diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 45cbd562..f776fd9d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,5 +1,5 @@
 repos:
   - repo: https://github.com/kynan/nbstripout
-    rev: master
+    rev: 0.9.1
     hooks:
       - id: nbstripout
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training.ipynb
index 6da1139b..162e59ad 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training.ipynb
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,7 +152,8 @@
     "np.set_printoptions(precision=6, suppress=True)\n",
     "\n",
     "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
+    "\n",
+    "new_names = [\n",
     "    \"pressure\",\n",
     "    \"temperature\",\n",
     "    \"enth_mol\",\n",
@@ -160,6 +161,8 @@
     "    \"CO2_enthalpy\",\n",
     "    \"CO2_entropy\",\n",
     "]\n",
+    "\n",
+    "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
     "data = csv_data.sample(n=500)\n",
     "\n",
     "# Creating input_data and output_data from data\n",
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_doc.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_doc.ipynb
index e88ab677..aa085992 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_doc.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_doc.ipynb
@@ -1,1123 +1,1126 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
-    "\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
-      "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
-      "<frozen importlib._bootstrap>:241)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import random as rn\n",
-    "import tensorflow as tf\n",
-    "import tensorflow.keras as keras\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
-    "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")\n",
-    "\n",
-    "# fix environment variables to ensure consist neural network training\n",
-    "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
-    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
-    "np.random.seed(46)\n",
-    "rn.seed(1342)\n",
-    "tf.random.set_seed(62)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "# Creating input_data and output_data from data\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# Define labels, and split training and validation data\n",
-    "input_labels = input_data.columns\n",
-    "output_labels = output_data.columns\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogate with TensorFlow Keras\n",
-    "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
-    "\n",
-    "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
-    "\n",
-    "* Activation function: sigmoid, **tanh**\n",
-    "* Optimizer: **Adam**\n",
-    "* Number of hidden layers: 3, **4**, 5, 6\n",
-    "* Number of neurons per layer: **20**, 40, 60\n",
-    "\n",
-    "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
-    "\n",
-    "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
-    "\n",
-    "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/250\n",
-      "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
-      "Epoch 2/250\n",
-      "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
-      "Epoch 3/250\n",
-      "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
-      "Epoch 4/250\n",
-      "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
-      "Epoch 5/250\n",
-      "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
-      "Epoch 6/250\n",
-      "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
-      "Epoch 7/250\n",
-      "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
-      "Epoch 8/250\n",
-      "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
-      "Epoch 9/250\n",
-      "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
-      "Epoch 10/250\n",
-      "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
-      "Epoch 11/250\n",
-      "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
-      "Epoch 12/250\n",
-      "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
-      "Epoch 13/250\n",
-      "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
-      "Epoch 14/250\n",
-      "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
-      "Epoch 15/250\n",
-      "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
-      "Epoch 16/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
-      "Epoch 17/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
-      "Epoch 18/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
-      "Epoch 19/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
-      "Epoch 20/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
-      "Epoch 21/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
-      "Epoch 22/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
-      "Epoch 23/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
-      "Epoch 24/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
-      "Epoch 25/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
-      "Epoch 26/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
-      "Epoch 27/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
-      "Epoch 28/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
-      "Epoch 29/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
-      "Epoch 30/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
-      "Epoch 31/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
-      "Epoch 32/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
-      "Epoch 33/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
-      "Epoch 34/250\n",
-      "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
-      "Epoch 35/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
-      "Epoch 36/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
-      "Epoch 37/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
-      "Epoch 38/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
-      "Epoch 39/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
-      "Epoch 40/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
-      "Epoch 41/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 42/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
-      "Epoch 43/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 44/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 45/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 46/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 47/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
-      "Epoch 48/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
-      "Epoch 49/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
-      "Epoch 50/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 51/250\n",
-      "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 52/250\n",
-      "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 53/250\n",
-      "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
-      "Epoch 54/250\n",
-      "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
-      "Epoch 55/250\n",
-      "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 56/250\n",
-      "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
-      "Epoch 57/250\n",
-      "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
-      "Epoch 58/250\n",
-      "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 59/250\n",
-      "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
-      "Epoch 60/250\n",
-      "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 61/250\n",
-      "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 62/250\n",
-      "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 63/250\n",
-      "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 64/250\n",
-      "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 65/250\n",
-      "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 66/250\n",
-      "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 67/250\n",
-      "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
-      "Epoch 68/250\n",
-      "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
-      "Epoch 69/250\n",
-      "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 70/250\n",
-      "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
-      "Epoch 71/250\n",
-      "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
-      "Epoch 72/250\n",
-      "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
-      "Epoch 73/250\n",
-      "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
-      "Epoch 74/250\n",
-      "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
-      "Epoch 75/250\n",
-      "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 76/250\n",
-      "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 77/250\n",
-      "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
-      "Epoch 78/250\n",
-      "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
-      "Epoch 79/250\n",
-      "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 80/250\n",
-      "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 81/250\n",
-      "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 82/250\n",
-      "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 83/250\n",
-      "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 84/250\n",
-      "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 85/250\n",
-      "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
-      "Epoch 86/250\n",
-      "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 87/250\n",
-      "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 88/250\n",
-      "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 89/250\n",
-      "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 90/250\n",
-      "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 91/250\n",
-      "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
-      "Epoch 92/250\n",
-      "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 93/250\n",
-      "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 94/250\n",
-      "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
-      "Epoch 95/250\n",
-      "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 96/250\n",
-      "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 97/250\n",
-      "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 98/250\n",
-      "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 99/250\n",
-      "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 100/250\n",
-      "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 101/250\n",
-      "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 102/250\n",
-      "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
-      "Epoch 103/250\n",
-      "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 104/250\n",
-      "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 105/250\n",
-      "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 106/250\n",
-      "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 107/250\n",
-      "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
-      "Epoch 108/250\n",
-      "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
-      "Epoch 109/250\n",
-      "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
-      "Epoch 110/250\n",
-      "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 111/250\n",
-      "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 112/250\n",
-      "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
-      "Epoch 113/250\n",
-      "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 114/250\n",
-      "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 115/250\n",
-      "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 116/250\n",
-      "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 117/250\n",
-      "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
-      "Epoch 118/250\n",
-      "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 119/250\n",
-      "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 120/250\n",
-      "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
-      "Epoch 121/250\n",
-      "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 122/250\n",
-      "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 123/250\n",
-      "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
-      "Epoch 124/250\n",
-      "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 125/250\n",
-      "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
-      "Epoch 126/250\n",
-      "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 127/250\n",
-      "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 128/250\n",
-      "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
-      "Epoch 129/250\n",
-      "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 130/250\n",
-      "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
-      "Epoch 131/250\n",
-      "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 132/250\n",
-      "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
-      "Epoch 133/250\n",
-      "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
-      "Epoch 134/250\n",
-      "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
-      "Epoch 135/250\n",
-      "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 136/250\n",
-      "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 137/250\n",
-      "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
-      "Epoch 138/250\n",
-      "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 139/250\n",
-      "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 140/250\n",
-      "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 141/250\n",
-      "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
-      "Epoch 142/250\n",
-      "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 143/250\n",
-      "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
-      "Epoch 144/250\n",
-      "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 145/250\n",
-      "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 146/250\n",
