnDoHMuC5s53NVRV/I2N7Ek7yMV//xtrP/wQFRdNkw8BfODq3hbCHQqAIrKAFPfvU9XjunVVh15BIxFq/9bvA9l+Q1E0vW1YJGsorrQWcoZkcfS1szs8t/HNRez4vz8BMPTyX5F3esdpd/HTTmOvwsz+PQJcj3EyGiOEcWiduCG4g8OARlWpaQ5RFQhTHghTGQxTFw7RGGyhMdxCfThIXShMSyhMS8QiaFkEcBHERVBcBMVNyOUm7HITERdRcWG5UlU93y0WYDwVrEsIn4NxMOzgkBqPnQGb3+40yf92juOj2mF7qEBtmVxcx1LAawWY6v+0W+d2NgO4Iu67G7NH506M12swe/OVMACm0vdXLL8fAFdmJmOefaafS9P7vPdGNds2dqxhkD/jVnwFnyWEbmUi3wdgUVcTo7eZj538HN78ec8LCqjqYwAishF4R5Pvg+vgsMcJW4rfsvBHLVoiYfyNVfj9DbQEW/AHW2gJB2gKh9nZ2EJlIML2iJcKMqjxZNLoSafZ6yPi7kilwmcOD91YTwKXZeFqYyPV67wM3Gz7UHzPDjsCOBu4wXbXBICqPtuXBXHYC1CFd+6Cmg3t4zYvJqrCkobJNIeTV/I1jcaTU7on0qVlbSBrEKGsfCx1ochuFdvtcrM+Mx8AS9LJHzoPs7FLanTYZFX1e7Hv9k4PjwHfj/f1JiJ3wG7ewT6I37+F+vqP+iz/poULCZeXo+Ew/plR3LlCTfonfXa9/iAatdhc/rnZ8TGOsMtFnTcdULSgBighGm4/7e12Cy5Pz2caTDVPnABP8nIARKRAWzcg/xTIEUneLLQbG5U77L+oKo1Ri5pwhOpQhOqwOWrDURojUVqiFk3RKM1Ri5aoRUskQmOgiaZQgOaohV9dBHETFg9RV0fCm9c+bNLsIwlpVojMqJ8sq4WsaDNZ2kyONpFDPTmuBtLFj48AXg3hJdT6aYVJI4RHw3glRJo7RJoriNsVxbLcnNbLzy2Ou+zPy+wjnrvjvitmgsNhgKCqtNTXtV9ODTZC2N83F61eT8tLt2AlFd9y2eEax+KK/E6zcPncnPnL2/FmZHaa7i+PP0ggGNiNwrYl9kTSWobzWXlRt85Ndcx2AXBkEke/92JGV9/v1lX3IYKhKjas/yORaJMJUKWi8uW+vehg+wCzpTa1VK+8pm+v2Q8MO6Lt7ygufsjdVMoQO2SO+fCSnF5Xxzi4o4hKEYlZ/sb2TU0kZhzidDb7MVFVKkJhygJhykJhyoKtR0UwbAS+cISacIRwt+uvC8hs59xL1MJH0Ahl8QKaBvESjvseJJMWCqSaYvdOilxV5FJPDg34JNStGb7+RjUVNwAOA5GX77mNz99asEevGSoYQnDIJZ0nmtB1Pg//7eHULqhCdsM4sgf5KJnQuWCZCm5xM6y4FG+az5jmpkiqTVqA6cCahPABvffrnqB85/PsKEumawxDBp/e6moEaLS83NhwLLVW6n6zLb/j+D9GlTuHRpd5diURY4/kivhwRY0iYJMEiNL7y0ppuMlUH+UdJzmOVgvfub1eAIe9AlWlLhJlsz/ElkCIrYEQZcEQOwJhygIhdvgDVEYtrBQXTXzqJ5cGcmgkhwZyqSebJjJoIR0/6QRIJ4CPAD6CRsizP+N/e4iYKwrdWq/RUBriz8EdGIYrnI1LfbjwIurFRSZuTceteXg0D7dkQZoX8bkQnwuX14VkepBMN5LuBlE8nnTyB4/G68lBGyFYUYPThfQS5Z/B0kfAGnj9xfbKAJ9vaEzV2xbrNzcCkJnubq2uVgSiYdOfJlldCaXn4M/p3uxXPJHMPAAkGum4iYjgTktH4sbwqhANmz5H4oYcH48opSbTLAtnZNSR5m074+dSD24gM1dJS29Ifr2oYrVEUnZThlUOHds9JiVVAfAR4CERmUBbfYrrgL9075L7Fus3GEWyoUPOwpV/An7LVJ+c7Kn40oe0SftBTSNLq7Z17wIdLMnsz4yp2M7JK5LYU7jc5uVQtxW6pV/UvoGle9xUDIXc5pFYEqK84A06ctigqouSfXfYN2mKRFndHGBVc4C1LQG2tATZ2NTMlmCY5i41gIQ8rWUQNRRQTYH9OYga8qm1BT4j9HmsCJFIGlbEixX1QtQDUTdEvGjYgxVyYYXACkI0qESDFuGQEIx48VtuVLNAQS1B1YWFD1zpuH0ZpOflMHhoAYVDCsnIH0RGdg6ZuYVk5hbj9WXj9Rbh8eT03UPMhczhfas0LyIFwCmY7eDarBOo6m/69OJ9TXOVEYhizL8B1r7WYfJkWALhtOT1tcGdhd+VTgu+NgOWsOUmarU/R9WNknxi44PaETSEurFZWGE6bolw1LB17VvToRdB6VHtTnn5f69RX1fbLrx7KOeccQ6D8gYljW2o9rPob6uTxg0dn8dhp40BYEsoyj0b4oW6UR1f0qJzR3p9vF6UqgB4HVCBWeqN+VUqA34H/LEPytV/RMNgRVt/l30EC25q29hsKjIbsQYbyX7F6iDfH1QSF1tDR27f5i59h68seAXL1cVw3OUl4/ArIBrG//69baI+GiOsHJnNhK0dbiPaKZJpC0hdjBi9CpYVIZrCeqpHFW9Cuqbckfizh3RwRk9QBrU0gjt51fW4qpkz9AUK4//DbiDAuFCYNGBncxH38S1c6qWk+ovA+6nlIZIOfBOYagetBP6pqn2kwOLQF4QtZV2LEfRW1NfxaU01a/1RyujI1YKLdPUzmHIGU04RFRRSbQt41eSGG8kIhogGfQSDWQSDWYRD6USiaUQjXjQwhDr/EKpbFG0WJCB4QmLPOHhA3Ij9CW4Qj4mL/QYibiHqS0Nys/EV5ZM3YjClU4YzfdwwCrK75yJib0ZEjgBexMyJFAPbMUaLQWATkJIAKCIlmH7uVCAHowh8RWygJ0bZ91cYPcNBGCPJ76pqonVa77H4Tnj9l8njjvkh5I3oMgtViyXND9BiVbeL+4wD+B2/xOoDX6rd4Q8dRWwJtQ8bP6dXrvlIGVDWiSB58uiO41a1PW+YbuUUXgTAFc4iu+rAHpXJXZiOKyN1/Ytru5F3qo6gLeAW4BYRybXDOpi3HBioKksbWhiZ7mWoL8VptFUvwVPzIBrCUh91ke8Q1UG4+AK5nsdIc+1gh/tgXhl1DHXF2wmn5wMjwYIV4VMAyAuHyIq0FRbDIoRtWS+/JcoR9cqKWSnuSBS2TVlnttU/8wIzWoDC1LLZXcYWesnoYLTYGdvrw9Q113PKsYdz4OHHto2s3w6bF/OPp/Jpbgpz+ilVZGW1n7lLT0/D643/D5OP0ADS08bgksO6Xc5kZPgj8PoWAArzU5sNsbeaegHIwBiEAFwM3Cgip6nqh71SOIdeZ0ttCws27+C92p18Go2y0ZVNtE0naExd3RpmONsZyWaGs43B7KQgWk1+oIm0oEUwmEUomEUwmEkwkEG4OZfa5mJqQ26ICmH1EHFnEPblYmXm48kcRM6gIQwenUuG143bJUQVIpZFxFJzRC0kCgVZaRRk+xiU7cWX5ibT5yY3Mw2vz0NGjhdfNzqKfZxbgb9jJi0aMGoazcA/gZQUtUQkH1gMvA2cBlQCYzGTITGuA34IXAisBn4JvC4ik1S1sTdupA3hQKvwlzEI3HFCfdEEOPbH4PERWFeL/5PWXVqDUk5F+rNsk3Sec08jJBB0fRUQXNo6OapqsVlGYrncpKsx7NmbrDxlgJTWRZSzIq9yrPUBqIvCHadRsHNyt/Nx56RR9KUDcGd3pOhuUFXuW7SBLTXN3cq/22+LgS74xVhc18Q5H61nbIaPd46YktpJm97GikTNNUwOAAAgAElEQVSojo4nrAdiRU/cFeUPHUVzYSWXHJTG2rSRbc9zs8so4weropyxo/Plx7c8adQCPvXgSWGON0KUurRGst3pZLlbHd+1NLcQjUTJyMrE49mN0ZoIuJNXsIYG83dvqE4y6uoGa5a42LHs8yQx0wkHGvCIMuyEL5GR03lF35PkAaf7lpKTk8OkSZO4+pqUxlYPYDqMi1S1GUBEsjBqFA8AM/uqvA6p428O8e7aat7cuZ5PwjWsTc+h0hMbWGSbCTa1GKJljGArw3UrQ4KVFDQ3kNPsJxLMIBTIJNLkJdSQS60/i6ZACE8whBVxEfHmYBWPxDNxOgWHTGREYTbD8jMYlp9BYZaXjqzEHXqNA4Fvq6ra2zP6VHWDiPwY+AdGOOyK64AyVb0gLmxj7Is9+/cD4Heq+owdNg8jIH6Tbqnjp8jaV1u/f/t1I/TZWP4I2hIFglQ9t57Kxla9s8pxz9CQ9xZPcD5vyzQ71P7soCoev2o9IyvWcVZwFkXa9QDYMzaPnK9N6uYN9T8v3fcpFZtSE2uyB/mYd3P7JejkHN/zQnWTFdsb+P0rq7p9XmeOoDeSuiPosd2+ch/zaaNZbdvg74ZWZKiJ1/znsr7hHErShFlZCdGZH1HuMT6vD9QP8VljEPUSe4y5WEwY18y2cYp/i+DfbGbMos3NeONM+qrzA+CB0uhkBmsJqko0VIlGk5e12mqmSNtP9blqVhIN1zJo5Dy8GV1P+/eEQsL4qUal+ya1LQ1GaHRZXhpCHhrb+EZuS3pWGt4BOHsxc2a35bVpwAUx4Q9AVZtF5DfQoRqhQx/TUO1n5efVvFK+lmXuRj7PLqTJnQW+bHMA6epnnK6lNLyJ4U3lFNfVYzVnEGzKJdLgQQMeAqEMaI6S21BLYeN23PmDSZswjYKT5jBs1qGUDMokPc0x9B4AxI9Yy4HRwOdAE5Cq8uFZwCsi8iTGuGsH8BBwj+0RYwwwFNilfKeqfhF5E/gCfSEAvmgPQosmtRH+AqtrqHr0M6PzCZx/ZCarc+PVg+bZh+Hw2qUUB6tpacknEmk/6PZGwgyrKgNgXWM5W6yYOpMHcRcj0nY1SIGK5VUEPqxib+XIL4/Dl9l5H1QybvctdvuCbz5oTDOmlOTSnb0VO7vbeF9J2cD/YZSgYtr3R2KcQQ9IHUC/1ToL9+SqJ7l16a1ErAjpnnSOHn5028QKg986BG/FMRDNIQ0IDVpLw6BGdqqfzVYzkbRmcgtXE8Is9R46fy3h0OJdWWRFRpMfnM7HLiXqgqxwfEVpK0nGxhpljRY1wSBWZAehxid6fK/N9eBv6kv1srwenRWbqzzpkmlk5XU+s5c/JAt3Er99m6qa2Va7Z1TnJg7JZnCuKXVNc4iVO8w/leVz0xxMWadwFaaDWZkQXkJ7K3qHPqShys+KdzfzStnHvD/Uw4rsUUQKBhFTISjQKiZYaxneXEZxTSPpFUK0OQefP4zVHKElYJHWXM7QhnXktwTJD4QZMnY8BUceTdaRR5Bx0EGId+DMWDu04UPgMEybWwj8VkSGAOcDqTpNHQtcCdyO0QOcQat/wbsxwh/QzkFAOTA8WYYisssv4ahRnRgHxLP0Edix3HwPNaHA3Yf/nk2rtqBRJbyjiWhDCGuqD1wuLLewOteNqJKrUSCKiBmPhkPpZAX8TPt4G75oBGILertmAQVx+RBxA2l4rTwassantLTqymjntnWvYUhpLgefOArpSi+/H4jU1lJ9/wNYzU3t4jZUNlPVFOSiSvP/fqGhkFe6kXdnjqB3CXYi8ijw+w421p7GAMQfbRUAf7vkt7u+N4ebeXXTq23S5gQKOG/7qYCxjGryNTNy9n2sd5lBZLxxedg2JiupOxF3zI5CwiDa6uktCpYrhFghSssfJbumGU8wwqDvXknWzMN4ZcFadlbAsV+fwMhhI9n4UQtv/xNyCocwdHyKy9U2eYOHceAJp+7WkpKlymc7GmgIpL55RV5GGtOG5bK2vInKpiD+UBSvx4XbJViquOzyuDM8bPIB4fZLyOlpLg4fU4i3A4fNFQ0BTrhtERFrz+2v+NjFs3CLcP7DS7pObGNbG8b4OfAne8Yv3mL+58BPUsxvNkaX91CMMHmRqj7aSfobMIroyRiiqhUiUkrc8lUcX1TV7rwzBjTRiMXqd3ew5L33WTSykcXFY2mcYJalRKNMsz5lUtM6Sqpr8FSkEQzkkBFUXA0BtLESn7+FnECIokY/RU1+BmfnkXfcXLJmzyZz5mG4s7O6KIHDAOF6jNEGmLb3OEZ4WwNclGIeLmCpqsY2gVxue8L4Lu2dSccjScJMQtUHMKogzJw5M/mLLdAAIbuz99fCC9dgaRZKOpDBe0XHcGPTIGiyZ+U8QIFAQdvBSGFTHd9c8TLjxn1AUfEWQsF0Pnt0DJ70WaRltG592b1lTYc9Tc2jj1Hz6KNJ4wrsY2IsoDvTf6SuA3g2tsvhBJ6iqx1S+4m67a36t4ppkb/+wq/J9LQfo4Qqha3LweXdyUOn5FGWMRKjspUcsZTR1kYE2JZTR3VWx7q+VUPjLH/Wf2oOmzce+B1uf6vS5piDD+bES69K5fZ6lddXlnPpv7pvm/DrM6fxq//snrHbtSdN5KKjxvDBphqsBH9Ha8ubiFhKbrqH6SN6NguZKovXGWu4eY+kZumbQKLzZ8HoGWncb4DnSc2wPxuzFePj9tEVfwDuSwh7AlDbOXU8pwAfx/3eJ3YmiQQjLH3uHT5ct4F3piuLDp1GWEyHOMLaxsz6VZRs34lWZwIuXIEs0qp3Mmr7pxTX1ZMVDJMZDOOLREmfPJmcs79E9vHHkT51qqOvtxeiqkvjvlcCX+xBNmW0n8n/nNaND3ban0OBrXFpBtN+VjA1ti2DR05q453BH51FdfjngIv1WS6+foAZhExsiPLVrWE2usrZ5mrbjAWYXfQCk49o3ZGq/KNxeDNPwuUdz4HHjaCgxORTMn5gLms6QO1TT1F9v9EkyD31izwaKGZrTVu/MbnpHo6fMoSxRVkU5fjg619POf9UBcBmOt5YuzMvNv1G9ZYGGB6zHHUDUaYWTmVyQasljhWIUP/qJlrKWxicWUt5TgFlGUMRVXz4EQSN+nCF45w4ilBaVc6S0Ubo8wZbhT+JdD2DFpMIXOEQGokS9RgrLnV7eKmhkKf/uufVxDZVmb9wTFEW44q7nuFYXd7I1ho/dy9IrA5tOWHK4A7jdtQFWFnWwKbqFn7x3AqeXb69w7RHjC3kgQv61nbi38u38cyy7WicHPfFA0rISffw9LJtnH/EaE75fYen96rzZ1V9CXtDR3v2vav0TRjdJuxzRgLHAN9KkrxaVXcmCd8raa7czuJH/0N1fT6vz2rmtSMPIiKm3R8cWMVBW1fj2xFFcKHRDNJrdlK6fgNjyyrIDoZJG1aCb8qBeMeOxTduHFlHH413RNLVO4e9CBE5F1iwm3V9MZBo1TCR1nmWjRgh8ETgA/u66Zi296MeXfG1643wl5YF6bkAhJoPIRJx8dDEdJYPah0/nre2ntKqbVSnb2AqxokxCl5fCyNGfc6QPPN+DjenEWr2Ean8ErmDJ5E1KJ1ZZ4x1LMZ7iXDU4s75a6lsTM3eQCyLgxY8Q2ZDexc8iQzZvGqXAtZfJpzIQ5styIUhubb1t6uZSZPf553BZbzTg7KnWgNuB+5JsrH2POCGHly3T9Go0pgWN2oXDx4RxuWNa5MusKqG5nfLCLigrtjD5UcYlY7SaBm/dX+PcHMByxfP48zn76XWl8NLpUeghen4RiY4tYxGyV73MWJZNLmTa0FYuHin4AjWZtuKuwKMmNM2USVQ2bOBY29wxZxxfG3myC7TPbp4Izf8d+WuCj95aA6rdjYyPD+DA4bn8upn5Zw2vYR7zuvY1c3Ln5Zxxd8/5NUVOwnb+pqzSgvI8rWdIPO4XVw2u+9tjL588Ai+fHByQ5ovzehcIBiAzp+/DdQBzySJe9bupNYCt6vq0x1l0iN9pT1ExfaNfPTY3wnWTWbBrAyeLSglIBmIWsxs/pgpazeRVW+EeVcoRMH2rUxas5axw0aSc8IpZM6aRcbBB+PO6UNnxw79yS3AMBFZh9EBXAgsVNWybuRxO/COiFwPPInZC/Jq4GdgptdF5A7gehFZhVle/jlmMPaPbpc47IctRsW+4vjfEplxPgAN/9vC22sreai01RXWZd4wDcvvYsnEqXjTQghCftXBuDSNghGvUTDSqBt7PPkcd/pSM4v9jW6XqNewgkGitbvrqLl/UVWqGkNtJgkAlm2u5YmXEieKO2ZyzWbmfdDhazcp18y+ilWbTT85YXA2/736cOqCdTyz9hnu+/g/LO/YvrJTUvUDeIuIbMJMfX/NDv4cmKeqyfdB608UGuPcxl164JV8f8bF7ZOFLJrccMbsbBq9rQLjbPdLADQEMgimV/HU179GeihMVm4eViRCNBKicOR48nPyKXvpr7gsJb1oGINnn0HulI6FniN77w57nWxfGkeMLeg6IXDeEaMZW5xNSyiC1+PiC+OK+HhrHaMKM8nyefj6YTUcVtp5XpOG5uB2CY1Bs9SRk+7h4QtnkpO+9219IiJjVDWZfl2ytAKMUNWtXSbuWVlcGL+Dj6tq/JC0CaNXuBiIAGcCT4rIPFX9W7K8UtJX2sNs3LCWrc/finfboSydNplHjxhMg4wHYGpwJTNWbyC31tQpb2M9Y9atY3pVLYPP/jL5/+9mvANMkHXoG1R1pK2vNwc4lrYC4QJV/U4KeXwgImdhNj/4BbDF/oz3yn8LxufnPbQ6gj6p2z4Aw3641UwO/L70Ym73HwLv2kJFBnCgmXQYsWMTM1a+j7uhlsDkKcya9W/S0mLNvO14Lz/7LCZNvazfVRgsv5/1J59CpCJRG2XfYALw1x6c1zxhKjXHnNRluvCgQi488LBdW+BNH+njpKdPojbYKlB/sfSLHF5yOADncE7KZUh5DtgW9AaesJcUpcHTWunHFSR3wKhRi50ZLhq9gstShlg7+br7rxzGEtasO4rKna2zYQFvGgRaV7uPP/IQMsMBnnmmmVEHHMRXf3Fj393OACPN7WL2xOI2YYePbXVTc9zkrnf+GFuczXs/PZ7qZvPyKsnN2CuFP5t3ReRF4CFVTbJHHYjIIMwY/GpMZ3F3snS9wBeBkRh3FbtQ1SraWuwvFZEijK+zpALgQKK8sorV//wJo8rLaMz4Hn840eJzn/HmMTayjsM3rCSvzAIrSmZNFVM+X80kCwZffTV5p53qWOvuh6jqWmCtiDyC8VhxGcYKeDzQpQBo5/Ei2Ns5JI9XzCrYDT0u6M5P4e07IGRkxttHG3ctuVYEdzSKO+LGJS6I+Jn92fuM3r6ZyIH5jBj5DmlpQSzLjRXKRUTIyE5DXII3rZADDroOn683d2FKHY1EqLr3XsLl5ViNTUb483jwFO6hnQt6CUuV5mAESyEQjqIKriSWwoIxjOzIoLFtnhaNBPjgtALKpnes+tTKdoi0Gq4v/ryW2mAtaa40BqUPIteby5UzrqQ0rzT1G7PplhKAiByH2d5Kgc9UdWG3r7gnSFgC/tP8rcz+ZpjcBAEjWraSiJiRVXF9lAcjV1FfBPOXHYOvcRS4XBSXbSRaU4PL68VdYNxHiCpv33MrkaARXtLSu7HPocMuinN8FOfsE9tTTcZYHb5oO51dhlEgD2BmBaYCUzBulH6gqq92lFEvcBnwTopbUS0hdYvIfiEYifLf5/5FwepfUR++nJcmf5m/Di8iKh7ytJZTyheQvxo8TY2k11QwffV6SkMWxZdfxqBvfQuXb5+oXw7dREQOw+jmzgWOwhhqvQlcCizox6K1Z+HvYNULAKyfev6u4G/+/TZymhv40qircLt9+GflM7/uaKJ5BzNx0o1kZhqBcdiwM5k2tcON03qEhkJEqrvWUeuIlmUfUnXvn9uE5cydw4i77urgjD1PczBCvb9zvf3/fryDm19udbCck+5h+S9OxONOLugFo0FqA50vdb+w4QXu/PBO4L32VhXd4JTSU7jpmJu6TtgJKQmAIjIc+DfGLcUOO3iYiCwFvqyqOzo8uYfYLmbOxijhBjG6hz9V1RVdndsUtahPb/2D1lQEefydTVx1XJzjzDW1NL0fIJprhDeXgroswMWgqlpafGapyF9fg7gUIkGoSK5PPHTchKThDvsHqloH/EhEfonZMupojOPZDEzH8xjwaip1d3cQkWH29S9J8ZQZGEF1QLJ4TRkL/vN9dqSvYrLvDzw+M5ttXqNacExoEQeu2IZs9eOtKWdoZRXTd9RQ8pVzKPreVXgGdbxdoMN+wRKMVvUfgctVdUs/l6dj6m1tkDk/5YPRX4dN9WSg5DQ3MHjMOEJu4VnPW0Q+sWAwTJj4zi7hb/z4n1Iy9OxeLY5GIqw/4wzCm3f/kWXMPJT8s84Cl5vs2cf0Qul6hx11fo7/4yL84dT8u540dQjHTxnM9OH5HQp//oif0589nQp/akvdJ4w6gWNG9OyZuMXN7BGzu07YBanOAP4JiALjY7pOIjIWs3T0J+jGonPqzMHoWnyAmWH9DTBfRKaqaqeuKzZEw222yD28qJSlr23g0Lc28o2wh4O8Xqa2KJBHxP4v3ZbSNGg8sIGizDS2qIk499xvU/7zX5BxxCyG33Rzu2u53G6yC/auaW2HvkFV/cDT9tFjRCQbs0wFxhfZKBGZAdSo6hYRuRmYpaqJew1djLHYb6eqYW9RFQaWAxZwBsaf2Y93p6x