-      "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
-      "Epoch 147/250\n",
-      "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 148/250\n",
-      "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
-      "Epoch 149/250\n",
-      "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 150/250\n",
-      "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 151/250\n",
-      "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
-      "Epoch 152/250\n",
-      "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 153/250\n",
-      "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 154/250\n",
-      "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 155/250\n",
-      "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
-      "Epoch 156/250\n",
-      "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
-      "Epoch 157/250\n",
-      "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 158/250\n",
-      "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 159/250\n",
-      "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
-      "Epoch 160/250\n",
-      "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
-      "Epoch 161/250\n",
-      "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
-      "Epoch 162/250\n",
-      "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
-      "Epoch 163/250\n",
-      "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
-      "Epoch 164/250\n",
-      "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 165/250\n",
-      "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 166/250\n",
-      "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 167/250\n",
-      "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 168/250\n",
-      "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 169/250\n",
-      "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 170/250\n",
-      "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 171/250\n",
-      "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 172/250\n",
-      "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 173/250\n",
-      "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 174/250\n",
-      "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 175/250\n",
-      "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 176/250\n",
-      "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 177/250\n",
-      "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
-      "Epoch 178/250\n",
-      "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
-      "Epoch 179/250\n",
-      "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
-      "Epoch 180/250\n",
-      "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 181/250\n",
-      "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
-      "Epoch 182/250\n",
-      "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
-      "Epoch 183/250\n",
-      "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 184/250\n",
-      "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
-      "Epoch 185/250\n",
-      "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 186/250\n",
-      "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 187/250\n",
-      "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 188/250\n",
-      "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
-      "Epoch 189/250\n",
-      "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
-      "Epoch 190/250\n",
-      "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 191/250\n",
-      "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
-      "Epoch 192/250\n",
-      "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 193/250\n",
-      "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 194/250\n",
-      "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
-      "Epoch 195/250\n",
-      "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 196/250\n",
-      "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 197/250\n",
-      "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 198/250\n",
-      "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
-      "Epoch 199/250\n",
-      "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 200/250\n",
-      "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 201/250\n",
-      "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 202/250\n",
-      "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 203/250\n",
-      "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 204/250\n",
-      "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 205/250\n",
-      "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 206/250\n",
-      "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
-      "Epoch 207/250\n",
-      "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 208/250\n",
-      "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 209/250\n",
-      "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 210/250\n",
-      "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 211/250\n",
-      "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 212/250\n",
-      "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
-      "Epoch 213/250\n",
-      "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 214/250\n",
-      "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 215/250\n",
-      "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
-      "Epoch 216/250\n",
-      "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
-      "Epoch 217/250\n",
-      "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 218/250\n",
-      "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
-      "Epoch 219/250\n",
-      "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 220/250\n",
-      "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 221/250\n",
-      "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 222/250\n",
-      "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 223/250\n",
-      "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
-      "Epoch 224/250\n",
-      "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
-      "Epoch 225/250\n",
-      "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
-      "Epoch 226/250\n",
-      "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
-      "Epoch 227/250\n",
-      "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 228/250\n",
-      "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
-      "Epoch 229/250\n",
-      "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 230/250\n",
-      "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 231/250\n",
-      "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
-      "Epoch 232/250\n",
-      "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
-      "Epoch 233/250\n",
-      "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 234/250\n",
-      "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 235/250\n",
-      "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
-      "Epoch 236/250\n",
-      "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
-      "Epoch 237/250\n",
-      "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 238/250\n",
-      "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 239/250\n",
-      "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 240/250\n",
-      "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 241/250\n",
-      "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 242/250\n",
-      "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 243/250\n",
-      "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
-      "Epoch 244/250\n",
-      "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 245/250\n",
-      "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 246/250\n",
-      "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
-      "Epoch 247/250\n",
-      "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 248/250\n",
-      "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 249/250\n",
-      "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 250/250\n",
-      "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# selected settings for regression (best fit from options above)\n",
-    "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
-    "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
-    "\n",
-    "# Create data objects for training using scalar normalization\n",
-    "n_inputs = len(input_labels)\n",
-    "n_outputs = len(output_labels)\n",
-    "x = input_data\n",
-    "y = output_data\n",
-    "\n",
-    "input_scaler = None\n",
-    "output_scaler = None\n",
-    "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
-    "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
-    "x = input_scaler.scale(x)\n",
-    "y = output_scaler.scale(y)\n",
-    "x = x.to_numpy()\n",
-    "y = y.to_numpy()\n",
-    "\n",
-    "# Create Keras Sequential object and build neural network\n",
-    "model = tf.keras.Sequential()\n",
-    "model.add(\n",
-    "    tf.keras.layers.Dense(\n",
-    "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
-    "    )\n",
-    ")\n",
-    "for i in range(1, n_hidden_layers):\n",
-    "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
-    "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
-    "\n",
-    "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
-    "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
-    "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
-    "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
-    ")\n",
-    "history = model.fit(\n",
-    "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
-    ")\n",
-    "\n",
-    "# Get the training and validation MSE from the history\n",
-    "train_mse = history.history[\"mse\"]\n",
-    "val_mse = history.history[\"val_mse\"]\n",
-    "\n",
-    "# Generate a plot of training MSE vs validation MSE\n",
-    "epochs = range(1, len(train_mse) + 1)\n",
-    "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
-    "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
-    "plt.title(\"Training MSE vs Validation MSE\")\n",
-    "plt.xlabel(\"Epochs\")\n",
-    "plt.ylabel(\"MSE\")\n",
-    "plt.legend()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "\n",
-    "keras_surrogate = KerasSurrogate(\n",
-    "    model,\n",
-    "    input_labels=list(input_labels),\n",
-    "    output_labels=list(output_labels),\n",
-    "    input_bounds=input_bounds,\n",
-    "    input_scaler=input_scaler,\n",
-    "    output_scaler=output_scaler,\n",
-    ")\n",
-    "keras_surrogate.save_to_folder(\n",
-    "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing Surrogates\n",
-    "\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 1s 3ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+  "cells": [
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
+        "\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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REWbMmNFkn4OIiMioVpPx+fjjj1U/r1y5EjExMdixYwdGjBgBq9WKFStWYPXq1bjiiisAAG+//TYuvPBCfPPNN7j00kub47JbvL59+2LPnj0AgOzsbPnxxMRE/P3vf8ddd92FV155BcHBwTCbzRAEQc4cSW677Tb59z179sSLL76Iiy++GKdOnUKHDh2a5HMQEREZ0WoyPo6sVisAoFOnTgCAHTt2oKamBhkZGfIxffv2Rffu3ZGXl6d7nnPnzqGyslL1y5+IoigvXW3duhVXXnklunXrhvDwcNx8882wWCw4c+aMy3Ps2LEDkyZNQvfu3REeHo6RI0cCAI4cOdLo109EROSJVhn42Gw2ZGdnY/jw4RgwYAAA4NixYwgODnbaddSlSxccO3ZM91yLFy+G2WyWfyUkJDTmpbc4+/btQ1JSEoqKijBx4kQMGjQI69evx44dO/CPf/wDgOvlt9OnT2PcuHGIiIjAe++9h++++w7/+c9/3L6OiIioObSapS6lWbNmoaCgAF9//XWDz/XQQw/h/vvvl3+urKz0m+Dns88+w48//oj77rsPO3bsgM1mw/PPPy8PX127dq3q+ODgYKcREj///DMsFgueeuop+b59//33TfMBiIioWbjapSytyNT/HI7y8ih06mSB2VwlP95c459aXeAze/ZsbN68GV9++SXi4+Plx7t27Yrq6mpUVFSosj6///67U02KUkhICEJCQhrzkluEc+fO4dixY6rt7IsXL8bEiRNxyy23oKCgADU1NXjppZcwadIkbN++Ha+99prqHImJiTh16hQ+/fRTDB48GGFhYejevTuCg4Px0ksv4a677kJBQQEef/zxZvqURETU2IzuUp42bRr+979YPPaYGTabAJNJxMKFv2HKlJMICgpCdXU1SktLm7yLc6sJfERRxN13343//Oc/+Pzzz5GUlKR6PjU1FUFBQfj0008xdepUAMD+/ftx5MgRpKenN8cltygff/wxYmNjERgYiI4dO2Lw4MF48cUXMX36dJhMJgwePBhLlizB008/jYceeggjRozA4sWLccstt8jnGDZsGO666y5kZmbCYrHI29lXrlyJv/3tb3jxxReRkpKC5557DpMnT27GT0tERHoa2lPOaBnDmTOdMG+ePegBAJtNwKJFcbBa16oyP0DTdnFuNYHPrFmzsHr1avz3v/9FeHi4XLdjNpsRGhoKs9mMrKws3H///ejUqRMiIiJw9913Iz09vUXs6DKa0muM1N/KlSuxcuVKt8fdd999uO+++1SP3XzzzaqfX331Vbz66quqx66//npcf/31qsdEUfTuYomIqNE0ZU+5wsJAOeiRiKIJ5eWdnAKfpqwJbTWBj/RlO2rUKNXjb7/9ttwz5oUXXoDJZMLUqVNVDQxbgqioKMyePbvFDm0jIqK2ryl7yiUl1cJkElXBjyDY0KlTeYPP3RCtJvAxkkFo164d/vGPf8i7kVoaBjVERORLLXkKelycDc88Y8XcuREQRRMEwYZJkzY7ZXuaWqsJfIiIiKhec49CMuKGG87it9/eQnl5J3TqVN7sQQ/AwIeIiKhVaimjkPS2q0vM5qoWEfBIGPgQERH5KXdBizs7dw7Bpk0TVUtZKSm7Gu39fIGBDxERkR/yNGiRSLuPrdZw+fWAfcfWpk0TkZx8EGZzFaxWK2pqahr8fr7GwIeIiKgN8CSb4i5oKSsrUx3vWCSdmZmJ7duD5ddLlNvV16xZY/j9mrKLMwMfIiKiRtbYu6+MZlOkAKO8PMpl0LJhwwan186ePRsA5IJqqzUcgpCtOo/ednW99xs+fDpGjWraXc8MfIiIiAzwNnhp7N1X7rIpSlJPuaKiWrzzjmc9dhw/u9lchUmTNjsFXFrZpk6dLBAEmyr4CQgA0tKi0NQbzhj4UIN9/vnnGD16NE6ePKmak+ZKYmIisrOzkZ2d3ajXRkTkCw0JXhp795W77I2jqCh7sLF8OXDnnUBdHQz12Dlw4IDTYykpu5CcfNDtdnXHICkgQMTrrwtQjNxsMgx8/MCMGTOwatUq3HnnnU6DR2fNmoVXXnkF06dPNzTWgojIHxkNSkpKSpyOdayXMVKLYyS7JC1baWVTlNkbvfqZrCxg3DggP9+C7dtXua0L2rZtm+bjRrerK4Oku+++CqmpXdy+pjEw8PETCQkJeP/99/HCCy8gNDQUAPDHH39g9erV6N69ezNfHRFR66IXvGjVxigZqcXxJLskjULq1q0S8+ebUVcnICBAxNNPV+KGG653WzsUHw8EBFSjoKD+MzRky7nRnj5xcTaPzutLJveHUFuQkpKChIQE1X+UGzZsQPfu3TFkyBD5sXPnzuGee+5BTEwM2rVrh8suuwzfffed6lz/+9//cMEFFyA0NBSjR49GUVGR0/t9/fXXuPzyyxEaGoqEhATcc889OH36dKN9PiKiprJz5xAsXZqNVaumY+nSbOzcOcT9i6Bfi2O1hquO82RpLCoqCrGxsZgzJxJFRQK2bQOKigTMmROJ2NhYj2uGPP1sVms4CgsTYbWGe31fmhoDn2ZSXAxs22b/Z1O57bbb8Pbbb8s/v/XWW7j11ltVx8ybNw/r16/HqlWrsHPnTvTq1Qvjxo1Debk9ZXr06FFMmTIFkyZNwu7du3H77bfjwQcfVJ3j0KFDGD9+PKZOnYo9e/ZgzZo1+Prrr+UdAURErZWR4EUZDCi5qsVx955a53MUHw+MGgXDdTMWiwWlpaXyUpzRwEyiDHReeCEbGzdOcnptcXGsoWtvSlzqagYrVgAzZwI2G2Ay2QvMsrIa/31vuukmPPTQQzh8+DAAYPv27Xj//ffx+eefAwBOnz6NV199FStXrsRVV10FAHjjjTeQk5ODFStWYO7cuXj11VeRnJyM559/HgDQp08f/Pjjj3j66afl91m8eDFuvPFGuXC5d+/eePHFFzFy5Ei8+uqraNeuXeN/WCKiRuCukNjVUpa7WhwtjdX0T2s5Te+z7d3bD/367VUtXTkGSVp5FFE0YcWK2zWvXVn31NSDVBn4NLHi4vqgB7D/88477QVmjV3d3rlzZ0yYMAErV66EKIqYMGECoqOj5ecPHTqEmpoaDB8+XH4sKCgIl1xyCfbt2wcA2LdvH9LS0lTnTU9PV/38ww8/YM+ePXjvvffkx0RRhM1mQ2FhIS688MLG+HhERD7jWFwsfVG7Cl7cbSv3ZPs34Nk2dU9pLadpfTZAxCefjMeWLWPlwMVqDcdPP/V3CpKcibrX7lgL1ZSDVBn4NLEDB+qDHkldHXDwYOMHPoB9uUtacvrHP/7RKO9x6tQp3HnnnbjnnnucnmMhNRG1dI7ZkPqC3XCXwUthYaLbbeWutn877r5yl10qKyvzabbE8bMBIgBBft9Nmybi7Nl22Lo1w+l5OxsEAeefs8ExC+Rqi31jD1JVYuDTxHr3ti9vKYOfgACgV6+mef/x48ejuroagiBg3LhxqueSk5MRHByM7du3o0ePHgCAmpoafPfdd/Ky1YUXXoiNGzeqXvfNN9+ofk5JScHevXvRq6k+FBGRDym/hPWWmrSCF3dLWVOmTFFl2ZW0Ahh355OyJr7Mlkifbe/efvjkk/Gq50TRpAh6AHvQYw9+pHsj3ZegoGp5mUvr2psTi5ubWHy8vaYnIMD+c0AA8PrrTZPtsb9fAPbt24e9e/ciQLqI89q3b4+//OUvmDt3Lj7++GPs3bsXd9xxB86cOYOs80VId911Fw4cOIC5c+di//79WL16tVP/n/nz5yM3NxezZ8/G7t27ceDAAfz3v/9lcTMRtSquin3N5irMnHkB5s69HlOmTAFQnzERBPvfbB2XsqKjoxEbG6v5SytwcXc+iS+yJcoCarO5Cv367ZXft57jMhgACBg37mNkZy9FSsoumM1VSEo6jPj4UkPX3hyY8WkGUtOogwftmZ6m7lwZERGh+9xTTz0Fm82Gm2++GVVVVRg6dCg++eQTdOzYEYB9qWr9+vW477778NJLL+GSSy7Bk08+idtuu00+x6BBg/DFF19gwYIFuPzyyyGKIpKTk5GZmdnon42IyFfcLTXl5ORg9uzZiIuLk5/3ZClLj/I45fmCgqpRUxMiBycSqf7I22UvvazWpEmbsXnzJNhsAkwmEVdeudUh42MPaBwLn43ci+YkiKIoNvdFtCSVlZUwm82wWq1OAcIff/yBwsJCJCUlcWdSI+O9JqLmUlpaiuXLl8NqDcfSpdlOxb5jxuRg+PA8AMDMmTMRGxvr8yGkFosFJSUl8nKW0d1dRpe9XH1GQbAhO3spzOaq8/VNnXDllT3w669fNtouM+k+NoSr728lZnyIiIg0mM1VyMjYipycMagv4hWwdWsGBgwoUGUwfL0jKSoqSg6kPNnd5Rh86QVkUpbIXVZL+vXrr/Y2KA3N4jSkK7SvMPAhIiLSERdXCvXOJde7kxqDJ/11lIyMvvCmt5Cr2VyuApvGyhZ5ioEPERGRDm8Cg6a4Bq3+Oo6MFD172lvIFVeBjbusldH6J19g4ENERKSg/BL2NjDQWmKyWq2oqakBAAQGBiIyMtLpfV3t7nLVX0cKICoqKjyulTFSQO2Ou8Bm0KCpmlmr4cOnY9Qo3y8VusLAxwusB298vMdE5K3iYnuz2N69gdDQ+gCkpMSEwsJAJCXVytPBtYKNs2ejkJh4K374YR3M5iqXdS1Wq9Xp/SsqKrB27VrFMcbrWpTFyVq7u/T660hLb2vXrsW0adMQExPjdG5X12E2V+HQoV6K4MWGYcPykJaWr3nNjufSW44bMOAaDBtWjZqaCM0edmlpUWjCmAcAAx+PSH1vqqurERoa2sxX07ZJ/6Ny7DVERKRFyrCsXh2KefPM8hbsiRO3IyVll8tlGKnHmPr13SEI2fJxyroW5Zf+mjVr5GtQBwP2x/TeVy8IUWaJoqKiMHv2bFRXV6OsrAwbNmxAv357sWXLWJdLb1LQNW3aNPkxd/U1WrO3cnOHIzc33SkA0jpXcvJBzSXBgoIPcPSo/XVLlszBnDkdUFfX9D3slBj4eCAwMBBhYWE4ceIEgoKCYDKx/2NjsNlsOHHiBMLCwhAYyD+iROSaVMRbvzXbvgxkswnYtGkiYmKOuVyGOX78ONauXev0eq3dU3oBhF4woPW+yrEP7op8HbNRniy91dbWAjC2K0wrY2NnD4Dy8tJdfqbs7KVur2vatCpMndqh2XrYSfit4gFBEBAbG4vCwkJ5wjk1DpPJhO7du0MQBPcHE1Gbo1yucvcFKWVJ9JZbjh7t7nLLthQguNvarRdA6AVWU6eu1zyfsgmg0cGjWsteR4/GAxCQkHDU5f1x9bmk54OCzmkUUKuPd/WZyss7GdrqHh/ffAGPhIGPh4KDg9G7d+8mHajmj4KDg5lRI2rFPAlcHK1YAcycaa8HMZnsY37GjXN/Pr0dWAkJRwztzHK3g0svgDhyRDuwAkSNYMI5uDCyPT4qKgqZmZny0pon9Th6n6ukJA7//OctcoZm0KA9+OGHQdCbZiWKJhw/Hg3HAaQmkyjfI1db3VsKBj5eMJlM7CZMRKRDK3A5P+7PiRQgdegA/PabFcHB1Zg5Mxo2m7RcBdxxh32zgygKLs+ntwwkzY1ytzzkbhlJL4Do3l07sEpIKHY632WXfYWvv77cq+3x5vOFQ3r1ONJylLRsFhQUpPu5MjK2OmWe9uwZhNtvfxN79/ZHbm46nAMgEV9+ORr2XWX24EcQbFi4sARAyw52lBj4EBGRzxQX1wc9gP2fd95pz9g4ZmqUAZL9y9QM+xeqY8PA+p/t5xNx0UXHkZgY6FQDo7fcYrTjsKvjvAmsUlJ24ezZdsjJsQcZX399OQYN2oM9ewZpBldG5m7p1eM4LpvV1NTgpptuQlhYGABg4cIT+OGH0ygo+EA3e1VTE4yxY7ciLS0f+flpyMtLd9pCb5/GLmLq1LVISCjG6NFDsW1b/Xn0CrelzybxdrZYQzHwISIin7BYLPjmG8BmU3+Z1dUB+fkWhIbWF+s6Bkj1X6qOX7LO6uoEvPTSR0hKOizvyFLSW24xugzj6jhPAyurNRxbt2ZAyp5ImZWsrDdRUxPsFFxJs7kA+64sZa8faeu8dkNDyOeXls2kc0lb5GNjgcREi7zLytWyntlcJQdAP/3UD1u2OG+hb9/+DMzmKmxTRD2udo8pP5vE6GwxX2LgQ0REDabcWSUIzkMvt29fhYKCKjlQ0QqQ6gmKL2UpA6QMhEQEBdnrLJuj3tKTwMpVZiUpyfUmGWUvIMf3mTRpMzZunAjH5SitZTO9LfLdulWqtv4/8MBBhIUpexTZMzd6S3mO7+PJTDGta2sqDHyIiKjBpC8wd3Uyyq3jjgGSRBBsckbk9On2WLfuOscjUFNj3+VktVrl2hdvSbUwjcHIyAtPGhxOmzbt/G7XNUhOPqhajjLaVVrKsMyYYcFvv70gZ6mUQY8ycwPYkJx8CL/+muzyfdztimspGPgQEZFPuaqTkbaO641hUNbNADgfIOkHDjU1NYbnPGVmZjoFSb6cEaVcmiosLEROTo7bQNDTBoeRkZGIjY3F7NmzUVJSArN5A9LS8r0aN1FdXa2ZpdIqnj50qDfsu8e2O+0ek65Va0u89O+qJUxllzDwISLycw3Zeq7HSD2N84yoYKcvbyMN+5TLN3rcFdK6e/2ZM2fkImF357dYLMjJydH8nI71P942OIyKilJl2ZTb2xs6+dxVM8O8vHSkpeXLjzgGblqF2768Nl9g4ENE5Mc82XreGJQBkl72w8iOrIYWyCqDFmUApBwseubMGafholoBlfNwUu1sh97SkKsGh8qdUVKxs7vamqKiIhQWFsrZNsA+iUD5s/I6XTUzdNfQUVm4HRRUjYqKjli3biqUxd1GGjY2JgY+RER+ysjW8+JiIDfX/vthwxqv6667L29vGuMpgxgjA0qlAm3lNSkDFr0AxtXOJFe7nLR3Z7lucKi1M8pdbc2WLVvc3iutzI1WM0PlMuPRowm6hdsnT3ZyWC7TvrbmwMCHiMhPHTignpYN2LeeHzxoD3BWrADuuAMQ7f0DIQjAG280TkbI14WxyiDG3YBSKWhRZmqMLOFI59BbIjMSzLlrLAi4b3BopIDaFb3MjdTMUFk8nZGxFeXlUSgoGHB+m76aINgQFFStG/R4em2NgYEPEZEfslgsiIiohckUI3dJBoCAABHh4cfx44/BuOOOjnLQA9gDIL1mhA3l6Ze3lH0pK9Puoi8FI+6CD62gRes1P/wwGNKWer3lGinDJC1HGQnmtJbxQkP/cArUAKCwMFGzONhdHZQyUwXYMzUAkJBwFGZzlaFmhuXlnVBSEqcIyrR6Ldnft6YmxGXQo7w2XxaXG8XAh4jIzyizIVdema4qpJ0wYTM2b96FwsJEiOJ0p9cqM0JKRr/A9LaOezJ1XJmNeecdEc88U4EbbjirWW/jTSZJu7jXsZu0+hyOy2SA+2BuypQpAOyN/ZRBSseOJ1UNDg8d6nV+arx+cbBzobi9QPzQoV6Kfj+OPZHsM7769fvJbTNDAPJcL637AQDXXrsOAwbs092JN3XqOiQkFOPWW8cgOvpidm4mIqKmIWU5du4covgbvH0ZQ11/IqrGRQD2gZSieBAWSyfVl5bRnVWuGClidszG2GwC5s6NwG+/vQWzucqp3sabZSDt2ht1hsPxHHoFzcqlK8dgLjo6WvUarSW5Tp3KDTUFlN6vpCRW9X72jF39tnS1+hlfrsZoAK52etXfj4SEYgD6QeyAAfvkzx0bG6t7rsbGwIeIyA9p9WrZujUDAwYUKOpPNqm6AwuCDRMnbsaXX+7Cl186F/Ua/du7FCBVVFTgxIkTqpEHekXMo0ePxrZt29xmcBwDEE8ySa5e4y4wUHIMYDIytiIursTljDCt5bWNGydixIgv3Was1M0G6wM0V4GK4/mUu7FuvDENAwZcDOBiWK1WrFmzxmUwqHU/jM5Gaw4MfIiI/JAn9SdHj9rXtRISilVfYN6OG5ACpNjYWERGRqoCHz0dO3aE1RqO06fDIE0Gl7jL4HjzJaz1miuu+MztObQCmK1bM5CdvdTpNRUVFee7MOtlVEz48stRcJVtcg5g9WecuaIcozFgwDinjIxeIbargE4viG2Ouh4lBj5ERH7I6BKQ/ctrn+qx+mUVE5pqxeLdd0PkOhd7IGAPfoyOafBmO7zja4ycw1VAKT0vFSgrZ3G5GjxqD2a0syvulqCMMrLTymgAqdUhW9JcdT1KDHyIiPxMRUWF7hIQUL97CFB/UQPOhcWN1fDQcSfS0qW9VFkNQRAxdepapyyUN6TdWBUVFV6NVggODpazX3oBZUlJnFwcrFWg7DzCw5GAceM+Rr9+e1XX5Tpgcj3lXnl9RoJH6Tq1jpsyZQqio6NbRGDjDgMfIiI/YrFY5EyD49/glbuH7F+aIpRZleTkg06FxQ3d3q617OFYI5OenqeZRWnf/ozul7XR5ZQzZ85g+fLlivfV3j01ZswYhIeH63ZuLi21zxYz0ptHr0A5Ofmgqn2AkiDY5KBH2g329ts5TgXUzqRlQa0p9zZce+06l8Gj0fsYFxfX4gMeCQMfIiI/olX8qzV+QPklKX1RT5263unLVW97u1HK3WAVFRUoLgYee6yvvJtMFE3IzU3XzKIEBenXGBndZWa0309SUpLhnUiOAaW7eqoxY8YgJ8cexDjvvAKkHXf1W+dDsWZNV7z2WjakwDQlZQd27LjY4XUCrr3232jf/owc2OrttHK8LxJfzEFraRj4EBE1g8YYDNoQ7mpFpCyQYwAiNTy0WAK9/vKLioqSM1GFhYmw2S50OMKE9PTtcgdhQIQomrBixe1O08wLCirkVwUHB7sNVqRMjbvgpKKiwuW5HDMjjktCruqpwsPDAbjaRm8vkA4N/QMAsGhRT9UxomjCzp2p0Cr6VmZzXNXouFqqak1BjREMfIiImlhzDwbV4rpWpP5L1HEZR2p4CLieWeWOuxqZtLR89Ov3E95883Y4DrxUTjP/5z/1R1J4+vmVwcnatWtdnksrM1JWVqa5HKVXU2M2V52fkSV1iVZvTbffd0ArKySKJgwbtl01XkLvPbSWtZq7t05TYuBDRNSEjAwGbQ5atSnSl6zyS9RV1sDb7e3urkN6b62lIFE0IScnA3rTv41ek1ZxsSgCBQUDEBdXik6dLCgpKUF1dbXu0o7jhPcNGzqqOi672/5ttYZjz55BqK/Dce4WrUcKDqXxEp72zmnuLeZNiYEPEVETcjcYtDk5BjUAVF+iyh1PSUmHff7+0vmTkw8iO3up0xe4XlbG05EUepyLi03IyRkDaRv5oUObkZJin44ubdl2nPouNfyzWsMVheL1/Xyyst48H8DVj4I4e/YsAGPdkbUzPursjqtdV1paW41OQzHwISLykjd1Or1725e3lMFPQADQq1fjXKOntHrXAK4nnPvC6tWhbudRGZ1mDrgufNajXVysPZh0zZo1Lu+JXs2QtFSnPD4iIgKA61EZynYDjjve0tLy3QZ5/rSU5Q4DHyIiL3hbpxMfbz/2zjvtmZ6AAOD115s/2+OKux1PDWGxWFBUVIt582JUO7n0zu9umrlUDCwVPpeVlRnOaLirc1JmkqzWcNU4D+maY2KOIT6+1GWhsnT85s2TcN99/QDUAjDeHdmbURD+tJTlDgMfIiIPeVunI9V+XH01kJ9vQlFRIBIT7UskpaVNs+TgzRegNxPOjZAmmtt3cqknwbs6v2NWKiVlF2JijmHFits1grOlmsNLJcr74Vznoz8qIj8/DVr1Rm++eTsmT7ZncpxrptTH22wCVq78WrVsaKQ7srsO0o7LWv62lOUOAx8iIg95U6cjfck7KihQ/9yQnVFGOO4+Kisrw4YNG1y+xpsJ50a428ll9PxWaziOHOnh0fBSSVRUFDIzM+W6nI4dT8rDOktK4px2YgFAQUE/5OYO07ma+myVMogJCqpWBWauPqM34zWUuKzlGgMfIiI3HGt5vKnTMbq7yNVx3tQUab3G08DKmwnnjXV+x5ESepPJAWPBk8ViQU1NjWa9zvDheRgwoECns7U+ZcClDGIa8x6ScQx8iIhccKzlWbLkFKZNq8Izz4Ri/nwz6uoEBASIePppKwICzsJiaZxlBW9qinzZL8jIEkxwcLDXjRldnX/YsGHIzc11CHJsSE3dgZ07Ux26TWsP89Ty448n8fzzmxEUdA6bNmktkx100dlan17A5c2UeG+wnsc1Bj5ERDqKi4E77oC8xdlmA+67LwyHDy+H2VyFe+4Jl7/ETp2qwvmRTz5frvKmpsjoazz5knQ1oDIuLg4ffBDlNtBSBkYBAdrnt1rDVYNS33uvBEFBsQ6Bh0ljRAOgN8zTkT0ojDxfW6TueAw41xi5n4JubFp8Q5exXMnMzETnzp1Zz+MGAx8iIh3LltUHPRK9ZQwl5XKV9EUfEeE+U6DHm5oio69xrPmpqKhAba19l9HJkyexbds2t9cXHR2Ns2ej3AZajhmoZ54JdTqXY1ZHmhnmareVknKYp+OEd8C+tJWfb8Mdd0TLu8jsQY/rZTLXO75suP12e11QY2Zypk2bphqQqsQCZuMY+BARaSguBpYs0XrGeNGt+os+BhMnDvGq9403NUWevEb5haksii0tLTUU+FRUVOCnn4Jhs6m/eOvqgPx8C86dq0BFRQfMnBkDm80eXNhswLx5Ztx7b7gcpBw9mqDaIq7MwmjV8DhSZlsca3a6davEjBkW3Hbb9vOPO57H9TKZ3o4v6dj4+FLNaxo9erShe+gqqAEY2PgSAx8iIg1aGRMAGDYsz9Df6J2XmgSvet9YLBYEBFR7VFPkzWsaYu3atbBawyEI2U67lrZvX4WCgirNLes2m4Dy8k6qqeGuCdBalgJsuPbadfJATq2+Q3PnmhEbe9DN+9jPn5X1pmYg47hLy0iGp2PHjm4+k11kZCR3YjURBj5E5Nf0inGjo0/CZIqUMxQAYDKJSEvLN3RercDJ0943jlvgjdQUefMaX3C3M0tvy3pQULVHRcNZWW9i797+TsM4BwzYJx+n3XdIwBNP/GHgfUyoqdGve/K0RicoKMjQcSxIbjoMfIjIb+nterJYLNiw4WVMnKheLpk40fj2Y62lJqluxHFLtpLyC9Bxa7uRmiJvXqPH0y9jV7uWzOYqzQnlNTUhLoIRGwQBquPj40sRH1/qchinvabHOTO0b19/jcc93wLvic6dOztNbXfEZaymxcCHiPySq11Pp06dANCw7cfx8cDNNwOrVtU/lplZjW7dbsO8eWbYbAJMJhHPPGPFDTfYh1S2tC9Ax8JnLdJQToleoLVz5xDFTC37KIaUlF3nl8icM0FTp9qXrgDoBlKudk4NG5aH3NzhqsdF0YRhw7arskUXXrgPe/deCCM7sowYO3YsEhMTAbS8f59kx8CHiPyS3q6nHTus2L3b/Re5KxUVFSgpMeGdd2KgzCasXRuCtWtDFAW+AubPj0RmZmSLndXl7ovbPp08UTN7JXHugWOfVD5gQIHuEply6cqbQCQtLV8OcCSCYENaWr5TtsiegfNNb53ExETW6rRwbTLw+cc//oFnn30Wx44dw+DBg/HSSy/hkksuae7LIqIWRG/XU3z8H9i9u2HnXrt2rW4xryN329JbMvtSYQxstukuJ7a7m/XVGI393NUcGckeTZkyBYGBgVi7dm2Dr4dajjYX+KxZswb3338/XnvtNaSlpWHp0qUYN24c9u/fj5iYmOa+PCJqAVztegoOPm74PI7DIAH70s/y5f/D6dNhcK4nqa9Zkbjblt4SSRPVldvTld2OAahqmLRqbhxrafSCD1f1UO40NKCKjo72uM6JRcotX5sLfJYsWYI77rgDt956KwDgtddew4cffoi33noLDz74YDNfHRH5irejEdztenIzr1NFaxjk6tWhinlOIhw7+gKQsxBNMerC19xNVM/PT3PacWWnzHYZq6XRmp8lZZS0+t441hsBDe+UrKxzUjZ3VAoKCoLZbGZNTyvRpgKf6upq7NixAw899JD8mMlkQkZGBvLy8jRfc+7cOZw7d07+ubKystGvk4gapiEzqIzuevJGcbG9KV99czwBgiBi6tS1co8ZAKoshDdbzBuSBWko6f6VlMRCa0dUbm46pMyOlAWyd79WHgc5M6RHqxfPhx9OwsKFaUhMDGzSAEN6L9butA1tKvApKytDXV0dunTponq8S5cu+PnnnzVfs3jxYixatKgpLo+IfMCbuVVaGiN4sBdMq+t4RNGE9u3PGKopcQzKtJZNtLIgyuNcLbUoP3NDlmSs1nBs3ZoBdRZHPB/gONfyODLSz0irLqiuTkBVVRfoxTxcZiIj2lTg442HHnoI999/v/xzZWUlEhISmvGKiMgVb+ZWOXK1hOIJxy9ae8G0qAp+GtIXxnE7eUmJCY89FiNnlETRhM2bJ+HsWUH3NZLVq0Px2GP12+j79xe8mtReUVGhM7BTgNY4CftWdcBVfY9WrZR9V5z6Xrqrh4qKisK0adNYjEwueT81rwWKjo5GQEAAfv/9d9Xjv//+O7p27ar5mpCQEERERKh+EVHLJe3GUvKkQLikxOS0hLJp00RYreEeXce0adOcllvi44GFC3+DINgjM3d9YaQp5K7eOyoqCrGxsQgODkZhYaBTRslmE/DEE6dgsVicXiP9qquLxbx5kapt9Hfeac+eKRUXA9u2OT8usVgsWLt2rdyF2R1BsCE9PQ9jxmx1uicA5M8u1Uopf6WmdsHy5YI8wT0gAHj9dffBrat5V0RAG8v4BAcHIzU1FZ9++imuueYaAIDNZsOnn36K2bNnN+/FEZFPxMfba3ruvNOe6TH6hSgpLAx0ubXaKMddohaLBdXV1Rg9+ldYrWvd7iTSyjrpkQqKteZhAcBrr4UhNHQ5FiyYrjm365tvoDtANDTUHigZqZuSskhaW8Wdl7nsj9mbCNqQmroDSUmFSEgoxqFDveQCcGmA6Jw5zvfy6quB/HwTiooCkZhYi7g4G0pLm64xIJfO2qY2FfgAwP3334/p06dj6NChuOSSS7B06VKcPn1a3uVFRK2XL74Qk5JqNTsFOy5H6S2/FBYGok8fE6Ki6odPOu4UM5tdN93TKtzdtGkiFi48Aa36WWXAkZ7u3JEYsAduRUW12LMH6NABOHXKPm9swwbtgEk5QHTKlHswc2ZHj+qmHLeKKweNOgdCJuzYcTF27kxVja2QPvv8+WZkZtrfy/FeSgoK1D/rFYIbDVZuuukmhIWF6T7PHVptV5sLfDIzM3HixAksXLgQx44dw0UXXYSPP/7YqeCZiFoXb78QHbe9x8XZXDa2kzhuVXeVETEy90pJr6FfUVEgUlPVxxYXA998EwyrNRxmcxXS0vJVO6cAexBTUhKHSy6JUdU/mUyRmDhxCFJSdmnOyZI+87ffnoTNpp4iXlcHrFhhxZQpNgwcqD1hXFmkLQVCR4/G4/jxGHz55Sin40XRhJycDDhWWdTVCXKNltF7qXeckTEbDGr8W5sLfAD7//i4tEXUtnjzhegYrCxZcgpjx1YYamynzBz4aieZRG9SeWKiukdM/fVHQRCy5SLsyZPVgVt9UONc/7Np00ScPdtOc06W5KefPtBYQhPx6KNmLFpkwwsvnMK993aQn9HbEafM+jhuda9ncvrsvm7iyKCGXGmTgQ8RkVawct99YcjO/kheitIKeDIzM9G5c2fVl6cvdpIp6Y1TCAvrDYvF3qPG8fqVnZEdAzftXVb1r1MuLTnOydK6HmXQIoomzJnTHlOnAr//bsKWLRlyxkm5I855HpcAreBHHajZmzi+/rrQKkd2UOvEwIeI2iStYMVIEbPZbHbKGOjN9WpIlkIr67R2rT0Lc9NNN2HXrkingmTl9TsGbo5ZlHrOj2vdh5SUXYiJOYY337wdWktRs2adwaZNMRDFLqrzSMGY3hb3/v1/xN69/Z1aBwwYUIDy8k6YM+dPuktpRI2BgQ8RtUlawYo3PXVczfWSRk0YNXr0aGzbtk3+WS/r9O677+oWJGtdv17GxjG74u48FRUdod3lRMTGjdqFwFIQpbd8N3ZsDsaOzVEFeKNHj0bHjh0RGBiIyMg/UFpaCoC7qKhpMPAhombjzbwtox2XpW3v9TU+IiZOVBcxuzuXu7le0qiJzMxMQ9fesaNzZkPvGtxNF3eUnHwQU6euByAiMrICNTXBcqARGvqH6jzp6c4jfHbuHIKNGydqnFmvVsdOCqI8mYauDP4cGb2XRN5i4ENEzcKbeVtGOy5L294rKkIBmKH1xW3kXEbnetXU1Lj9vN58HqPTxY2eJz8/Dbm56cjNHY68vHSn+hznbI/jdHk1QRAxf/6vGDmyHwBg6NA6JCcv9XoaOuD9vSQyioEPETU5b3ZJ6XVcTk4+qPqCraiowNq1a1FcHIsVK26XdzpJO5yk4Zh65/JGYKCx/5UGBQXJv9fr5eP4edwNUTV6HgDIy3MeIKpfnwNcffWH+OijCU7PSVmjtLR8tGtXhfz8+ufc9TByx+i95LIYeYuBDxE1OW92SR092s5Qka4gCIplG+3jAUH3XN6IjIzE7NmzUVRUi8LCQCQl2ZsqKgUHB6sySHq9fH76qR/6999rOHjQO4/jfXH1ft27H9Gsz+nT5wACA5W1QzYMG2YPeBprKrx0L9mHhxoLAx8ianLe7JIaOtTsNADUZBKRnv4nDB1ajbg4G4KDg1FUVKuzbKMu6jXSvdkTH3wQ5XbpTiriBbR7+QAitmwZj5ycsZpLb1r1QJ06WeC4JCUINlRXByE391J0734Y8fGlLt9PEGwYNGgP9uwZ5FSfY3S5zZcY1FBjYuBDRE3KyC4prXlTjq8RBBGiCNx1V0eYTCKWL7dPG9+2zaK5bONYbKtXiHvmzBmPP1NJicnjpTt3vXM2bZqImJhjqKkJQadOFqeREHPnHkRY2L9w6FAvqGuYbOjWrRj/+tcNkHrpDB78A/7f//uvy/fbs2cQsrLeVBVFK6+1KQIeoqbAwIeImozRXVLKsRNarzl6NB7r1l0LKcthnzYuYtw4QXMWF2BDVtabiI+vz7joZTLeffdd3TlQeuxT09WPaS3dOdalSNfw00/9sGXLeNVzomg6X6PkPPtKFE147rneuO222PPZrfrARxCA4uIExWMCfvhhMC6++FtFr5474FjwLYom1NQEIynpsOHPTdQa6ZfrExH5mNYuqaSkw07ZBOVxWq9p3/4stJrs7dhhRXX1r5g0aTMEwR6JCIINkydvVgU9nry/EWbzcZhMouqxgAAR4eG/w2KxALAXdO/ZE4WRI290uob+/ffK11tPVBUsO35em03AkSPdNet2nHexCTh6tDsAoKYmRON5AGjYUh9Ra8GMDxG1Olr1KiaTiC++WHG+LgVe16VYreHYvj0Yl14KnDzZDoWFiW57BuXmrsXEieot5RMmbMZ779l3TCUlXYvHHmt/vv4nWR4cKnFe9nK9jRywB3R6Rcn2nWzK4EZEQsIR3XsHiBgzZmuLWM7ibi1qbAx8iKjV0WqW98ADBxEW1rC6FKkfzgsvmCAIANARojgdJpOIZ56x4oYbzqqOLysrw4YNGwA4L50dOtQLS5dmK+pp7JTb6h1HRkivDwqqlpe56onnf9XXJMXHl2LQoD344YfBkOp5Bg3aAwCqxwYP/kHOeGndu4yMrRg+3LmpYWObNm0aIiMj5Z+5W4uaAgMfImqVHAMNZdDjDed+OPXP2WwC5s+PRGZmpMsO01KwpT2ws57ezDBlsKY9gkJEevp2eTu51RqOH34YBGU9z549g5CdvRQXX/wtjh7tjoSEI07LfM2xUyszMxNms1n+mUEONRcGPkTUavlyt5GrCeeAZ9PY3Z3LyNZ5raGhomhCXl460tLsHQPz89Og16soKemwZl2TxJf37uqrr0aHDh1U2RslBjnUkjDwIaJGJ83kiohwv59CWWNjdH6XL2jXvtSzFysfh8US6PZLXKu3jnJwqKuZW0r2QmT9Rov2TsyOmq5IecqUKYiLi2NQQ60KAx8ialTqmVwxToW9SsoaG6kJ4NVXN811ahUYCwJUxcqbN9uv2912d63eOmPGbEVcXImhpSWpUWFQ0DnNQuSSkjhodZ8GgGHD8pqsSJlBD7VGDHyIyKeUE9cBx5lc2oW9gHONjdQEcNeudk127Y61LwA062Ck7e4lJSanXV/1Az/VvXUGDChwO3OrvDwKJSWx2Lo1Qw64+vbdh337+kFZx7N1awayst7U3NElLYM1xJQpUxAUFISamhoEBgZqLmFx+YpaKwY+ROQzjhPX77/feSaXKJowfPh0DBum7pWzfXswXnjBsTcPYLF0lGc3KXdRNZRUbOt4TsfaF71gxf5ZY2CzTVdNRDc6O0tJOV3dsaPyvn0XQq/ZoF736YaKjo5GbGxsg89D1BIx8CEin9CauP7CCzi/XFR/XEAAkJYWBeX3qsViQVJSrdMsLqmuBgj02RfxtGnTEBMT06BsRf2ICvWIieTkg5q1Qq6KmUeMuAGPPdZLniLv3FzQpHu+pKTDTb47i6i1Y+BDRD6hN3H9rrtO4Y032uvO5FKOpNBqAqisqzFqypQpiI6OdnrcV8szu3ef1sxkSbupPMnEWCydVMGeI6nPjnL5S3k+ztEi8gwDHyLyCa2J64JgQ2joctxzD3RncinHQ7jqL1NdXW24q29jF93+9NMHEIRshyUtG06fbg+rNVz3c1it4Th6NAEAkJBw9PzIjFqn++a4AywlZRcGDChosswOuydTW8bAh4gaTHt6unNmwpHWTCxXGYyoqCinYMlRUxTdao+YELBu3XWqYEX5OXbuHIKNGyehfinLPkMsM/MkFi2qw8KFXVWdlB13gHmT2Rk9ejQ6duwIADh58iS2bdvm9jXTpk1j0TK1aQx8iKhBXE1cb4zMRFN8KUs7rFzN6JKyOkePxmP9+mvlGh1lvY+rnV6ACRs3TkRy8lKYzVXIzvb9fevdu7dcG2WxWAwFPjExMT55b6KWioEPETWI1vR0XwY89du8TWiMjUaOyzrKHVbK7I0Ws7kK5eVn3e7i0u/kXH9cY9fqtJRsGVFzY+BDRC2WMgh55x0Ry5cDWVnqXkEN7e4sBQQnTpzA0aMiHnusryp7s3nzJNx6axz69u2Ampoap+30Wk0GHXdx6XeFbtwuy45BHYMaIsde6ERELYRzQ0MBd94JPPss0KMHcMUV9n+uWKF+XXExsG2b/Z+eWLNmDd5771unHVY2m4APPijAmjVrEBQUpHpu584hiinq9j37gmBDerp60rlUEyQI9RXMgiBi8mTf9N3RwlodIm3M+BBRi6S1PFRXB8yfL8oZGXt3ZxEXXXQciYmB+OCDKFUDRSlD5E51dTWs1nCcPh3mMntTU1MDoH531saNE1H/90cBgA2iCOTmDkdeXrpqmUxZEwQACQnFjbq0pTcwlMjfMfAhomalt3VarxGgczAk4KWXPkKnTuVYtuw+OWPjGBS5yn6sXh2KpUuz5R1a0vto9eBRd1l2VP+YVpGzvY5nn7tbQkSNiIEPETUp5Y4pqZhWWXQrjZBw3DLu2MhPImVkysujnJappKAoKemw7mDR4mJg3jyzonOyCaJow7XXrnXKypSVtXMR9DhzN6qiMbEXD5E2Bj5E1CSmTJmCLVsS8NhjZthsAkwmEf37C8jK0i+61Roaevp0e+TmpkMa5aDMyLhapqqurnYqirZYLPjmG8Bmc3x/E9q3P+MUsPzyi97uLOm97a/Vev/GotWlmruziPQx8CGiBjGaWSgra4d588yKpSjB0FKUtM3bcZt5evp2pKXlq5aRXI2KWL06FPPm1df/LFlyChUVL6O4OBaCcLvLXVmAtMTVUeMKRVx77b+RkFCMQ4d6NcrQUFc4UJTIMwx8iKhB3PWHsVqtWLNmDVatyoXN1lv1nN5SlGMDQccdXqJoQl5eOtLS8lXnczUqwp5psh9nswFz5rTHFVekK5bO1GMilAFL/ftrzdQS5SUxVyM33HHM3Ej3zR0uaRF5hoEPURvhy942njKyrOJuarm0FPXEE+F4/fVsVdakY8eTmk0Cjx6NR3n5WVWHZa1GgHr1Pzk5GXDclZWV9Sbi40udXq9f16Ou4/G2EaFj5iY2NpYNB4kaAQMfojZgxQp4vI27qQMld0tRK1aIWLhQhCh2kF8j7YzKynpTM2hat+5aKGt99DosG90hBphQU+OcQdFvQKhfxzN69GgEBQVhy5Ytrm6LSwxqiHyPgQ9RK2axWFBUVIuZM2M82sbtTaDkC66WopYu7aq5lCSK9mDEMWhSFhJrbR1X8nSHmNKUKVMAAIcOKYeS6i+LSYzMxSKipsfAh6iVkoaDFhYmwmabrnpOr3bG20DJl/SWolztlurUqRxJSYfloOn06fZYt+461XHuto5rBV2hoX+4LUYOCgpCTU2N6vVBQdWoqQlutEGsRNR4GPgQtVJS7YeR2hnAu0BJj6+XyfSWkhyDESloslrDXX5mvenqjkGXkWJkZYFxYw4SZZEyUdNg4EPUyrmrnZEUFdWisDDR7VBNV8W0QOMskzl+BsCGYcPyVNvVJVJQo1yqUn7mnTuHYPPmSXKvoIkTNyElZZf8uqCgc6ipCZGDosaeii7R6rcjYZEyUdNh4EPUBrjLXNiDlRjYbNMhCDYMGrQHe/YM8qjfTGMvkxnJvjj28snI2Iq4uBL5eKs1/Pz8rPpeQZs2TcTZs+10t63rFUT7GvvtELUMDHyI2gi9zEVBQQVmzuwqByuiaMKePYOQlfWm4TqVhiyTebKE4yr7otXLZ+vWDGRnL5Vfk5+fBmXnZOVx9Rmu+vvgqiB6ypQpCAwMxNq1aw1fPxG1fAx8iNoAvZoWAHjvvW9hs12oekzaKZWUdNjQ+T2tJ1Jy1eBQmstlhFYBtLKg2WoNR15eusYrtbehO77ekd6yFBG1bgx8iFo5x+Ufx+Ubd8GKJ4zWEznyRf2Ku89x9GiCZoCTmroDO3em6gQ/jT9Li4haFgY+RK2A1i6qiooKzeUfx+UbV8GKVqaopMSEn3/W37HVkLEMelxlrCSuPsfOnUPO1/aoCYINI0Z8hU6dTiInZwykZS47EWPGbNV9v+DgYLeF3p7gri2iloGBD1ELZbFYUF1dfX64Zv1E82eeseLqq0uxdu1alJcnulz+kWgFK1qZIgB47LGY8zu27O91ww1nUVFRoXoPX+yEslgssFqtqusAbBgzZiuGD8/TfI3W55CCP8faHmVgJJ1PGlEhFUYPH56HzMxMmM1m1WulXValperRFe7o7dziri2iloOBD1ELJBUT2zsaZ8sdjW02AXPnRuC3396C2ezZMpYyWNHKFG3cOBGCAJ338u12b+Xn27QpW3H9pvOZGWD48DxcddVVCA8PxxtvfKTKCCmvR6/54dSp6zBgwD755+HD8zBgQIFTpspsNuvutvI0S8OdW0QtHwMfIg9JmRg9vvjbvXR+vYLevXv7oV+/vV7X3GgHC6bzYyDU7+WqG7K3XH0+QMDWrRkYMKAAH330EQIC7jgf/GnXMJWUxELaoi6fQbAhIaHY6X21MlVlZWW6/86kwuySkhLDRdhE1LIx8CHygJSpcMdI92MjtDsai/jkk/HYsmWsHAR4WnOjfV7b+YxPw4ugjerUyQLABq0t6OXlnQAAy5bFylkoxxomqzUcW7dmwLF2JyNDv3bHkRTQ6P078+TfI+t4iFo+Bj5EHjBa7Oqroljnjsb1mQ1peSom5hji40s9ysroZYoAeJw9UvL0i99srsKYMVudCo+lgKu8PEruPyRRZqH0MkZxcSUeXQfg+t+Zqy35EtbxELUODHyIGsDIbqSGkjI6e/f2wyefjHd41oQVK273qgOxXqZI+RgAFBYmolMnC667Lh0dOnRAYGAgIiMjnc7n7Re/VHisNX4CgMsaJl9u1XeHQQ1R28DAh8hLrvrnlJWVAfBdFsBsrkK/fnuxZctYzZofvQ7EjjuWHBsGatW8SI85fr5DhzYjJWULAGDatGlOwU91dTUsFovXwY924bHrGiZva5yIyH8x8CHygrv+Ocrgwlf1PtKXvL1fjfst7PbX6O9YcsXd51u7dq1utsvbz6u3Rd5dDVNj9BUioraLgQ+RF4zstpL4sgleSsouxMQcw4oVtxta3vG22NbdeAhX2S5Xn1dqxBgRoT1CQo+7vkFNNWGdiFo/Bj5EXjC628pT0lZ5qSuzVkYlPr7U5fKO1ERPa5nNaCCkt+srKKjaULdorc+kbMQoCDFIT89AWlo+AxYialKGA5/KykrDJ42IiPDqYohaC3e7rVwFAnqUW+XtGRX93jVGlneqq6tVnYelQEhrd5LVakVNTQ1OnjyJbdu26Xw+eyF1enqeoW7Rys/k2IhRFAXk5g5Hbm46Jk/2LkgkIvKG4cAnMjISgiC4PEYURQiCgLq6ugZfGFFLpMyYuNpt5U3jPykYMZpR0Vve2bBhg8f1N1IdUGlpKbZt2yZ/PsdlNVE0nZ+Aru69o1xqU876Cghw1agQAOxb8q++Oh4jR4bJhdieTG33FfbgIfIPhgMf6X+GRP5MmTGRvpy1dls1ZEu1q/oa6XlX2+e9rb/RUlMTonkt/fv/iL17+2sOC1XO+lq40P6XIO2lM4kJd911ESZP3oy33hreLNvGb7rpJm5XJ/IThgOfkSNHNuZ1ELUajl+Q7rZUS1vbtWjV4ej1pikpicM//3mL7vIXYDxbZJReLdNPPw0EYMOwYdvlOp36966f9bVoURyys8Nd7kizs19nUdEJREX5Nvty0003ISwsTPd5Nh4k8i9eFzdXVFRgxYoV2LfPPgSwf//+uO2225ymHBP5A1c1N9KSjdHlJ61AKiNjq9zgD3AOaEaPHo1t27a53Y3ljmPA4aqWCbAve6Wl5QNwvxNMWjp78807oB4xUX9sUVEgUlPdd0o2uhQ2bdo0JCcnuz2OiPyHV4HP999/j3HjxiE0NBSXXHIJAGDJkiV44oknsGXLFqSkpPj0IolaIq0gwVfLT46BVH5+msugomPHjgAa3slYayinkVomADh9OgxatT9BQdVy9+f4+FJMnrxJlZVSHhsVdRJAlHwtDaXVYZqI/JtXgc99992HyZMn44033kBgoP0UtbW1uP3225GdnY0vv/zSpxdJ1BIZzUq4W34qLCyUj1eSAimrNRy5uelO59cKaHzRyTgqKsrpM+l1jnZcgrNnhOzBjyDYMGjQHrk4WhnwJScfRH5+2vnPVf9cVFSS4eskIvKG1xkfZdADAIGBgZg3bx6GDh3qs4sjaumMZCXcLQHl5OS4fb1WXUx6ep5XnY7dsVgssFqtTo8bWYIDBAiCiKlT1yIoqAb/+tf18rU7Bnxjx25FWlq+w3UaC3yM1gBxpxYROfIq8ImIiMCRI0fQt29f1eNHjx5FeHi4Ty6MqK0wuvykVwOk10xQqq3R4m0nY2UvIa1rcgyq9IK6kpJu57e9u643crzOkydPGpr3xWnpROQtrwKfzMxMZGVl4bnnnsOwYcMAANu3b8fcuXNx/fXX+/QCiVo75wJhQBSBQ4d6yXU+rmqAjCxfKbOvrlRUVADQDwqUgYTeNTkGK1pBnbSE5chdvdG2bduwbds2Q/O+GNQQkTe8Cnyee+45CIKAW265BbW1tQCAoKAg/OUvf8FTTz3l0wskam2kEQ3Kmp3k5IMQReVR9cs+ANxuQXe3fBUTEyNnQKxWK9asWaN5bWvXrpV/rwwuHK/ZkyaKjkFZenoecnOHa7y78XojX843IyJS8irwCQ4OxrJly7B48WIcOnQIAJCcnOyyV0ZDFBUV4fHHH8dnn32GY8eOIS4uDjfddBMWLFigWsPfs2cPZs2ahe+++w6dO3fG3XffjXnz5jXKNRFpcVwqkmjV6dTviBIMbUHXW77KzMx0mf3QW0KTggut5a2ffurv8pqk7fOAc1AGAHl56U5ZoKysNxEfXwoioubUoCGlYWFhGDhwoK+uRdfPP/8Mm82G119/Hb169UJBQQHuuOMOnD59Gs899xwA+yyxsWPHIiMjA6+99hp+/PFH3HbbbYiMjMTMmTMb/RqJAP1Mhbs6n4ZsQe/cubPuc66W0LSuWXm8umeP+pqk7fMSx6BMa2mOQQ8RtQReBT5//PEHXnrpJWzbtg3Hjx+HzWZTPb9z506fXJxk/PjxGD++vn9Iz549sX//frz66qty4PPee++huroab731FoKDg9G/f3/s3r0bS5YsYeBDhigno0tLuEpBQUEwm80eFc0qsy16dTpWazjS0/PkLInetHUtrq7F0y7Ojsfbgx578ON4vd9+2x5Wa7juslVDd5YRETUWrwKfrKwsbNmyBddeey0uueQSt8NLG4PVakWnTp3kn/Py8jBixAjV0te4cePw9NNP4+TJk05/QyVS0lui0mOk+FYr25KdvVQVDKgzLOoREJLo6Gh5iKjetSuzNlKdjqddnLUHiQoYN+5j9Ou31+l6BSFbM4Mk8XZnGRFRY/Iq8Nm8eTP+97//YfhwrQLGxnfw4EG89NJLcrYHAI4dO4akJHUPkC5dusjP6QU+586dw7lz5+SfKysrG+GKqaXztJjW3fF62Zbs7KVISjqseYzjCAiJq140rgI2T7s46x0vBT2+ngNGRNQctKYFutWtWzef9Ot58MEHIQiCy18///yz6jW//fYbxo8fj+uuuw533HFHg69h8eLFMJvN8q+EhIQGn5N8x2KxoLS0VPeXxWJp7kvU5G7CupFjpkyZoplZUt6TkpIS3WuQdlwJgn0p2l0XZ63j09Pz3F7v8OHTMXPmTEyZMkX3WoiIWgqvMj7PP/885s+fj9deew09evTw+s3nzJmDGTNmuDymZ8+e8u9LSkowevRoDBs2DMuXL1cd17VrV/z++++qx6Sfu3btqnv+hx56CPfff7/8c2VlJYOfFsLo8pNjcOC49OPISI2OVJsTFHQONTUhTjuiHMdLOJ7TSLbFyDHV1dWqhn7u7om7hoNan0HZpVk6/ssvL8eOHanIzR2OvLx0TJq0GVOmtMc774iw2eqXtgMCRCQm1iI4OFi3Dskb7LhMRI3Fq8Bn6NCh+OOPP9CzZ0+EhYUhKChI9Xx5ufHdKK52pCj99ttvGD16NFJTU/H222/DZFL/zTM9PR0LFixATU2NfD05OTno06ePy/qekJAQhISEGLoGalpGl5+Ux3kbLClp7Wxy3BGlNRl89uzZ8u+NNB10d4zyPaTrdXVPjDQcVAZGetPNCwoGYMeOoZB2dNUvaS3FxImnVe8xYcJmbN5svyeZmZm616ZFr2ibHZeJqDF5Ffhcf/31+O233/Dkk0+iS5cujV7c/Ntvv2HUqFHo0aMHnnvuOZw4cUJ+Tsrm3HDDDVi0aBGysrIwf/58FBQUYNmyZXjhhRca9dqoZfEmWFLS3tlkrJ6lurpalakwsrPJ6O4nV0taWtetdb1GtrZbreHIycmAchu7dL7y8k4ur7empsblNTqKi4tjgENETc6rwCc3Nxd5eXkYPHiwr69HU05ODg4ePIiDBw8iPj5e9Zx4vh2u2WzGli1bMGvWLKSmpiI6OhoLFy7kVvZWSKvzcVPR3tlk52pHlMToDCkA8mfcsGGD2+JgKTszbdo01eNSBuf06TCXO7jcBUbTpk3D/v2n8eqrFrgbNdHQ3VpTpkxh0ENEzcarwKdv3744e/asr69F14wZM9zWAgHAoEGD8NVXXzX+BVGj8XRbua9pDwS1k7789TohSxrzC12Z7XTM4AA2KIMWZbDibmv7+vVmLFzYR7NxISAiI2Or22DH6LwwBj1E1Jy8CnyeeuopzJkzB0888QQGDhzoVOMTERHhk4sj/9NcM5qkLIzzQFF1jc+hQ73cLhc1hLugShoToZXBsQds9uDHsV7IVSG11RqOZctiIYpSsFPfuBCwYcyYrRg+vH53l57IyEhOTCeiFs+rwEfqonzllVeqHhdFEYIgoK6uruFXRtSElEtUFRUVmD17P44eDUG7dnU4ceIMDh/+FACwdGl2g/vYKHedKZfzHDM46el5Ts0MJXoZnGuvXYv27c9o1gspu0MD9VvVy8ujVDu17NSNC41iUENELZ1XgY/0t06ils5dBkVJ+tKOjY3FhRfWP15aWorly6tQWJjoUSdkLXpLeVoZnNzc4cjNTcfkyc5ZJb0MTkJCMczmKowZMwY5OTkAHHep2dCjRyEOH06Ut6pnZGx12biQiKgt8SrwGTlypKHj/vrXv+Kxxx7zaX8PIkd6PV+M7GLyhKedkLXoLQPpF1Xbs0rBweeQkHBUDkTcbYWXxrlodYc+fDgRyt1qW7dmICNjK7ZuzdDdek9E1FY0aDq7O++++y4eeOABBj5kWEVFhe5zyuzNrbeOQXR0tFPNiBQEudvF5EmDPL36H8cAoSFN91wVVYuiCevWXecUvM2ZEykvySUknEPXrkkAkhAUFISqKvs16c3fcjx/XFyJ0xwxT7HpIBG1Bo0a+EhbzYmMsFgsWLt2reZzjtmbbt0qMWdOpNNxUq3Otm3ACy9oj1cYNcqzWhTHLeoLF55AUVEgEhNrERd3MYCL5QDMXddovcDOuajamWPwplxyPnpU+/2Cgs7BeZeWmpS1MrJNfcyYMU4z8QAWLRNR69GogQ+RJ4w2FRRFE+bPNyMzE3Bo6wTAHqhceilgMgE2W/3jAQFAWloUvPl+Vn6px8YCqanOx3izFV+ZxZKaA+bnpyE3Nx1a/XS0aopc1THV1ITAVdBjdKu6JCkpyeWkeCKilo6BDzUZb7MhWss1dXUCDh7UDnwA++PLlwN33gnU1dmDntdf1z/eFzzdiq9XgzR27FakpeXj6NF4rFt3LfR687g6h0R7Cc3zreoSLmcRUWvHwIeaREMaE2p9eQcEAL16uX5dVhYwbhxw8KD92MYMejzlrgbJ/msfqqv1a4r0zhETcwwVFfb5dAkJR53qkjIytiIursRwLY80U4vLWUTUFjDwIZ/Tyux4O35CWsZR7joKCBDx+uuCoUAmPr5lBTwSd52UJSkpuzB7dm9UVsbINUVlZUnYsGGD7jnefPN21GeJREyevKlBhcvR0dFc3iKiNsPjwKe2thZPPvkkbrvtNqe5WY5uuukmdnH2M74cOeG4jCNlKu6++yqkpnbxyXs0F72t8adPt4fVGq4KTgYMiERsrHOmRX8ZS/mzgE2bJiI7eymSkg57da1c3iKitsTjwCcwMBDPPvssbrnlFrfHvvrqq15dFLVevho5obWMs3VrBrKzlyIuzubm1S2Dq6Jjra3xogjNbevO57XK5xg0aA9++GEw1GMm1Dxpsigta0m4vEVEbY1XS11XXHEFvvjiCyQmJvr4cojsXC0FecNdYbWvv+D1io61dnE5FjG7G4VRU1MDwB5Y7dkzCPXBjnbw40mTRS5rEVFb51Xgc9VVV+HBBx/Ejz/+iNTUVLRv3171/OTJk31yceS/XHVJlpZejAYzRpffZs+e7ZPgR6/o+OzZdk7dkVNSdqG8/Cwct667ytJIU9D1mxPWT2n3tAszl7WIqK3zKvD561//CgBYsmSJ03McUkoNkZmZCbPZDADo1q0S8+ebUVcnICBAxNNPV2LGjOkeBzNGl9+qq6vlYMpqtcqZFaXAwEBERkZqZoikoEEvWyUFPdLPUlbH3SgMx2AkMjISgH5wmJX1Jioq7MdIs7uMyMzM5LIWEbV5XgU+NlvrqLGg1sdsNstLLZmZQEICIAhAerqA+PhI+ThPghmjrFYr1qxZY/h4xwyR1OG5qKgW77wjOkw8dx5HIWV1kpIOq+p9pCDvhhuud7kEpzdCIz6+FPHxpYY/h6Rz584ev4aIqLXxKvD55z//iczMTISEhKger66uxvvvv2+o8Jlal6aqkZGyGytWADNn2jsvm0z2ZoRZWQ0+vUtaGR5XpPvheG/CwiowcWK+0440ZcYHUGd1pHqf4cOnIy0t6nyQF+n2GqTXGd2q7li8LGERMxH5C68Cn1tvvRXjx49HTEyM6vGqqirceuutDHzaGE+WlYzS+gKWvnyLi+uDHsD+zzvvtDcjbGk9efTuTUoKnAKS0NA/dJsRAvYMzrBh1YiNVQdTJSUmFBYGIimpFnFxNqeeSEZmbElYvExE/s6rwEcURQiC87bZ4uJiuT6D2g5PlpWMFsfGxcXpZhgOHFDP2ALsYydcjahoLq7ujWNAoszOBAVVo6YmxKlnD6AOptyNpCAiIs94FPgMGTIEgiBAEARceeWV8u4SAKirq0NhYSHGjx/v84uk1sNxkrkWd8sqvXtrDxh1N6LCKFf9dRqb2VyFQ4d6uQxmpHvnbqwFERF5zqPA55prrgEA7N69G+PGjUOHDh3k54KDg5GYmIipU6f69AKp9XEV1EhLODt2/K5avpEEBwcjPj6q0QaMNncGxUgwY1/aSsTp02Eux1oolwsLCwuRk5PTZJ+DiKi18ijweeSRRwAAiYmJyMzMRLt27RrloqhtkpZw3AUfs2fPRlZWlM8GjErLb+6CDmUG05eUGSZ3M7pWrAAeeSQGNtt02PvxqBsSKguilfU6wcHBhgIf9ukhIn/n1f/pp0+fDsCekj9+/LjT9vbu3bs3/MqozbH3x3Gf8ZCWelwNGHX8AtdbvpKW1WbPno1t24AXXnAOOoYPn45Ro5zrdaRzBgWdQ01NiObSWEVFhcvr0Jo35th7x2QSERRUjYKCfli3rgvqAx0TABsEQdQtiJb4YomRiMgfeBX4HDhwALfddhtyc3NVj0tFz2xgSHqMTiV3R/qiP378ONauDceyZd1gswkwmUQsXPgbpkw5iaCgINXxl16qXTuUlhaFqCh7RkqiDFikrItjdurMmTNYu3at5mu0trBLTQyVjwuCDQMH7sGKFbdrdGEGABOmTl2L9u3PuN2uzqCGiMg9rwKfGTNmIDAwEJs3b0ZsbKzmDi8iACgutu/S6t3bHmS461LsqTfe+AhLl2ZDFO1/Bm02AYsWxcFqXSsHCVKjwfh4uKwdUjYgfOyxGPmcUgZGFE3YvHkSFi5MQ2JioCq7ojdUVSvIi4srQXb2Unl3l37QY783nnRfJiIi17wKfHbv3o0dO3agb9++vr4eaoGM1oU4HufYhPCZZ0J1uw1788VeXV1tKIOkDFCysuCydigqKgp79jhvp5fYbAKqqrogKgooLa3vjqx3Hcq5WYA9kAkKqpaX0I4c6eEy6PH23hARkTavAp9+/fo5NVGjtknahZWZmanqbHzq1CnU1NQgMDAQ4eHhCAy0Z0CkYKCsrB1mzuyoakI4f74Z99wT7nG3YVe8ySC5qh0CtLfTS/S21etdR0bGVnz66RjYbPalskGDlMtaUuGycwHz1Knr3GZ6WKhMROQ5rwKfp59+GvPmzcOTTz6JgQMHqmopACAiIsInF0fNy2jHZi2FhYnndybVq6sT5EyMJ92GXfFlBkniuCQmcbWtXu86UlJ2Ye7cBLz3Xr7GspZyKU1dRzRgwD6n91BuX2ehMhGRd7wKfDIyMgAAV1xxhaq+h8XNbYsnAz4d+bqWxxVfZpAkyiWx9u2B06fdb6tPTj6IqVPXAxBV2ZquXWuRlHQYhYWJustagIBx4z5Gv357da+f4yaIiBrOq8Bn27Ztvr4OamMakomxWq3y741mNtxlkLwZsqq1JKY8j3K510hjRK1gUCIINpdBDxER+YZXgc/IkSPx1Vdf4fXXX8ehQ4ewbt06dOvWDe+88w6SkpJ8fY3UTBx71HhKKxOTmZkpz3OrqKhQbQeXrFmzRvWz8jWA58s8eu/jSNr9pUdv6c/oaAnHYNBxectd0MOaHiKihvMq8Fm/fj1uvvlm3Hjjjdi1axfOnTsHwP439SeffBL/+9//fHqR1PQsFouhYMEdx0yM2Wz2eLnGMRACPJsEX1tba+g4d0t7es+721l29uxZ+XHnQaXBLpfnpLoe1vQQEfmGXsGBS3//+9/x2muv4Y033lAVNg8fPhw7d+702cVR82lIfY9R0kwqqzXc49d6Mgnesfje16QlLCVBsOH06fawWsPx0UcfqZ4zm6uQlHQY8fGlSEo67DLTExcXh9jYWAY9REQ+4lXGZ//+/RgxYoTT42azucHLI9Ty+WK6ub3Hj30mlbfDQh3HNNgDKfXg0+DgYK+COK2aIL0WDlr1TKIIrFt3nVefjVkeIqLG41Xg07VrVxw8eBCJiYmqx7/++mv07NnTF9dFLZQvppsXF0uNDes7ImvVxBghBQaOzRKXL7fvzALUjQaNMLqNXxkASktYR4/GY926ayElU735bHFxcQx4iIgaiVeBzx133IF7770Xb731FgRBQElJCfLy8vDAAw/g4Ycf9vU1UgthtIjXnQMHnJsDejOvS1IfSNl/ttnsPXjGjQNCQy2Gm21Kxxk5Xi8ALC8/C8cVZOVncyzUdsQsDxFR4/Iq8HnwwQdhs9lw5ZVX4syZMxgxYgRCQkLwwAMP4O677/b1NVILoVfEO3z4dPTvf0KzCNlRcHCwZmfkhvT40Qqk6uqAHTus2L3beAPGDRs2GDrOVQDorn+RN8XdRETkO14FPoIgYMGCBZg7dy4OHjyIU6dOoV+/fujQoYOvr49aEK0vdZNJRGJiLcxmMzIzMyGKIiIjIzVfr8xm2Dsji6irM76dW49WIBUQICIsrMSr87njahdXUtJhn3eSJiIi3/Eq8JEEBwejX79+vroWauG0ingnTtyMzZvVNT7u+uEA9vqbSy6pwPPP/7fB3Zbj44ElS07hvvvC5OuaMGEzcnM9qz0yyl1WpzE6SRMRkW80KPChtktvq7iRL3Wju6gGDuyI55+fpDreaLNBx+ubNq0Khw8vNxRseLorzfH4Q4d6QRTrn9fK6vhqFhkREfkWAx/S5LhVHLAX/W7YsMHpS10rkCguttfe9O7ter6VMjNUXAwcOxaLKVPuQXT0HwD0t6hrZZSMBBue7kpzPP6yy77CV19dDmUBsyja53QZwe7LRETNi4EP6TKyu0grkFi9OhTz5mlvLdej3o7eEcuX2x/X26LuDU93pWkd/9VXI1A/VV1Sv2tLOUHdEXdsERE1PwY+ZJjUaVnK7GgFBhs3TsTmzYLm1nK9zI/ednSbDfKSkv0xERdddFzO/EiMZlHcjZaQSBms06fDNAaKOgY96voeTlAnImrZGPiQIVqdljt2PKkRGJg0t5YfPKgf+OhtR3dUVyfgpZc+QlLSYafnMjMz3X4Gd0XJgHMGC7DB9WQX7toiImpNvJrVRf5Fr9NyUNA5pxlVgA0mk6h6JCAA6NVL//zSdnTH1wgOyRVXvX5qamqMfBSkp+fJ1+xYlKyVwbJfg+NnrL+e229/U1UjxBoeIqKWjRmfNkZrxpSSN3Umep2Wa2qCNXvWjBgxAvPnR6Kuzh7AvP66frbHYrEgIKAazzwTivnzzairExAQIOLpp60AgHnzzLDZGt7rR53JETFs2HakpeWrznf0aILmUtiIEZ/jyy9HOZ0zPT0P8fH2cRiZmZno3Lkza3iIiFo4Bj5tiNEZU0b67Ci56rSclHTYaXv7jBnDkZlpX97q1ct10KO83nvuCZfPc+qUPSC5995wQ1vUAwP1/yg7Z3IE5OWlIy0tXz5m584h2LhxotNrBcGGCy74BV99NcIhKLLJr8/MzETfvn1135+IiFoOBj5tiNH+OZ5OK//kEzj0rRHx7LOVuOGG652OlZZ6AgJK0aeP/THHGaFS1snxOrS2oxvthxMZGSlvvy8rK8Pbb+fIW+zdFTVLgZHjyq+UZYqPL3XZjdnV7C0iImpZGPiQS1J9jzrwEZCZGYnY2Ein4z3JOvlaVFQULBYLNmzoiKVLs+UgJSNjq8uiZq0lLgBYtOgX2Gz2+h1XjRtZ10NE1How8CGXtOp7bDYgP99em+PIarUaOq+nWScjLBYLnnhilRz0APbMztatGcjI2IqtWzOcMjZS7Y8jQbDh6qs7IjFxts9rpoiIqPkw8CGX9Op7tm9fhYKClrWFu7q6WndZKy6uBNnZS1UZG8fan3r2wKh9+wsQFcXaHSKitoTb2dsAi8WC0tJSlJWV+fzc8fH2jskBAfafldkSqzUchYWJsFrDff6+njpz5gzKysrkXj1K0rKW2VyFpKTD8jKVVpAEANdeuw4pKbuwZs0aWCyWJrl+IiJqGsz4tHJGa2oaIivL3nk5P9+C7dtXqZaIjM68aohp06YhMjJS9VhFRQVqa2sBAGfPnsW7774LADCb4bIQWUmroSEgwmqtf6/GWJIjIqLmw8CnlWuqL+b4eCAgoBoFBdqjKlzNvGqoyMhIeQxEcTHw/fdWfPnlv3Tfy7EQGYBq1IbEbK46P3RUOX9LwNatGRgwoIDdmImI2iAGPn6oobuQjM688tV1SMfVDzI1QxCyXWaZpG3wrjJTO3cOwddfXw7H+VvefBYiImodGPj4CWlquC92IRmZeWVEVFSU3HtHj3S9joNMjWSZXGWmAOgUNnv3WYiIqHVg4OMnfDk13GyuMlxHo0fK4iiDsOJi+/b53r2duz3rjc1wlZnRG0FRXt4JgKAZ9HDoKBFR28bAh7ziqqGfVjGyklbWqX4Zy759fvlye1G1xL6tXpQHpQKuMzOuRlBIr9HKWmVlvSnP3yIioraHgQ8Z5liTozdOIiYmxqPlNMdlLJsNuPNO+04yKfMTGmrBxInbDWWZ9EZQmEwiFi06hro6+2u0slYMeoiI2jYGPmSYJzU5ElfLVxKtZay6OvuQU+k11dXVLrNMSnojKF59tQKTJglYvtz+s5HzcRwFEVHbwsCnlfN0Z1RDeZLJcbd8JdHqDh0QYJ/s7sjd0FJXS1zp6cazVpmZmejcuTPHURARtTGCKCrHT1JlZSXMZjOsVisiIiKa+3IMsVgszTJPylU2p7gY6NHDOZgpKtLO/KxYYV/eqquzH/f66+ogqbS0FMulVI0DqzUc5eVRCAo6hxUrbnfK9phMIpYsOY177+0AoPnuFxERNR6j39/M+LRSzf3l7S6bY2T5SmKxWHD11dXIzzehqCgQiYm1iIuzobS0/rPocezTo7fENXNmR/lnBjVERP6LgU8rZHRMxezZs+UveV8GSkaKkY0uX2l9loIC5/fMzMx0ekyrTw8gQtmQUBBsSE3l2AkiIrJj4NMKGR1TUVRUiz17gOjok9iwwbNAyRUj2RxpuKnj8pVjtsfoZ6mpqXF6THvIqAAp+JF2asXFXWzoPYiIqO3jdPY2aufOIbjkkhhccQVw0UWR2LlziNvXGA1CpGyOklY2JyvLXtOzbZv9n1qFzd6yWsNx+nQYAJvGs4Lck6exBqcSEVHr1OoCn3PnzuGiiy6CIAjYvXu36rk9e/bg8ssvR7t27ZCQkIBnnnmmeS6ymUlLQFKzP5tNwKZNE2G1hvvk/FI2JyDA/rNeNgew99/p06cUAQGlKC11/lVRUWHoPQMD65OTO3cOwdKl2Vi37jo4ztmSiKIJNTXcik5ERGqtbqlr3rx5iIuLww8//KB6vLKyEmPHjkVGRgZee+01/Pjjj7jtttsQGRmJmTNnNtPVNg9vh4harVaX51XWAWVl2Wt6Dh60Z3q0gh6jtUhGREZGYvbs2fjxx5NYtKin4vNpBz7KDs3sxUNERJJWFfh89NFH2LJlC9avX4+PPvpI9dx7772H6upqvPXWWwgODkb//v2xe/duLFmyxO8CH2+HiK5Zs8btuZV1QPHx+k0JAeDEiRPGLtigqKgoiGIU3DVgMJlEPPNMJW644XpuTSciIpVWs9T1+++/44477sA777yDsLAwp+fz8vIwYsQI1d/ux40bh/379+PkyZO65z137hwqKytVv1ozqadNRsZWBATYI4SAANFngzeN1gEB2gXJ3iorK0NpaSkiIn6HyaQd+QQEAGvXAocPC5gzJxKxsbEMeoiISKVVZHxEUcSMGTNw1113YejQoSgqKnI65tixY0hKSlI91qVLF/m5jh07Or0GABYvXoxFixb5/Jqbg2NPmzlzjuPSSwMREXEcubmtu8h3w4YN8u8nThyi2MZu38El1Rldd12zXSIREbUCzRr4PPjgg3j66addHrNv3z5s2bIFVVVVeOihh3x+DQ899BDuv/9++efKykokJCT4/H18SatmRaunzfPPd0Z29lKfZHqaipSx6tTJonvdyhlb06ZNQFhYZ906IyIiIqVmDXzmzJmDGTNmuDymZ8+e+Oyzz5CXl4eQkBDVc0OHDsWNN96IVatWoWvXrvj9999Vz0s/d+3aVff8ISEhTudt6bSGhW7fHowXXvC8oLkl+eOPG7FsWTJsNgEmk4iJEzfpbkeXZmwNGVKL2NgmvlAiImq1mjXw6dy5Mzp37uz2uBdffBF///vf5Z9LSkowbtw4rFmzBmlpaQCA9PR0LFiwADU1NQgKCgIA5OTkoE+fPrrLXK2ZY+3KpZc6d0o2UtDcUlit4Vi6tCdEUb0FPzn5IMzmKkOZICIiIndaRY1P9+7dVT936GAfNpmcnIz48+sbN9xwAxYtWoSsrCzMnz8fBQUFWLZsGV544YUmv97m4NwpWcSECdoFzS0xiHC1Bf/QoV6q2qVJkzazMSEREXmlVQQ+RpjNZmzZsgWzZs1CamoqoqOjsXDhQr/ayq7srRMefhybNzsHB44F0L4MIhzngVVVGQ+q9LbgBwVVO9UuKTNBREREnmiVgU9iYiJEjWYugwYNwldffdUMV9S8iovt87N6967vrVNa6jzKQasA2tMgQq8ZoJFmha4yTWZzFSZN2ixfn73GZzNqakK8asZIRESkpVUGPlRvxYr6Sekmk325S28mlicdnfv3HwerNQbdu59D1661AOxjI6qrq2GxWJxqjNz199m5cwg2bpwIe+soGyZPds40KXdr3XhjGnJzd8FqDfeqGSMREZEWBj6tWHFxfdAD2P9555325S5pjpaS0Y7OO3cOwaJFl7hcDjM6yR2wZ3rqgx4AMGHjRu1Mk7RbKz4+Tf5ZmQmSrkd6HcdREBGRJxj4tGIHDqh3cQH2wuaDB4GBA9UBgbKj89atGXIQkZGxFeXl9gBG2j1lZDnMkw7OR48mwLlJuAlHj8YDKNZc/pJmc0nvs3DhCRQVBSIxsRZxcRcDuJjjKIiIyGMMfFqx3r2dt7AHBNiHhip7/axeHYrHHjPL/XEyMnIQF1eCkpI4VRA0adJmdOx4sslqavbvvwDr11+rm1lSBjWxsUBqqk/fnoiI/FCrmdVFzqQt7NKyljS2QepgHBUVhbq6WMybFwmbrb4/zmefjcG0aRPw6adjVJmdDz+chLFjh0EQ1GkkIzU1FRUVus8lJByFfbSE2o8/DnbKLFmt4QC4hEVERI2DgU8rl5UFFBUB27bZ/+lY2Ky9HCZg//7OcjCkfPyPPwIwadJmOfhxrKnRYrFYsHbtWt3nzeYqTJ68CYDjTjP1+4uiCcOHT/eofoiIiMgTXOpqA6Qt7Fr0lsMuuwwwmURV8CMINhQUfICUlCp5d1WnTuVul7hOnDjh9Jjj1vWUlF0IDj6Hdev0p4gGBABpaVFgzENERI2FGZ82Tm85rGdPCxYu/E03s2M2VyEp6TAAoLAwUV6CcmSxWLBmzRrVYzt3DsHSpdlYtWo6li7Nxs6dQwDYl7wcl9GkJbCAAFG1TEdERNQYmPHxA8qOzr16AaGh9c0Gs7PDdTM7Rro8O+7ucrcrzHFrekbGVsTFleDuu69CamqXRrwLREREDHz8hnI5rLS0PliR+uY4chfABAcHw2KxoKysTPU6vSaJP/3UD/3771U1KVQGW3Fxzp2miYiIfI2BD2nSC2CGD5+OUaPsP2uNqNBqkgiI2LJlPHJyxp7P8JS2qAGpRETkPxj4kExZkKwVwCiLj0tLSzXPYTZXqZok2mt47AXUomhCTs4YAAKnrBMRUbNg4EMAtOt5lPU4jj2CXJ2nPuixwbl+vj4I4pR1IiJqatzVRSgujsXGjdr1PNnZS7FunUWzR5AjaSZXfZZIyvhokzpCExERNRVmfPyclOlxjIGloCQp6TBGjYKh3jr5+WlO55GWtRyXvQBOWScioqbHwMePOe7cUhIEG268MQ0pKZMMdVG2WsORl5eu8YwNWVlvoqYmWHM2GKesExFRU2Lg44ekIENr55adVHg83PDoiKNHEzTPNX26BQ8+eCXCwsIAACUlnLJORETNh4GPH5ImtxcV1eKdd9RjK0wmEZs2WZCWZjzo2blzCDZunOj0uCDYcPfdNiQnJ8uPcco6ERE1JxY3+6moqCikpnbB8uWCapzF8uUCrr66s9ugR8oaSctljn+UpKWsyMhTjXH5REREXhFEUdTfduOHKisrYTabYbVaERER0dyX0+gsFguKimoVy0/qDsqulqEOHTqExx//GqtWTXd67tpr12LAgH0AwGnrRETU6Ix+f3Opy49ZLBZV9+WCAu3jpk2bhsjISNVjwcHBCAsL0+nUbENCQrH8k+M8LyIioubCwKeFKy4GDhwAevd23TzQ8TgjrzMakKxdu1bz8czMTHnwqL3GRwp+BBw61ItdmYmIqMVhjU8LtmIF0KMHcMUV9n+uWGHsuBkzjL2uoWpqagAAyckHIQjKZwRs2jQRVmt447wxERGRlxj4NKHiYmDbNvs/jRw7cyZgO19yY7MBd97p/Fqt41atcv86LVZrOAoLEz0OWLS2srMrMxERtURc6moiK1bUBygmE7B8uesREAcO1Acvkro64OBB9dKV1nGO6uqA/HwLQkOhW2SsNavL3VLVyZMnXW5lZ1dmIiJqaZjxaQJGszdKvXvbAySlgACgVy/3xznOxxIEG7ZvX4WXX34ZFovF6b0cOzhLs7qkzI9eJuiDD753uZWdw0eJiKilYcanCRjN3ijFx9uzQnfeaT9Wazq6xWJBQEA1nnkmFPPmmc83IrTBcR6WMgg5fvy4XNRcVlYGQLuDs7RUdehQL91MkF7n56lT18lb2YmIiFoSBj5NQMrKKIMfreyNo6wsYNw4e4DUq5dz0KPcin7vveE4ejQe69dfC1GsD3xE0V58LNHaoaW1JV0QbAgKqtbMBCUnH4TZXKX7OuVWdoBzuIiIqOXgUlcTkLI3yg7JjtkbV68dNcr5WMet6GZzFdq3P6uRgdEvMpaWsABg0qTNEAR7ZCZldmpqQlwWLUtb2R1fJ2WXpkyZwuaFRETUojDj00RcZW88VVwMfPNNMKzWcFUdjV4GRqvIWKuYOTt7KcrLO+H//b+B2L17F6zWcLfnS0nZheTkgygv74ROncpV1xMdHc2gh4iIWhRmfJqQXvbGE1LPnuuui8LSpdnYuXOI/Jy7DIxEr5gZAJKSDuOSS+Iwe/ZszJ17PZ59thIBAfZi6YAAEc8+W4lbbx2jOp/ZXIWkpMMsZiYiohaPGZ9WxHF3mGPNDeA6AyNxVcwsHS9laubMATIzpUyVgPj4SJSWnm3ET0lERNR4GPi0MK5GTWjtDnMMWAB7BsZV9sWTJTHAfh0NyVIRERG1FFzqakH0RlRIHZ87dHDu2eNNo0CjS2J6jO7S4m4uIiJqaZjxaSG0mxyKKCqqxJNPRsBmE2AyiZg69Sw2bAhFXZ3gccAyduxYbNmyBYCxJTE9UVFRmD17tsshp8HBwSxsJiKiFoeBTwuh3eRQwBNPhMt9eWw2AevWtUNW1hsYNWoCduxY41HA0rFjR9XPektiRjI1DGqIiKg1YuDTQmg1OQRsmkXIFRWRuOIKE8aPn47q6mqUlZVhw4YNbt9DFEVkZmbKU9UdBQYGIiYmBlFRUS5rjYiIiForBj4tRP2IClFexsrI2IqtWzOcgp91667FpZdWYs6cSI/eQ9m12WoNR3l5FDp1sqiyPpmZmVi5MkAegWEyiXjmGStuuOEsl6+IiKjVE0RRFN0f5j8qKythNpthtVoRERHR5O+/Y8fveOmlj+S6G2WjQaWAABFFRQLi453HV7jjahK71RqOpUuznXZ8ZWcvhdlcxU7MRETUIhn9/mbGp4WJi7MhKemw/HNKyi4EB5/DunXXqY6rqxPkIadGio2tVivWrFmj27xQ6gXkrsePq/cgIiJq6Rj4tAIJCUed+u4EBIjo1at+GKnRLIy7wMbTHj9EREStCfv4tAJafXcefvg3BASUorTU/stisRg6lxTYKCkDm4b2+CEiImrJmPFpJRz77gBVWL5cfYxW/Y3FYkFRUS127z6L4uJY1NSEqIqmpSLq8nL768zmqgb1+CEiImrJGPi0MK566LgbRaGsv7FYLDh+/DgefPDA+ZqeLgDuAFC/YywurgQlJXGqIEgqdHb3XkRERK0RA58WRlmoXFJiQmFhIMzm48jNXev2tSUlJvz8MxAdfRIbNrx8vpBZuUPLXhMkiibk5GTg9tvfVG2X1xp6SkRE1JYw8GmBoqKisGJF/QgLk6kTJk4cIm8517Jz5xA89ljM+eMjMXHiEHTseNKpkLmeCXl56W6ntBMREbUlLG5uYtLA0eJi18eo53YJ2LRpIqzWcM3jpS3qNpugOj4o6JxTIbPS3r39AegXOmvh4FEiImrNmPFpQuosjr1Tc1aW83Fac7u0MjFS9+XTp8M0Mzc1NcGYNGmzZgNE6Zhhw7bLmR/HHVyZmZkwm83y8ezcTERErR0DnyaiPX0dGDfOeRaW1twux0yMY/dle+bGufdOUtJhxMQcw5tv3g7HBJ8g2JCWlo+0tHzNHVxmsxmxsbE+ugNERETNj0tdTUR7+jpw8KDzsdLcroAA+88BAaIqE6PVfdm+W8s+fcRkUh9fUxMCrX/V6el58u6tpKTDrOshIqI2jxmfJqKVxQkIAHr10j4+K8ueDTp4EIiKqsCGDfWFzVrdlwEBomjDsGG5SEvLVwUxWt2YAXu2h4iIyJ8w49NEnLM4wOuvOy9zSSwWCwICStGlyz4AxRgzZgxGjx6N0aNHY+LEPjCZtGbL2ndqOdLqxjx5MrsxExGR/2HGpwllZQGDBgFffw1cdhlw8cXaxxmZtj5x4nHNomW97ejsxkxERMTAp0kZ3dVlZAJ6SsouzaJlV9vR2Y2ZiIj8HZe6mojeri69fj5WazgKCxN1e/cAQHx8KSZP5kBRIiIio5jxaSKudnU51vmsXh2KpUuzneZnaWnMJSw2KyQioraGgU8TcbWry2KxyMtbJSUmzJsXA1Gsn6vlbn5WQ5ewpk2bhsjISNVjbFZIRERtEQOfJiLt6rrzTnumR9rVFRqqLmQuLEyEzTZd9dqGzs+aMmUKoqOjNZ9jgENERP6EgU8TUvbm6dXLHgyVlqoLmbV67ribn+VOXFwcgxsiIiIw8Gly8fH6vXuA+p47ynEU3hYsT5kyhUEPERGRAgOfFshXBcvR0dEMeoiIiBQY+LRQjgXLQ4cOBQB8//33zXVJRERErR4Dn1aCAQ8REVHDsYFhEykuBrZtc25YWFJictuo0Fvsw0NERKTGjE8T0BtVYX88BjbbdLeNCpWmTJmCwMBA1NbWOj0XFBQEs9nMbepEREQaWlXG58MPP0RaWhpCQ0PRsWNHXHPNNarnjxw5ggkTJiAsLAwxMTGYO3euZnDQlH788SRmzhQdRlWI+N//Tpx/vL5R4caNE91mfqzWcOzfH4fw8AvRseNAlJUNRMeOAzFwoP1X3759ERsby6CHiIhIQ6vJ+Kxfvx533HEHnnzySVxxxRWora1FQUGB/HxdXR0mTJiArl27Ijc3F6WlpbjlllsQFBSEJ598slmu2WKx4PnnNzs1JKyrE/Diiztgs413eIUJ+flpGDt2q+b5du4cgk2bJuKFF0wQ7PESRNH1wFMiIiKq1yoyPrW1tbj33nvx7LPP4q677sIFF1yAfv36Ydq0afIxW7Zswd69e/Huu+/ioosuwlVXXYXHH38c//jHPwxNO28M1dXVckNCJUGwISHhCACb02vy8tI1sz5Wa7jc2wewBzyiaH/O3cBTIiIismsVgc/OnTvx22+/wWQyYciQIYiNjcVVV12lyvjk5eVh4MCB6NKli/zYuHHjUFlZiZ9++kn33OfOnUNlZaXqly9JDQkdJ6jHx5di2LA8p+Ol8RSOysujVN2cHUkDT4mIiEhfq1jq+vXXXwEAjz76KJYsWYLExEQ8//zzGDVqFH755Rd06tQJx44dUwU9AOSfjx07pnvuxYsXY9GiRY138dBvSJiWlo+8vHRD4ym0RlkoSQNPiYiISF+zZnwefPBBCILg8tfPP/8M2/nK4AULFmDq1KlITU3F22+/DUEQ8O9//7tB1/DQQw/BarXKv44ePeqLj+bEbK5CUtJhVVNCKRsUEGBfs3I1nsI5cyRCEOyvCwgQ8frrrkdhEBERUTNnfObMmYMZM2a4PKZnz54oLS0FAPTr109+PCQkBD179sSRI0cAAF27dsW3336reu3vv/8uP6cnJCQEISEh3ly+T6Sk7MLChWkoKgrExx+vR01NCKzWcM3gxzFzBED+/TXXTAfAnVxERESuNGvg07lzZ3Tu3NntcampqQgJCcH+/ftx2WWXAQBqampQVFSEHj16AADS09PxxBNP4Pjx44iJiQEA5OTkICIiQhUwtURxcTZ8/nkAVqy4XTWYVKunj+MoC+n3JSUlqK6uZv8eIiIiF1pFjU9ERATuuusuPPLII0hISECPHj3w7LPPAgCuu+46AMDYsWPRr18/3HzzzXjmmWdw7Ngx/N///R9mzZrVrBkdI0pKTJg3zwxRrO/ps2nTRCQnHzQ8oHTDhg3y72fPns3gh4iISEOrCHwA4Nlnn0VgYCBuvvlmnD17Fmlpafjss8/QsWNHAEBAQAA2b96Mv/zlL0hPT0f79u0xffp0PPbYY812zUZHRhw92k5uZCiRdnd5M5m9ubbvExERtXSCKErdYAgAKisrYTabYbVaERER0eDzWSwWzUDEPqMrEH36mNCxY0f06CGqgh9BsCE7e6lXgc/MmTMRGxvboOsmIiJqTYx+f7eajE9rpbXkpDW765lnrJg7N0JV4+NN0ENERET6GPg0seLi+qAHqO+6vGuXiN9+W+rU64eIiIh8h4FPEztwoD7okdTVARZLRyxYMN1pWaysrExVuExERETeY+DTBJR1PhERJphMMap6noAAEb16CZrLYkYLpImIiMg9Bj6NzGKx4OWXX1Y9NnHiEHngqCDYMGHCZhw5Eo2TJ+3DSQMDAxETE4OoqChERUVh9uzZqK6uZvaHiIiogRj4NDKtHV1as7tycpxfm5mZic6dO8uZIKPZH2aJiIiItDHwaWQVFRVOj1mt4Sgvj0KnThaXRcxr1qwBUN+QUJn90cPOzURERPoY+DSy2tpa1c87d6qXufRGUygpAx0GNURERN5r1uns/sZqDZeDHqB+NIXVGt7MV0ZEROQfGPg0ofLyKDnokUijKYiIiKjxMfBpQp06WSAI6iY+gmBDp07lzXRFRERE/oWBTxMym6swadJmOfjhaAoiIqKmxeLmRmSxWHDq1CnVY1pb2YmIiKhpMPBpJFqNCyVmcxUDHiIiombApa5G4qrXjqfYkJCIiMg3mPFpYaZMmYLo6Gj5ZzYkJCIi8h0GPi1MdHQ0YmNjm/syiIiI2iQudREREZHfYOBDREREfoOBDxEREfkNBj4tDHdwERERNR4GPo3EmwAmMzOTO7iIiIgaEXd1NZKoqCjMnj0b1dXVKCsrw4YNG9y+xmw2N8GVERER+S8GPo2I2RsiIqKWhUtdRERE5DcY+DQBo/U+LGwmIiJqXFzqagLKeh89HE1BRETU+Bj4NBEGNURERM2PS11ERETkNxj4EBERkd9g4ENERER+g4EPERER+Q0GPkREROQ3GPgQERGR32DgQ0RERH6DgQ8RERH5DQY+RERE5DfYudmBKIoAgMrKyma+EiIiIjJK+t6Wvsf1MPBxUFVVBQBISEho5ishIiIiT1VVVcFsNus+L4juQiM/Y7PZUFJSgvDwcAiC4PV5KisrkZCQgKNHjyIiIsKHV9h68B7Y8T7wHgC8BwDvgYT3oXHugSiKqKqqQlxcHEwm/UoeZnwcmEwmxMfH++x8ERERfvsHW8J7YMf7wHsA8B4AvAcS3gff3wNXmR4Ji5uJiIjIbzDwISIiIr/BwKeRhISE4JFHHkFISEhzX0qz4T2w433gPQB4DwDeAwnvQ/PeAxY3ExERkd9gxoeIiIj8BgMfIiIi8hsMfIiIiMhvMPAhIiIiv8HAxwOvvvoqBg0aJDdcSk9Px0cffSQ//8cff2DWrFmIiopChw4dMHXqVPz++++qcxw5cgQTJkxAWFgYYmJiMHfuXNTW1jb1R/GZp556CoIgIDs7W37MH+7Do48+CkEQVL/69u0rP+8P9wAAfvvtN9x0002IiopCaGgoBg4ciO+//15+XhRFLFy4ELGxsQgNDUVGRgYOHDigOkd5eTluvPFGREREIDIyEllZWTh16lRTfxSvJCYmOv05EAQBs2bNAuAffw7q6urw8MMPIykpCaGhoUhOTsbjjz+umpfU1v8cAPYxCdnZ2ejRowdCQ0MxbNgwfPfdd/LzbfEefPnll5g0aRLi4uIgCAI++OAD1fO++sx79uzB5Zdfjnbt2iEhIQHPPPNMwy5cJMM2btwofvjhh+Ivv/wi7t+/X/zb3/4mBgUFiQUFBaIoiuJdd90lJiQkiJ9++qn4/fffi5deeqk4bNgw+fW1tbXigAEDxIyMDHHXrl3i//73PzE6Olp86KGHmusjNci3334rJiYmioMGDRLvvfde+XF/uA+PPPKI2L9/f7G0tFT+deLECfl5f7gH5eXlYo8ePcQZM2aI+fn54q+//ip+8skn4sGDB+VjnnrqKdFsNosffPCB+MMPP4iTJ08Wk5KSxLNnz8rHjB8/Xhw8eLD4zTffiF999ZXYq1cv8frrr2+Oj+Sx48ePq/4M5OTkiADEbdu2iaLoH38OnnjiCTEqKkrcvHmzWFhYKP773/8WO3ToIC5btkw+pq3/ORBFUZw2bZrYr18/8YsvvhAPHDggPvLII2JERIRYXFwsimLbvAf/+9//xAULFogbNmwQAYj/+c9/VM/74jNbrVaxS5cu4o033igWFBSI//rXv8TQ0FDx9ddf9/q6Gfg0UMeOHcU333xTrKioEIOCgsR///vf8nP79u0TAYh5eXmiKNr/kJhMJvHYsWPyMa+++qoYEREhnjt3rsmvvSGqqqrE3r17izk5OeLIkSPlwMdf7sMjjzwiDh48WPM5f7kH8+fPFy+77DLd5202m9i1a1fx2WeflR+rqKgQQ0JCxH/961+iKIri3r17RQDid999Jx/z0UcfiYIgiL/99lvjXXwjuffee8Xk5GTRZrP5zZ+DCRMmiLfddpvqsSlTpog33nijKIr+8efgzJkzYkBAgLh582bV4ykpKeKCBQv84h44Bj6++syvvPKK2LFjR9V/D/Pnzxf79Onj9bVyqctLdXV1eP/993H69Gmkp6djx44dqKmpQUZGhnxM37590b17d+Tl5QEA8vLyMHDgQHTp0kU+Zty4caisrMRPP/3U5J+hIWbNmoUJEyaoPi8Av7oPBw4cQFxcHHr27Ikbb7wRR44cAeA/92Djxo0YOnQorrvuOsTExGDIkCF444035OcLCwtx7Ngx1X0wm81IS0tT3YfIyEgMHTpUPiYjIwMmkwn5+flN92F8oLq6Gu+++y5uu+02CILgN38Ohg0bhk8//RS//PILAOCHH37A119/jauuugqAf/w5qK2tRV1dHdq1a6d6PDQ0FF9//bVf3ANHvvrMeXl5GDFiBIKDg+Vjxo0bh/379+PkyZNeXRuHlHroxx9/RHp6Ov744w906NAB//nPf9CvXz/s3r0bwcHBiIyMVB3fpUsXHDt2DABw7Ngx1f/gpOel51qL999/Hzt37lStX0uOHTvmF/chLS0NK1euRJ8+fVBaWopFixbh8ssvR0FBgd/cg19//RWvvvoq7r//fvztb3/Dd999h3vuuQfBwcGYPn26/Dm0PqfyPsTExKieDwwMRKdOnVrNfZB88MEHqKiowIwZMwD4z38LDz74ICorK9G3b18EBASgrq4OTzzxBG688UYA8Is/B+Hh4UhPT8fjjz+OCy+8EF26dMG//vUv5OXloVevXn5xDxz56jMfO3YMSUlJTueQnuvYsaPH18bAx0N9+vTB7t27YbVasW7dOkyfPh1ffPFFc19Wkzl69Cjuvfde5OTkOP3txp9If5sFgEGDBiEtLQ09evTA2rVrERoa2oxX1nRsNhuGDh2KJ598EgAwZMgQFBQU4LXXXsP06dOb+eqa3ooVK3DVVVchLi6uuS+lSa1duxbvvfceVq9ejf79+2P37t3Izs5GXFycX/05eOedd3DbbbehW7duCAgIQEpKCq6//nrs2LGjuS+NHHCpy0PBwcHo1asXUlNTsXjxYgwePBjLli1D165dUV1djYqKCtXxv//+O7p27QoA6Nq1q9OODuln6ZiWbseOHTh+/DhSUlIQGBiIwMBAfPHFF3jxxRcRGBiILl26+MV9cBQZGYkLLrgABw8e9Js/C7GxsejXr5/qsQsvvFBe8pM+h9bnVN6H48ePq56vra1FeXl5q7kPAHD48GFs3boVt99+u/yYv/w5mDt3Lh588EH8+c9/xsCBA3HzzTfjvvvuw+LFiwH4z5+D5ORkfPHFFzh16hSOHj2Kb7/9FjU1NejZs6ff3AMlX33mxvhvhIFPA9lsNpw7dw6pqakICgrCp59+Kj+3f/9+HDlyBOnp6QCA9PR0/Pjjj6p/0Tk5OYiIiHD6AmmprrzySvz444/YvXu3/Gvo0KG48cYb5d/7w31wdOrUKRw6dAixsbF+82dh+PDh2L9/v+qxX375BT169AAAJCUloWvXrqr7UFlZifz8fNV9qKioUP2t+LPPPoPNZkNaWloTfArfePvttxETE4MJEybIj/nLn4MzZ87AZFJ/lQQEBMBmswHwrz8HANC+fXvExsbi5MmT+OSTT/CnP/3J7+4B4Lt/7+np6fjyyy9RU1MjH5OTk4M+ffp4tcwFgNvZPfHggw+KX3zxhVhYWCju2bNHfPDBB0VBEMQtW7aIomjfutq9e3fxs88+E7///nsxPT1dTE9Pl18vbV0dO3asuHv3bvHjjz8WO3fu3Kq2rmpR7uoSRf+4D3PmzBE///xzsbCwUNy+fbuYkZEhRkdHi8ePHxdF0T/uwbfffisGBgaKTzzxhHjgwAHxvffeE8PCwsR3331XPuapp54SIyMjxf/+97/inj17xD/96U+a21mHDBki5ufni19//bXYu3fvFr2F11FdXZ3YvXt3cf78+U7P+cOfg+nTp4vdunWTt7Nv2LBBjI6OFufNmycf4w9/Dj7++GPxo48+En/99Vdxy5Yt4uDBg8W0tDSxurpaFMW2eQ+qqqrEXbt2ibt27RIBiEuWLBF37dolHj58WBRF33zmiooKsUuXLuLNN98sFhQUiO+//74YFhbG7exN5bbbbhN79OghBgcHi507dxavvPJKOegRRVE8e/as+Ne//lXs2LGjGBYWJv6///f/xNLSUtU5ioqKxKuuukoMDQ0Vo6OjxTlz5og1NTVN/VF8yjHw8Yf7kJmZKcbGxorBwcFit27dxMzMTFX/Gn+4B6Ioips2bRIHDBgghoSEiH379hWXL1+uet5ms4kPP/yw2KVLFzEkJES88sorxf3796uOsVgs4vXXXy926NBBjIiIEG+99VaxqqqqKT9Gg3zyySciAKfPJYr+8eegsrJSvPfee8Xu3buL7dq1E3v27CkuWLBAtf3YH/4crFmzRuzZs6cYHBwsdu3aVZw1a5ZYUVEhP98W78G2bdtEAE6/pk+fLoqi7z7zDz/8IF522WViSEiI2K1bN/Gpp55q0HULoqhor0lERETUhrHGh4iIiPwGAx8iIiLyGwx8iIiIyG8w8CEiIiK/wcCHiIiI/AYDHyIiIvIbDHyIiIjIbzDwISIiIr/BwIeIGmzUqFHIzs5u7stodI8++iguuuii5r4MImoABj5E5Peqq6ub9P1EUURtbW2TvicR2THwIaIGmTFjBr744gssW7YMgiBAEAQUFRWhoKAAV111FTp06IAuXbrg5ptvRllZmfy6UaNG4e6770Z2djY6duyILl264I033sDp06dx6623Ijw8HL169cJHH30kv+bzzz+HIAj48MMPMWjQILRr1w6XXnopCgoKVNf09ddf4/LLL0doaCgSEhJwzz334PTp0/LziYmJePzxx3HLLbcgIiICM2fOBADMnz8fF1xwAcLCwtCzZ088/PDD8lTolStXYtGiRfjhhx/kz7ly5UoUFRVBEATs3r1bPn9FRQUEQcDnn3+uuu6PPvoIqampCAkJwddffw2bzYbFixcjKSkJoaGhGDx4MNatW+frf0VEpMDAh4gaZNmyZUhPT8cdd9yB0tJSlJaWIjw8HFdccQWGDBmC77//Hh9//DF+//13TJs2TfXaVatWITo6Gt9++y3uvvtu/OUvf8F1112HYcOGYefOnRg7dixuvvlmnDlzRvW6uXPn4vnnn8d3332Hzp07Y9KkSXKAcujQIYwfPx5Tp07Fnj17sGbNGnz99deYPXu26hzPPfccBg8ejF27duHhhx8GAISHh2PlypXYu3cvli1bhjfeeAMvvPACACAzMxNz5sxB//795c+ZmZnp0b168MEH8dRTT2Hfvn0YNGgQFi9ejH/+85947bXX8NNPP+G+++7DTTfdhC+++MKj8xKRBxo04pSISBTFkSNHivfee6/88+OPPy6OHTtWdczRo0dVU8xHjhwpXnbZZfLztbW1Yvv27cWbb75Zfqy0tFQEIObl5YmiWD8N+v3335ePsVgsYmhoqLhmzRpRFEUxKytLnDlzpuq9v/rqK9FkMolnz54VRVEUe/ToIV5zzTVuP9ezzz4rpqamyj8/8sgj4uDBg1XHFBYWigDEXbt2yY+dPHlSBCBu27ZNdd0ffPCBfMwff/whhoWFibm5uarzZWVliddff73bayMi7wQ2Z9BFRG3TDz/8gG3btqFDhw5Ozx06dAgXXHABAGDQoEHy4wEBAYiKisLAgQPlx7p06QIAOH78uOoc6enp8u87deqEPn36YN++ffJ779mzB++99558jCiKsNlsKCwsxIUXXggAGDp0qNO1rVmzBi+++CIOHTqEU6dOoba2FhERER5/fj3K9zx48CDOnDmDMWPGqI6prq7GkCFDfPaeRKTGwIeIfO7UqVOYNGkSnn76aafnYmNj5d8HBQWpnhMEQfWYIAgAAJvN5tF733nnnbjnnnucnuvevbv8+/bt26uey8vLw4033ohFixZh3LhxMJvNeP/99/H888+7fD+TyV4xIIqi/Ji07OZI+Z6nTp0CAHz44Yfo1q2b6riQkBCX70lE3mPgQ0QNFhwcjLq6OvnnlJQUrF+/HomJiQgM9P3/Zr755hs5iDl58iR++eUXOZOTkpKCvXv3olevXh6dMzc3Fz169MCCBQvkxw4fPqw6xvFzAkDnzp0BAKWlpXKmRlnorKdfv34ICQnBkSNHMHLkSI+ulYi8x+JmImqwxMRE5Ofno6ioCGVlZZg1axbKy8tx/fXX47vvvsOhQ4fwySef4NZbb3UKHLzx2GOP4dNPP0VBQQFmzJiB6OhoXHPNNQDsO7Nyc3Mxe/Zs7N69GwcOHMB///tfp+JmR71798aRI0fw/vvv49ChQ3jxxRfxn//8x+lzFhYWYvfu3SgrK8O5c+cQGhqKSy+9VC5a/uKLL/B///d/bj9DeHg4HnjgAdx3331YtWoVDh06hJ07d+Kll17CqlWrvL43ROQaAx8iarAHHngAAQEB6NevHzp37ozq6mps374ddXV1GDt2LAYOHIjs7GxERkbKS0MN8dRTT+Hee+9Famoqjh07hk2bNiE4OBiAvW7oiy++wC+//ILLL78cQ4YMwcKFCxEXF+fynJMnT8Z9992H2bNn46KLLkJubq6820sydepUjB8/HqNHj0bnzp3xr3/9CwDw1ltvoba2FqmpqcjOzsbf//53Q5/j8ccfx8MPP4zFixfjwgsvxPjx4/Hhhx8iKSnJi7tCREYIonJhmoioBfv8888xevRonDx5EpGRkc19OUTUCjHjQ0RERH6DgQ8RERH5DS51ERERkd9gxoeIiIj8BgMfIiIi8hsMfIiIiMhvMPAhIiIiv8HAh4iIiPwGAx8iIiLyGwx8iIiIyG8w8CEiIiK/wcCHiIiI/Mb/ByivaIjw4Gq5AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 3ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