9QSAc5aZnXmFDzc+oyBpOaeY93DTNGGsM1R2cWf462R8EkfIy0oJBpuyoYvIBMxh613X4xo/vIneH/YSbMbp/vwEuEJEFtBqC9Hxqqy/w15nP6V/lf9uM/mp+TQWBktGEMktZHF5N1BVh9KhP8aUFKCwyAqPHPYpRIy+ynTbvPoFVq6j9xz+xmpuN8Od24yku7vrEDhCfl6IrriD7qIHjY/Dfa//N8orlLNtci1XURJZL8HYg0MVIc7tILynks1Aan20kuTdVoCncRIW/Ao/LQ2F65zJBjjeHK2ZcwcRBEztN19ekKgCeCMyJV3S391W8GnijLwqmqifH/xaRbwH1mOn8/3Z2bl7CNjWLxuXyrzI3Y5ttz82RVn32qK1YWTQ0i5zMAurrN0BaOoTAJUJuVjYN4QjZaenkFnfs1sTBoReZSdtlql/bx2OYTedLgDYm7bZxybeBv6tqR66Zfo6ZmYxiLBYv7sgApL/YWtPCdX+/n4qMh8njaMIlF/GfPB9uDXNm9DlmrGmh4Z1NuCJhCpr8zHRnMOaW28k+euB0Mg79j6peDyAiGZg+Yw5m395/iMgqVT2oH4vXlhZ7PsOXw2dVm8DlpaSxjnB+MVutenBDUdEWRo1u1QNzuTI4+uiXeiT8qSqR8nKw2u5ZX3HbbTS/+dau35mHHsroxx/r0S31B6FoiGp/x7J9IBrghndvwFJz317b/WGkwzNa4xd0Y43z2BHHcsfcO1I/oR/ZXUdAVtdJeo0czGxI0gX2eJcVRWPaL8neNM3HQ++bLcWiXheVB+czdEkNEVtV0JfmRtVUhVpfHoTAbVns+OnPTP4ex2eSw57B1q3t0HRPVS9MEhbbm7Sjcx7DCJADlkWrK7jpxV9TWbCICf6LWD5uDg1eN4VayWWB+8h4r5CG1TtwqzK5uonDL/g2Bed902mbDp2RCxQCxcAQII22mzv1L8GmXcYfYctDjd8PWV6OLQ8xM2zvCpVdBlOMYJaVcSijRp9DdvYU3O6e6Z7vvOHX1D35ZIfxRVdeQdrw4WQNoJm7rghbYc587ky2N3VtVGFFsglVmPml60+f0s42YHdwiav9VrMDmFTfnG9gtrc6N+a+QkRGAXfSRzOASbgT+IjWvYjbEO+yYvikaRoFzl5TwbMTzazdR4M8LPPCEVOLKDljPKPdLWxbUkPU7mbdAqphOy8XrkALUz/7HKvRNM6MA6f36c05OOzP/PODdfz53WuoLdjM+MgveXPSBFSEA/VD5jU9Ru0rJTRW7yAtGuXoYeM46J5f7dbylMO+jYjci5n1mwRUAIuA2zBLwKs6OXXPUrtp19dP3nqT2qxSACaXLCGnpBFLhMbMcmJrWhMnfZ+Cgs4Fs2hTM1X33ku0ri5pfOMbpsv2FBdDwuDJWzqawu98B9deYjXfGGrkvo/vo6Klgu1N23GLm+LM5O+FcMSisilEpPYoijmGYycVc+H0A5Om3V9IVQC8GrON1QYR2YGxAh6O2VT76j4q2y5E5DaMYv3Rqtql1ma0yWyKkCtbeOpPv+arV98DwOVzc4AgdzQ0EA00UTHCw+v5VUAmTY3vUs/nuFygKnird1K6cSOSkcH4/73hKJU7OPQRf3l3Ffd9dBXhrAZG8kfeHWde4GfrExxfv4itL5YQbWwiy4IzLr2a4Sf3ZFcvh/2MAox++sAS+BIJ2ELaqCN57a2FcPKFAKSPeI1GTFcXE/7Gj7uuU+Ev2tiI1dBAw+uvU/NIx1uZAojPx9iXX8Kdnb2bN9A9KloqiFhdLbqmziubXuHxla27ZR429DAePOnBdunqW8LcPn8Nj360iaG56bzzs0T16f2TVB1BbwUOEZETMS4vBFipqvP7snAAInI7xn/aXFXdkMo5KqaALeNXMSRUyeEV61gyuFU5/AerbKuraRkYl2mQ5WrChUU47CUQyCZNaxBVXJmZjvDnkDIi4tGYLoFDlzz30RbuWn4N6qtjuOsWlo4uIE1DXMGfmFS1ic0vDUX9IQZn5/GVW/5E5l7mR8yhf1DVftz3ohvYBiBBTy6fzzU++3K0Hg9RigpPpLjYCCpudwZFRSd0mE1wwwY2fuksNNzq1iR77lxyTkgu6PgmTtzjwt/dy+/m/k/u75O8jxt5HHNHzeXIkvbbLXy0tY5z/vwOEcvo/n/lUGerxxjdUp5R1deB1/uoLO0QkTsxwt+cbo3iYpa9WKz9dglXvruY5SeNJuRJo6SuiqEtVbjFQtWN5YlQUryOk73rOezA+bz00lvQ+DGelkZcgCs9vS9uzWHfpUxEHgMeVtXP+7swA5kPt9Tyq4X/D1duBeMiN/H2WCP8/YgbGbK9gQ2vFuEKh5k6bQYn/exXuD17raNwhz2EvQ92brwfTBGZi9nBIxt4VlV/11/la8cGY+u1pCWNUJqp32OsLaRTytix3ycnZ0qnp6sq1fc/QPPixWg4jGRm4s7Pw52VRdF3v0vGAdP6/Bbiy3L/J/ezrXFb0vh3dxjtrcL0Qrzu3ltizkrL4soZVzKpoO22zesqGnlk8SZWlTUQsZRsn4fRhZmcO8vZDSjGgNWeFpF7MJvZnwXUishQO6pJVZs6PhMiLhdpgAuL9PxtrG7+GRcvTu7MPS9vJwcWv06Odya5uWM445R87vu38aLhjlpIhiMAOnSLn2GcK18jIu9jduR4sqs6u7/RGAhz5bMPInlLmdryG96YOgSXRrmK2yjY0MzW+dl4rQgnXHgZ0049s7+L67D3cBuwHvgJ7NJV/y+wyQ7/jYg0q+rA8EhcZix7d/jqqcX4uDxhxXiO+kFqqvXBNWuovKPV4rTo0ksouuKKHhUlakUpb+n5XvRra9dyz0f3dJpGEP552j8pyS7p0TWqm4Id+u7bVtvW+cHtr6/lxU9b3Zz+6ORJzPtCaY+uu68yYAVA4Er7M7El/Jqutt2xDTtctg7FyGNvp2LlkSBKXs0BuKwouFyIWxgzfREAaWnGoioSCplzXW57BtDZ5cMhdVT1QeBBEZmC8cv3W+AOEXkKMyu4uF8LOEC49t/zCef+g5nVP+LFQ0YAcCn3Mnx9BTvnZ1DgSeNLN99K4ZhxXeTk4NCGWRjdvxjnYZydz1DViIhcixmgDQwBMBIgbI0gWBjlYzH7yDe6ut5ObNfplVUA+CaMNz735s7tcVG+M/87vFf2Xo/PjzG1cCrfmJR8BX5U7qgeC3///XgH3/vn8m6fd/nssRw0Mp/jpzhu3BIZsAKgqvZ4B+uYlz+3LQBmFq8lN28sDQ2DOem1X+xSqnWdPJltg4y3c0+Th5YPPqC5xvgRyrIFP2cJ2KEn2Mu/PxKRn2AGM7cC80RkLXAH8ICq7kk3SgOGpz/cyPKGGzmo5iL+N3MSKsKX9V9M2rCeHfOzmJxdyCn3PoDH57Q9h24zGNgc93sO8FycXu5/MNs2DgyCDfh1LKuyW/edH9Nkuj4Nhai8624ilZXtTltds5Zt9dXk1QWYALyb1sDjNS/AMy/0uChl0Q8ASJee69m68OBtPIm3l4/tMM0/+LhHeX+yzehL5mWkke1LTXQZnp/B90+YQKZ3wIo6/co++VQavRkUAl5Cu8IOmvEqby86n1F/vpfAqtVU3HkngQ0rd8W7rn6bzf7FNPrSYPIotMY455RMZwbQofuIiBezleHFwHHA28DDwDCMPtIcjH7rfsX2Oj+3vnUjYwNHsWz6kbR4PBym7zK3bCFb5g9ienYhJ93/iOPbz6Gn1GH8/sX2MTsM2z2YjTKQ+r1APRvSctmOMUyYvL2WGYePYevmFUTe/YDAg+0tWgGG2keMzXmV7Ii+lTRtd7DCeVSu+9Fu5WEWkZPrAfYGd35jBnMmObN5vcHAaQh9wHC2YUUEl8fMCYqCzDiI/z7/BLUHjSNnRBPj2Er69jyypk0FIKgRiDThTk8n8/DDKbhgXn/egsNehogcghH6zsVsvfY48F1VXRuX5g1g99/WexmqytXPPE2uVFEx6hLKs7yM0o1cUP84W18axIysQo7/80OO8OewOyzB6N9eDHwVyAL+Fxc/EdjaHwVLSqCBtWN9vCanATCsUnj5w1s5+6XWIq8YLSw6oP2CmEayGeY9lOLCLIIHjONM3+4bVozMnELhjBG7nU9fUZjtZfYEx/9nb5HSm1ZELFpXVhMJAOsw+k1/6iBNvzB4R4jlCw7l0I9y8DwAACAASURBVPOWYlmCpVHu/84Fu+LFZW7JM24ipX8zO2LtXLcGrv8/0seOY/TNt/dLuR32at7HWMpfBjzfgUuYz4En9mipBgD/eH8dNaEHGeq6gQVD08nWRr4XvJPt/8nn4PRi5vz5QWQvcUDrMGD5JUZv3I/xB3GTqsbvHvUNzJ7A/Y9aqEZ5fXirW5KpW5XT5i8DoCnTRXOWi/lz83nbXpV179IPFAaFTuXar36XMUVZe7jgDvsKqQ61r8IYXvwbM8ICOBxjoft7jDO934mIDhTrqsP1HaIZQVpGTgaW4nIprkjrknDJxMlkllQC22isruPDl54HoL7CTGC7PL2zwbbDfsc4Vd3cWQJVbcYoou83VDcFeXDJrxgRmMcbM41fzcv1Lhrn+ziYImY7wp9DL6Cqn9gGWEcBO1V1SUKSJ4CV7c/sB6woDVkePsPsMjW1fAMZNf/AF6oHoPjW+xl68CHUP/0xzeuNStLGm09FpMfq8Q4ObUhVADwZ+KmqPhwX9ojt5uJMVf2SiKwGvscAsa7yECYcTgcEyxJcLiV7+0qGH1NGWlaEjJx6PBlGIKwrK+fjN9rqWvgyMvuh1A57OzHhT0SOA6bawZ+r6p7aMnFA8ouXnyXT8vLRtANREc7QfzP0s1pKdhZwzCMPOcKfQ6+hqlWYnauSxSX3B9YfaJSg10sQY+w0fXUDJ7+/BoCFIw/g96/VwesLdiW/69yDHeHPoVdJVQA8HvhhkvBFtJrcv47xwTQgcGHR1GT8Kqm6gChHXzaUxlDMN2+rW7ZBgydT8MU5ree6XEyd7WwV49B9RGQM8CwwHdhhBw8TkU+Br6Sym42IzAauBQ7FGI1cpKqPdpK+FNiYJOqLqvpKXLpjMW10ml22W/5/e/cdJmV1/n/8/dld2KUsvVoohqBgQ4MFRQUN0ahplpiiEZNo1NhiIt8YE2sSU9SgiQ2jorF8/VnyjYm9goUoGBXQWFFQpCOgtG3374/zLA7D7M6zuzPzzO7er+uaa3eeeuO1xzlznnPu28yuy/6vaplXFy5h7opr6Vn5a5Z37sBgm8fBKx6ndHovxk+9kZLy8nyH4FzxqatlTZfOrCU8wu2+oROldaGSx5Qdj6BPZTkVHcKTqOH9K/nyTgMavJRzzRG3A7iC8Lj3srTtXweWR793BVbnKK4WW0Y/undfwsIPd6SsrAKztXxSFb5NVVRszfDhFwBQog706LEXpaX+IeRy4kZgDbCdmS2ATclobyEkhT4wxjW6AnMJC0huzXJsqkNgsxwLK+t/iTqmDwI3AccSamtfI2mZmd3bhHs02f888iuGrPomj+7VjVKr4Qc117P+/q4cc9X1BS9H5VzRsDqWd+jHesLTpjWlbwIwv7I/H1d049ET92Z4/8okI3RtXNwO4EWE5LYHEia5GyHh5peAE6NjJhBGBIvCSObQu/dCDjvsMDZufJSNVWs37dt9tzvp1MnrAbq8GAPsXd/5AzCzBZJ+AsyIcwEze5DQWUPS1Cbce4WZLW5g38nAR2Z2evT+v5L2Iow05q0DeMtLz1C6ejVLB+8KwBd5hIoX6vjaKRfRcaut8nVb53JO0i+A3wBXm9lp0TYBFxAWffUkzJH/cWopugZZLau3WcEGdUJmbL1gOgDVXSq50zt/rgBipRw3s5sIIwargK8SRv5WA/vVP5oys8uKqQB3d1azcWMnBg0axOeH/5J+/Q5jQP+vs8fov3vnz+XTAiBT8sgK8p9+4j5JSyU9J+motH1jgEfTtj0CjJaUlyK7VTW13PjiH9l55XG8MqCSjraRA1dMZ0zPr9Btn33ycUvn8kLS3oTBjtlpuyYRpkedTsg5uBR4TFL23psZ66p7AFBeW0WXtSHhc79t+jPmc81PxuxcXLETbpnZDGKOYBSDEupY9fFAunfvTkXFofTvd2jSIbn24afAVZLOAGZG2/YgVP/INI82Fz4ljOQ9B9QQvqTdJel4M7stOmYA8HjaeUsI/w/oQyiXtRlJJxFGNhg0qOkF1C+b/iC7fLQ3L+0evmceZI8yYHoPhl11epYznWs5SRXA4cDngOvNbJWkzwEfm9nKxs/e7DrdgduBHxDSzNRvF3AW8Lv6aRSSjid0Ar8DXN/oha2OdSVhAUh5VQ29lw4AFjDy+9+J/W90riVidwAllRPqKo4kPAJ+DbjTzDbmKbYWqaspY9680ZT7BHNXWHcC5YTOWH2pt7AKCW5PXcVnZt1yccNo1ePlKZtmSepDGJ24LfXQtFPVwPb6604hqqIwevTohvKAZlRdW8eMV+5nDx3BPT0GUm4b2PfV2Yw/7y++ktHlnaRhhIWJlUAP4G7CE6xTovc/bMLlpgD3mNmTks5P2T6U8MVq08i6ma2XNB3YhxgdwDmlOwFQXl3FLsvCrJHSHj2aEJpzzRc3EfRI4GGgGzAn2nwicJGkQ6K6p0VlxbJtKa/Z4B82rtBOSzqAyAtsnmtwMZtXj4JQN7WGsMgrp65+7gl2X7gv08avB2Dcxmkc3PdwOg7on+tbOZfJZEIH8BRCx6/e/cDNcS8i6URgGHBcht317WlJ2vYlQMZ5Rqmj6iO3ruRNjQCgrKZ20zEVO+4YNzznWiTuCOCVwMvAcWa2BkBSN8LowmRCnkDn2j0zuyXpGCKj2Pyx7gzC3N1UE4BZZladyxvX1hmznnuS4b1247Uu21Fh6znsudfY5pJJubyNc43Zh7AYqzZtEGABIbVSVpK2B35LmOte1cihmUbWs46qj/p8L6siPKHa5d33Aehx9FGeFskVTNwO4L7AHvWdPwAzWyPpPODfeYmshWRNemLlXM60dLqEpK6EUQcIj48HSRoFrIxWFF8K7GlmB0XHH0+oO/wy4bHzV4AfA/+TctnrgNMkTSY8mtoXmEioWZxTt86cwcjFo3jy4DCqMX7tsxx+zCQfjXeFlmlx0yDipysbQ5gfOzflb7cU2F/SyYR8mhBGAlMXePVjy1HBLdTVGRujDmDv5Uu5ZuxEJp9zSszQnGu5WKuACfV+M01M6B7tKzreAXRJiKZLvE1IuLwXsDdhlPytqERVHKMJnbmXCSuKL4p+vzjaP5AwsT3VL4FZhIUn3wK+b2abilmb2XvAocD+wCvAecAZ+cgBOG3aU5T2XcprFdtTZtV895VFdN55p1zfxrnGPAqcnfLeoqdWFwFxq4H8HyGh+6iU1yxCOblRwFuEqRUT6k+IFp7sBzyf7eI1tbAuSgKt9Wt4Y+TelHbLybRg52KJOwL4T0IewBP5bMRvDGEk4f58BFZP0qnAOYQPvdeAs8zsmaznef/PJaPF0yXM7Gk+W6CRaf/EtPe3EBJNZ7vuNGD3bMe1xOyFi9lu0SDmHLQMUwl7fPIqB/zo5/m8pXOZnA08FZUorQDuIoyqLwG+GecCZraKzecPImktYSR+bvR+MnCepDcIHcJfElbl3xHj+qyLkkAvqNhArQ9auAKL2wE8k/AB8wxhNSOE0cP7Ccvg80LSMYQP1FOBZ6OfD0kamZpoN+O5GKN3zutnnXOZtLrpErl0/QP3M7LPImZ0DgVPjv9wLR369Us4KtfemNlH0bSJbxO+9JQQ5t7dbmbrc3irPxBG6a/ms0TQXzKzT7KdWEfJphHA6joxYoCP/rnCitUBjL4JfU3S54EdCKMTr5vZO/kMjvAtbqqZ3RC9P13SIYSVXec2dqIMDt7vi3kOz7kttLrpErnyyYZqOsxfxfv7rGatKhm6/iO+8r0Tsp/oXB5EHb2boleurjku7b0BF0avpl2Lz0YAN1Z344R9h7Q4PueaInYeQAAze5swvynvJHUEvsCW9YcfJazwalSZlUCJTzp3BZfYdImkXffMNHbqvpgbOo0F4NiP11LatUvCUbn2QtL34h5rZk2psZ0XdYgadaDMavikbCijh/RKOiTXzjTYAZR0VdyLmNkZuQlnM30IK64y5VjaYmgvNb9S2fARlJjwRYcuAYlMlygGr730Anvt9C7z9T261KznhCO/knRIrn25Ou19R8JK4NSE7NXARiDxDuC60rACuKK2in333S3haFx71NgI4M4xr5Hvmauxciyl5lfqsP1IK60TlHoP0BVWynSJYcAICjddIlHzV37CKK3ilc7hfxvjPl5N54qKhKNy7YmZbaq/K+kwwmPZswjz8iCsyr8CuKTgwWVQoxJKgBqVssNAn//nCq/BDqCZjS9kIBksJ4ygZKpekDXHkjDPO+YKSlIHQj6wg8zsNaBNd/pS3TD9IUYP+Q9To3LHx+0/OuGIXDt3GSEVUmr9+ucknQVMBf6VSFQpLPp8GrtiDt2HH5JwNK49ipsHsOCizOsvkZJjKTKBGDmWSkw+B9AVVFRRo5r8j4oXnbXvzGJFX1israis2sDYfr2TDsm1b0OAtRm2ryMkgy4aZTW1dKvIlLPaufxqsAMo6ZeSYs3glrSvpHxM+LkCmCjph5JGSLqSUMbnumwnlhqNZFJzLm/+DJwrqUkLrFqzD1atYkyvd3khWpv15R6dKfMvXy5ZLwBXSdpUkzf6/U8USTqm+hHADrXG9gMqsxztXO419iE1DFgg6V7CBPZZZrYYNmU7HwmMBY4FegPH5zo4M7tLUm9Ccs2BwFzgUDObn+3cEhPyDyFXePsBBwALJc0lbRTCzL6aSFR5dNuzD7H7Nq/zAj8E4JvDhyYckXP8gFDJ431JC6NtWwNvsmVN7ETUPyYoq65hq+6dEo3FtU+NzQGcKGln4DTgb0A3SUZ4xNWRML72H8LCi6lZimU3m5ldA1zT1PP8EbBLyHIg5+XVilnHD59g0fD+LNFAutVUM6ZH16RDcu2cmb0raRfClKFNuWuBx6PcfYmz6BFVWU0NJf5Z5RLQ6GMqM5sD/EjSKcAuwGBC1vPlwCtmtjz/ITaPdwBdEsysXWU+XruxiuF93uSR6PHvIQN6U+qLr1wRiDp6j0avolP/CLikui7Lkc7lR9xKIHWEAvKv5Dec3Ck1+SpgV3CSngSOiNLBpG7vBvyfmR2YTGT5ce/MB9i610fMZC8ADh/oiz9cMiSdDVxjZhui3xtkZlcUKKyGY4h+erIkl5Q2O1FdJijzDqAruHGEKRLpKgjzA7OStD/wM0IlnK2AE8xsaiPHjwN+AuxJKDn3DjDZzG5KO+apDKePMLM34sSVyaq3/knHIX2Zr+3oVFfL/j19MrtLzOmEJOwbot8bYoQFhomqi9ZgltcVxRNp1w612Q5giecBdAUkafeUt7tIWpnyvhQ4GFhIPF0JC55uJV7Fgn2AOYTC9Iuie02RtMHM7kg7dkcgNbZlMWPKaHCXd3mWPQE4qG8PKkqLNrOUa+PMbGim34tV/RzAjtW1WY50Lj/abAewzPyDyBXULMLIQv28o3TraXxUYhMzexB4EEDS1BjH/zZt07WSxgNHAukdwKW5mrv79uIP6dz7I15lIgAH9+uZi8s612JRXeC7zGxj2vaOwLeKoRZwrUoBqPAVwC4hbbeXJB9WdwU1FPgcYbXhntH7+tfWQLfUR7IF0A34OMP2WZIWSXoi6iQ221PTbqSmpJT/siMAB/jjX1c8biZMh0hXGe1LXDUh+XMnL5noEtJmRwBLfQTQFVBKbsrE//AkHQ4cBOybsnkRcAowkzBH8TjgCUnjzGx6A9c5CTgJYNCgLYsnVK55ibf6jqBaHRnZqYx+5V7NwBWNjDXjCVVAVhc4lkbt1m9E0iG4dip2B1DSN4DxhFq8m33Imdk3cxxXi5WXlCYdgmunJG1LWPCRqa3kdfK5pH0Jj33PMLMXU+77JiEJbr0ZkoYQFptk7ACa2RRCnk9Gjx5tafvo1mcxj3MoAOP79srdP8K5ZpI0h8+mYkyTVJOyu5SQyuzBJGLLpF/dEgYMHJ50GK6ditUBlHQ5Yf7Sc8ASoOhnrZa33cFNV8QkfRe4CaghLLBI7TjldfWhpLGED7fzzezaGKe8AHyrOfd6+Z1XKe+2gjmMAmCcP/51xeGe6OdOwAPApyn7qoD3KaJE7WVWQ2V/nzvrkhG3l3Q8cLSZ/SOfweRSmXwE0CXiYuBy4FdmVrAvSlHqmAeAC81scszTRhEeDTfZnCen0PXzPVigIVRQxx7dY5UNdy6vzOwiAEnvExaBbEg2osaVWS29+3RLOgzXTsXtAK4Dmp0rLAml8hFAl4j+wF9b0vmT1JVQixvCI+RBkkYBK81sgaRLgT3N7KDo+HGEzt81wO2SBkTn1prZsuiYswijH68R5gAeS6iJemRzYuykBcxhVwDG9Ojq6V9cUTGzWwAkHUioW2/Aa2b2dJJxpSuzGkpKvO24ZMT9y/sdMElqPb2qUnmjcol4EKKyGM03Gng5enUCLop+vzjaP5Cw4rjeRKAzYT7fopTXzJRjOgKXAbOBZ4CxwGFmdl9zAqzovWJTB3B8nx7NuYRzeSNpa0kvAo8B/wP8nLDo6QVJW8W8xrmSZkpaI2mZpH9K2intGEm6UNJHktZLelrSjnHjLKvzMnAuOXE7dDcAhwMLJb0FVKfuLMbyVv4I2CXkMeD30YfAHLZsK1k7XNEoRYNZzM1sYob3EzMdm3LMHwiJolts+dIllHdbyVx2AeCAXv4IyxWdqwhz1YeZ2XsAkrYDbov2HRXjGuMIo+ozCe3xYuBxSSPNrD6Z+iTgp4T29yZwPvCYpO3N7JNsN/AOoEtS3A7gdYRVjQ8TFoEUfZK9Ul8F7JJxffTzFxn2GWElYqs27YGrWT14a1arJ/2pZXjn8qRDci7dBGBcfecPwMzmSToDeCLOBczs4NT3ko4jpJDZF/inQqmps4Dfmdm90THHA0uB7/DZ/wsatKbEvzy55MTtAH6TUOD+sXwGk0ulyadjc+2QWdtPQLlh9VxmR6t/x/ft7iUXXWvSkiG3SsK0qfoE60OBAaRU/jGz9ZKmE8ozZu0ADty4ogXhONcycT+slhO/jmmLSeol6c+S3ojmVXwg6VpJveNewx8BO5cfFb1Xf5b+pW/sJulcIT0BXBXl5ARA0iDgSmKOAGZwJfAKMCN6X7/YaknacUtS9m1G0kmSZkmaBdClbn0zQ3Gu5eJ2AC8ALo5WJxbCVoTyWZOAnQkrFvcH7ox7gTJfBOIKSNLzknqkvL9UUq+U930kLUgmutwq7bmat9gBgP08/58rTmcQFkbNkzQ/SgvzbrTtjKZeTNIVhIVTR2ZY4Z8+JaqhKiSY2RQzG21mowFU5dVzXHLiPgI+BxgCLIk+xNIntu+Sy6DMbC5wRMqmdySdA/xLUjczW5PtGmWtZ8Gyaxv2Jqy0rfdjwuKp+snipYQvNa3aknff5KNO/ahWRwZtWEfvjt7OXPExsw+A3SVNAHYgdMpeN7PHm3otSX8iJEwfb2bzUnYtjn4OAD5I2d6PLUcFMyr1NSAuQXH/731P9kPyrhuwkZCTMKsO/gjYJatNToz79xO38MawkQDs190Xf7jiFs1bb/bcdUlXEjp/48wsPRfue4RO4ASilEuSKggLJs+Jc33vALokZe0ARrn/ZgIvmFkiM1ajR2uXADeYWU0Dx2wqXF82fITPAXQuD9Z+8g5vcAgAYwdvk3A0zjVM0qmEkfihwE7RKuCfA/PM7P/FOP9q4DhCwvSPUxKsf2pmn5qZSZoMnCfpDeAt4JeE8nN3xImxtLboE2q4NizrRLmow3UfYQVUi0j6tSTL8hqXdk4X4J+ERSiTGolzs7kV3gF0BVZfgD59W5tSWrl20/y/vft4DVNXnKLKN78EprD5aPxC4LSYlzmV8Ln3BJsnWP9ZyjF/INT3vhqYRUjS/qU4OQDBRwBdsuI+An6VUJrq/RbebzIhEWdjNk2UjxadPBi9PbwpdR1LvQPoCkvAbZI2Ru8rgBsk1U9ZaBPPS1f27swGdabXxk8ZWN4x+wnOJeNk4EQze0DSr1O2/weIVanDzLJO4zAzAy6MXk3WpaY6+0HO5UncDuCFwOWSLgBeAtam7kzJit4oM1tOSCmTlaRK4CHCB+shZvZpzFgBHwF0BXdL2vtMX3RuLUQg+VKzbh0Lu4a0L0PXN6k5Oldog4G5GbZXE8orFoWuVVVJh+DasbgdwAein/ex+WOt+uXuOe1tRZ2/RwkLP74OdIkeBQOsNLOsraaDp4FxBWRmJyQdQ77NfuYRPugQ0qrtWenpX1xRmwfsDsxP234o8Hrhw8mszOcAugTF7QCOz2sUW/oCIa0GhIm16bE8ne0CpaWensK5XHpjzsPM2z38r2C/EZ9LOBrnGnUZ8BdJnQkDFWOiUm6TgO8nGlmKsro2mSzAtRKxeklmNi3fgaTd72lamEajXJ5g07lcqtPHLGAIAKP69Uk2GOcaYWY3RxksfktI/vw3wgKQM8zsrkSDS9HBO4AuQbGfk0rqL+liSfdIulvShZL65zO4luhQ6h1A1zpJ2l/S/ZIWRivjJ8Y4Z2dJ06LSiQslna+0Ir2SjpT0uqSN0c9vNCWuj/t2YaMq6F21ml4dfITdFTczu8HMBhMSMw8ws23N7Mak40pVV+KLQFxyYnUAJe0LvAN8B1gPbCCUZ3tb0pj8hdd85d4BdK1XV8IE9jMJ7a1RkroRkt0uAfYglLo6Bzg75ZgxwF3A7cCo6OfdkvaKG9TCniHty6C1q+Ke4lzizGy5mS1NOo5MPFuFS1Lcr/GXEerwnmxmdQCSSoDrgMuBffITXvOVlfgIhWudzOxBovRHkqbGOOW7hMdcx5vZemCupBHA2ZKuiFJVnAU8ZWa/ic75jaTx0fZvZ7tBXV0dH3QKA/7b+7x1V4QkzSFm7s1cly9trnKfq+4SFPevbxQwsb7zB2BmdVGB7JfzElkLyTuAroAk9YpzXNyUSU00Bngm6vzVe4RQPWcIoWTVGODPaec9QsykuGtXr2R+yRAADh65a8uidS4/iqFkaZOUl3kuTZecuL2k1YRyOm+mbR8KFOXzIJV4GhhXUMuy7M9LyqTIAODDtG1LUva9F/1ML1C/JNqeUWp5xcFb9WJ+tABkzDAvAeeKj5ldlHQMTdWpk3cAXXLidgD/F7hR0iTgecIH2Vjgd4RHw0WlL8uQL65yhSVCzrGpwDQKXwYu/X7KsD3TMQ3GaWZTCKW02HZwP6tWOX2rV9DDF4C4IidpR6DUzGanbd8FqDGzosgFWFnROekQXDsW9//kkwgfFjelnFMNXAv8PA9xtUgla6DEe4CuoEYCPwBOISyQuhmYamYfFeDei9lyJK9f9HNJlmPSRwUzqiorQ8DgddkGOp0rClMI9Xlnp20fSZj2MLbgEWXQt1PRFCVx7VCDz0mjVBRlAGZWZWZnAj0J8wF3A3qZ2U/iVOUoNLMSNr63OukwXDtiZm+Y2TnANoQvTGOAeZIeaGq6lWaYAewnqSJl2wTgIz6r3z0j2kbaMc/HuUFVtKp+yJp1WY50rijsAryYYftMYOcCx9Kgnl26Jh2Ca8camyj3FNALQNI8Sb3NbJ2ZzTGz2WZWtJ8E6z/tTfVCr1XqCs/Maszs72b2FWAYoe7oPXEXiQBI6ipplKRRhDY6KHo/KNp/qaQnUk65A1gHTJW0k6QjCCPz9SuAAa4EDpR0rqQdJJ1LqKozOU5M66O+5Ze3GR73n+FckmqB7hm296SFRQZyRRjdvAPoEtRYB/BjwiIPCCsJW9Wqih5fH5Z0CK6dkjRU0iWE0bXtCKtxmzIkPZqwuv5lQgfyouj3i6P9A4FNtdjMbDVhNG8rYBbh0dflwBUpxzwPfAs4nvBY7HvAMWb2QpyAaimlR93HfHlc0WV8ci6TacB50meJ9qInWucB0xOLKoUwKjqVJx2Ga8camwN4LzBN0iLCRPFZkmozHWhm2+UjuOYSouO2XqzeFU70+PVowjzAPYH7o98fTxmFiyVbKUQzm5hh2xxg/yzXvYcWpMoY9cmblJQUuiy4c80yCXgWeEfSs9G2sYQk6422k0IR0KmbjwC65DTWATyZ8CH2ecJIws3AJ4UIqqV6WBfki0BcYS0ijPJNBX4I1Of765lakS1PeQAL4ksfLEo6BOdiMbM3oxW/pxHmrYtQ/eaaAi3MykoYFd4BdAlqsAMYjVo8ACBpV+ByM2sVHUDAVwG7Qusevc4HfpVhfz7zAOZdGbUcf+K5SYfhXGxmtojwyLdIGaVdvQPokhMrDYyZnQCbHnMNI3yQvWtmG/IYW8t4B9AVVht/NmqUVlRkP8y5IiBp98b2m9l/ChVLQ2RGSUdPBO2SE6sDGE2evZQwnN6RMJqxUdKfgfPMrDp/ITaPPwJ2hWRm05KOIZ9U8LzWzrXILMJAReoHQeofceIj8f4J5ZIWd2XvHwjJbU8GhhPmBZ4CHEfoGOaNgoclmaSjYp/YqtYsu9ZO0tOSzpc0VlKHpOPJNXn/z7UuQwkr8IdGr+GEVfBzgMNzfTNJp0p6T9IGSS9J2i/rOf6lyiUsbiWQ7wDfN7MHU7a9K2kZ8FfgZzmP7DM/JeR0cq6YLSTUzb0QWCfpeeBJQj7NmWZWl2BsLeYfVq41MbP5GTa/I2k1cAHwUK7uJekYQp7NUwkrj08FHpI00swWNBJlrkJwrlnijpN1B97NsP1doEfuwtmcpNHAmcAJzTg55/E41xAz+66ZbQNsT/jSsoLwtzsD+FjSvyT9JMkYW8I7gK6NeI+wKjiXziaUfbzBzP5rZqcTsgKc0thJ/gnlkha3A/gqcEaG7WcCr+QunM9IqgTuBH5kZkubcm5p1w6UdmlzT+FcK2Bmb5vZ9Wb2bTMbSKg9ehWwH3BZstE1X6+qoqv46FyDJPVKe/WWtBNhytKbObxPR+ALwKNpux4FGs2a7l+qXNLiPgKeBDwoaQJhRMMItU63Ar6cp9iuAx5Oe+zcIEknER7BQVigMjdPcbn2a/s4B0nqC4wjrAweR6ja8R/g6TzFlXcL5n/4qaScfXA6F4nVppphOVs+YxXwAXBMDu/Th7CgZEna9iXAF9MPa0TYxQAAB9tJREFU9s8pVwCx21TcNDDTJQ0HfgzsQGhId9PEpJqSfk32vEzjgW2BXQklsWIxsynAlOg+s8ws9rnOxSFpViP7vkH42z2QkCrpJUKH7yzg2WKunR3Tm96mXK411qZaKD0tUx2wDHjHzGrycL9Mnc0thvj8c8rlW1PaVNwRQKKOXkuTak4GbstyzAJgIuHR2afafC7fXZJmmNnYFsbhXK7dC8wnPGK6tahzZDrXxhUwLdNywiLFAWnb+7HlqKBzRSVuHsADgA31heMlTSSUu3oN+KmZfRrnOma2nNBgst3vPLacLzWHsNr4H3Hu5VyBXQAcAPyJUIT+acII4NNm9l6CcTnXbkjqFee4XJVkNLMqSS8BEwhPxepNIHwpdK5oxV0EMpnoG46k7YHrgdmEeYB/zHVQZrbQzOamvqJdH5jZvBiXmJLrmJyjkb8rM7vEzL4I9AS+B8wDjgdelzRf0i3RF6fWytuUy4dc/10tJzzqbezVpEWFMVwBTJT0Q0kjJF1JmB9/XZbzvE25fIj9d6VQ8jfLQdIaYJSZzZP0C2AfMztc0l7AvVH6i7ySZMDRZnZPvu/lXK5I6kFIC3MG0NXMEq9A4FxbFT2tasghhMwVNWbWLcf3PZWwWHIgMBf4iZlNz+U9nMu1uHMAU4vYHwT8Pfp9MdA710FlDMDM0ya5ohdVAdmLMAl9PLA3UEHIP3Z3I6c651oo09y/qC7w74H9CU+vLsnDfa8Brsn1dZ3Lp7gdwJnAryQ9RshnVr+MfQihE+hcuybpXEKHbx+gM/AhoQrILcBTjVcEcM7lmqShwG+Ao4H7gJFmlqmggXPtUtxHwDsBdwCDgSvM7KJo+1+Anmb23bxG6VyRk/QRocP3FKHD5x80ziVAUm/gfELt+ueASWaWr3QzzrVasRaBRAsxdjGz7vWdv8jPCClbikJzCnI71xhJ+0u6X9JCSdbQQg4z2yoqB/fXttT58zblci1um2rmtX9BKFF6APA1Mzuw2Dp/3qZcrjW3TcVdBZyRmW0ws+qWXCNXUgpy/xbYDXieUJB7UKKBudauK2FS95nA+oYOktRJ0tVRA1wq6Q5JfQoWZR54m3J5EqtNNdOvgQ6EKRinRh+KW7xyfM/YvE25PGlWm2r0EXDchmJmX417w3yR9AIw28xOTNn2NnCPmZ2bXGSurZD0KXCamU3NsO+PwKnA7cAG4NuEHIBHFzTIHPI25fKtsTbVzOtNJUMFjnRmdkIu7tdU3qZcvjWlTWVbBLIiJxHlWUpB7vTk0VkLcjuXI0cAPzCz/wWQdBvwnKRSM6tNNrSm8zblWiMzm5h0DA3xNuWKTaMdwKS+JTVDkwpyO5cH2wLP1L8xsxcl1RASwn6QWFTN523KudzyNuWKSovmABahWAW5ncuDUqAqbVsNTai3XaS8TTmXW96mXFFo7R9O9bwgt0uagNskbUzZVgHcIGld/YZimC8bk7cp53LL25QrKm1iBNDMqoD6gtypJhBWWTmXb7cAHxHmzda/biM8/k3d1ip4m3Iut7xNuWLTVkYAIRTk/pukFwnJP08mXkFu5xokqSswLHpbAgySNApYmVrdoxXNl20Kb1Mu5+K2qTbK25TLuea2qViVQFoLL8jtck3SOEJ1j3S3FPOKw1zxNuVyzduUtymXW81tU22qA+icc84557JrE3MAnXPOOedcfN4BdM4555xrZ7wD6JxzzjnXzngH0DnnnHOunfEOoHPOOedcO+MdQOecc865dsY7gK7JJJmko5KOw7m2wtuUc7nlbSo77wC2MpKmRn/Y6a9/Jx2bc62RtynncsvbVOvQlkrBtSePA8elbatKIhDn2ghvU87llrepIucjgK3TRjNbnPZaCZuGvU+T9ICkdZLmSzo29WRJO0t6XNJ6SSujb2vd0445XtIcSRslLZE0NS2GXpLulrRW0rz0ezjXynibci63vE0VOe8Atk0XAfcDo4ApwK2SRgNI6gw8DHwK7Al8A9gHuKn+ZEk/Aq4HbgZ2AQ4FXku7x/nAP4BdgbuAmyQNzt8/yblEeZtyLre8TSXNzPzVil7AVKCG0DBSX7+P9htwQ9o5jwO3Rb+fCKwGKlP2j4vOGxa9/xD4XSMxGHBpyvsyYB1wbNL/ffzlr6a+vE35y1+5fXmbah0vnwPYOk0HTkrbtirl9xlp+2YAh0W/jwBmm9knKfufB+qAkZLWAFsDT2SJYXb9L2ZWI2kZ0C9e+M4VHW9TzuWWt6ki5x3A1mmdmb3TzHNF+GaUiUX746jOcK5PKXCtlbcp53LL21SR8/8QbdPeGd7/N/r9dWBXSZUp+/ch/C3818yWAAuBg/IepXOth7cp53LL21TCfASwdSqXNCBtW62ZLYt+P0LSTOBp4ChCI9kr2nc7YfLtrZLOB3oSJtLel/Jt7TfAnyQtAR4AOgMHmdnl+foHOZcwb1PO5Za3qSLnHcDW6YvAorRtC4Ftot8vBI4ErgKWASeY2UwAM1sn6WBgMvAisIGwSurM+guZ2bWSqoCfAr8HVgIP5usf41wR8DblXG55mypyilbHuDZCkgFHm9k9ScfiXFvgbcq53PI2VRx8DqBzzjnnXDvjHUDnnHPOuXbGHwE755xzzrUzPgLonHPOOdfOeAfQOeecc66d8Q6gc84551w74x1A55xzzrl2xjuAzjnnnHPtzP8HXHkB6T6uccMAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Optimize target isoform proportions for the 'TOMM5' library\n", "\n", "seq_template = 'XXXXXXXXXXXXXXXXXXXXXTGCTNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNCTAAAAAATAAAACTATTTGGGAAGTATGAAACNNNNNNNNNNNNNNNNNNNNACCCTTATCCCTGTGACGTTTGGCCTCTGACAATACTGGTATAATTGTAAATAATGTCAAACTCCGTTTTCTAGCAAGTATTAAGGG'\n", "library_context = 'tomm5_up_c20n20_dn_n20'\n", "\n", "iso_objectives = [0.05, 0.25, 0.50, 0.75, 1.0]\n", "\n", "#Run SeqProp Optimization\n", "\n", "print(\"Running optimization experiment 'TOMM5 Isoforms'\")\n", "\n", "#Number of PWMs to generate per objective\n", "n_sequences = 10\n", "#Number of One-hot sequences to sample from the PWM at each grad step\n", "n_samples = 1\n", "#Number of epochs per objective to optimize\n", "n_epochs = 1#10\n", "#Number of steps (grad updates) per epoch\n", "steps_per_epoch = 2000\n", "\n", "sequence_templates = [\n", " seq_template\n", " for target_iso in iso_objectives\n", "]\n", "\n", "losses = [\n", " get_isoform_loss(\n", " target_iso,\n", " use_start=25,\n", " use_end=65,\n", " use_target_bits=1.8,\n", " cse_start=70,\n", " cse_end=76,\n", " cse_target_bits=1.9,\n", " dse_start=98,\n", " dse_end=118,\n", " dse_target_bits=1.8,\n", " entropy_weight=0.1,\n", " punish_dn_cse=0.1,\n", " punish_up_c=0.005,\n", " punish_up_g=0.0001,\n", " punish_dn_g=0.00005,\n", " punish_up_aa=0.0025,\n", " punish_dn_aa=0.005,\n", " )\n", " for target_iso in iso_objectives\n", "]\n", "\n", "tomm5_pwms, tomm5_cuts = run_seqprop(sequence_templates, losses, library_context, n_sequences, n_samples, n_epochs, steps_per_epoch)\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "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": [ "#Plot one PWM sequence logo per optimized objective (Experiment 'TOMM5 Isoforms')\n", "\n", "pwms = tomm5_pwms\n", "cuts = tomm5_cuts\n", "\n", "pwm_index = 4 #Chosen PWM index\n", "for obj_index, sequence_template in enumerate(sequence_templates) :\n", " \n", " pwm = np.expand_dims(pwms[obj_index][pwm_index, :, :, 0], axis=0)\n", " cut = np.expand_dims(cuts[obj_index][0, pwm_index, :], axis=0)\n", " iso = np.expand_dims(np.sum(cut[:, 80:115], axis=-1), axis=-1)\n", "\n", " plot_seqprop_logo(pwm, iso, cut, annotate_peaks='max', sequence_template=sequence_template, figsize=(10, 1.5), width_ratios=[1, 8], logo_height=0.8, usage_unit='fraction', plot_start=70-40, plot_end=76+50)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Run SeqProp to Maximize Isoforms (All Libraries)

\n", "\n", "- Generate 10 PWMs per MPRA library UTR sequence template.
\n", "- Maximize proximal isoform proportion.
\n", "- Auxiliary objectives: Punish upstream C, slightly punish G, punish poly-A runs.
\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running optimization experiment 'Max Isoforms of All libraries'\n", "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 252s 84ms/step - loss: 0.5739\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 253s 84ms/step - loss: 1.2496\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 265s 88ms/step - loss: 1.1866\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 255s 85ms/step - loss: 0.8632\n" ] }, { "data": { "image/png": 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\n", 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HMSFvNd3LLIcmcUvLMv2/VQayzWnlfRosxDg/jOqtdRy4UPd8RORXAx0Fx3GcGvwdE0ReAWzegrsLUe3azomciAl3RZ4Gvg/cWEs7V0TkE8AeLbtznPpcheo36lj0OXWO4zjOYGIB8Dvgd6g+CYDITzFN3NE0F6C+heqV3UxVL0VEgTcFk8XAj4HfVK6Kbc4dNeLU3ywGHg7Xg+E+FNgLWySyM74w8nmBa+qej4icNNBRcJx+IB3qS4eJ0qHEsqHbHOnwbV03ObRwT9335XBPHBLNUZXu1F06tJoOWUf7xSHudFguDtNFO+mVYx02xLgqXCuBRcA9lfPSRLYC9sWGT4vxvB3V3OkPqfs9seHSm1BdWmm3DrYH3suBaVgerAlXHFJdFK7F4b4cy6OhyTUcG34eQ2O4dSSWL+mw7IpgtjYJY03YCLkqjpsAu2MrdGOexaHVXL1JyzqNZ1k9qlPvyup6zm1dwaS3YTeLT1U8qsKuclPXbRrnB1D9S60AXKhzHMdxHMd57uPqWMdxHMdxnI0AF+ocx3Ecx3E2AlyocxzHcRzH2Qhwoc5xHMdxHGcjwIU6x3Ecx3GcjQAX6hzHcRzHcTYCXKhzHMdxHMfZCHChznEcx3EcZyPAhTrHcRzHcZyNABfqHMdxHMdxNgJcqHMcx3Ecx9kIcKHOcRzHcRxnI8CFOsdxHMdxnI0AF+ocx3Ecx3E2AlyoyyAiGq4ZAx0Xx3Ecx3GcOgyoUCci24rIL0RkjoisEJHHReQqEdluIOM1GBGR0SJymYg86UKn4ziO4zhFBlpTdxnweuBO4GLgDmA/YPpARmqQMgLYC7i1LzwT44sickpf+OdsRHTKSDrlMDpF+jMYETlARH4iIm2J2bhgtk8TtyIi/yci/1kwP1ZELhCRoYnZeBGZXrD34tChnJ6YDRGRHURkSGI2TEQuEZHXF9xPF5HxBbOJIjKlRrqH5zquIrKdiAwrmG0pIpsUzKaIyISC2etE5GIRGZmY7SkiPxeRqZk0SmIW24K3Ffx8l4h8OpPGyQWzXTLh7Cgil4vINk3yYoiIfEtETiqYd4jI1wrxbBORaQV7Y0Rkq6owErvbpPkTzE4Tkf+t4z7j38hc+kL+Ds25Kdj7iIj8T8HsZSLSmZZ5ovzYKjHbMuTvzomZhDzrKPi5uYiMrRGfI0TkhyIyplkaS9x/SkTeXcduls6udd/pIao6IBcwAVDgWUAS85HAmPB7OnADMA9YDcwFfgi0hf9nBD8UOA14CngaOAk4Fvh3cHNW4v8lwf43gd8Cy4DbgN0TO9HPGeF5InABMAtYDPwJODCx3wHcAywH5gN/Bg4oSff2wFcrru2b5FtbMX49zP+Dgx8rgKmFdKtVjRbM/hNNr4GqV12umQzXmfyfzuTlLedPf6VnJgfoTPZvNZz+iE+pnzP5tM5EdSZnNA0bjlSYktSrWvUlmP8tmH01MftYMPtHbBdK/DwkPK9J3tORwDPB/E2Jn6cDVxXq/zXB3szEbFIwm5SYvSWYLQLGJ+ZXAacX/Pw88N2qvAjmuwGr6NruDQHWAjsV/PwHcFzB7AfAp5Pn4Vi7p8AHE/Prgtklidn0YJamJdcWTMPaXKVrW/cV4IJCfH4T7F2QmP0kmP06lxdJOR6VhD09mG2CtbMKvD7x8yPALwphHwk82CzPw38LgJckz5uHPNdoXhLHsnJ8CbCgEMboYG+rJu/ECxKz/YOZAHcHs48k7i8NZj9KzC4KZjclZq8JZksI38hg/mfglCbxGQI8Gsw+mtg9EJhbo07vE8xWp2mvfc3kdJ3JQp3JHk3apvE6k9/oTI5eH3Yv2sac2yr/QN8CekirfpZesK3CXT2JZ9k1kJLxYkLlA+4QkT9gAtzvVHVpsDMWe0l+hQlMhwBvCu7+q+Df6cAtWCNxESYs/h4TuD4jIr9Q1fsT++8EfgH8HdMO/lpEtlfVFamnodd+BfBS4EZMoDsKuEZEdscEx0uwyjwT+7DsCWwH3JRJ9xbA+yvy5XLgwYr/+4rjw30klrZfbIAwAZC3i6bPepH2l0boFEzYP4FOmUGHLsuFXTc+rcQ7a7dTpmDCwFA6ZRc69OH+CKdX+dspQ4G3h6fTgS81cXEB8A7gytphACKyPbBHeDw8+SvWy90wIWtuiRdvDPehmFByMfBKrLMI1lbMDL8nhyuGPSH8Xwx7cnKfVwhnLNZOXJXzMzGbVBLfor3hwDhgYTCbgH1YJwP/KtjNhbM8eT4QiBrCw4EvB43hQYlZ6jbeY9jHhftI4ADg59gISvw+HIK1fdFdqslpS/w/JJiNwtpIgMNSbVuGmL8jgZcBPwaOADZN/LwsCTuXF0WzbojICGB8we6xNEarDgH+0syfTNjjRWSEqq5KzOL93xVuj01+HwbcDOwcLoBDse/WSODoxCx+k6L7l4rIJuGbGctxE6yu/jaJS7M82geImsDDgU8lbieKyFBVXVvhPoY9DHg51vHoRkm7OBwT2MeFcF9TEc5pWP14CZ2yJR3rZYV+R4TdgO8Bi0XYRpVn+uDbsRmwCyJjUF3WxG4tBmz4VVVXA6diDcuLgQ9gL+9DIrJ3sHM/9sG4F9Oo3R2cvyLj5Vuxir4GayA+qapvxoZ0JYSRcoWqvgGrgHOwXtsrM/7uhQk9izHNwlzgAWAUJjQMDdezmED2cVXdBdMo5tJ9vapKxXV9SZb1NS9Nfi/eQGH2C/J20fRK/orDEJMxQbv/qDdUeTzW4I4CTujX+PScXWl8AEZWWcQ+LlNoCBStsH/ye7F5J+00PmrrzUvI1d8DStxOoetH7SVYm5CzR7QbhJFu8UzsFNOdM8sR45LanVI0C+Hn/CymJ5cX+2XMUv+buS9rH4rxeQmN70i0tyeNurMkqoJK6E05RrNxxWHVDFHYbpbuVphcuMf4pPcy0rCXVMRnD0yxkZq9EGgPv9fREPDrllmOqnou2GhVFWVlVoe9aeRhs6HeN4R7O5YPG5K3hPtY8rJCT8i9j71iQMewVfUnIvJLTLA6ENMQTAXOBo4SkROBzozTXAbcq6prRGQp1iO7L5jHCrZJ0X6Iw2oReRjL3C0y/s4I97F017Btr6pLRORdwMcxjSIi8jg2BHx90bOgoXhvJpzI11W1XzV1IjKcri/Egn4MbBjwOLAPqlU9176lU0YA+yYm/Se4dsrewLV0yrl06GcrbB6c/F7db/HpHXsnv59tYrcNa0N6ItTtlvyO9W/XxGxlUWseCVqXXP3N+QndNWipvWcL9kjsbkZD87febiJsFbVyrWjqYjgPlIQNjfzNhZNqKHLpqZXG0BakgnSdvByTPOfslbntQpjntU3Gbt1yjGZgQsfssrDI52+teNb084mKcHI0K7OqvOhipqrrwhy87Yp2g7A7rsX4FPOc4H5OzmF4H9J3t9W8TDsg80ttdco4el9mveGg5PeyPvIzFeoe7QsPB0yoC43Jvqp6E3A1cLWIzMPmbMRJnXEo5tvAe4DXYer5nFakqBquUhVD+CiEeGwbzB7P2JsV7rOBbVV1ZXA3GhMeAb6nqheKTbp+I3AeJphen/FvMAy/boNpF+/HPlr9+XJMDddmVA1HmKbrHKyH/xE6dF0vw90B04hFmgkoveEcrOH8JJ3yXTo02/hhWt9IeeM1sLwg3JfRPM9ymoq67IDNwbkCm18WzcCmUeQ6WJFtMO3QXVh9ifHcAdN6PEzXOj0JGJ0MU8VwLqPxDkd70EjPjuH+1xCf6GfUtuYEjGYajTScSa2ahQ/oJLoKdTtg2pobkjimaUyFsGIaZ9C1LXg2DO9tj33EF9FdKBydPMdw/pQJ+wrsvS9j+3D/OybApuW4EGuPi+U4oTAUmKanjlAXtbBDsXb/KerV9Rx1y7ELYSHCFthH/BkaadwR+27dRte8AJvKs6ZgdiWNb1fMy3ux+ZDRfdP4JH6uAq6la17Ucb8ZVscewobNW/2epB20qnLYma7f/v5s07sgwjDKO0q9IadB7hUDqakbCdwoIvdiQ6TLsHkcAL8L96fD/QhsYcOr+zD8o0TkZ1iFnII1CH/I2Lsdm2i6H3CriNyMvTQvx4aMLwGeFpHrgx+xx5Kt2GF4tUdzyETkEmwVbOSLIrIE+JCqzsu7yhLnTrwZq1QLQtxERFS1MYYfzeLv9J7ajeP+8nbRwhyA6YV7GQdjk+TBtKwXt5CeHPGD/ANsCKOll7AiPV3plE0Jc12w92l4ib0xWL7PwhryZ2M4cci4Kpza8WmBEj+3xerxjsBZTcLuNtRUtw5heXG5qh4jIsclZguxHvFxZX6KSMzvt2MazwVB2NkK+AI2D/CgJJ5pw7k02LupEHbRXozPOuBE7INS/FAWG+JJwNg4xyr3nlS4r2s2BhMoU7OtgAuBM2i0oVsB19VMI3RtCyZigttp2LzkrUI6okA5MhGstgL+iL2/JyV+3hni8kbItxkiEueKnYx1ihaIafY3x+ZYXYQN76Zxj0OBcxKz9elpIc+nYm3pmZhAOi26z9Xfmn5mzTL1N7ZNZ2GCeBTMtsLmgZ5Ko/5vhQm9L8PKKJrNwpQcxyRmYPm9E43vT9P4JO6/h801f0NiXid/Y9j/ib0vrQp1O2DC9bEERU5JmxPz7fNYfVsQ7W6AdnFrrG2/DRv6Lf2e1G3TA7U6xq2kcSCFuhWYVu5gTFgbjfXMzscKDeB/sQLfD9NyfAb4vz4K/3ysl7o7Nlfu7aq6vGgpqLaPBj6BCZcnY8Lmb2hMrP0dNtR3BPbRuBJrYPuatxae42TZc2hM7K7DVKwHfnt47s+tK6YV7mUV9E3J7y37INwtsTS+GxO0l5SFXfeFKXnZ96KrIPdM1s9OiRqwM7CPSOnckVYEuN6kp4RpQCcdupRO+WITu5OwRrwnvcxpwNfD75+H+1TgZlVdISK5aRck9p4BblH7Qg3FtPujgD+o6kIRSRdupMLKrOA+LqL4eYm9GM69qvqwiDyKpTVnLw4Jj8He/4nAkxXxn4QJrxN7YdYe0j0M+8j8WlXXikhcVDAVE4rqpHExXduCqDm5TlVnhekkhPQJptFpx9qcqdiKVE3KbCpwZTBLwy4yFXhcVf8RBMa4UESwcnxGRK4uifucjFkVuXTHND4WyrdV6pZZkRj2b1R1kYg8nZj/IUwj+klidl3Iy0sTs6uCvfTdmYvtwnAfjZGqpvkT8j4ts3TRXN30rMIWe6zGNL9Gp4wF1sUFDSUCz3TgQjr0ZjrlsYpwtsCEv48CO9FRuXCjFi20tVFwPRVL3/zovhffDrD8XU6iCe2tkDpgQp2qrgE+2MTObLovivha8v8sCgKJqrYVng8q8f4ZVT2tJNyin3OBd1XE841l//UlxXj1gsnA/aq9HuKsQxTmmmnqDkp+lw1fZil5YaYDt9GhSzBNa3/xonA/HziQjvw8MEwjvA64ig5dRqe0lMYNyDTigqQOXVhtlUnYkHqdIcf1JHPSHgJIhtLWr/wM7UMZU4CH4wT8IMxEwfK+1H0QfNoxbcfExH0xbML/D9W09zCwu4gMCe/RROzjWUeoi+FMqmk2rWD2GKaNaaMxxaAYz1bS2KUtCCtnVxKmniRlMRHTUGj4PS+4L5ZZWdhFUnsKVJXjGKzz9CBd61sxPWXEMkvTvYww5aZJfavys045FpkCzFHVRSHstWEaUBuFdFOev3+MblN7IR/TtMR0b0s547G8raovVemZjL2PcRqFhd8pm2OjcOvolP3LVvtj9ds6FR1aJdRNB26hQ1djmuANyXTs/b5TFRXpM0VI3fpbm4HefNgZGMbRmNjb30wl7H9VasN6c9ticxDPp0WhroQocPQ3M7BG17ZOKWcy8BQdtmydjsoVgQPJeKw3XIdJ2Ee2VU3daKy3+3TBvG69HFfidm3GvA3rCT9N48M0NmMPGh/AOvZmJf5Hs/nhajZ/aRLdP5SVZsm2IJMK4cT5x8V41k1jLs/HAU9mOn25NJa5z4VdpKwcl6p261BEgbKYv5Pomp4yisLJOOCJ2DHoIXXLsUiubGI55vKyaJZzX/buxHS3iZRu7jsu3HNlVic9ZWGfgbUNU0mmU3TBNhweW+K+yETy8943BJOAB2xrOYj3PiCWT5/NqXOh7vnJWMIw4QZgKibn0GL/AAAY30lEQVT0VK2QjL3I92DCUV9o1sZSrS3pK7YAbqBD19Gh91TYG0d9YWkgKRMGckShrs6Kz2IY0F14r1svx5a4nZ8RRCbQEEQmBM3dmIz7aPdBGitec+FEe3Fe5ITEbH7BrIxiOFVmD2Fzv8YkZmk4YzEhaP1qvLDicXgLaSzmeVk5dAk7LKjYpMR9nY5ZWTnmppJ0KUdYr4UdT/d8y1En3a1StxyLlKUbuqc9lx9l7svK7FFMe9ae+T+6XVfhvk56cmWWnsJSVh9iuuu0jRuqTc8xjuqFOD1lIrYC3jV1PUVVT1bbD+6cgY7LADKGxt5I/U0cPijX1DXmv90bhKO+eHHHsWEE14nUW4o+jr7RQPaMThlLp1xBp9xAp+T3d7JNQIfT2JS2GbFB2hSbU1aXKKAUNw6tWy/j3LWU0SVuU2EgLgDIhQ3dh0Jy4UR7UWs0scKsjCis5QS4otlTIQ5F4TEKN7k4luVvjGeaxtF03+4nZxbdpmmMQ7/FfC/LtyKtlmMxf6MW9ima53lMd3sQRsvSWIvgRzv1yrFIWbrXYaMaRfM6+Vu3zMris7zYIQpDwuMwTWhVerrHsVOmYqMYv8TmwZe16XGT6TqLK8YycLsG9FfYE6nXKanN806ocwCbS1k296uvmYLN0arS1Jlg1LdDkiPYMGlso14PbiQbLs9znI3t8n8gtkotR1zwUXcPvTgcspLWeppxGKgYTt16OYzGNijN3BY/ajHsovtoNxV4cuHk/Cwz60bQom1C1/ldadjpMFmdcMryopU0FvOt1bxcbzdZ8JALu0hvyrHMrIyJwCPYHOy4/19v3sfxWP19gnw5TkyGzIuUpjszHFxWPr3JtzrxARNal2Ca+6r8zYW9EyaknoqdTPOnErexzVlZ4X9kRE17/cFI6nVU6tNVaHZNndMrhtF1Mm1/MgXbO6lKqGuj74cmyxqqviaeU9mMDRWf7nTKEGzl9JPY0HbZhOWGMNApQ+mUFwW3ZUzEtKF15pGlDAXWhgni40QkbqFQt14OJeSliOwrIrtUuI0angXhd1yZt1rssPITxQ6VH4LVwyhYDSmEc5CIbJv4OT/xs8wsxwRMK/0M3TU88ezNtsTsWboP86ZmQwnCsYhMF5EjCmkcLbaJe9S8bErQvAShI5dvVXmZpjHWl9RuDHtVyNcTpfy0hzR/XyoiL2gh7DKzMiZgQ4SLkrj3pg0s1qvU/CFMCBidcUcIO5bZi0Rkn1x8Qh2UTDzTfHuj2CbOreRbkdS/ySLy2iZpzKWnGPZWwMN06Dw6VOmwRSElbhVYS6cMCfOrq8KpJdRVnDLUU/qj/Y5C8xw2pFAnIrNEREXkdYnZV4PZJX0VkcGCiHxPRJ4QkZUiMk9ErhKRPZq42U9ErhORhSIyX0S+L3a+ZPx/gohcIiKzg7//FpHzYmMX/tPcFf4/qOx/ETm5B8kcAn020bMZcfh1LLZhc46RdD3Lsi9Y33DSKZfRKUdVW+9VOK1pJTrlnXTKR/spPjm2x8rhVdhRQj8tsRc/yGswYfVOum7gXCROnK8zj6wYTvwITMc2Fwerl3VWZKfu34GdjVlWp1MhqJ2uadwUO7Emzs1ajQm+Ep7TcM7E9qaExj5VabpzZjnSYcQJYgyhMU+vKLTUEepiHHcFPltI43gap/K0Y9qGOVh93IR8vpXlZTGN8fuRllkatoSwyz7Uadzfi20JVbccy8zKyMW9N21gl3KE9WfejsE6qCupFqJiuo/BtFll5UDGPHV/MTa1pW6ZNYvPjthWY5BJYwm5sOMClmZYO22jNDtQvRAibdNvoFP6ct/aZgyj+YEGrZJ7v3vNgB4TNkjZGlsuvhDbTuVwbN+mrXOWQ+/9GqyB/DFWmU/CVrMcEax9GdOUPIV9UI8E3oc14B8P7tM5Bftge/M9FJ4fx06piGyKNQTQs9MnVtG/e9MZ9rGKc85WYHmTW7I+nKi+75T9gXY69MrwvA+2Hcjv6dDFLRx2rDQamglUCye9odF77JQ/AGfSobc2ic80qnfa72t2xFbe/jM8l83ta7XRShulVnqaa8l3KFeVmNdxv5p8nS42nDGNRfcTgGfD3l+LE7u5+JQJW/dh22TUEeqepaHNGY7VjcUZP6uEuoklcWyWxhUisiI85/K8rByiNhFgFxqdmdRuWdg5elOOZWbdSOa/pXbr1rUy0rDbkq1zlqgdPRnDyQkpZemuW44591Vl1iyPatVzEdtxOGMvF/ex1Jubu47636K08xBX0Gfp6w2J6XuBDrouPBqFyGgye+W2Sp8IdWIHcV+IbSS8KdbbvUZV3xlU/r/BepETsEbvBuA9qrYnjYgcgJ0YsS3wC6yROx44T1VPD3aOIm46aJnwM+DsdNVXIU4fo7wS/1VVs5ubpvvaicie2P45W4jIcFXNzTU6IqT5elU9MTQg84BXicheqno7jTP5Pq2qXxeRL2LLvWeEMDtJzrgVkdvCz/8L/z+IzUuI/8f99e5QO2atVVbR9WSK/iI2nksxLcRk8kKd0HhhD8I0S1fSKe8HvhrMv0/3zZerWMuG6bSkDc2WlAuPa6lohPqZKdTrNceGq9EjLsOG7tppNEqtCHVrgGGZOUd16+Uaup/csbLE7QRsTlDUgEWNRLFuxA8YBbu5OpQblopmy6kn1C0L/k8IaVkQNn7N+VlmtkNJHFtJYy7Py8ohupfELQW7sQ7lT1bpHs9WyvFuyvOiSugYH+K1lOp0t0IMeyENzW4uf3PkyqxbukN9yOVHzn2zMmsWn1x5pW6HYd+53FSTlXQ9bo8QFxNQOmUvYCQdenNJ2MPCMZHNKHsfa9GCQiDHqt6EXULM3yVY/eyTLVv6KpJnYEeL/AXb5HNrYP/w3xBsiOVqLPL7Aa/FCv1VItIG/AqbR3I99gE6JPVcRA7HzhGcF+47YxsXTwBOKYnT2yjRrmHHoZTuWC8i7w1hvDIYfalEoIPGBNGtw6adUzCtHcCLMaHwPOzEif8RkZdgmrpnaOyon4Z9IHZKwUIyR2WFD2EU6r5S/L8mK+k/zVXKJOAZVBWRKNTlWE2xLnbKKOwUj09iZT4KWtoBfA0bJo1lDWLO3oaIT47GqtJOeQmwPR36w4y9KAyMpvlw+DhMSD0bE8KbDX8VwxG6f4Tq1ss1dJ+vtKrEbTvwGmyYq53yNLYDW4od9zcpsZubMtAOfCvYuykx+29MyK/q1bdj7cJ1WNvYjtWfsSHs7bEVmnH+20+wzu6cxP1naZy1mYtjmsZi2DNCOO3hWpmxV1YO7cCHw+/lNIS69XaDILI242eOsnIsy/N3YcJwW2J2OCbcDsG0Q7m5W+3h/+sw5UJ7iH9v3sd2rE2/Jnlux/YUvB7r4JW9E2XpHpkRTHP1Oue+W5lJo+P1A2zrpSsq4lNW3vsDv02ec0JdLo5DaLwHrwtuy4Q6oV4burYknhuClTT28+srJmCjgHE6TDuDSKiLBXILJizdQ2gwVXWliLweE+SmYfN09gAOClqtI7GX9GHgFaFR+DvW8EXeF+53EI4HAvYE3ioi78lp61R1Ri/S8wYa82cep3zlDliBnIk1LMX9veJO8H/FKvTLaRyH9TPy2pOokfuOquZeoCNpnJX344p4VbGSPtzssIJJwOaIrMEEgDJtzmoagnBkd+xl/wQdPdrtfRnlc3n6klU0luVXsbymvf4g1SbuiXVWckLdqmC3zvL92Ov/UOG5DvF9LTaSdRvOZXRfmFHmtp3GPohraHTCxtFdqNuExnsfRxW6+Jl8KOP7c3fiPm4VU7UrfnvwO52fNxwTcFOzKLi8NDGL99iuzM/Fka75m7Yh7VjZpmlcSfdFTFV5uXP4/XA4QnF1Sfh13r1c3FeWuG2ncZD9osRsOo3TatqpFurS/F2QCbsV2rE6mPrZjglbqVmOsnRDd21YLj/q5ttorF7F83Or4rNJGEJOacfqxpTkObehe66+1NWExrpat770uE3v5fnZZfWyN7Rj8yGPTZ57TR2hLjZ8aQHF1UyxQL6KCWHvBt6PSdQ/FpGTsEbpOroPPY3EMmnz8Hxf0kO5l65C3YxwP5TG4elgH/1tgbuKke7p8CvYEGyY9Ho4Nhz8MxHZIRxLVrS7SER2x4S1bULc34YNI84N1n6KzZP7MKa1+yKWV0qy07aIzMAmfa8lOQ6tQBT6zk+OZWmVVbS+YWxPiB++oYXnIovoLvBNAmbToWvolF2B19Chn20h7CUZP/uDOP+qGRsqPjni0VXVdKjSKUuwvG+2914xza2kLe5pNZGuE6zr1sslwAsKZqsI24EUjnxK4zkM03AtC2E/XWIvPufKbFO6tpsTCvecX0V/i89FLcWEnL0gUBbDWQqMEjtGCwBVXRWErYl0FRByYefyvKwccmnM2a1b15fQfTRlFWE7kILGKg17nNi2L8WPYDrnryze8fm+TLxbIednzixHLn9iWz6JrmVWN39X0f3M7FbiEzsrPXGfi+NyGh2TKtK2oI7dgWpDW922qQ7N8rtH1JkoGifr7wfrd/HeN5jFSfrzVfVVmJD2Yqz32oEJdMdiH/WrsJ5wdAtWkeLxINsn5jsV4jAr3N8XNg6WcA7qdqraTaALvA0TMHPXYTkHYsv/hwKo6ooQ5yVYI75NsDNJRHYSkc0Tp2tU9SJV/QhwK6ayVuAP4f9dwv0WtYmQcc5ccRPY07C8ujwnQIrIrtjijRXY8E9PWUr3BqA/KL7oZY3oAro37ktp9P62xrSnrbAYG3LobxbVDKeuvf5gNvCCcCRPM+rGs9gAtdLLXI51XIrh1K2Xi2h0BlO3kjEvfljayKexN/aK5puE4dMcOfd1zUbRtXMd40gmnnXjvpTGYeWRpcC0TBpS9+PDSEuuzFp5J3LlOIrubUUx7uMzZmVCRFm6N8top+pSt8xy5NIdFSTFvKybv7lybCU+ZPys6z4Xx/kZ/3KUtQU5BrINXU7ffzOLbWgdIbgpdYS6i8L9dBH5K7Y9xR7YR/PS8N9ZInI7cAG2NH1GMF9Ioze8L6Z9KmrIfk2Y9Csi14rIVcBuBTtx7tnnReRSEfluWEzw+7JIq+qMVAAsXCeXONsXeExEfiQi38Tmw43DNG5/C3bei2njvpG4u1NEOsW2ePkz1vCer6pRII7Dt98WkQuwOTHQmI+DiKQrWuPigCJRSzdTVeeW2KnDk8ALxPbpEinfaqS3FHs2ZT2d2cBUOiVdEXoXMI1OOaiHYc+hu9DcHzwFvKiGvTlYGvts6XoL3I1pmN5E83d+Lt07VTmKQlxtoS5oYObSvXyexOY8xQPcq+L4gsIHOe5YX3Sfi2cu7B7bC8JNcaJ4WQOdC6c3ZvF4pmI866bxSWDHpC0YE8yGRvciMiYIeOkUCSGcEUv3PJ9LY5i2irnACwsLZlopx7p1sCzdI7CV4c3qW10/68ZnLqZ5XX/KTujsL6B7usvyN/fu7CwiQ8M1qoX4LMSmJtSpLzmeBLYR2y8vxnM28EI6m+SrbWUyjxbqSw17/cFs4AUihG3I1o9W9oYet6FVNBXqVPUK4M2YULMT1nj9Dpv/Fl/Av2GV4nXAWzBB7n2q+k9MILscG259GfDpgv8LsPl2d2HawLnY0SIQ5hmo6m+xc+T+Abwam/S8jq7bfPQFs4H7sSHeU7FM/mlIa9Xy7LuwodoOrIKeSWMeIMDJ2GTV0eH3Skwo/O+CnfHA7bkVrSIyKfgP5UJfXZ7AGrRXY/m6XbX1HjMJW7W6Pbaoo0xTF+dpvH+9nQ6dC/wIuDb40SpPA7sVBMX+4AngFXRKG9VL82Pn5vB+jk93OnQ21hG5hPJh/cgcTJPdbM5JO7aKfQds0VKrDdIcuk6lAMvL/URkMxpz9crcjqGxGAtVXYRp1Y8JH8uTwl9t2BynLbB3sz0JO01jO7bafAusc9oW7G0jItsX7D0e7B0e7I0PfqVbH1Vpjf6HxsT1qOH5YTA7NzG7PZi9hcY8u2XBbG9sBGE4JgwU8zKXv+3Al4L779I4DWUEtpjkdVhbEE9IOUZEXojN443luz2NOYptWJkdHYSI2Omcgy12a/Z9mYNpK/YsmK0NYW8JnBCE93HYFJYtMM1QFKJODma3Ui3U/TLY+3CS7pjGXbE9HFuhDav3W2CLAGOZXRTMvkp5HYiLXnL1/9jQwX9XYvaaICidkbh/hUgXzftsrON2KHACpglsx977LbCRjmx8QicrV1/asNGjLbBRp7L0PIHV/6PDosZdaZxZfBrNhxWfzoRdZu8/6JQNMXWoyOPYu/ZaEQ6nnhDajHbgY9go4BVswDl1qOpMYGbF/7/CVrDm/ltM14N9ofuqzjtVNfZGhtCYfHx/4s/lmHDYb6jq/dhcuCo75wDnFMyOzVpu/P8k1jBX2fk6mdWwyf/zqLeirA6xQfsx1vAe1Ef+FpkEPILqQ4g8hC1+yPEE9mH6f+E51o9TsQ7DNEy4a4V4JNANNCZS9wf3Y43pI1Srz+Ncn29gqvxf92OccnwB+5BD9XYlszBh5fom/k0AZqP6ICL30XqD9CjWmZuRmM3G2qQHgNEi8qnieZRJHMGE/pHYPpDR/SnYR+1rYpt7jwIeUNUnRWR+iOej2PSMtE61Afer6hMi8gQ2jSSW2TXYfNCfBHvzg70Rwf8p2HSL+8PigSUV+dEGPBrcPxnsDQNmB7N/Y8JqGzA3mD1EQ6hbEMxiJzOm553Y1IxYto9igu1VhbD/nqRxBxrTX36EtQUHY53UFdgemmdiAnZb8PvhZKuN9pDnr8YWsP0T+AxWPsdgglYVs8L9Mmzqzi0h/54E3oOV0edoTMO4X1UXiu0BF/Pj4ZCeuVTn+VPB3qM0tLBrsNX1Z9O1E16HNmBW8POpJD6PBLPH6D7vMxI7sedhQvpvwvNsTLh5msb3dDYmoM0N7j6Jle0WWNsYtaexHK/A6tM+IT7zCnWojFnYN2qfJmnMEb8nsd0+EptitJjGqNQ3io4KYR9FmOJUwSNY2v5MT4ZCO2VL4GQ9mK/QKUfSoa20wXFVaif2nmSncLVIG/Z9nIXIbDaUpm4D8e0wrPoxTAu4E1ZRfj6w0dpoiQ3AcBq76fcH8Rgpwj0//Goq+D9nzJfLdXxBruMMOtQ+Tp0yIiycgM4uGpQisUOwHY0DzvuDf4R79XyIDl2GrYpsZ8NuPAyAXMd3j7kT3vEvaLuR4yusxnmyZQJ4pJ3Gnlx1dvQvC2fXxCzWyzGYQF62WngWpqnfjK51KrofjdXpGKd077C2JOx0MVZ7hb1tkrgU7YHNZVqQCKDRfY5cOKnZwoxZXKmZ7oO2FNNoxXgOo+vQVN00xg/y+rYgaG6i+Sgaeflssnghuk/LLLYjubBzxOkpW9I1v3LluI7GAoJcvrWU56Gs4ukhI2m9DWxWZtGsG2G3hiew8kzniKV52ZYxK+Zv+u7E8hqBfdfXl1kwXwCMqJhq8yBW/rskZrXSgwmhcV/QYcB4OnQtXTsUVcS2etdKW9bZA9MWVw5/inA839YrRPilCMfTKeOxXSiW0tgerRVmY3Uwvid9IYDVrb8tMViEur8BB2DDEjtiGqSXh6FZp49R1aVYryfSJ5UpQzxGCqqEOuMnye/8Pl+dMg5r5DbTg9mFau3nQ3Q9paO/uIvGKudm3NKfEalCL1K5bB5c+AmVBd+sXM5/e00v22jkrwkdUnlObJE7MmZ3ZsLohqqupKHNL3Mfh8NWhUVPMZ5tJWG30dgBP9p7nO6Nf2ovTjDfjK6751c10Llw6pgNwTTWC2H9kFlVemqlsaItyOVlLo1Fe2VhdyMMmT+U+SsX9qKC0DwR01IV8y1HLn9z4bRC3XIso1n9H58xq8rfeXRdzZ2LT+pHnfjUSk9YbX5vJp5fpLFn4t9LwoXGwsFm3ENjQUkpIuyFaQbjEYKXEzsYHfplTJhvSdOmymq67rLRF9/MVupLbQaFUKeq56rqlqo6MtxPCKcoOP3Hdcnv/qoHqVDX7NSBTmzvvmuBT2Vt2KHQx/EPXsHVvJ/FFeeEdug6TOsb6Z+zbi2cC8PTIhpDSjmu7vf49J6/Uu8c3na6CnVxV/263FA0UNUnaPTGobpe/jFjVqzTqeAJDW3Dn+k+BJ3aXYgJPJqJ53p7qroW0x5NLwknRzHf4se3yiw2/NNKwsnlxc107xx1S2P4/YfEzpASs7K8vInGhzu6vYPGVhXN6Gk5xkUGufQUKaZ7XJjmk0t3U5KFMXXKsYw66QbrCK4XZELY91E46i/U1aoyix2Qsjh1qefJwpi66eke9w796wtvYRiwMx367awr44/UOfO5Q1fTfFoImCZNgVWqKPau3w2MolPegk1vOLGGP0XSKWZLe+C+SCv1pTaSP1XF2ZgRES90x3Ecx3kOErZ0yzIoNHWO4ziO4zhO73BNneM4juM4zkaAa+ocx3Ecx3E2AlyocxzHcRzH2Qhwoc5xHMdxHGcjwIU6x3Ecx3GcjQAX6hzHcRzHcTYCXKhzHMdxHMfZCHChznEcx3EcZyPg/wMsEPrhtntbBQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 253s 84ms/step - loss: 1.6933\n" ] }, { "data": { "image/png": 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4CKMB2EluTiCvY1T3R2FU4KlOIJ/C2Ftcbdv9Nt2dQL6JsVk6H/PGdDtdnUAmY6YkTsDYUp2KuWl9N6WNeZhBmtFQeC9db/OBK1PGzi5gBWYK4+uDPR76Yxz1Um+j/d8eSit/y5Y/m1beZWxgNBnDsPas2cZOhr69QKfxefIzPKWOAuenbVdOp21S0ibw+xgtZUlPx53DWLoco3FcbMfVHHttvJccFyltLbTj44Fsx5hSdzZmjJZlOIcrMVPnh2DsKauAgizn+QS7fLo93/mYB9d3MQ+pCRglQBNdbZ4uBzYM8rW4AzjC/j7f/o8jMPZciwZ7rOzBcXW71jDPg7YMY2QLxnlwOkZju4yuNoBjMTZzT9j/cxpwIdmdQK6y+7kOc/89FLgU+LZdn8t9/jN2DB1hr6mko1c5XZ1AVtixMMeOjcV0dwJZY8fFKZh7/8kY7dlBWc7dhzHOnR+252QG5lkdp6ttedIOMEanE+cVtt66tDaXYkLLzLLncD7muX5TSh3FaBBTn20uVmay4+UqzLidbK/RKMZkaGCvp8G+oPeFD10FwCAmjtVmzA23AiOsFafUPxljkxDB3EB/TVcD8EwCYAgjBFbZ7d4CTkpZP4+BFwD/F1iSVraArgLgEIzWdxdmsL8IHJK2zZWYB1kb8BRGm9PWy74nYG40TfbzD2BcWp1vY4TJZvsf3ERXAdBvz3W9/fwO+D2dAuBIzA1vuz3HW4DbSDGuxUwP/L9Bvt5qgVn29+eS/wnmYbp2sMdDf4yjXurdY6/1z6aV/9SWfyOtPOPYyHV9St80w2dbSp0eBUC7fJW9rhIp113G4+5tLGGdLOz/vs5eswuBaRnaupQ0p5JezvGbwBcznKOPYgTMCOZhfXSGOqmOA7/HPLzUjseZmAgEyfvYeuCGtH0/h/WaHMRrsR17f8F4hyajNEwCmgZ7rOzBcXW71jCCbVOG/+4EzMxPm70eziHNiQnzIvCsvQ6bMM5Yh9p1N9H92XOhvW7a7XX9GvDplPU93ucxz8HH7bZKp0CXPs6m0/nSs85et83J+rbOSEwkjJ223ibgXrLfJ6ZgFDerMUqcBnt+rqX7C9cOugq/k8jszHEYRhZow2gSLwGW010A/BLGwa8Nc/+4LGX9ufb/qbf9WgJ8eG9cT0mpvEdEZBaQUNU1dvl0zLTaCuA2NXYhHvs41rB0NcYb+dV+bPfXGC+vrPGj9gXstOtqzA1w0yD2oxU4WFW3iMjjwDJV/ZGd8lirqp7x/AGAjYF2h6oW5lD3mxiBeXqObZ+F0ZDP2pv3ZzExN18CpmtXx7W9ipj4q5/DaH3LgWtU9V+2f6+o6tDB6pvHgYWYGLmfVNXHB7sv6eQaCPoejMcQYoI6/hNj5PtF4McD0zWP/kaNl+JlmP9ut7Fe4HPEBOv8HOZGe29/9HGAmQx8YTCFP8s64Dwr8J2BsU0C80ZbP2i98tjnEJFC6+X5VYxAlxOq+m+MKcu43ur2M2MwL5iDJvxZ7sVMcS/HaGtfsuXHYl4CPTwOeHLVANYDx6jqWhG5Dvioqp4qJjvGfao6aYD76bEPISKPYqaLSjBq9z8At2suF5MHInIeJp6iH3hJVc+w5TdiYsL1e3oyj32PXDSAYjILXYixH7xQTWgajxwQk196AvCYWm9xEbkMqFfVfw5q5zwOGPZlDWCuAmATJrp9uYg8DSxU1Z9bj7U13pSVh0ffEJM6awxm+te1ZccCDarqaSg8PDw8PAaUXKeAlwOfF5G5wAcxxoxgvIjS42h5eHj0gIh8H2OI/q52Dcz9HibNnYeHxx4iIkeIyIMi8rb9PCQiRwx2vzw89hVy1QCejPHsKcGEIbjSlt+KMfb9xID2so8MGzZMJ02aNNjd2OeJJqK4PSYG6Z2gL4gjub5H7JvUR+ppjDb2Wq96bXWNqmbKetAnRCSBCf+zM628DNipqrnEmdureGPKYyBYunRpv4ypdETkImywcDqzMByHyd16uao+3N/77CvemPIYCPoypvy5VFLVV6wHZbGq7kpZ9QdMTJ99ikmTJvH225kyqnkkeXLDk9z42o1In4LBdydGjK8e8dU+bRNwAghC1M2eGCO9Xybmc5Z1PdRNJewPUxIq6VKW78/n2vnXEnZ7t2Kovrx6c6+VciNbxPzDMTlU9zm8MeUxEIhIf42pdG4BvqeqP0nb37cxjouDLgB6Y8qjP6l76GEi69czZunSnMdUTgIgdKQA2pVWVp579zz2JdbXm+DtI8IjKAuX9Xn7uMZZt2sdALe/k7Nz4j6LX/z8ct4vAWioaiDa0l04/TSf3qN9WFvaZPy5jdY4OIkPkz3h/+3RTjw8PACGA3/NUP4YXdN+eXj8V6KqNL3wAonaWqLl5dQ98GCf28gqAIrIfHLM36eqp/V5zx79QtxV2lyXoCPEXM36h21btZxtqzszUDVt38ihdSM5bsxxzCo7BAHCKdPBIjDxA0cwYvKUrPteVLGIJZUZM3YZMnTmwZUPdPwekT+CsyadZat2Vu5yFN3a6FqgqnSt3rUdVSW6KoHb4JJwE122bol1pm/1icPKf66gobGRWCxTBrN+4UsY7d+9wI2YQKRJopig1+lJwz089gnUVeJxl1h7glgkTjzaeb9wXUVdNd8J852IucRjLo7PaORjkQSxSIJEzEUExNmz2YdemI+JVLA+rXweJsCwh8d/Na1vvsn2r/Rt9i2dnjSAy1N++zA5OisxUa/B5OYbzT6gSt/fiUZrWb/h58TjjYBSXf08UecQmnUkP+AS6ijOraFhM7v9np+yuiy2k/NqH+0seOfljNk8C0a2EWkMEG/LzVTNF3SZHljDEKnnmtGTqWMoSamtdde7po4mODixghBdNW/qCjsWDyd/eDuhqVHW+GfhWptDEQhqhJm6goDY6BgCiNJIMe87c3DFYdKUTUyUzYCyIXEQ72w/lYNb1nPS9Ffx+42wF43mAYqI+ZimXPM7pWxPUNUHTL9lE/CGZs6V67EfEY8mcF3FH3BwfNltZRMJI1hF2+NGUGq3n0iCaCTe+bvd/m6PEm2LE4uBm7DCV8JFEwk0EUPjCdxEAlXBVTGR/13FTSjxOMRj0PHmpJC0onAcxXEANUKc6wqu+nBdIZu5uOLi+iK4EseXyEPUjyC4Esf1teM6MRQXEq1oohbXrUXdBkxmrQHjX8CtNobiW7bsOOA84CYbisn0X/XvA9kRD4+BoO6hTtGr9NOfQnx+Sj95Psyc2cNWXckqAKrql5O/baaHB4CvpsZ6E5HfwB4ake1nRBIRblh4AztadvRQS6G9AdwEobYSilvLGBauR8Vle95k2pwCUy3RDihDwm2MLDZOCq9xCjWcYwQjGZux9Tztm1lmu+QDUBsYwR9HfbmX2pYS+8mR0bqd67mFm/kxmsVp5Ax9lsu4p1v5pA9VAPB7vsxrMq/b+k/rQ3yEJzqWqxnOddyJSqeAeo3eQRw/9wY+B5Pg/fhU/seXImz2mg4dTArb3UNEhmpnkvL3gaJstorah2TmHgOPui5uUxNuJAKxGGo/+Pw44TwkLw8JhqiqiLB9bT01W5tprG2juS5Ce0unjO84it9J4HNi+CWKjzixRIBIIkTMdcC+DyigjqCOIvgQNePFpG5KtXl1UbcVNIJKnITTjuuLoyRQJwGOdPxWUcR1EBckEUVcRdwAokEc9ZvfEkDwoyKMCMXIDwsxn0tEE7TQTotEiDhREiRIiAsCrgPdXJZcEFXUl+3RkEzlPKD8zn5fYz+p3JHyWzEKjm6IiA+TDu1ijLJjB/B/mDRfcVtHgB/YfQzBKEi+qKor+uUoPDwy0PTyfJrnG/XN8K99jWHXXL1b7eRqA3gpcHyGQL93Yd6u9kwPuQ9TW9HMmjVb+Ffb32gK1/Za/60db3WZWuwJx3W49O1rmXjYPxgy8R1Wcgh3y8V97mNhrJnmQCGFsWa+tO4+fL149paU7GTsWBNqThVWr5zLm2VHsC1/TK/7CgTaycszx9fYlJvt4LqiKeyQsfyw7ado2CE/2sao5s7oQe3+EBXFI1iQ+BDvth/bUe44LuFwp3fuDozAO66hkkA8TksozM7CMp6IX8BLkXM66lUXdk90crd8qcvyRv807uS6nPrfSd9tLFKoFpGk528yt2o6SeeQfc4L+EAh0dBA47/+Rfvq1cS2VxDbto1YRQUaiWTdZteQg6mceR6+vAL8EscnDkMlwAjx4ws5+BAcJwCAq4qqCxpHiCPSTixQQ1WwhZ2hNlqdOO1OAtdqnBMiNIfCuI6DKKBKUVzIjydwcYmLEheXuAAiRngUQRFUQJGOctE4jipxnx9HlYRAwkkQdyAhCXyxJoLxGD6/n+3xGKF4DIfOfrQF82gKFdEQLqQhv4DqwlJqC0uI+fz4XZeCSDvhaDvhWIRQPEYgkUCdIDuLSokEApS1tjG9poaA6xLxB4g4Axc9QFX7o/FvYrJdXYZ5afsARhESAX5k69yAyYV+ObAG+D7wgojMUNWmfuiDhwcAicZGtn7+C8Srqoht29ZRXvrJ83e7zVwFQAFmA2vTyvfp3K97iusqf/vZUmKRBOHQDJ444ke9b2TRtqlQ+5HOZVWmjSzkkDElTK19heO3/ZE63zSWJQoIFFYDUNl6EBTA8EQd02JbzXZATGKo69DcbASbseFypm6ppKl5GI4qxW0ttITyCMVi1LvjM3dIYHx0NAH8yM42Wh0/TqCVSN0kiiuO48wKSJqkZbckBPG3UTrjBSJ1k2jd8YGMdaISY3ugqmN51+FlVBcPoSFspqqP21bHmRs61zcGA/zspGFE/UGqC9OFyq7e7KF4gqvfqaQs4bK9KMytx5bRHgjRHgh168fZ67YztrmNpaOGEtY8AvhoKahnR14eUyP1SCJIcyRM3NdOom1I1mNOUtVrjR45jU4P31P3rCmPfkUVt6mWXQ89SM39f8Zt6nyBc8Uh7s8nUVxCazBEuy9GVKK4oTAFZXMoHHo4o/NHMcHprkKOEqdBWmmQVlolgg8HQSjUPIq1iCZpY1lwJ4uHuLSGimjMG0VjXj5NeflEAiGivgCtwaCxdRgkAvEYPnUzjq9U4j5oDwShB3OU2vx81g7ru8PZIHIC8JSqPmWXy0XkSUw6uaT271rgp6r6N1t2GbAT+AwmSoaHR79Q9/DDtC1d2lng8zHp0UfxD+n92ZWNXAXAe4E/ichBdLWnuAG4b7f3PgjUt9fz6vZXSWgC3AiSxQyrtr2O97etYAZn4wtBCX4+M+2jHD36KH7y7GrqWoxGIJCIM6y9Jc0RwcGNjAJtZJjUMxT7ItgIjeug0F1OgRTwZmwyidgW1GlCgRd2HQMFMG97Id9cZZwvmmjj0bw3KNAQF0YOsnvIcBPNrqDoThR4/7A+bJC+7Zxeq2niEFx7Ui5cBJsKzTkIucLU5mKc1AdFO5z8Sis783p/0I1uU0pjU81CPRz8YiOvukpBadcH8LBWJS8xBBjC9I4J1QRQZH+nCpZBu66Txpr2jt/Fw/IAeLHX3mVHVRdm+u3R/6gqkZYWmuvr2Fm5k4qtVezcspO2unpCLVEK4n6KySdMGEcdHBxEfbg6mugx1xFBaXPiRINNJIK7cIKNEGhFnTj4IOTPx+8P0uzEqZM3WedEaZd2XInjoLiOi5mrdTtsSkVcHCeB+lyqAsNZE5rBqtDBbA4dhSvZFb6iLsXROvxuDBcHV3xEfXlEnRAqgoN5O3fExUFxMNH9fULHb3ARdYlhNIMhYiRU8BMjoDGCxAhqBFVolwBtTogW8mkln5g/QAwQTVBCA0OpYzTbGUY1k9nIJDZSSBNRguxiKA2U0kAprRQQJYjgMpX1FNPACmaznukISj6t5NHOnwbwOhCRocBZmHRwXW4QqnpzDk28BnxBRA5W1dUiMgvzInerXT8ZGEVnLm9UtU1EXsEIj90EQBHpmJKeMGFCn4/J48AluqkcgLzZsxn7q1/iKyrCV1q6R23mKgDegHmr+SqQjKu0A/gp8Ms96sFeRNXl94u+xVsVrzDEr1w4NIo/i8xRCEwMAx9LeexHgPJHuHHWnvflhecmoYEKwkPvIxiq4iGuZMu4GQDkJaAxWsv21nW0+lzIg0Qiyqr6t7K2N+2Y4xlg7kaRAAAgAElEQVQy2toEKgRG5OMUBva8o30kHk3QWN1G2ZgCECERT1Bd3sQMYPjEInyBzA+7MmB6X3aUcGnZ2MDUohBzjxhBfnFORnw54yZcNq+oY/j4IgqHGO3Hpbf0X/sikofREiSvppXAX1S1rf/2sn+hqrQ1xairaGL72s3s2FJObeU2As0xhiRCFBCkwAkTdvLwiQ9HfDg4TBCHqf7RaLgEd0griWAj8dAu4qFyWoN17ArWEAs2ooFWnEAbPn+EvEAMJUwLQ6hlOE0UEidAAh8uEZSoedFDUPLw48dPHLGlLg6tFLCLIR2CUSMlVDKauHSOS0cTTNdVjKCK4VQznCpGUEUxDeTTShGN+AOJjOfD7y9FxEcsVtvdoCBXnyVJ+05tQoJEpYioCoXSQMAXxufLx+8vwu8rxOfLR5xDcZwAIn5E/KAuitoyHyIhROYgOByLAtX4fAVme/+oARMAReQ44BnMXXs4sB1jxxcByoFcBMCfYd4YV9rg7X7gFlW9y64fZb/TJweqgIwG2qp6N3A3wFFHHeXlTvfIiVhlJY1PGUV02dVXERyfZaavj+QaCNoFbgNuE5FiW9Z76oR9jK1b7+eYxAscM7JreSLW/TSI+hHtLM9uUOLaKdPMkmR6kGINmemlyWdu61JezuSO38Ha93ihsIb2wmZcBPChTpza0u10uOJ1mGMq+fmFFJXV0L5kPvGaGpqef56ya66h4IQTsvY6uW3z/AVoPI6Tn0/BiSd2WRvdspnIuvWUfvJ88qbnLp4VpS0XHjqc6ObNxKs3o71oKjXh0vzySyTNTcXnp+i0U7tMgzW//jra2orb2kphOEzTm0L7hAnkzZjRpa3Ixo1EN2wwxvMZ2omWl1P34EMEp0whsmoV+cccg4TzSNTUIgE/pUcdhROdTPWbb5Fo6r/L3aajehoIY2yLAK4EbhGRc1Q1g+/1gUVTXTuVWxop39hA1bZGmrfVEq3bSCKygQIaGZk3jOFDhjJtSAiGxYkF6kmQIC4J6p0IUSdCm6+VRLiaYMkOQtaWVIFKRlPJaBoYQj1DaGAy9VZz1UQxTRTRTGEXJ6L+ZGwgyuF5zZyYX8/xhTFKgmFUx+G6I0gkJpNItOIm2lGN42ocdaPE4o3EYnVEo7VEo7XEYruIx+sBEAkSDo8nP38SjhOyZT5EfKCKz19IwF+MOCEc8SFOgEBgCAF/KY4TwnGC1kZRjHDnL8bvL8Jx8rIGVe8/rhyohn+Ocdj4KtCI0dy1AH+BDJ5mmfkUxv79M8AKYA5wu4hsUtXUNtIFuWyB3j08dovNF1/S8TswNrPz5+6QcyDoJP+Ngl+Sul2vdysb858vU7TzyD61kwCq7XRlUUwpSHlBb/NBQ6D7TTOUgCExpWn4UhrGvQJAlVNPxIZCaC4ugSCct3QBgZZ6djmQ+veM2Ladw97IHiKu+pEnuizX3n03tXff3afjqv3jHzOW73roIYZ/7WtEVq8Ga7gtwSDhw8w0cvvy96l/7HGCU8y0dWj6dMRv+h6cNInCU06m/JO7n+K27r7+sTLI1k5krTFtjW7uGkC94Z9P9st+M3A3ZnrpClVtARCRAoypxd3AUQO1430VVaViXT3zX95MzapaAhFBUVxpJxBcRmnZZsITWwgMqcdXVEVrOM77zkiihMzUKA4+EhTQTAEtFNBMmDYUYSsTWaVzWaWHslZm0OTk5r5e5HMYFvQzJhRkeNBP0BH8Ivjs1KuTnIIViLpKTBVXzSuhg1DkdxgZDDAqFGBEMMDQgI9J4RBF/j0XLFVdYrF6XDdCKDTCCHseqXwA+KyqqtXehVR1o4h8E/gzRjjsjZ8Dv1DVR+zy+yIyEfg2RoistOWjgK0p241gj02GPTwMiaamDqePoZ+9krxZ/TAFaekpEPQmcg8EnT1a8D7ArsoKYu3tNDcbz9e/7CzgO2u/h7hQMtwPR1qVoLrEa2rQWJy6eqirF3yhKBExs3I10kYLMe6eWcb6caM72r/x+fkctquZ+rwQ13zsjKz9uOS1V/nw6jZiG05k8XCXmjwTRuHonQ6Jk0shCKduV8bXK/HNi9BIMwDB8eMY2taO7+CDEccxQpjjmLfz5G/HQV0Xf1kZTc8/T+igg/DlYhwqQmzrVgLjx6doFQ2xqkpim7cAUP2rX3XbtOHvXcNnRTdu7PKdpOaOzqgL4SNzE7aD48ej8Tixyh3drkKNx2hf9h7hI480x51IZDeUTyTwjxxJvLamWzuxigriOzrD9RTMnUvejOk0v/EGkZWrCE6ahK+sDAR8xSWwZnVOfc+BQ4BLk8IfgKq2iMjNwAGVG0pVWbmoksXPltNa04BTWk7+2C3klW4iXLKDvKI6duSN5h1msJ0pVDCOCsbRKL0LcYKLD4jjdFHQl/kcDgr6GJUXZGxhPiOtgDY86Kcs6Kcs4KfU7ycwsIGK9wgRh2Cwu7e7RwepAUWrgInAKqAZ6D3cgSGfdONgs5ycENqEEQJPB5ZAh2nHXOD63eq1h0caux55pOP3yOv797LqSQOYGiupEPgasJjOxNrHY4JB79M2gFWbNvDwt0yUmlmf2UWwCA5dN5Ng6yjaEi08sXMBrF8FQLy5GbfBTKvE/Pkk/GFKGjZQ3LSFnUOHs3ryDJqLitk0+uAu+7jljO5OnUWRNnBNOJamsInr99BJc3koQx8fSfk9bNHfKakzIVL8Y0Yz9ZlncMK956kdKOqfeIK2pWZGUtUlb8bBxKsqSTR0KoLVTdD27n/IO+QQnHAYJ5xH3qGH0vTCizTNn29iM4dCjL7lForPzC4g7yuMyLbi93dlW9NXVmMeQivTykfT3dN+vyQaT7Bw2WIqXnuawoLtDD9sE6GSChzH2M+9xxwWcgHLOYxWKei2fRiXyaEAxcEgAZ8PnwgRdWmIJWiIJ6iPJ2hJmFDDk8JBji4p4PiSQo4rLWRyOLgXpjY9Bpl3gKMx42kB8GMRGYmJ6fdejm08BXzLKkNWYHJ1fw0bD8pqF38D3Cgiq+2+vosRMv/cf4ficSDT+PQzABSccHy/t91TIOgOwU5E7gd+liWx9iH93qt+pL7SBBF2AgmCRcYA7bjGueAzAs2u2uWsnPYB6kvKgBDdPWyPBI7k9aM/2KU0GI9xxorFvD5tNomUwMY+dTm6fDVTaio6ytoCQf59yLG0pYVSyAuFCIc77WwODQc56ZknceyyU1jYMZU6WJSeey6l5567W9uWfOQjvVc6QLAeiUm+C/zWavxSveq/C3xrb/dtb7Js41JWrvgTZSzAVxBlXEogKVXh7chxPBy4kmpf5zicGPJz4tBiZhaEOaggxEH5eYwJBXoV4mKuElWXAp83PXoAciOd5sjfxQhtv8MIaVfk2MaXMfH+7sK8F+4A/khXB5LbMLa8d9IZCPoMLwagR19pfecdY3bkdo3jG1mzBoChn/1sv+8zV+niPOCIDOWPYewh+h0rXJ4HzMB4br0FfFtVl/e4YRrxaBQHh8NmTkatcmWs/1BQ2NhWT3DGXJ459cyc2zu8bgeR9nY+Mm4EV16RJWjz3O4hVr6Ttuz3+yko6K7Z8NhvSQ/+LBgtgaYsA/yT/SwQtOsqj7/1Is07f8vE4pWMsJd9NJpHQ/1IGhuHU98yjNeHnc6icZMAGNbYxFm+Nr5y2ilMyO85Bl02Ao4Q2L9OpUeOqOrbKb+rgf/ZjTaaMHH+ru2hjmKyhdzU5056eADRbdtpfmUhVTf3HGc4PLv/wy7nKgC2kD2xdt/yjuXOPMyb1xLMw/Fm4EURmdWXVFmJWIyyvLEMLx3KTkB3HM7TgXdZOHEqb4yfQcIx3q0lrc1Mq+7qmSsiHd6ogUCQWY5LyZYNtLW18eFjLqKkpA+50DwOdPo1+LOInAx8A6OiHoNxKLm/l23OxDyoDsW8VL0OXK+qAzbt7LpRHn7+BsYEnqKsGOJxPzt3TqGqairRtulUDRnD1uIilk0cQkswiOMmOGnJy3z7qNkc/qGzBqpbHvs5InIhMF9VK3ut7OGxF4hu20a8svvluOWKK01qScvw667rFt8vb8Z0fMXZg6zvLrkKgL8G7syQWPsyBujNR1W7qOVE5BJMqooTMbYZObFl+TL8EkTF2PJWJNqochpYOrqMaDImnSqzKjZx2PYNvbaXDNI2dKhngO2ROwMQ/LkQWI6Z2uo1R52ITMZoF38LXGK3vw14FpjWz30DIB5v4rmXL2Vs8D3UFbZtm8n6iqPYWXYEa6aMZHVa8O4RNRV8ZOlLXHPRJUyc3XuwcQ+PHrgNGCMi6zE2gAuABaraU5J2D49+R1WJrFnDpnM/3mO9otNPp/C00yj9uDG5aku4xKwCKgbE4pnjge4JucYBvE1EyjExlZLxPFYBl6nqX/u9V5kpwnhf7cq0MlOE9Vg0wpo3X2Vc/gzUMRK2azOXx3zm4fO9h++mtmw8aw6aR+DoI/nO2TMRESorK2lrayM/Px+/309jY6fTQ3FxMWVl/1UpjTwGGRGZrKqbcqwrwDhV3Zqtjqo+ixHekja6vXEkEMCYUSTsdrcCL4vIMFWt6XHrPuImEjz/7FXkFb5HNJrH4jVns2ToKSw7eiwxn5nt9sdjTNy2nrGVW5jeUM0p06Zw3A3fpmjosP7siscBiKqOt5mr5gGn0FUgnK+qnxvM/nkcOGy59DJalyzpWM4UCSP/iMMZ8fWvdyy/VNvI5e9v6hAAB4qcPQysoLe3hL1M3A78h04v5C5kirAeazfpvEJjqvnl9Bm8yoO443zoGB9Rv4nGf9Ki15j8q19QfEZXD5tRo0Z1WfYEPo895E0ReQb4k6pmvIZFZAjwaeArGKPyOzLV203exrxIXiUif8KEuLgMWNLfwh/AM3+7ifxhbxOLBfnrls/x8qwTiPhNYOKp5as5snIdpw8vY9qMmQz/0AmUjR1vQhx5ePQTqroOWCci92IiVlyD8QKeBngCoMeAkqivZ/Oll3XEmfWVljLyxhsp+ciHe9yuPeFy0XudodSKfH27L/YlAGWfXExF5DRM6ioFVqjqgr5sv7uIyK+Ak4CTktqLXHATpurQ2Tt5g6tokwKbONOsP2TDWgLxGIEx/RdZ28MjCwdjPBOfsYFpl2K8Ctsx3oOzgJmYUEvXqupz/blzVS0XkdMxjlt3YkbBu/RgHL+7eUvfmP8k4bK/APBE5Wd5btpJuCJMLV/NRe1VXPjxTzJk1Kd3/2A8PHpBRI7G2N2eijEbqgFeAa4G5g9i1zwOANR12XTBp4htMXF0C06ey4QeEjP8X0Utz9U0ALC4oSM8LM8ccRBHlvTNWbQvAa5yEgBFZCzwD8w0UjK+yRgReRv4uKpWZN14DxGRX2O0Iqeq6sbe6qeSFAAD7cOIYzR+391xK62LLuajwVdJPP20kQfzds/L0MMjV1S1HrheRL4PnIN5oZmICSFRAzwAPNdXL/dcEZFRmOwFD2LSYRVhHKv+KiKn2XSP6X3uc97Spl2N7Gq+mbwC5enai3ly/AdxRZi3fhG3f/CDjJwyIOaGHh7pLAKqMXFq/1dVtwxyfzz2U9rXrKHpuefQlPAt7e8v7xD+Ss47j9E/ypx6+t3GVv5d08Dtm7vr7c4dUdoh/MXjTWzb/mcS8eZ+7XuuGsDfYiKgT0vaMYnIFOBhu+78fu2VRURuxwh/81S1z2kY1LXKQoGYPVRtyKc4lkdxQYCGZL7ZvLz+6rKHR4+oahvwuP3sTb4ItKjqDckCEbkYk8LqBExquj3mX09/n7Kxu5gfOYNHy87FFeGCRC23X3WNF3zZY29yK8b272bgUhGZT6cjSO1gdszjvx9VpXXRYhL1u9h+7XVZ6/nKyhh10w+QDLFIN7VG+J+lXQMwPDB7MgB+EY4vLewoLy+/i81b+pbaNRdyFQBPxwhhHUbsNq/iV4CX+r1XgIjcifFWPBfYZTUYAM2qmpMYnNQARkvLSYjRANZVTGW0P0DhKaeYlGlTpxJIs/fz8NgPyZbWCjpTW+0R28u3UzLiOVZyCPeFrsYV4eqhPn502Ad739jDox9R1RsBRCSMmQKeh4nn92cRWa2q3YO1ehzwxGtqSDT2HsO75bVXqfrJrV3KhlxyCf6hKelX/X5KzjkHJxikKhKjKdF5+00onLK4U6f11YkjmVcU4iBsOBiF1l11HTH2Knb8EwCfr5Thwz7VS+++2Wv/O7qYc83MdJs26ke+YL/TBcwfkmPoGTdhureViQD43DiCgzhC8Zln/FekJfPwyISIFNIZvsUBJojIHKBOVbdYD99jVDUpfT0DXCciP8AEoC4CfoLRAC7tjz69suBWiicId+jXSDgOF4ZcfnSYF87FY1ApxqR3Gg6MxHjCe27mHt1oXbKEzZdeBn30vC0680zCc+ZQdsXlGdcvqGvk08uyW6/9dPo4zi/J4/bbb+e5lHiAqRx9TDN5ebBkyQm0NPdf6OVcBcCXMKmrLkyGphCRCRjP3AHRAKrqHs8XuW4CRbix6CsABNw4obYRRNv7P56Oh8de5ii6GrP/0H4eAC7H5BWemlypqi+LyGeAGzCJ6tswMT3PUtUW9pDGukZKR8znKT5Kg1PKjKYWfjHvhD1t1sNjtxCRuzBavxnATmAh8CvMFHCfzYk89l/q//4Pqm65Bbel8zYYnDSp1+2c/HxG/ehmwod0zYZ78/oK7t1ejSok3ATxlFSxpa1dJy9nVW1m62tP8YsU7WBqxBGNJkg0RQn4jWAYahuBX/vPZyFXAfArmCCyG0WkAuMFPBaTVPsr/dabfsaNx4kFAkTEnLAPbX2DYGQyR5yZu0ejh8e+iPXAz/qSpKqXZyh7BHhkIPrz/D9uIzjZ4Vk+CsAtR87E59n8eQweQzH26Z7A55EVVWXHdzoTtUooRPDnt7Fw+3Ziadq4NsfH30ZOocWGkANgyy7Y0tV8entep+0eVvjzJ+Kc894bjG7snsQsKfqJCGeeeSbHHXccGnOp++sa2t6vQXFZ6/8DAB9vORnpxWLna70ddAq5BoLeChxhw0gcjHnwrFTVF/uwr71KfeUOHvr2tewaMwOAYq3n4LqNHH3cTo7/eM8RuT08BhIR8atqfLD70V+o6+LkP8/znE275HNUcwsnjfUy5XgMHqrqxRnyyErDU0/RsmgRsc2dzuFT//0vAmPHcud99/FMqJS2wq6ZitaPGEfcl5vOLC8a4aJFzyOqjC0eycfGzsU/7vQetxHAt81H3eNriayrJ9EQAaB5xDsA+H1FjPvR3N53/rOcumjazL0qqOoLwAt92Waw2LJiGYsOP4VXjzUnPUQERZhUFB7knnl4sENEHgDuUdVVg92ZPeX9V58hOLKFf2ECnN5w+EGD3COPAxURGQ8Uq+qKlLJTge9h0h/+XVV/2of2RgM/Bc7G2M1uBD6fTO1os/b8ABMvcwgm/MwXU/fvsXeIx+MsX76cSCTSc73aWmru/mNnwUEHERg1isUVO1m/rZqnRkylsiR74oe5BQE+OzS/x31MCPgoPuQK2tfswv9CLW5VLdE+HY1BJiWomG7yAfgDJUigf4Pl76kTyD5JrLKSxQ/dR9Vpnd4yE9gMKoQ1s5Glh8de5DvAFRinjMXAn4BHc/Vu39dYvvRPvDnnHFqkiA80NTJ3rOdg6TFo/ArYAHwLOmzVnwLKbfnNItKiqr/rrSERKQVex4RIOgcTV3AKxqYwyQ3A1zF2t2uA7wMviMgMVe3dndQDMFOxbdsaqNi2Hd2N9Gf1qrywdSPlO3IM93haV21c3Ofj2YjV+Fnhr8xxuL50SJd6YUc4I5xPfm9ZixLm09rYRgs+8mYMIXxIbr5HqkqLuwbX187G2E/AyrMfmP3/ctq+L+yXAmC8tpYKhbXjpwDw+bZ7OD7v3/xHz2ao230O3sNjb6KqfwT+KCIzgSuBHwO/EZHHMFrB1we1g32gsaYad2Q9z/AxAG4c5Xjx/jwGk2Mwtn9JLsJk3JmjqnER+Qbm5atXARAj3O1Q1UtTyjpCoVnt37XAT1X1b7bsMoyA+BngD3tyIP9tJBIJotHc9VxuNAE2UkdkfT2PPfV3dvjqe96HSLdpWAX+fOwZREdOhJET+9zvdE7eWsXQeIjPlfsZFm3otr7FfnJBUVx/K74pwwgentvs444dj7Nu/U+6lI0ffwVFRTNz3Gvu7JcCYMznsG7KrI7lw+LL8OEyxL8aSYwbxJ55eHRip3+vF5FvYcIe/Ry4TETWAb8B7s6UoWNfYtVrL7Bo1LG0SgEH76rmlJPnDXaXPA5sRgCbU5bnAU+k2Nw+iUnJmAvnAv8WkUcxKeUqMNr6O9WoqSYDo4DnkxuoapuIvIIJrn7ACIBtbW3ccccdtLTsQUABGyu50AlT7O8+xdru83HHYUfSGMruBTu5sZESXyE+6a6h03gcbWsDQIJBJK0dAc5vgLPbbFzgfsgQu2nMj2kueMdoBF/t+/alpceQH57EQdO+veedycB+KQBG/L6Ot4QTquOEwuZPnxyLwegPDGbXPDw6EJEgcB5GC3gaZqrpHmAMxmZpHiYTzj7LikX/YMHpVwFwVeNa8PVs6OzhMcDUY+L+JecCj8amM7QouT/3pmBezH6NsQOcQ6fm8A6M8AeQnseriiziw+7m1x5MFixYwDvvvNO10FXclnhHzLxm2jtWBXs4vW9MnsHqEdmVMH6fj/zCgozhDbZHOs23SvzdM2tcPKaM703NHHdUVVl75FG4ra2UXnABo2/+YdY+7C6qysqVX2dX/WK7nCAaNdYCPl8+IrmLW4FAKXMOu5f8/Mn93s9U9ksBUEVQ+wYwqcWFsLlIfepCXulgds3DAxE5AiP0XQjEMPl5v6iq61LqvMRuvTPuPdqbm9kybgzVMpKh8To+Nauw9408PAaWRRjb2iuBTwIFwMsp66djgp/nggO8rapJ9cu7InIQJq3iHSn10o3WJEOZqbgb+bV3h40bN7Jo0SJct/cJBLc5Rrw+u+PE5rYdOe/3iNhkjkhMybhudZHDbycU9NpGfaRnO/2vTBjBd6aO6bWduof/j5ZXzS000dCA22oCKIePOLzXbftCItHG2rU309S8kqam7qncS0uP4cgj/tKv+8zGP97d1qf6OQmAIuKS5YIG2oH1GNul32aps1dREVzHvEP4FBAzCJy8Ujj0vEHsmYcHAIsx3vTXAP/MEhJmFQMUs6+/2LTsHVaMN0FQj6lfSWCOl1nHY9D5PiY5QRtGgPuJqu5KWf9pTE7gXNgBrEwrWwV81f6utN+j6CpUjqC7VnBAcV2XJUuW0NRk/E5ee61fUnt3ovCp6AlIWn6GwrljCc82ThOOz0dRQfeXQFeVB2vq+e62zlOy6JCpSMDBCQe61e8JvwijQtm3idfVUf/ooySamqm7995u64PTplJ67rkZt62vf5ua2gV96g9AdfW/aW3tMA0lP38Kh895oGM5FBqZc1vPvLeDFRXd7Q5z5a4FG/pUP1cN4Jcw6df+gXnDAjgWYyPxM2A88FMR0Vy8q/YGKkZF7FMFMbKrc+TlECoaxF55eAAwVVU391TBZue4Yi/1Z7dYvvA5lh17JgAnVa+Gsi/0soWHx8Ciqu9Z56oTgUpVXZRW5RG6C3XZeB2TSSSV6XTaGG7CCIGnA0sARCQPmIvJtrPHRCuaiVe39VgnEouwcMWb/GdT98gzpx92CrKsEaK9awIL545Fgpm9W0eUDqM4v+uz0wn5CU4qRpzuE7Zb26O8srOBtVXNrI5FWRjpPIbPF5bw3o7+dZAOblpHcMc2hj56H8HK7QDERrvExyi7PmKjgYgQHTWWNYsfythGqPmmPeqD65tMNP9ztPpn88Ka1DW5vQvUNke46ansl6YTrMIJVXYrHxHNpzRuHExm+boawPZGrgLgmcC3VfWelLJ7bQiLj6rqx0RkDfBlcvOuGlCaC4o64v85CpLUADr75Yy3x38ZSeFPRE4Dkt5Kq1R1QNIqDhTLGuI0OsUM1yrmJOqht9AIHh57AVWtwWSuyrTumT409WvgDRG5EXgUOByT+eo7ti0Vkd8AN4rIamAt8F2gGZNve49ItMTY+dt3e6zTQjsvBd9np9PYUXZUzGSALNUCJi7yY5KiQGhqCaFpmU2ggmMKyZsxlMqGdpozTME22U+S6licFjcO2zNH1bh0/VYyiZyB9+q4d8d27uvxqPrGkPZG/vzvm7uUbRw2krzvJZWynX9FMIH5d3rgifX/Q0K72xj2RCwR4I0dx9ASC2MmRPeM68/s+t6xK7aNR3f8ulu9/GgxFy39UZeyf/VhP7lKRB/ExDpKZyGdLvcvYGIwDTrN+UUk/Xt8CsnZa8ngGeThsbcRkcnA34HZGM9CgDEi8j7wCVXNnjm8s42TgW8AR2KcRq5Q1ft72UYw01efw3gw1gEPqOq3+noMkdYWKqZMA2B2/D3GTjm0r014eOzTqOoSETkX+AnGKWuL/b4rpdptQBi4k85A0Gf0RwzA1nc6ww2GP9A9htym5gqeruiMGFUaKOLDY09iSLC4W11fSYiSsyYjvuwhmuav2ckV9y3ptV+J4XnEjsgeKDkVp7KN0rCfwoCfGS1K8fBSGN6/dvgz3+1Ut62bdSxtBSXsOHcIszGavm1tx+fcVmX0cNzCU7Pn2MxCEJjXD4fliHDhMeM5YWrn//18+fN8fWGn+HXmpDM7fg959+CO380TKugruQqAtZjp3l+klZ8L1NjfhcDuT14PED4FcUy2PfE0gB77BvcAjcAUVd0CHQFrH8CEmTgthzYKgeUYB5IHc9zvL4EPY6an3gdKgNF96rmleks5G0YbQ+wpzdsYefj5u9OMh8c+jdUYZtUa2nAwN9lPv+BGE+y88z/Eq4zTQt6MIawYV83ChQu7BElOdfCYMWMGF1xwAT5fp+bq8w8v5YWVKdOPr/ecEjnudrY9dXhmZ40d48LUjegMnxJsT2SsB1CyK8bpvjC//NhhexQb9L33v0hNTcsDtggAACAASURBVPasszoiQcUZCiIU+t6kEBhmzaqHDDmBD56Wecp3b9HeEuPxn75NU217r3VdXJa+UsPSlDJFuNrq1nzi4CzqVGS59j+bcewoPnSFeWx868ZLcu5brhLRDzGBa0/DGLArJuDmGcDVts7pGI3gPoWjgFVGO9I3ta6HxwBxPHBcUvgDUNUtInId8GYuDajqs8CzACJyf2/1RWQGxkTjA2np53qeY8rC2vffYX3ZLEQTTKnbiTP2yN1pxsPDw5JojFD3mMkDu8y3mU3BKhDB3xKm8uXMdmTBYJBPf+ZifvbqTv58V+etozUaZ0N132LyuWEf7uwhTBpZhC+U+VlZ19Rpy/evI6dzeHHPKdH2hJaWDaxcdT2Njct6rtghDymp/nQ+XyEHTfvOgPUvV164ZwUNvdhxdiI49CCnKLhp/rh5BQGO+cjuhYvJSQBU1XtFZBXmAfJRjJv7KmCuqr5l66RrB/cJfAqSdAJxPAHQY59gC2baKJ08cg9R0Vc+hsljepaIPIO5bS4ErlfVnT1umYFXy7eTGDabKbqegiYgOHAPAg+PA4G6x9cRWWcyYfzHv4mYWO1ajbHvCwaDHPvRS3luVXUy/B4tCBf+eS1VjZnDuMwZX8pjn+s6BRp1XX61uYrqaNfgA3+tMs7S66NRekpcOzoU4O3jZ+HrQavnunE2bbr9/7d35/Fx1eXixz/PZN/bdN93KgVKWQsFSsuul6ui4gKiBYQLlcum9ncVRAoKiICIFxDwakFwY7kKUrxQoVQFKS1iKaWFtrR0ozTd0uyZzPP743uSTCaTmZPkTGaSPO/Xa16dOXPOmW/bfHOe+Z7v93mob+j0r5YWO3Y80fK8oGYYAxZ0XMUrVFzMpCVLyCpuHbkUCSGdGPSpq2pkxeJN1Ne5f5cDDQfYsG8DkW7m4i/c4G6yVB/8AR8e9hZ/2dzxaCZAfnYBz33mOYqifqcKIbJCWWz610re/UfbFd6C8MrjK2NP44vve6Kq+io+RycySWMkahWw3QI2meEbwD0iciXe6kFcwtq7iT/XNggTgXG4NBjzcKP4dwDPiMjx8SqOJEpauynHTSyfwjpyQkNS1GRjus5bkXs2MAl4QFX3icgkYK+qZlRN0KaqBurfdQHYrslhGrc2EQqFGDHzE4Sb3PUrO7+Yix/teDTs6HEDueHfp7XZdtCwEirCYRbv2k/zHd7/q9jP3/Z1vBLi4lGDOXd4eYfvTyrMSxj8AeyqeJ5Nm+9LuI9fA9eMJ/+BbUjEfeb4xx9vt0/O6FFkl3Z9El7tgQae/NFK9n/UdqQuH/8pXJL5VdldsEUhBDmhHH718fi3pkcWj2RgftsaxAf2VLB++au8+Mtgi8v4johEJA9XV3Ea7uLxNvAbVe04g2QGqD7o92SFXERvI4AmQ/wGyMOlmWgOvEK4gkGPRc+XUdX2M7q7JuR95gWq+i6AiFyAK2B/DK3pnaI/u8OktduHuaBvdMNWSqy6jskwIjIZtzCxBBgAPI6rEnK59/pr6WtdW5GGJnb9bBUADYT541Y3k6pGc/nBS9G3fltH027+9KHkZbXOBcvNDnHKwUMpzW/NkberoZEVVTVc+vYm9jS2n6s3IDuLGya3Tahclp3FGYPKyImT2iUZ1SYqK9+iKVLL+++3pgQ++GO3tds3Ul/Pzptuarc9ltQI+au2ISpIYSETnnicvInxE013RlNjhJ2bKlvm0C19bG1L8DdkbAl7Jm1gyQdupO6ooUcxtmRMtz4vd1QTN5W3Vh+ZOWImI4uTJ7NutnTRQ7z7WuuCn9O+9nVCcaqhAPB7/wvd/SaCngb8GSjFTR4HN/dvoYicFTOnKFAiMh83aX0ELui8WlV9V0gIhRqinvsrxmxMil2Rhs/cAYSbgz/Pe0AYGEucALAjDXW1bBnoVqkNPbCXkYecEGQ7jQnC3bgA8HJc4NfsaQg0C0m37XnsHcIVLvhoOqrMXeWApfXjALcg46QpraPsx00s56xD46/diqiyL9xEkyrHvLqGuqiFHbMGFDOtOB+A/FCIi0cPZkReru92qirh8H46qgmxZcvDvL+pbRa4SRO/yciR57bb96Mf303hqy6AGXhBkkUL0yGUl8vA884jZ6T/oCmRv/7+Xd7+a/tVsyOnDODf5k/n1jcXs67uNcaVjuO/Pn1ZtxaxBKGywgX/U48/iaknzGbKMf5XNifidwTwJ7jJ4heoaiWAiJQCj+I62pkJju0yEfmC99nzcXVS5wPPici06An0iYS8AZYtWw5h+LDOZR03JhVU9eHkewXu70C2iExS1eZ08RNxvwM6kzuU97dtY09eCflaS9G+JqZMPSTothrTXbNwC62aYi7eH+DSJmWEpsoG6ta5W7+5E8r4Y4WbZbVLixk/fjyzBhRw62cOI6+j0Z4Yn3pjPa9Xtl38MWtAMVOL8rllyqhuBTJr113P9u3+ihMNGDCT3NxBjBp1ftz3w7t2AVA8dy7Dr+v5hRq7t7l/oyFjS8jNd/+2JYMLmHP+VLKyQuyvdwlNrphxRdqDP3BlNwFmff7LlI+MW2a6S/wGgCcAxzQHfwCqWuklyPxHYK1p71pgkao+5L3+TxE5C/et7tsdH9ZKNMKGDcfw0UcT+MLnuz90bEwQujulQkSKgcneyxAwVkRmAHu8FcW3Aseq6qnePkuAN3AJ3K/2tt2NG/lb0Zm2L1/3DhSMYSTbCB8oJ9fnxcmYHhbvG/9YMihd2Y7bW/PuVZ5SyK7HXN3dcNFQfntp6yjProZGzv/XRnY1xqsa6VSFmzjQ5AY8BmRnERKYN2owCyZ0PtPTe+/dws6P2t5KrK9vrUKRnd1BQuncQRwx42Hy8+N/5oGlS9n5g1sIf+RGtAZ87rMt7zXUhnnmp29yYE/Ur8BwHdR1POrox36BxpjMfnnhEkJk8VjZ/6OqwLu1HoZbvK/m+0KACKXPXAuN13T5s4Pwz52l7NvpRoDzHzkDcrq3KCWa3wCwDjdvIlaZ917gRCQXl+Q2dnXx87hvd75U7BxP7vY6Ro0eQ0GB3QI26RfQlIqjgZeiXi/0Hg/jFnmMwE1+B0BVIyJyNi5x+zJcrdQXgGvjLQBJZPWO7TBxDMPZTkP90M4cakxPeR43gHCx91q9u1YLSZDXrydpYwTCruuVnT2RF15/peW94nFuXu3PNq7l2e3v8Xqj/zloM3M2srDkT+5FJbyZJItKu3ZphD174s+yKigYz3Ez/6/DBZU1K1ey69rvo+H21UTYt4XqVZtaXkpOiPy198CO+wFY9cFRfPjBzJiDhPihh3dLunYZ2rQ72V+pXWKVMBAONTJpTQiV+As9slT5oK6OD7seewbi/Wq3ICcnFKagdmugEZffAPAZXB7AS2gd8TseeAA3pyIVBuP+32ITIO0ETovdOXrFYvZBB7dsH/5hJXV5wzjzjNNT1ExjOq3bUypUdSl0nLBeVefF2bYDaD8hp5O2eyXfBocrkIHjuns6Y1LhWuAlr0RpPq6U22Tc9ePz6WxYC29+XvagfAqPH87mJW+zadBwlhdN5ItHDeG6Nav5n51hoDX4O0Of5Wz+kPC0Axv2snt396OW7OwSZh7btrBYbu6gNsFf7apVHPjNvXDAjaLtXtJxsuna/EHsGH82kVAWOyeFqS1Snt9OSy2krN0zaWpYR5OsI1L8BgBrE8xRLKvKYkR916d1hYBRFfkJ99lG5qS3uvTOe5Ci+Am621g42vc5/QaAV+FGFv6KW6kI7t/vaeDqjg4KSOxPssTZ1mbFYs7UaS3vD8wq5ppvX5XSBhrTSemaUhGIiiK3MHlgbSWDJ05LsrcxPU9Vt3tTIr4EHIm7Xj0IPKaqfrPyppR6o3/ZQwpZu+5ddpSW8+dDjwPgvi272ux768BlDBtwBEcUzSJH4t8Aq2+qZ83uNTRFmui4PkeMpiZy129FGtqP2GldOa+t+B40NVJTN4iGxpJ2+5Qufc975gUmQ11C+KrJjTQVtL2xsK3pEppDjkhdBVpd0eb9cOQNwrVL3Ysq9zvmYyQXys1h0lc+2fH7hJhQNoGCnN57B7B85Bjyhw0P/Lx+E0HvAz4lIlNw/ycCrFHV7lc97lgFLtiM/VsPpf2oYFxnVL1AXU3QzTKm23p8SkWQdhW7ppdU13LwIWOT7G1MeniB3i+8R8ZpqvKCrtwQT725jj8eMbvlvS/ooy3Pzxo5jTMPmt/hbddwJMzmys3cvvxHvLN5Q5v3imuUogS/UU5aE+H4JBNO6vMHsnF6Byt1p53U8YFRUaiqopF9QBPbS9YyeNvyhJ+ZN7f1i2VpbglTy6cS74ZHKCuLqcedSOkQm4rSFZ3KjKyq7+FSR6ScqjaIyEpcibnozI+nA08mO/6QvWuZuKqaWXPnpqqJxnRVOqZUBCISibArzwWAhZURpo0L/lupMV0hIl/xu6+q+q2fnXL/zNvKveXjW14v4DYO53Xy8oYzZsyFjBt7UcLjr1l6DS9/sIzz/nk90+s7eXe7BJYf63/3oro32m2rLQpxYHgZZHV8O1V2/IvQR2sAGFzZun3qrNlt9xNh+qlnMuYQyy3aEzoMAEXkno7ei6WqVwbTnHbuAn4lIstxaSwuwy3h/1myA7PVff2YMmVKippmTJelc0pFt+zYu5f6UB75WkP2gWJyc6y6jskY98a8zsWtBI5Ott4I1APpDwAjyrLBwrXlrTn+zmmIcFTBOsJhOObop8hb9zI8MhyaWlfG7t+cz47XymheunWJ5DB95k005JUBUFTdnN+udcTsQPivNES2JWhMojmD0vJHfbxpx3WQnWQdRvQ6s0Gj3V2DIz/+SaafdlbiA01KJfrtfZjPc6RsjYyq/k5EBgHX41Y1rgY+oapJ85aFNMI555zDyIASRxoTlKgpFZOBg+mZKRWBeGPjOqCQweyivtH/ZGNjUk1VWyapici/ATfivlA1JzmfiRtUuLkr5xeR7wA/AO5V1Su8bQJ8D7cAcaD3WV9X1bd9NJjFQ1vn3uVv2Me5M3MJ76oEQuTmDoEXvw/h1imLe94rZOfK1tkjlcVj+OeMq2nKdqNvo7e+xEHrXQ3dqrwcVo8ZQqQEGiLdmf+mLX9oNy73pUOG8ZXb7yGv0MdCBtMjOgwAVTUj7p2q6n1Ap4sKDmkq5PDDD09Bi4zpOhHJAbYAp3oXiYwP+qKt2fRPGHwC5ZG95Awdn+7mGNORO4CLvBr2zf7u5cBcBPypMycTkeNwqZpWxby1AFe/ex6urOINwAsiMlVVDyQ6pyq8MswFQ8eueYtVW8oZdfIbbAUgwvW/PZOcxnIGVH6WsgOlCCFKqqtbVkZsmTGCnA9bV+FPmzWMOV/6LvBdwg0N3HPRF/FOBcCIyQfxxYXty7Il+ZtDKJR8Nz9nklBGJFU2rfrs/ZtIuDr5Tsb0MFVtFJFGUjhynkpbqqthMJSGKxkz3s8aPWPSYjwQ7yJQg0sG7ZuIlAGP4XIK3hC1XXAjjLep6pPetq/iivaeh5vTm4BSl+0uwduqiikMRdi++VkIwT82FLN+azUHf3Q8UltIJS4B9P4BrWlPZFMFYdxK2uGHFFE8cD8r/89Venz3H39r2e/YT5/LQTNPYNDosYSy/Zd+M31fojmA1wM/VtWkkZSInACUq+ozQTauO7IjwWXLNiZgPwW+LSIXqmrHqf0z0N48N2JRWl/FtKl2C9hkrNeAe0TkfFXdBiAio4Af0/lUSw8CT6jqiyJyQ9T2CbgsFc83b1DVWhFZhitWkDAArKeJiDe6VrE3h5mN64mENgEwbEMZx75fCqwjzLqkDdy6wj1iDRo9lhO+8GVCIavWY9pLNAI4GfhARJ7ETU5foaofAohIPq6E1YnAl4FBwFdT3NZOCUuvuq6a/uUk4GRgm4isJmakQlU7TmqVZvsL3DSr4tp6Jo2y1AsmY10M/AHYJCLNqx9G4W7TftrvSbyV+pOBeHlQmpfAxytWELdga3TBglGjXSXHwvo6IqEGZgxrTY1S/eFJZOW1Bm0jt/+dIed9Dsn2f9MuOzefI84624I/06FEcwDnichhwBXAr4BSEVHcKqpc3MT1N3DfjhapakMPtNe3JgsATeaqwEcqo0y0J9+tNCypDpOba7eTTGZS1Q0iMh2XNqwldy2wRFV9Tb8QkanALcBJSa5vvooVeO1qKVhQPuEgzQUINzJ50G18rNyt9K3bW052vivhPXDvOkoObObI6Ycz6qLL/TTbGN8Sfp1Q1beA/xCRy4HpwDigAHcBe1NVKxIdn065TTbZ1GQmVb0w3W3oqj05LkN/cWUwE8ONSRUv0HueqFu0nXQ8riTp6qjFC1nAbBG5DDjE2zYct7Crma9iBXVZQi4wsHoVH18+lOJ57lbv3vUuN96Urc8yfver5E2ezMjbft7Fv4IxHfNbCSQCvOk9eoXCxq7XCDQmlUTkReAzXjqY6O2lwB9U9RQf55gNfBM4Cpcb80JVXeTz86fgRu9FVYv9tru+ei+V4gLAgrpyv4cZ0yNE5FrgPlWt8553SFXv8nHKPwCxM+t+iSuGcAvwLvAhbpTxda8N+bgpHt9KdvLGLHdrtrjKVe+IRIQsoLbicGbvf5TD/pSRBUxMH9JnVwFnRXrlIkvTP8zBTaOI1Xzx8KMYlxfzETqR1FZEcoHfAstw8xB9e2vdMiIyjmKtpLhsTPIDjOlZ/4lLsF7nPe+I4vIBJuR9QYv9klYN7FHV1d7ru4HrRGQtLiC8HqgCfu230VL7Jlm5eeQUuJzws168nWn/WOn3cGO6rM8GgCELAE2GEZEjo15OF5E9Ua+zgDOBROn6W6jqYmCxd95FnWjGD3G5zF6mkwHg2++9DUPHUaqVDBk5JPkBxvQgVZ0Q73mK3Y6bFnUvrYmgz0iWAzDahK1hxp7iZlNpOIuSkaVITl4q2mpMG302AJT8jusSGpMmK3CjD81zk2LVknjkolu86ghnA0cCn/Wxf8uKxbFjx7K1qgqGQmnTAcaOsRKLJnN5dYF/p6r1MdtzgS92tRawqs6Jea24iiM3duV8JbXVzM6JUDbOSwSwZgjDL7LyaKZn9N2Z3Lk2B9BknAnAJNwqwWO9182PUUCpqqZk4o+IjAAeAi7wOzqhqg+q6tGqevSQIUPY7f26KArXMGHSiFQ005ig/BIoi7O9xHsvI+RRz9i5O1pej1ibTe60Y9LYItOf9NkRwENq9iXfyZgeFFXDOh1fvB4F7lfVzibBbXEgvxCA4oZayspKkuxtTFp1lIplLLC/h9vSodK83S3P33/hek4e9i2YfGoaW2T6E98BoIicA8zFLXFvcwFT1c8H3K5uy8HSwJjMJSJjcAs+4vUnPysUO+sU4GQR+V5zE4CQiISB+V5+soQOFLgFw8X1jVbT02QkEXmL1mkWL3s/382ycKnMFqejbfHskcEAbH7xYj4nt5E98yLIsrtXpmf4CgBF5E7c3KS/4/IbNaWyUUHos0ObptcTkfOBXwBhYBdtRyp8rVDsgsNiXn8KuA53K9rXwpMDeS4ALK2zMosmYz3h/Xko8CxuRW6zBmATGZSE/XDeINIUYkbVWgYM+BBOvSH5QcYExG+c9FXgXFX9YyobE6QsG6Ewmesm4E7gu6rapS9TIlKMK1EFbgRxrIjMwKWo+EBEbgWOVdVTAZrTVkQdfzQQid2eSGWOCwBLqq1vmcykqgsBRGQTbhFIXXpblFgOjex47SIm5y9xG3KL0tsg06/4DQBrgLWpbEjQcvrw+hbT6w0Dft7V4M9zNPBS1OuF3uNhYB4wArfgJDDVWe7iVFJvKSpMZlPVhwFE5BRc3XoF3lbVpelsV6wcGgnXDWF83krIKQQbuDA9yG8AeBuwQET+Q1V7RZHdnJB1JJOxFgMzgY1dPYF3Ievwh1xV5yU5fhGwyP8HRqgSFwCWRnwXDzEmLURkFPC/uEo5273NI0VkBXCOqm7v8OAelEMDBdnZCApDPpbu5ph+xm8A+BAuf9g2EXkXaIx+00/pqp6WJVnpboIxHXkB+KGIHAK8Rfv+9FRaWpVAJFxPNS7wG140NM2tMSape3Bz1Ser6vsAIjIRtxr+HuBzaWxbixwaGbRvEwwA8uyLlelZfgPAn+FWLP4Ztwgk48ts5NktYJO5HvD+/E6c9xS3WjGj1DfU0CTZ5GktQ4ZZFRCT8U4H5jQHfwCqulFErgT+kr5mtZVDI4OzvTyAp92YzqaYfshvAPh5XPH6F1LZmGYiUo6bz3Q6btl+BfAn4HpV3Z3o2GahrIy7hhoDgKr2um8n9Q0NABRpDYOGjktza4zpssxawl6by9SCl+GYS2DUUelujeln/F6IKvCZKiIgI3GVERbg0ld8GZgN/MbvCbKyLBGMMUFpbHLrVYoi1QwdPjDNrTEmqb8A93j5NgEQkbHAT8igEcCsJiXv32+GT/wo3U0x/ZDfAPB7wE1e6omUU9XVqvoZVX1aVder6svAt4DTRKQ02fHZhAllWwBoMouIvCIiA6Je3+qNdje/HiwiH6SndYmFvUkfhZFaSgbbXCWT8a4ECoGNIrLZSwuzwdt2ZTobFi1XG8me/klb/WvSwm8A+C3gTGCniLwjIquiHylsX7RSoB6XkqYdEblURFaIyApBCYUsADQZ5zggN+r113HTv5tl4Ua+M06Td4EqCteTVWSVCkxmU9Utqnok8AngDlxy9Y+r6lGqutXPOUTk2yLyuohUisguEXlGRA6N2UdE5EYR2S4itSKy1Fvc5UtWo0B+vJLFxqSe3yjpieS7pI43anIz8FBHaWi8UlYPAhROnaJit4BN5us1X/sjoRAhoDDcgGT3uimMpp/y5q13de76HOA+4HVcX70JWCIi01R1j7fPAuAbuNyb64AbgBdEZKqqHkj2AaEa+zJl0idplCQi2bgO8JrfBRgJzvV9XPmpROZGJ+sUkSLgGdwcxAV+PyuU1Zh8J2OMLxERQkBRY69IA2oMIjIfN8o+ATjUWwX8X8BGVf19suNV9cyY810A7AdOAJ4RVxD7auA2VX3S2+erwEfAebSu9u9QdlNmrUkx/UvSr/LeiNtTQEkAn3c3cHCSx/Lmnb05h895L8/uTFkfCdk3K5NxmovUx27LeBFxvyqKGywANJlPRK4GrsfdFYoead8GXNHF05bgrpl7vdcTgOHA8807qGotsAyY5eeEufVdbIkxAfB7n/RfuLqjm7rzYapagVtRnJSIlOCCPwHOUtWqJIe0kRWyNDAm4wjwqIg0/9rPBx4SkeZ5rRlbY605ACyotxEL0ytcBlyiqs96d56avQH4nqMX4yfAm8Cr3uvh3p87Y/bbSQdzeUXkUuBSgOyDDiY3bP3JpI/fyTw3AneKyKdFZIyIlEc/gm6UF/w9DwzEza0oEpHh3iM34cEt57B5SibjPIwrS7XbezwKbIl6vR14xM+JRGS2iDwtIttEREVkXpL954jIH0Vkh4jUeAu4LvLb8JYRwPpeM23R9G/jgNVxtjcCBZ09mYjcBZwIfDZODe/YUXyJs83tqPqgqh6tqkcD5DT0ihsApo/yOwL4rPfnU7T9wW7+QQ96uO0o3IpJgHdj3psLLE12AksEbTKNql4Y4OmKcRe4R/AXNM7ClZ27HdiBW9X/oIjUqeqvkx3c5H1XLG60xVWmV9gIHAlsjtn+CWBNZ04kIj8Gvoibnx5dv/tD78/huC9yzYbSflQwrpyIfaEy6eP3t/nclLYiRrJC935khwYH0xhjMpCqLgYWA4jIIh/73xKz6X4RmQt8FkgaADaPAJaELAeg6RXuAP5bRApx15LjvUUcCwDfI98i8hNc8DdHVdfGvP0+Lgg8HbdQEhHJx5VN/Zaf8+fbAKBJI18BoJeIuVfJzk2aL9qY/q4U8JUTLeKNAA4tG55kT2PST1V/6WWwuAWX/PlXuAUgV6rq7/ycQ0TuBS4APg3sFZHmH/4qVa1SVRWRu4HrRGQt7m7V9UAVPr5UARRm2xxAkz6+7+eIyDDckvppuNu+bwP3q6qvoe6eJrl2C9iYjojI2cCpuJQWHe3TZsK6aISxI0f3UAuN6R5VfQi3yGowEFLVjzp5ivnen7Gl4xbi5sWDm1JRANyLm7P+GnCGnxyAAIW9JxWo6YN8rZQQkROA9bjcRrVAHa4+73sicnzqmtdFKoSyLQA0Jh6vP/8aNxqyvKP9YiesF1LD8BGDeqqZxgRCVSu6EPyhqtLB48aofVRVb1TVEaqar6onq2q8xSftCEpubmFnm2VMYPyOAN4B/Aa4TFUjAOKW2f4MuBOfOY96imqIrBwLAI2JJSIn4uYO3qCq93fm2KJINQOH2hxAk5lE5C185tVU1ekpbk5SgpKTn5/uZph+zG8AOAOY1xz8AahqxFsa/8+UtKybJMuG1k1m8ZsyKarMVNCfPxu3ov9GVb27s8cXRmopKLMLlslYaS1Z2lmCUlgcRH0FY7rGbwC4H5f1fF3M9gnAvkBbFICsSMTqlZpMtCvJ+77TKnlVciZ7L0PAWBGZAexR1Q9E5FbgWFU91dt/Di74uw94LGpCe5OqJmsXAIWReutXJmOp6sJ0t6EzBKWwdEC6m2H6Mb8B4G+B/xGRBcAruIvUicBtuFvDGaWstpqQXahM5hFcXrJFwMt0rwzc0cBLUa8Xeo+HccnTRwCTot6fh1sN+U3v0WwzMN7PBxaHrW6V6R1E5BAgS1VXxWyfDoRVtVO5AFNBUErKBqa7GaYf8xsALsBdvH4RdUwjcD/wXyloV7cIWABoMtE04GLgctwiql8Ci1R1e2dPlCxXpqrOi/N6Xrx9/SpsbOjO4cb0pAdxK3NXxWyfhqsFfGKPtyiOkkGWVsmkT4dRkldqKhtAVRtU9SrcMvcZwBFAuapeo6oZeVWwANBkGlVdq6rfAkbjvlQdD2wUkWdF5Jz0ti65svqM7OrGxDMdiLfC/XXgsB5uS1wCFA8alu5mmH4sUZT0ElAOvTlmwwAACxlJREFUICIbRWSQqtao6luqukpVaxIcm3YWAJpMpaphVf1fVf133Dy+AuCJVNTVDtKAmnC6m2CMX01AWZztA+lmlangKNlF8ZpoTM9IFCXtxS3yADdHqFdFVDl5lgbGZC4RmSAiN+Pm1E4EbsYttspYAxqsDrDpNV7GVehouRB4d7SuA5alrVUxQrlF6W6C6ccS/UZ/EnhZRHbgJquvEJGmeDuq6sRUNK47hli6CpNhvDqh5+LmAR4LPO09X6KqGV8VdErpmHQ3wRi/FgB/A9aLyN+8bScCxcDstLUqmoJk2UCFSZ9EAeBluAvUFOAu3IR1X+Vt0k8QyZBRfmNa7cCN8i0CvgY05/sbGP3zmqo8gN0RIsJpp56c7mYY44uqrvNW/F6Bm7cuwGPAfV1ZdJUK0q0kAMZ0X4cBoDci8SyAiBwO3Om3vqExJq4y73ED8N047/vOA9jTQigDhpWmuxnG+KaqO3C3fI0xcfia1KOqF0LLLazJuIvUBlWtS2HbuszG/kyGmpvuBnSVjVaY3kREjkz0vqq+0VNtMSZT+QoAvcmzt+KG03NxMVa9iPwUuE5VG1PXxM4rlLx0N8GYdlT15XS3ocsyf4qiMdFW4AYqoscDon+I0z7KbgMVJt38ruy9HZe49jLgINy8wMuBC3CBYUbJl9x0N8GYdkRkqYjcICInikhOutvTGTYCaHqZCbjV9RO8x0HAF4G3gLOD/jARmS8i74tInYisFJGTgv4MY4LmN6/DecBFqro4atsGEdkF/Jy2paWMMfFtAy4FbgRqROQV4EVczs3XVTWSxrYlZAGg6U1UdXOczetFZD/wPeC5oD5LRL4A/ASYj1t5PB94TkSmqeoHCVoZVBOM6RK/I4BlwIY42zcAmVfN2lYAmwykquer6mhgKvANYDdwFfAqsFdE/iQi16SzjR0pDFsVENMnvI9bFRyka3ElHR9S1XdU9T9xK/4vT3SQXaVMuvkNAP8FXBln+1XAm8E1JxghSwJtMpiqvqeqD6jql1R1BK4+6T3AScAd6W1dfGPLrWSV6T1EpDzmMUhEDsVNWVoX4OfkAkcBz8e89TwwK6jPMSYV/N4CXgAsFpHTcaMViqtjOhL4eIra1mVvblhdJSKBdXJjPFODOpGIDAHm4FYGzwEmAW8AS4P6jCCtXLnS+pRJhcD6VIwK2t9jFWAL8IUAP2cwbkHJzpjtO4HTYncWkUtx00DALaRcHWBbjIFO9Cm/aWCWichBwNeBj+E60uNkUFLNGOtU9eh0N8L0LSKyopvHn4ML+E7BpVNaiQv4rgb+luH1ta1PmcB1t08lEJtyKQLsAtaraiqKWscLNttN8lPVB4EHwf3drU+ZoHWmT/ku7ukFepZU05iuexLYjLsN9Uim5tE0prfrwZRLFUATMDxm+1Dajwoak1F8zQEUkZNFZGbU63ki8jcReUBEilPXPGP6lO/hFk79GFgnIg+LyIUiMiHN7TKmT4gz9y/uI6jPU9UG3Ej+6TFvnQ68EtTnGJMKfheB3I33DUdEpgIPAKtw8wB/lJqmdcuD6W6A6ZO69XOlqjer6mnAQOArwEbgq8AaEdnsBYTzut/MlLA+ZVIh6J+rCtyt3kSPjwL+zLuAeSLyNRE5WER+gpsf/7Mkx1mfMqng++dK1EeGfxGpBGao6kYR+Q4wS1XP9kYFn/RSWxhjukBEBuDSwlwJFKuqLWM3pgtE5OQEb5+Fy1wRVtVAC1uLyHzcYskRwGrgGlVdFuRnGBM0v3MAowvUnwr8r/f8Q2BQ0I0ypi/zqoDMxE1UnwscB+TjcpQ9nsamGdOrxZv759UF/iEwG3f36uYUfO59wH1Bn9eYVPIbAL4OfFdEXsDlKmtexj4eFwQaY5IQkW/jAr5ZQCGwFVcF5GHgpcRVA4wxneHNrf0BcC7wFDBNVeMVNDCmX/J7C/hQ4NfAOOAuVV3obf9vYKCqnp/SVhrTB4jIdlzA9xIu4LOLkTEBE5FBwA242vV/BxaoaqrSzRjTa/laBKKqq1V1uqqWNQd/nm8C81LSsi6wgtwmaCIyW0SeFpFtIqLdWaShqiO9cnA/7y3Bn/UpE7Qg+1Scc38Ht9L+ZOBTqnpKpgV/1qdM0Lrap/yuAo5LVetUtbE75whKVEHuW4AjcEvwnxORsWltmOntinGTuq8CartzIhEpEJF7vU76kYj8WkQGB9LKFLA+ZVIksD4Vx/eBHNz0ivneRbHdI+DP9M36lEmRLvWphLeA/XYUVf2k3w9MFRF5DVilqpdEbXsPeEJVv52+lpm+QkSqgCtUdVEXj/8RMB94DKgDvgQsVdVzA2tkgKxPmVTrbp+Kc75FxKnAEUtVLwzi8zrL+pRJtc70qWSLQHYH0qIUiyrIfUfMW1aQ22SSzwAXq+pvAUTkUeDvIpKlqk3pbVpb1qdMb6Sq89Ldho5YnzKZJmEAmK5vSV3QqYLcxqTJGOCvzS9UdbmIhHFJY7ekrVXxWZ8yJljWp0xG6dYcwAzkqyC3MWmSBTTEbAvTiZrcaWB9yphgWZ8yGSGTLzydYQW5TW8gwKMiUh+1LR94SERqmjdkwpxarE8ZEzTrUyaj9IkRQCvIbXqJh4HtuLm1zY9Hcbd/o7elnfUpY4Jlfcpkmr4yAgiuIPevRGQ5LvnnZfgryG1Mh0SkGJjsvQwBY0VkBrCns5U7etGc2mbWp0zgguxTvZD1KRO4rvYpX5VAegsryG2CJiJzcJU7Yj2cySsOg2J9ygTN+pT1KROsrvapPhUAGmOMMcaY5PrEHEBjjDHGGOOfBYDGGGOMMf2MBYDGGGOMMf2MBYDGGGOMMf2MBYDGGGOMMf2MBYDGGGOMMf2MBYCm00REReRz6W6HMX2F9SljgmV9KjkLAHsZEVnk/WDHPv6R7rYZ0xtZnzImWNaneoe+VAquP1kCXBCzrSEdDTGmj7A+ZUywrE9lOBsB7J3qVfXDmMceaBn2vkJEnhWRGhHZLCJfjj5YRA4TkSUiUisie7xva2Ux+3xVRN4SkXoR2Skii2LaUC4ij4tItYhsjP0MY3oZ61PGBMv6VIazALBvWgg8DcwAHgQeEZGjAUSkEPgzUAUcC5wDzAJ+0XywiPwH8ADwS2A68Ang7ZjPuAH4I3A48DvgFyIyLnV/JWPSyvqUMcGyPpVuqmqPXvQAFgFhXMeIfvzQe1+Bh2KOWQI86j2/BNgPlES9P8c7brL3eitwW4I2KHBr1OtsoAb4crr/fexhj84+rE/Zwx7BPqxP9Y6HzQHsnZYBl8Zs2xf1/NWY914F/s17fjCwSlUPRL3/ChABpolIJTAK+EuSNqxqfqKqYRHZBQz113xjMo71KWOCZX0qw1kA2DvVqOr6Lh4ruG9G8aj3vh+NcY61KQWmt7I+ZUywrE9lOPuH6JuOi/P6He/5GuBwESmJen8W7mfhHVXdCWwDTk15K43pPaxPGRMs61NpZiOAvVOeiAyP2dakqru8558RkdeBpcDncJ1kpvfeY7jJt4+IyA3AQNxE2qeivq39APixiOwEngUKgVNV9c5U/YWMSTPrU8YEy/pUhrMAsHc6DdgRs20bMNp7fiPwWeAeYBdwoaq+DqCqNSJyJnA3sByow62Suqr5RKp6v4g0AN8AfgjsARan6i9jTAawPmVMsKxPZTjxVseYPkJEFDhXVZ9Id1uM6QusTxkTLOtTmcHmABpjjDHG9DMWABpjjDHG9DN2C9gYY4wxpp+xEUBjjDHGmH7GAkBjjDHGmH7GAkBjjDHGmH7GAkBjjDHGmH7GAkBjjDHGmH7m/wPmnZL5jUM+RwAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 255s 85ms/step - loss: 0.9083\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 256s 85ms/step - loss: 0.7972\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 259s 86ms/step - loss: 1.9631\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimizing objective 0...\n", "Epoch 1/1\n", "3000/3000 [==============================] - 259s 86ms/step - loss: 0.7332\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Maximize isoform proportions for all native minigene libraries\n", "\n", "seq_templates = [\n", " 'XXXXXXXXXXXXXXXXXXXXXATCTNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNANTAAANNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNGTCCTGCCCGGTCGGCTTGAGTGCGTGTGTCTCGTTTAGATGCTGCGCCTAACCCTAAGCAGATTCTTCATGCAATTG',\n", " 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXCATTACTCGCATCCANNNNNNNNNNNNNNNNNNNNNNNNNANNAAANNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNCAGCCAATTAAGCCTGTCGTCGTGGGTGTCGAAAATGAAATAAAACAAGTCAATTGCGTAGTTTATTCAGACGTACCCCGTGGACCTAC',\n", " 'XXXXXXXXXXXXXXXXXXXXXTGCTNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNCTAAAAAATAAAACTATTTGGGAAGTATGAAACNNNNNNNNNNNNNNNNNNNNACCCTTATCCCTGTGACGTTTGGCCTCTGACAATACTGGTATAATTGTAAATAATGTCAAACTCCGTTTTCTAGCAAGTATTAAGGG',\n", " 'XXXXXXXXXXXXXXXXXXXXXATCTCTGAGCTTTNNNNNNNNNNNNNNNNNNNNNNNNNTTGCTGCAGAGAATAAAAGGACCACGTGCAATACTTAATGCCGCATGATCNNNNNNNNNNNNNNNNNNNNNNNNNGGCTCTTTTGACAGCCTTTGGCGTCTGTAGAATAAATGCTGTGGCTCCTGCTGGCTGCTGTGGTGTTCACC',\n", " 'XXXXXXXXXXXXXXXXXXXXXTGCATTTGNNNNNNNNNNNNNNNNNNNNNNNNNCAATTCTAAAGTACAACATAAATTTACGTTCTCAGCAACTGTTATTTCTCNNNNNNNNNNNNNNNNNNNNNNNNNAATATACATTCAGTTATTAAGAAATAAACTGCTTTCTTAATACATACTGTGCATTATAATTGGAGAAATAGAATAT',\n", " 'XXXXXXXXXXXXXXXXXXXXXTCTTCTGAAATCTNNNNNNNNNNNNNNNNNNNNNNNNNTTCTCTTTTATAATAAACTAATGATAACTAATGACATCCAGTGTCTCCAANNNNNNNNNNNNNNNNNNNNNNNNNCACTTCCAAATAAAAATATGTAAATGAGTGGTTAATCTTTAGTTATTTTAAGATGATTTTAGGGTTTTGCT',\n", " 'XXXXXXXXXXXXXXXXXXXXXANNNNNNNNNNNNNNNNNNNNNNNNNTTACTTGATGTTGATAACATCACAATAAATTATGGAGAAAAATACATATTNNNNNNNNNNNNNNNNNNNNNNNANTAAAGTGTTTTCTTTTAAATCAACTCTAAATAGCTCCATTCTCATAGTCACTAGTCAGACCGCTCGCGCACTACTCAGCGACC',\n", " 'XXXXXXXXXXXXXXXXXXXXXCGATCTTCTTTTTTTANNNNNNNNNNNNNNNNNNNNNNNNNATTTTGTTAATAATAAGATAATGATGAGTAACTTAACCAGCACATTTCTCNNNNNNNNNNNNNNNNNNNNNNNNNGTTTTCTGATGACATAATAAAGACAGATCATTTCAGAATCTGGCCCTTGTGCAGGGGAGGAGGGAGGC',\n", " 'XXXXXXXXXXXXXXXXXXXXXCTTGAATTTCATNNNNNNNNNNNNNNNNNNNNNNNNNGTCATTTTGTCAAATAAATTCTGAAAATCTTTGTATTGACAGTGTGTTATNNNNNNNNNNNNNNNNNNNNNNNNNAGTGCTCAATAAAAAGAATAAAGAGGAAACAGCACTGGATCTATACCTATACAAAACAAGCTACCAGCGCTC'\n", "]\n", "\n", "region_start_ends = [\n", " [[4, 49], [49, 55], [55, 100]],\n", " [[24, 49], [49, 55], [55, 101]],\n", " [[4, 44], [49, 55], [77, 97]],\n", " [[13, 13 + 25], [49, 55], [13 + 75, 13 + 100]],\n", " [[8, 8 + 25], [49, 55], [8 + 75, 8 + 100]],\n", " [[13, 13 + 25], [49, 55], [13 + 75, 13 + 100]],\n", " [[1, 1 + 25], [49, 55], [1 + 75, 1 + 100]],\n", " [[16, 16 + 25], [49, 55], [16 + 75, 16 + 100]],\n", " [[12, 12 + 25], [49, 55], [12 + 75, 12 + 100]]\n", "]\n", "\n", "library_contexts = [\n", " 'simple',\n", " 'doubledope',\n", " 'tomm5_up_c20n20_dn_n20',\n", " 'aar',\n", " 'atr',\n", " 'hsp',\n", " 'snh',\n", " 'sox',\n", " 'wha'\n", "]\n", "\n", "iso_objectives = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n", "\n", "#Run SeqProp Optimization\n", "\n", "print(\"Running optimization experiment 'Max Isoforms of All libraries'\")\n", "\n", "#Number of PWMs to generate per objective\n", "n_sequences = 10\n", "#Number of One-hot sequences to sample from the PWM at each grad step\n", "n_samples = 5\n", "#Number of epochs per objective to optimize\n", "n_epochs = 1#10\n", "#Number of steps (grad updates) per epoch\n", "steps_per_epoch = 3000\n", "\n", "sequence_templates = [\n", " seq_template\n", " for target_iso in iso_objectives\n", "]\n", "\n", "losses = [\n", " get_isoform_loss(\n", " target_iso,\n", " use_start=region[0][0] + 21,\n", " use_end=region[0][1] + 21,\n", " use_target_bits=1.8,\n", " cse_start=region[1][0] + 21,\n", " cse_end=region[1][1] + 21,\n", " cse_target_bits=1.9,\n", " dse_start=region[2][0] + 21,\n", " dse_end=region[2][1] + 21,\n", " dse_target_bits=1.8,\n", " entropy_weight=0.1,\n", " punish_up_c=0.005,\n", " punish_up_g=0.0001,\n", " punish_dn_g=0.00005,\n", " punish_up_aa=0.0025,\n", " punish_dn_aa=0.005,\n", " )\n", " for target_iso, region in zip(iso_objectives, region_start_ends)\n", "]\n", "\n", "max_pwms = []\n", "max_cuts = []\n", "\n", "for seq_template, library_context, loss in zip(seq_templates, library_contexts, losses) :\n", "\n", " pwm, cut = run_seqprop([seq_template], [loss], library_context, n_sequences, n_samples, n_epochs, steps_per_epoch)\n", "\n", " max_pwms.extend(pwm)\n", " max_cuts.extend(cut)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Library = simple\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = doubledope\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = tomm5_up_c20n20_dn_n20\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = aar\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = atr\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = hsp\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = snh\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = sox\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Library = wha\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plot one PWM sequence logo per optimized objective (Experiment 'Max Isoforms of 6 libraries')\n", "\n", "pwms = max_pwms\n", "cuts = max_cuts\n", "\n", "pwm_index = 1 #Chosen PWM index\n", "for obj_index, library_context in enumerate(library_contexts) :\n", " \n", " print(\"Library = \" + str(library_context))\n", " \n", " pwm = np.expand_dims(pwms[obj_index][pwm_index, :, :, 0], axis=0)\n", " cut = np.expand_dims(cuts[obj_index][0, pwm_index, :], axis=0)\n", " iso = np.expand_dims(np.sum(cut[:, 80:115], axis=-1), axis=-1)\n", "\n", " plot_seqprop_logo(pwm, iso, cut, annotate_peaks='max', sequence_template=seq_templates[obj_index], figsize=(10, 1.5), width_ratios=[1, 8], logo_height=0.8, usage_unit='fraction', plot_start=70-40, plot_end=76+50)\n" ] }, { "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 }