+            "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
+            "<frozen importlib._bootstrap>:241)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import random as rn\n",
+        "import tensorflow as tf\n",
+        "import tensorflow.keras as keras\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
+        "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")\n",
+        "\n",
+        "# fix environment variables to ensure consist neural network training\n",
+        "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
+        "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
+        "np.random.seed(46)\n",
+        "rn.seed(1342)\n",
+        "tf.random.set_seed(62)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 4ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "# Creating input_data and output_data from data\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# Define labels, and split training and validation data\n",
+        "input_labels = input_data.columns\n",
+        "output_labels = output_data.columns\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogate with TensorFlow Keras\n",
+        "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
+        "\n",
+        "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
+        "\n",
+        "* Activation function: sigmoid, **tanh**\n",
+        "* Optimizer: **Adam**\n",
+        "* Number of hidden layers: 3, **4**, 5, 6\n",
+        "* Number of neurons per layer: **20**, 40, 60\n",
+        "\n",
+        "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
+        "\n",
+        "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
+        "\n",
+        "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/250\n",
+            "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
+            "Epoch 2/250\n",
+            "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
+            "Epoch 3/250\n",
+            "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
+            "Epoch 4/250\n",
+            "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
+            "Epoch 5/250\n",
+            "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
+            "Epoch 6/250\n",
+            "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
+            "Epoch 7/250\n",
+            "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
+            "Epoch 8/250\n",
+            "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
+            "Epoch 9/250\n",
+            "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
+            "Epoch 10/250\n",
+            "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
+            "Epoch 11/250\n",
+            "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
+            "Epoch 12/250\n",
+            "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
+            "Epoch 13/250\n",
+            "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
+            "Epoch 14/250\n",
+            "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
+            "Epoch 15/250\n",
+            "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
+            "Epoch 16/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
+            "Epoch 17/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
+            "Epoch 18/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
+            "Epoch 19/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
+            "Epoch 20/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
+            "Epoch 21/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
+            "Epoch 22/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
+            "Epoch 23/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
+            "Epoch 24/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
+            "Epoch 25/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
+            "Epoch 26/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
+            "Epoch 27/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
+            "Epoch 28/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
+            "Epoch 29/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
+            "Epoch 30/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
+            "Epoch 31/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
+            "Epoch 32/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
+            "Epoch 33/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
+            "Epoch 34/250\n",
+            "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
+            "Epoch 35/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
+            "Epoch 36/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
+            "Epoch 37/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
+            "Epoch 38/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
+            "Epoch 39/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
+            "Epoch 40/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
+            "Epoch 41/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 42/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
+            "Epoch 43/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 44/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 45/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 46/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 47/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
+            "Epoch 48/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
+            "Epoch 49/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
+            "Epoch 50/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 51/250\n",
+            "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 52/250\n",
+            "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 53/250\n",
+            "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
+            "Epoch 54/250\n",
+            "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
+            "Epoch 55/250\n",
+            "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 56/250\n",
+            "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
+            "Epoch 57/250\n",
+            "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
+            "Epoch 58/250\n",
+            "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 59/250\n",
+            "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
+            "Epoch 60/250\n",
+            "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 61/250\n",
+            "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 62/250\n",
+            "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 63/250\n",
+            "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 64/250\n",
+            "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 65/250\n",
+            "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 66/250\n",
+            "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 67/250\n",
+            "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
+            "Epoch 68/250\n",
+            "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
+            "Epoch 69/250\n",
+            "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 70/250\n",
+            "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
+            "Epoch 71/250\n",
+            "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
+            "Epoch 72/250\n",
+            "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
+            "Epoch 73/250\n",
+            "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
+            "Epoch 74/250\n",
+            "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
+            "Epoch 75/250\n",
+            "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 76/250\n",
+            "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 77/250\n",
+            "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
+            "Epoch 78/250\n",
+            "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
+            "Epoch 79/250\n",
+            "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 80/250\n",
+            "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 81/250\n",
+            "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 82/250\n",
+            "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 83/250\n",
+            "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 84/250\n",
+            "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 85/250\n",
+            "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
+            "Epoch 86/250\n",
+            "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 87/250\n",
+            "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 88/250\n",
+            "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 89/250\n",
+            "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 90/250\n",
+            "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 91/250\n",
+            "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
+            "Epoch 92/250\n",
+            "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 93/250\n",
+            "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 94/250\n",
+            "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
+            "Epoch 95/250\n",
+            "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 96/250\n",
+            "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 97/250\n",
+            "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 98/250\n",
+            "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 99/250\n",
+            "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 100/250\n",
+            "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 101/250\n",
+            "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 102/250\n",
+            "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
+            "Epoch 103/250\n",
+            "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 104/250\n",
+            "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 105/250\n",
+            "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 106/250\n",
+            "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 107/250\n",
+            "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
+            "Epoch 108/250\n",
+            "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
+            "Epoch 109/250\n",
+            "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
+            "Epoch 110/250\n",
+            "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 111/250\n",
+            "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 112/250\n",
+            "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
+            "Epoch 113/250\n",
+            "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 114/250\n",
+            "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 115/250\n",
+            "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 116/250\n",
+            "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 117/250\n",
+            "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
+            "Epoch 118/250\n",
+            "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 119/250\n",
+            "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 120/250\n",
+            "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
+            "Epoch 121/250\n",
+            "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 122/250\n",
+            "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 123/250\n",
+            "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
+            "Epoch 124/250\n",
+            "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 125/250\n",
+            "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
+            "Epoch 126/250\n",
+            "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 127/250\n",
+            "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 128/250\n",
+            "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
+            "Epoch 129/250\n",
+            "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 130/250\n",
+            "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
+            "Epoch 131/250\n",
+            "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 132/250\n",
+            "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
+            "Epoch 133/250\n",
+            "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
+            "Epoch 134/250\n",
+            "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
+            "Epoch 135/250\n",
+            "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 136/250\n",
+            "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 137/250\n",
+            "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
+            "Epoch 138/250\n",
+            "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 139/250\n",
+            "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 140/250\n",
+            "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 141/250\n",
+            "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
+            "Epoch 142/250\n",
+            "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 143/250\n",
+            "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
+            "Epoch 144/250\n",
+            "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 145/250\n",
+            "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 146/250\n",
+            "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
+            "Epoch 147/250\n",
+            "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 148/250\n",
+            "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
+            "Epoch 149/250\n",
+            "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 150/250\n",
+            "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 151/250\n",
+            "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
+            "Epoch 152/250\n",
+            "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 153/250\n",
+            "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 154/250\n",
+            "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 155/250\n",
+            "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
+            "Epoch 156/250\n",
+            "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
+            "Epoch 157/250\n",
+            "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 158/250\n",
+            "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 159/250\n",
+            "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
+            "Epoch 160/250\n",
+            "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
+            "Epoch 161/250\n",
+            "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
+            "Epoch 162/250\n",
+            "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
+            "Epoch 163/250\n",
+            "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
+            "Epoch 164/250\n",
+            "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 165/250\n",
+            "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 166/250\n",
+            "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 167/250\n",
+            "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 168/250\n",
+            "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 169/250\n",
+            "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 170/250\n",
+            "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 171/250\n",
+            "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 172/250\n",
+            "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 173/250\n",
+            "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 174/250\n",
+            "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 175/250\n",
+            "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 176/250\n",
+            "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 177/250\n",
+            "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
+            "Epoch 178/250\n",
+            "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
+            "Epoch 179/250\n",
+            "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
+            "Epoch 180/250\n",
+            "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 181/250\n",
+            "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
+            "Epoch 182/250\n",
+            "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
+            "Epoch 183/250\n",
+            "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 184/250\n",
+            "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
+            "Epoch 185/250\n",
+            "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 186/250\n",
+            "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 187/250\n",
+            "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 188/250\n",
+            "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
+            "Epoch 189/250\n",
+            "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
+            "Epoch 190/250\n",
+            "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 191/250\n",
+            "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
+            "Epoch 192/250\n",
+            "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 193/250\n",
+            "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 194/250\n",
+            "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
+            "Epoch 195/250\n",
+            "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 196/250\n",
+            "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 197/250\n",
+            "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 198/250\n",
+            "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
+            "Epoch 199/250\n",
+            "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 200/250\n",
+            "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 201/250\n",
+            "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 202/250\n",
+            "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 203/250\n",
+            "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 204/250\n",
+            "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 205/250\n",
+            "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 206/250\n",
+            "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
+            "Epoch 207/250\n",
+            "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 208/250\n",
+            "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 209/250\n",
+            "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 210/250\n",
+            "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 211/250\n",
+            "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 212/250\n",
+            "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
+            "Epoch 213/250\n",
+            "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 214/250\n",
+            "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 215/250\n",
+            "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
+            "Epoch 216/250\n",
+            "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
+            "Epoch 217/250\n",
+            "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 218/250\n",
+            "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
+            "Epoch 219/250\n",
+            "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 220/250\n",
+            "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 221/250\n",
+            "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 222/250\n",
+            "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 223/250\n",
+            "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
+            "Epoch 224/250\n",
+            "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
+            "Epoch 225/250\n",
+            "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
+            "Epoch 226/250\n",
+            "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
+            "Epoch 227/250\n",
+            "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 228/250\n",
+            "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
+            "Epoch 229/250\n",
+            "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 230/250\n",
+            "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 231/250\n",
+            "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
+            "Epoch 232/250\n",
+            "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
+            "Epoch 233/250\n",
+            "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 234/250\n",
+            "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 235/250\n",
+            "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
+            "Epoch 236/250\n",
+            "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
+            "Epoch 237/250\n",
+            "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 238/250\n",
+            "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 239/250\n",
+            "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 240/250\n",
+            "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 241/250\n",
+            "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 242/250\n",
+            "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 243/250\n",
+            "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
+            "Epoch 244/250\n",
+            "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 245/250\n",
+            "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 246/250\n",
+            "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
+            "Epoch 247/250\n",
+            "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 248/250\n",
+            "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 249/250\n",
+            "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 250/250\n",
+            "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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Obdq0QWFhoUnHCAsLg42NDT788ENs2bIF4eHhBjeXK++z8PvvvyM1NbXK7yc4OBiNGjXCBx98YLC/hIQEo7oajcaoh2T9+vVG405sbW0BwGAqf0UGDx4MnU4nTaMvtWjRIqhUqocar2WqN998E3FxcZg+fXqFdTIyMnDy5Emj8qKiIiQnJ0OtVj/UZVdquNhzQ1RGr1694OTkhKioKOlW/V9++WWtml46d+5c/PTTT+jduzcmT54sfWl16dLloaYoq9VqozvJluedd97BgQMHEB4eLt299+DBg/jiiy/g7OxsNDg2JycHX331Vbn7MuXmfhERERgzZgw+/PBDhISEwNHR0WB9p06d0K9fP/j5+cHZ2Rl//PEHvvnmG0ybNq3SfQP6MBQWFiaNuyl7SQoAnnjiCSQlJeGpp57CkCFDkJaWhmXLlqFTp07Iz8836RilXF1dMXv2bMTHx+OJJ57A4MGDcejQIWzZssWgN6b0uPPnz0d0dDR69eqFY8eO4euvvzbo8QGA1q1bw9HREcuWLUPjxo1ha2uLgIAAtGzZ0uj4Q4cORf/+/fHqq6/i/Pnz8PX1xU8//YRNmzZh5syZBoOH5da3b1/07dv3gXUuXbqEnj174vHHH8eAAQPg7u6OrKwsrF69GkeOHMHMmTONztOuXbuM7qIN6Ac/V+fu0lQ/MNwQldGkSRP88MMPmDVrFl577TU4OTlhzJgxGDBgAEJCQpRuHgDAz88PW7ZswezZs/H666/Dy8sL8+fPx6lTp0yazfWwXnnlFaxatQq//PILvv76a9y6dQseHh4YOXIkXn/9daMv1UuXLmHs2LHl7suUcPPkk0/C2toaeXl5BrOkSr3wwgv47rvv8NNPP6GwsBDe3t5488038eKLL5r8niIjI7Fq1Sp4eHjg8ccfN1g3fvx4ZGRk4OOPP8a2bdvQqVMnfPXVV1i/fv1DPZfszTffhJWVFZYtW4adO3ciICAAP/30E4YMGWJQ75VXXkFBQQFWrVqFtWvX4tFHH8WPP/5odJ+lRo0a4fPPP8ecOXPw/PPPo7i4GCtXriw33KjVanz33XeIjY3F2rVrsXLlSvj4+GDBggWYNWtWld+L3Nq3b4+EhARs3rwZH374ITIzM2FlZYUuXbpg+fLlmDhxotE277//frn7iouLY7ghqERt+pOUiB5aWFjYQ0+NJiKqTzjmhqgOuv9p3mfOnMHmzZvRr18/ZRpERFSLsOeGqA7y8PDA+PHj0apVK/z111/46KOPUFhYiEOHDhndS4WIqKHhmBuiOig0NBSrV69GRkYGtFotAgMD8Z///IfBhogI7LkhIiKieoZjboiIiKheYbghIiKieqXBjbkpKSnBlStX0Lhx4yrdvpyIiIiUI4RAXl4emjVrBrX6wX0zDS7cXLlyBV5eXko3g4iIiB7CxYsX4enp+cA6DS7clD407uLFi7C3t1e4NURERGSK3NxceHl5GTz8tSINLtyUXoqyt7dnuCEiIqpjTBlSwgHFREREVK8w3BAREVG9wnBDRERE9UqDG3NDRETVV1JSgqKiIqWbQfWMpaVlpdO8TcFwQ0REVVJUVIS0tDSUlJQo3RSqZ9RqNVq2bAlLS8tq7YfhhoiITCaEQHp6OjQaDby8vGT5K5sI+Psmu+np6WjRokW1brTLcENERCYrLi7GrVu30KxZM9jY2CjdHKpnXF1dceXKFRQXF6NRo0YPvZ9aEbmXLl0KHx8fWFlZISAgAPv27auwbmJiIlQqlcFiZWVlxtYSETVcOp0OAKp92YCoPKWfq9LP2cNSPNysXbsWMTExiIuLw8GDB+Hr64uQkBBkZWVVuI29vT3S09Ol5a+//jJji4mIiM/mo5og1+dK8XDz3nvv4dlnn0V0dDQ6deqEZcuWwcbGBitWrKhwG5VKBXd3d2lxc3MzY4vLp9MBKSnA6tX6f6sZOomIiOghKRpuioqKcODAAQQHB0tlarUawcHBSE1NrXC7/Px8eHt7w8vLC8OGDcOJEycqrFtYWIjc3FyDRW5JSYCPD9C/PzB6tP5fHx99ORER1U8+Pj5ISEgwuX5KSgpUKhVu3rxZY20iPUXDTXZ2NnQ6nVHPi5ubGzIyMsrdpn379lixYgU2bdqEr776CiUlJejVqxcuXbpUbv34+Hg4ODhIi9xPBE9KAkaMAO4//OXL+nIGHCIiY+bs7b5/nOb9y9y5cx9qv/v378ekSZNMrt+rVy+kp6fDwcHhoY5nqtIQ5eTkhDt37his279/v/S+y1q+fDl8fX1hZ2cHR0dHPPLII4iPj5fWz507t9xz16FDhxp9Lw+rzs2WCgwMRGBgoPS6V69e6NixIz7++GO88cYbRvXnzJmDmJgY6XXpU0XloNMBM2YAQhivEwJQqYCZM4FhwwCNRpZDEhHVeUlJ+t+dZf8o9PQEFi8GwsPlP156err089q1axEbG4vTp09LZXZ2dtLPQgjodDpYWFT+9ejq6lqldlhaWsLd3b1K21RH48aNsWHDBowaNUoq++yzz9CiRQtcuHBBKluxYgVmzpyJ999/H3379kVhYSGOHj2K48ePG+yvc+fO2LFjh0GZKedJCYr23Li4uECj0SAzM9OgPDMz0+QPQKNGjfDII4/g7Nmz5a7XarXSE8DlfhL4rl3GPTZlCQFcvKivR0REyvR2lx2j6eDgYDBu888//0Tjxo2xZcsW+Pn5QavV4rfffsO5c+cwbNgwuLm5wc7ODj169DD6Yr//spRKpcKnn36Kp556CjY2Nmjbti2+++47af39l6USExPh6OiIbdu2oWPHjrCzs0NoaKhBGCsuLsYLL7wAR0dHNGnSBC+99BKioqIQFhZW6fuOiooyGL96+/ZtrFmzBlFRUQb1vvvuOzzzzDOYOHEi2rRpg86dO2PUqFF46623DOpZWFgYnEt3d3e4uLhU2g4lKBpuLC0t4efnh+TkZKmspKQEycnJBr0zD6LT6XDs2DF4eHjUVDMrVObzJ0s9IqK6RgigoMC0JTcXeOGFinu7AX2PTm6uafsrbz8P6+WXX8bbb7+NU6dOoVu3bsjPz8fgwYORnJyMQ4cOITQ0FEOHDjXo8SjPvHnz8Mwzz+Do0aMYPHgwIiMjcf369Qrr37p1CwsXLsSXX36JX3/9FRcuXMDs2bOl9e+88w6+/vprrFy5Ert370Zubi42btxo0nsaO3Ysdu3aJbX522+/hY+PDx599FGDeu7u7ti7d2/9mnksFLZmzRqh1WpFYmKiOHnypJg0aZJwdHQUGRkZQgghxo4dK15++WWp/rx588S2bdvEuXPnxIEDB8TIkSOFlZWVOHHihEnHy8nJEQBETk5Otdu+c6cQ+v+9Hrzs3FntQxER1Qq3b98WJ0+eFLdv3xZCCJGfb9rvwZpY8vOr3v6VK1cKBwcH6fXOnTsFALFx48ZKt+3cubP44IMPpNfe3t5i0aJF0msA4rXXXpNe5+fnCwBiy5YtBse6ceOG1BYA4uzZs9I2S5cuFW5ubtJrNzc3sWDBAul1cXGxaNGihRg2bFiF7Sx7nLCwMDFv3jwhhBD9+/cXixcvFhs2bBBlv/6vXLkiHnvsMQFAtGvXTkRFRYm1a9cKnU4n1YmLixNqtVrY2toaLM8991yl560q7v98lVWV72/FL5ZFRETg6tWriI2NRUZGBrp3746tW7dKg4wvXLhgcHvvGzdu4Nlnn0VGRgacnJzg5+eHPXv2oFOnTmZve1CQ/jrx5cvl/wWhUunXBwWZvWlERFQF/v7+Bq/z8/Mxd+5c/Pjjj0hPT0dxcTFu375dac9Nt27dpJ9tbW1hb2//wPu22djYoHXr1tJrDw8PqX5OTg4yMzPRs2dPab1Go4Gfn5/Jz/WaMGECZsyYgTFjxiA1NRXr16/HrvvGSnh4eCA1NRXHjx/Hr7/+ij179iAqKgqffvoptm7dKn0Ht2/f3uAyGwBZh3rISfFwAwDTpk3DtGnTyl2XkpJi8HrRokVYtGiRGVpVOY1GPwBuxAjjdaUD0RMSOJiYiOovGxsgP9+0ur/+CgweXHm9zZuBPn1MO7ZcbG1tDV7Pnj0b27dvx8KFC9GmTRtYW1tjxIgRlT4J/f5HBqhUqgcGkfLqCxmvtw0aNAiTJk3CxIkTMXToUDRp0qTCul26dEGXLl0wZcoUPP/88wgKCsIvv/yC/v37A9APJWnTpo1sbatJit/Er64LDwe++Qa4/z6Cnp768poY+U9EVFuoVICtrWnLwIH6340V3YRWpQK8vPT1TNlfTd4keffu3Rg/fjyeeuopdO3aFe7u7jh//nzNHbAcDg4OcHNzw/79+6UynU6HgwcPmrwPCwsLjBs3DikpKZgwYYLJ25VeDSkoKDC9wbVIrei5qevCw4GWLYFHHwXs7YFNm/SXothjQ0T0t7K93SqV4eX82tbb3bZtWyQlJWHo0KFQqVR4/fXXTb4UJKfp06cjPj4ebdq0QYcOHfDBBx/gxo0bVXpMwRtvvIEXX3yxwl6byZMno1mzZnj88cfh6emJ9PR0vPnmm3B1dTWY3FNcXGx0DzqVSlUrnhJwP/bcyKR0qr9WC/TrVzv+5yQiqm1Ke7ubNzcsr2293e+99x6cnJzQq1cvDB06FCEhIUazjMzhpZdewqhRozBu3DgEBgbCzs4OISEhVXpgtKWlJVxcXCoMRMHBwdi7dy+efvpptGvXDsOHD4eVlRWSk5MNAtGJEyfg4eFhsHh7e1f7PdYElZDz4l4dkJubCwcHB+Tk5Mg6EOrECaBLF8DFBbh6VbbdEhHVKnfu3EFaWhpatmxZpS/Y++l0+nuApacDHh7s7TZVSUkJOnbsiGeeeabcG9fWdQ/6fFXl+5uXpWRSOqFLgV5LIqI6R6PR93LTg/3111/46aefpDsHL1myBGlpaRg9erTSTavVeFlKJgw3REQkN7VajcTERPTo0QO9e/fGsWPHsGPHDnTs2FHpptVq7LmRCcMNERHJzcvLC7t371a6GXUOe25kUjpOi+GGiIhIWQw3MintuWlYw7OJiIhqH4YbmfCyFBERUe3AcCMThhsiIqLageFGJgw3REREtQPDjUwYboiIiGoHhhuZcLYUEVH91q9fP8ycOVN67ePjg4SEhAduo1KpsHHjxmofW679NBQMNzLhbCkioirQ6YCUFGD1av2/Ol2NHWro0KEIDQ0td92uXbugUqlw9OjRKu93//79mDRpUnWbZ2Du3Lno3r27UXl6ejoGDRok67Hul5iYCJVKVe4NAtevXw+VSgUfHx+pTKfT4e2330aHDh1gbW0NZ2dnBAQE4NNPP5XqjB8/HiqVymip6L+HXHgTP5moy8REIf7uySEiovskJQEzZgCXLv1d5umpf2R4DTw5c+LEiRg+fDguXboET09Pg3UrV66Ev78/unXrVuX9urq6ytXESrm7u5vlOLa2tsjKykJqaqrBE8E/++wztGjRwqDuvHnz8PHHH2PJkiXw9/dHbm4u/vjjD9y4ccOgXmhoKFauXGlQptVqa+5NgD03sikbbnhpioioAklJwIgRhsEGAC5f1pcnJcl+yCeeeAKurq5ITEw0KM/Pz8f69esxceJEXLt2DaNGjULz5s1hY2ODrl27YvXq1Q/c7/2Xpc6cOYM+ffrAysoKnTp1wvbt2422eemll9CuXTvY2NigVatWeP3113H37l0A+p6TefPm4ciRI1IPR2mb778sdezYMTz++OOwtrZGkyZNMGnSJOTn50vrx48fj7CwMCxcuBAeHh5o0qQJpk6dKh2rIhYWFhg9ejRWrFghlV26dAkpKSlGz7P67rvvMGXKFDz99NNo2bIlfH19MXHiRMyePdugnlarhbu7u8Hi5OT0wHZUF8ONTBhuiKhBEgIoKDBtyc0FXnih/Ov3pWUzZujrmbI/E8cBWFhYYNy4cUhMTIQos8369euh0+kwatQo3LlzB35+fvjxxx9x/PhxTJo0CWPHjsW+fftMOkZJSQnCw8NhaWmJ33//HcuWLcNLL71kVK9x48ZITEzEyZMnsXjxYixfvhyLFi0CAERERGDWrFno3Lkz0tPTkZ6ejoiICKN9FBQUICQkBE5OTti/fz/Wr1+PHTt2YNq0aQb1du7ciXPnzmHnzp34/PPPkZiYaBTwyjNhwgSsW7cOt27dAqAPXaGhoXBzczOo5+7ujp9//hlXr1416RyZlWhgcnJyBACRk5Mj635v3hRC/3+aEHfuyLprIqJa4/bt2+LkyZPi9u3b+oL8/L9/+Zl7yc83ud2nTp0SAMTOnTulsqCgIDFmzJgKtxkyZIiYNWuW9Lpv375ixowZ0mtvb2+xaNEiIYQQ27ZtExYWFuLy5cvS+i1btggAYsOGDRUeY8GCBcLPz096HRcXJ3x9fY3qld3PJ598IpycnER+mff/448/CrVaLTIyMoQQQkRFRQlvb29RXFws1Xn66adFREREhW1ZuXKlcHBwEEII0b17d/H555+LkpIS0bp1a7Fp0yaxaNEi4e3tLdU/ceKE6Nixo1Cr1aJr167iueeeE5s3bzbYZ1RUlNBoNMLW1tZgeeutt8ptg9Hnq4yqfH+z50YmZcfYsOeGiKh26dChA3r16iVdbjl79ix27dqFiRMnAtAPjn3jjTfQtWtXODs7w87ODtu2bcOFCxdM2v+pU6fg5eWFZs2aSWVlx6yUWrt2LXr37g13d3fY2dnhtddeM/kYZY/l6+sLW1tbqax3794oKSnB6dOnpbLOnTtDo9FIrz08PJCVlWXSMSZMmICVK1fil19+QUFBAQYPHmxUp1OnTjh+/Dj27t2LCRMmICsrC0OHDsW//vUvg3r9+/fH4cOHDZbnn3++Su+5qhhuZHL/gGIiogbBxgbIzzdt2bzZtH1u3mza/mxsqtTUiRMn4ttvv0VeXh5WrlyJ1q1bo2/fvgCABQsWYPHixXjppZewc+dOHD58GCEhISgqKqrqGalQamoqIiMjMXjwYPzwww84dOgQXn31VVmPUVajRo0MXqtUKpSY+Nd3ZGQk9u7di7lz52Ls2LGwsCh//pFarUaPHj0wc+ZMJCUlITExEZ999hnS0tKkOra2tmjTpo3B4uzs/PBvzAScLSUTjrkhogZJpQLK9CA80MCB+llRly+X/1egSqVfP3AgUKbHQS7PPPMMZsyYgVWrVuGLL77A5MmTobrX7b57924MGzYMY8aMAaAfQ/Pf//4XnTp1MmnfHTt2xMWLF5Geng4PDw8AwN69ew3q7NmzB97e3nj11Velsr/++sugjqWlJXSVTIvv2LEjEhMTUVBQIPXe7N69G2q1Gu3btzepvZVxdnbGk08+iXXr1mHZsmUmb1d6vgoKCmRpx8Niz41MGG6IiCqh0einewPG98sofZ2QUCPBBgDs7OwQERGBOXPmID09HePHj5fWtW3bFtu3b8eePXtw6tQpPPfcc8jMzDR538HBwWjXrh2ioqJw5MgR7Nq1yyDElB7jwoULWLNmDc6dO4f3338fGzZsMKjj4+ODtLQ0HD58GNnZ2SgsLDQ6VmRkJKysrBAVFYXjx49j586dmD59OsaOHWs06Lc6EhMTkZ2djQ4dOpS7fsSIEVi0aBF+//13/PXXX0hJScHUqVPRrl07g20KCwuRkZFhsGRnZ8vWzvIw3MiE4YaIyATh4cA33wDNmxuWe3rqy2vgPjdlTZw4ETdu3EBISIjB+JjXXnsNjz76KEJCQtCvXz+4u7sjLCzM5P2q1Wps2LABt2/fRs+ePfGvf/0Lb731lkGdJ598Ev/+978xbdo0dO/eHXv27MHrr79uUGf48OEIDQ1F//794erqWu50dBsbG2zbtg3Xr19Hjx49MGLECAwYMABLliyp2smoROk084qEhITg+++/x9ChQ6Vg16FDB/z0008Gl7G2bt0KDw8Pg+Uf//iHrG29n0qIhjVCJDc3Fw4ODsjJyYG9vb1s+y0uBkovb167BtTw5UQiIkXcuXMHaWlpaNmyJaysrB5+RzodsGsXkJ4OeHgAQUE11mNDdceDPl9V+f7mmBuZlO1hbVhxkYjoIWg0QL9+SreC6ilelpIJL0sRERHVDgw3MuF9boiIiGoHhhsZlfbeMNwQEREph+FGRgw3RNRQNLC5KGQmcn2uGG5kxHBDRPVd6e38a+quutSwlX6uNNWcOcfZUjIqHXfDP2iIqL6ysLCAjY0Nrl69ikaNGkGt5t/IJI+SkhJcvXoVNjY2FT7uwVQMNzJizw0R1XcqlQoeHh5IS0szenQAUXWp1Wq0aNFCeizGw2K4kRHDDRE1BJaWlmjbti0vTZHsLC0tZekNZLiREcMNETUUarW6encoJqpBvFgqI4YbIiIi5THcyIjhhoiISHkMNzLibCkiIiLlMdzIiD03REREymO4kRHDDRERkfIYbmTEcENERKQ8hhsZMdwQEREpj+FGRhxQTEREpDyGGxmx54aIiEh5DDcyYrghIiJSHsONjBhuiIiIlMdwIyOGGyIiIuUx3MiI4YaIiEh5DDcy4mwpIiIi5THcyIg9N0RERMpjuJERww0REZHyGG5kxHBDRESkPIYbGTHcEBERKY/hRkYMN0RERMpjuJERZ0sREREpj+FGRuy5ISIiUh7DjYwYboiIiJRXK8LN0qVL4ePjAysrKwQEBGDfvn0mbbdmzRqoVCqEhYXVbANNxHBDRESkPMXDzdq1axETE4O4uDgcPHgQvr6+CAkJQVZW1gO3O3/+PGbPno2goCAztbRyDDdERETKUzzcvPfee3j22WcRHR2NTp06YdmyZbCxscGKFSsq3Ean0yEyMhLz5s1Dq1atzNjaB2O4ISIiUp6i4aaoqAgHDhxAcHCwVKZWqxEcHIzU1NQKt5s/fz6aNm2KiRMnVnqMwsJC5ObmGiw1hbOliIiIlKdouMnOzoZOp4Obm5tBuZubGzIyMsrd5rfffsNnn32G5cuXm3SM+Ph4ODg4SIuXl1e1210R9twQEREpT/HLUlWRl5eHsWPHYvny5XBxcTFpmzlz5iAnJ0daLl68WGPtY7ghIiJSnoWSB3dxcYFGo0FmZqZBeWZmJtzd3Y3qnzt3DufPn8fQoUOlspJ7ScLCwgKnT59G69atDbbRarXQarU10HpjDDdERETKU7TnxtLSEn5+fkhOTpbKSkpKkJycjMDAQKP6HTp0wLFjx3D48GFpefLJJ9G/f38cPny4Ri85mYLhhoiISHmK9twAQExMDKKiouDv74+ePXsiISEBBQUFiI6OBgCMGzcOzZs3R3x8PKysrNClSxeD7R0dHQHAqFwJpeGGA4qJiIiUo3i4iYiIwNWrVxEbG4uMjAx0794dW7dulQYZX7hwAWp13RgaVDpbij03REREylEJ0bD6GXJzc+Hg4ICcnBzY29vLuu/Bg4EtW4CVK4Hx42XdNRERUYNWle/vutElUkdwzA0REZHyGG5kxHBDRESkPIYbGTHcEBERKY/hRkZ8/AIREZHyGG5kxJ4bIiIi5THcyIjhhoiISHkMNzJiuCEiIlIew42MGG6IiIiUx3AjI4YbIiIi5THcyIizpYiIiJTHcCMj9twQEREpj+FGRgw3REREymO4kRHDDRERkfIYbmTEcENERKQ8hhsZlYYbDigmIiJSDsONjEpnS7HnhoiISDkMNzLiZSkiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYwYboiIiJTHcCMjzpYiIiJSHsONjDhbioiISHkMNzLiZSkiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYwYboiIiJTHcCMjzpYiIiJSHsONjDhbioiISHkMNzLiZSkiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYwYboiIiJTHcCMjzpYiIiJSHsONjDhbioiISHkMNzLiZSkiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYw4oJiIiEh5DDcy4oBiIiIi5THcyIiXpYiIiJTHcCMjhhsiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYw4W4qIiEh5DDcy4mwpIiIi5THcyIiXpYiIiJTHcCMjhhsiIiLlMdzIiOGGiIhIeQw3MmK4ISIiUh7DjYw4W4qIiEh5DDcy4mwpIiIi5THcyIiXpYiIiJTHcCMjhhsiIiLlMdzIiOGGiIhIeQw3MuKAYiIiIuUx3MiIPTdERETKY7iREWdLERERKa9WhJulS5fCx8cHVlZWCAgIwL59+yqsm5SUBH9/fzg6OsLW1hbdu3fHl19+acbWVow9N0RERMpTPNysXbsWMTExiIuLw8GDB+Hr64uQkBBkZWWVW9/Z2RmvvvoqUlNTcfToUURHRyM6Ohrbtm0zc8uNMdwQEREpTyWEssNfAwIC0KNHDyxZsgQAUFJSAi8vL0yfPh0vv/yySft49NFHMWTIELzxxhuV1s3NzYWDgwNycnJgb29frbbfb+tWYNAg4JFHgIMHZd01ERFRg1aV729Fe26Kiopw4MABBAcHS2VqtRrBwcFITU2tdHshBJKTk3H69Gn06dOn3DqFhYXIzc01WGoKZ0sREREpT9Fwk52dDZ1OBzc3N4NyNzc3ZGRkVLhdTk4O7OzsYGlpiSFDhuCDDz7AP//5z3LrxsfHw8HBQVq8vLxkfQ9l8bIUERGR8hQfc/MwGjdujMOHD2P//v146623EBMTg5SUlHLrzpkzBzk5OdJy8eLFGmsXZ0sREREpz0LJg7u4uECj0SAzM9OgPDMzE+7u7hVup1ar0aZNGwBA9+7dcerUKcTHx6Nfv35GdbVaLbRaraztrrhd+n8ZboiIiJSjaM+NpaUl/Pz8kJycLJWVlJQgOTkZgYGBJu+npKQEhYWFNdHEKmG4ISIiUp6iPTcAEBMTg6ioKPj7+6Nnz55ISEhAQUEBoqOjAQDjxo1D8+bNER8fD0A/hsbf3x+tW7dGYWEhNm/ejC+//BIfffSRkm8DAMMNERFRbaB4uImIiMDVq1cRGxuLjIwMdO/eHVu3bpUGGV+4cAFq9d8dTAUFBZgyZQouXboEa2trdOjQAV999RUiIiKUegsSzpYiIiJSnuL3uTG3mrzPTWoq0KsX0Lo1cPasrLsmIiJq0OrMfW7qG86WIiIiUh7DjYw45oaIiEh5DDcyYrghIiJSHsONjBhuiIiIlMdwIyPOliIiIlIew42MOKCYiIhIeQw3MuJlKSIiIuUx3MiI4YaIiEh5DDcyYrghIiJSHsONjDigmIiISHkMNzJizw0REZHyGG5kxNlSREREymO4kRF7boiIiJTHcCMjhhsiIiLlMdzIiOGGiIhIeQw3MuJsKSIiIuUx3MiIPTdERETKq1K4effdd3H79m3p9e7du1FYWCi9zsvLw5QpU+RrXR3D2VJERETKUwlh+kUUjUaD9PR0NG3aFABgb2+Pw4cPo1WrVgCAzMxMNGvWDDqdrmZaK4Pc3Fw4ODggJycH9vb2su47MxNwd9f/zEtTRERE8qnK93eVem7uz0FVyEUNgrrM2eSpISIiUgbH3MiobLjhpSkiIiJlMNzIiD03REREyrOo6gaffvop7OzsAADFxcVITEyEi4sLAP2A4oaMPTdERETKq9KAYh8fH6hKpwQ9QFpaWrUaVZNqckBxbi7g4KD/+fZtwMpK1t0TERE1WFX5/q5Sz8358+er0656jz03REREyuOYGxkx3BARESmvSuEmNTUVP/zwg0HZF198gZYtW6Jp06aYNGmSwU39GhoOKCYiIlJelcLN/PnzceLECen1sWPHMHHiRAQHB+Pll1/G999/j/j4eNkbWVew54aIiEh5VQo3hw8fxoABA6TXa9asQUBAAJYvX46YmBi8//77WLduneyNrCsYboiIiJRXpXBz48YNuLm5Sa9/+eUXDBo0SHrdo0cPXLx4Ub7W1TFlJ5Ix3BARESmjSuHGzc1NmuZdVFSEgwcP4rHHHpPW5+XloVGjRvK2sA5hzw0REZHyqhRuBg8ejJdffhm7du3CnDlzYGNjg6CgIGn90aNH0bp1a9kbWVew54aIiEh5VbrPzRtvvIHw8HD07dsXdnZ2SExMhKWlpbR+xYoVGDhwoOyNrEvUan2w4WwpIiIiZVQp3Li4uODXX39FTk4O7OzsoNFoDNavX78ejRs3lrWBdU1puGHPDRERkTKqFG4mTJhgUr0VK1Y8VGPqg9JxNww3REREyqhSuElMTIS3tzceeeQRVOGRVA1K6bgbhhsiIiJlVCncTJ48GatXr0ZaWhqio6MxZswYODs711Tb6iT23BARESmrSrOlli5divT0dPzf//0fvv/+e3h5eeGZZ57Btm3b2JNzD8MNERGRsqr84EytVotRo0Zh+/btOHnyJDp37owpU6bAx8cH+fn5NdHGOqU03DDrERERKaNaTwVXq9VQqVQQQkCn08nVpjqNPTdERETKqnK4KSwsxOrVq/HPf/4T7dq1w7Fjx7BkyRJcuHABdnZ2NdHGOoUDiomIiJRVpQHFU6ZMwZo1a+Dl5YUJEyZg9erVcHFxqam21UnsuSEiIlKWSlRhJLBarUaLFi3wyCOPQFX2WQP3SUpKkqVxNSE3NxcODg7IycmBvb297Pt3dQWys4Hjx4HOnWXfPRERUYNUle/vKvXcjBs37oGhhjigmIiISGlVvokfPRgvSxERESmrWrOlyBjDDRERkbIYbmTG2VJERETKYriRGXtuiIiIlMVwIzOGGyIiImUx3MiMs6WIiIiUxXAjM/bcEBERKYvhRmYMN0RERMpiuJEZZ0sREREpi+FGZuy5ISIiUhbDjcwYboiIiJTFcCMzzpYiIiJSVq0IN0uXLoWPjw+srKwQEBCAffv2VVh3+fLlCAoKgpOTE5ycnBAcHPzA+ubGnhsiIiJlKR5u1q5di5iYGMTFxeHgwYPw9fVFSEgIsrKyyq2fkpKCUaNGYefOnUhNTYWXlxcGDhyIy5cvm7nl5WO4ISIiUpZKCGUvoAQEBKBHjx5YsmQJAKCkpAReXl6YPn06Xn755Uq31+l0cHJywpIlSzBu3LhK6+fm5sLBwQE5OTmwt7evdvvv9+ijwKFDwJYtQGio7LsnIiJqkKry/a1oz01RUREOHDiA4OBgqUytViM4OBipqakm7ePWrVu4e/cunJ2da6qZVcKeGyIiImVZKHnw7Oxs6HQ6uLm5GZS7ubnhzz//NGkfL730Epo1a2YQkMoqLCxEYWGh9Do3N/fhG2wChhsiIiJlKT7mpjrefvttrFmzBhs2bICVlVW5deLj4+Hg4CAtXl5eNdomzpYiIiJSlqLhxsXFBRqNBpmZmQblmZmZcHd3f+C2CxcuxNtvv42ffvoJ3bp1q7DenDlzkJOTIy0XL16Upe0VYc8NERGRshQNN5aWlvDz80NycrJUVlJSguTkZAQGBla43bvvvos33ngDW7duhb+//wOPodVqYW9vb7DUJIYbIiIiZSk65gYAYmJiEBUVBX9/f/Ts2RMJCQkoKChAdHQ0AGDcuHFo3rw54uPjAQDvvPMOYmNjsWrVKvj4+CAjIwMAYGdnBzs7O8XeRyk+W4qIiEhZioebiIgIXL16FbGxscjIyED37t2xdetWaZDxhQsXoFb/3cH00UcfoaioCCNGjDDYT1xcHObOnWvOppeLPTdERETKUjzcAMC0adMwbdq0ctelpKQYvD5//nzNN6gaOKCYiIhIWXV6tlRtxJ4bIiIiZTHcyIzhhoiISFkMNzJjuCEiIlIWw43MOFuKiIhIWQw3MmPPDRERkbIYbmTG2VJERETKYriRGXtuiIiIlMVwIzOGGyIiImUx3MiMA4qJiIiUxXAjM/bcEBERKatWPH6hXtDpgF27EHQpHdfgAVEcBECjdKuIiIgaHIYbOSQlATNmAJcuYSaAmQDyYj2B5ouB8HBl20ZERNTA8LJUdSUlASNGAJcuGRTb3bysL09KUqhhREREDRPDTXXodPoem3JuaqPCvbKZM/X1iIiIyCwYbqpj1y6jHhsDQgAXL+rrERERkVkw3FRHerq89YiIiKjaGG6qw8ND3npERERUbQw31REUBHh6/n3nvvupVICXl74eERERmQXDTXVoNMDixfqf7ws4AvdeJyTo6xEREZFZMNxUV3g48M03Rpeech089eW8zw0REZFZMdzIITwcOH5cejkQ2/DBv9MYbIiIiBTAcCMXW1vpx33oCR0fvUBERKQIhhu5NGokjbuxwp3y7utHREREZsBwIxeVCrCyAqAPN3wqOBERkTIYbuR0L9xoUchwQ0REpBCGGzmx54aIiEhxDDdy0moBMNwQEREpieFGTuy5ISIiUhzDjZzKhBvOliIiIlIGw42c2HNDRESkOIYbOXG2FBERkeIYbuTEAcVERESKY7iREy9LERERKY7hRk4MN0RERIpjuJETZ0sREREpjuFGThxQTEREpDiGGznxshQREZHiGG7kxNlSREREimO4kRN7boiIiBTHcCMnDigmIiJSHMONnNhzQ0REpDiGGzlxthQREZHiGG7kVGZA8f/+B6SkADqdsk0iIiJqaBhuZLTv2N+XpfbsAfr3B3x8gKQkZdtFRETUkDDcyCQpCXgn4e9wU+ryZWDECAYcIiIic2G4kYFOB8yYAdyGcbgpnTU1cyYvUREREZkDw40Mdu0CLl0C7pQTbgB9wLl4UV+PiIiIahbDjQzS0/X/loYbLQofWI+IiIhqDsONDDw89P8W4u/ZUg+qR0RERDWH4UYGQUGApydQWMFlKZUK8PLS1yMiIqKaxXAjA40GWLy4/DE3KpX+34QEfT0iIiKqWQw3MgkPB97/xDjceHoC33yjX09EREQ1j+FGRoPD9eGmEYph1UiHnTuBtDQGGyIiInNiuJHTvccvAIDqbiGCgngpioiIyNwYbuR078GZgP7SVEGBgm0hIiJqoBhu5GRhAXGvq8YKd5Cfr3B7iIiIGiCGG5mprP4eVMxwQ0REZH6Kh5ulS5fCx8cHVlZWCAgIwL59+yqse+LECQwfPhw+Pj5QqVRISEgwX0NNVSbc5OUp3BYiIqIGSNFws3btWsTExCAuLg4HDx6Er68vQkJCkJWVVW79W7duoVWrVnj77bfh7u5u5taayOrvRzCw54aIiMj8FA037733Hp599llER0ejU6dOWLZsGWxsbLBixYpy6/fo0QMLFizAyJEjoS0zM6lW0f79CAb23BAREZmfYuGmqKgIBw4cQHBw8N+NUasRHByM1NRU2Y5TWFiI3Nxcg6VGccwNERGRohQLN9nZ2dDpdHBzczMod3NzQ0ZGhmzHiY+Ph4ODg7R4eXnJtu9yMdwQEREpSvEBxTVtzpw5yMnJkZaLFy/W7AE5oJiIiEhRFkod2MXFBRqNBpmZmQblmZmZsg4W1mq15h2fw54bIiIiRSnWc2NpaQk/Pz8kJydLZSUlJUhOTkZgYKBSzaq+e0FKi0L23BARESlAsZ4bAIiJiUFUVBT8/f3Rs2dPJCQkoKCgANHR0QCAcePGoXnz5oiPjwegH4R88uRJ6efLly/j8OHDsLOzQ5s2bRR7HwbYc0NERKQoRcNNREQErl69itjYWGRkZKB79+7YunWrNMj4woULUKv/7ly6cuUKHnnkEen1woULsXDhQvTt2xcpKSnmbn75yoSb6ww3REREZqdouAGAadOmYdq0aeWuuz+w+Pj4QAhhhlZVAwcUExERKarez5YyO16WIiIiUhTDjdwsLQEAj+AQ2l5OAXQ6ZdtDRETUwDDcyCkpCbj36Ihh+A4fnuoP+Pjoy4mIiMgsGG7kkpQEjBgBo4E2ly/ryxlwiIiIzILhRg46HTBjBlDeYOfSspkzeYmKiIjIDBhu5LBrF3DpUsXrhQAuXtTXIyIiohrFcCOH9HR56xEREdFDY7iRg4eHvPWIiIjooTHcyCEoCPD0BFSq8terVICXl74eERER1SiGGzloNMDixeWuEqWBJyFBX4+IiIhqFMONXMLDgW++Ae49F6tUUVNPfXl4uEINIyIialgYbuQUHg7s2wcA0EGFfvgZS2elQTeMwYaIiMhcGG5ktum3JgAADQT+QA/M+j8Nb1JMRERkRgw3MkpKAp6KtEEx9GNrHJADgDcpJiIiMieGG5lINymGCjlwAPB3uOFNiomIiMyH4UYmZW9SfH+4AXiTYiIiInNhuJFJ2ZsPl4YbR9x8YD0iIiKSH8ONTMrefPgmHAEY9tyUV4+IiIjkx3Ajk7I3KS7vshRvUkxERGQeDDcyKXuT4vvDDW9STEREZD4MNzIqvUmxzs4w3HjyJsVERERmY6F0A+qb8HCg5IAD8B99uGnaFEhLY48NERGRubDnpgaonR0B6GdL3brFYENERGRODDc1weHvy1L5+UBRkcLtISIiakAYbmqCg+GYm+vXlWwMERFRw8JwUxPuhRtnjT7cXLumZGOIiIgaFoabmnAv3Diq2HNDRERkbgw3NcHREQBgL9hzQ0REZG4MNzXhXs+NnS4HKpSw54aIiMiMGG5qwr1wo4aAHfLZc0NERGRGDDc1wcoKaNQIgH7GFHtuiIiIzIfhpiaoVAbTwdlzQ0REZD4MNzVBpwMsLQEA/bATN6/pFG4QERFRw8FwI7ekJMDHB7hyBQCwBC9gyY8++nIiIiKqcQw3ckpKAkaMAC5dMih2KbysL2fAISIiqnEMN3LR6YAZMwAhjFapca9s5kx9PSIiIqoxDDdy2bXLqMfGgBDAxYv6ekRERFRjGG7kkp5uUrV9m0yrR0RERA+H4UYuHh4mVXspwYNDb4iIiGoQw41cgoIAT08Ilarc1SVQ4QK8sAtBHHpDRERUgxhu5KLRAIsXA0IfZMoquffvTCRABw2H3hAREdUghhs5hYfjt5nf4DKaGxTfgi3iMBebMEwqM3GIDhEREVURw43MdMPC4YPzeB3zcAtWAAA7FOANxOE8fPAU9ANuTByiQ0RERFXEcCOzoCBgQpNNmIe5sMYdg3XNcRnfYASebZKEoCCFGkhERFTPMdzITAMdFmMGAIH7hxaX3swvATOhAUcUExER1QSGG7nt2gWba5cqPLFqCNhc44hiIiKimsJwIzfezI+IiEhRDDdy4838iIiIFMVwI7dKb+YHXIAnb+ZHRERUQxhu5PaAm/kB+hNug9t4Ept4Mz8iIqIawHBTE+7dzO86nMtd7Yzr+AYj8BSSeDM/IiIimTHc1BDdE8NwG9b3Jn8bKjsl/OxpXpciIiKSE8NNDQnCLnjhUjkXpvTUEGiBi0ietwvr15u1aURERPUaw00N0WSZdr1pCpZgdIQOa9fWcIOIiIgaCAulG1BvmTgl/Bl8i8HCHstH/gv/fvsp+M0MQvYNDVxdgebN9ZOvNJoabisREVE9ohJClDcspN7Kzc2Fg4MDcnJyYG9vX3MH0ukAHx+ISxVfmirPNThhI4ZhJx6HC67htnUT9O10FR7aaxAAVE2c0cijKXRZ16Bp2kT69276VeBa9evIvb9qHbO5OzI0zVHo1wvaA3vgVnwZxVcy9XVUamR36YeiwH7IvqFBkybAtWtAkybAVf1uAADOzkDTpn+vu3YNBsER0M9YS0/X51GzhEmdToGDEhHVbVX5/ma4qUlJSRDDh1cp3JAxHVTQlDs0G8iFLdbjaSkMZqMJXHEVTaAPSdfhjKtoKq0rW8dNrU9AmSV/17lt3QR9u1xDi0dqJui5/Hc32qZth1VRnvQe7tg44WznYbj5yOOKhMs6F3p5LngueC5q/bmw8HCFbbvm6DolCBpLef54q9L3t6gFlixZIry9vYVWqxU9e/YUv//++wPrr1u3TrRv315otVrRpUsX8eOPP5p8rJycHAFA5OTkVLfZJtHNmCkEwIULFy5cuDS45bLGU6S++K0s36dV+f5WfEDx2rVrERMTg7i4OBw8eBC+vr4ICQlBVlZWufX37NmDUaNGYeLEiTh06BDCwsIQFhaG48ePm7nlplGHDVO6CURERIpw111CzwUjsPf/zPu8IcUvSwUEBKBHjx5YsmQJAKCkpAReXl6YPn06Xn75ZaP6ERERKCgowA8//CCVPfbYY+jevTuWLVtW6fHMelkKeOixN0RERPVBCVRI13jC/VZatS5RVeX7W9Gem6KiIhw4cADBwcFSmVqtRnBwMFJTU8vdJjU11aA+AISEhFRYv7CwELm5uQaLWd17HIMKqGDUCBERUf2lhkBz3UUc+9B8zxtSNNxkZ2dDp9PBzc3NoNzNzQ0ZGRnlbpORkVGl+vHx8XBwcJAWLy8veRpfFeHhwLffQuVc/uMYiIiI6rtb58z3vCHFx9zUtDlz5iAnJ0daLl68qExDwsOBrCwgIoI9OERE1ODYtDbt/m9yUDTcuLi4QKPRIDMz06A8MzMT7u7u5W7j7u5epfparRb29vYGi2I0GmDNGqjWr4dwcVWuHURERGZSAhUua7zQdUqQ2Y6paLixtLSEn58fkpOTpbKSkhIkJycjMDCw3G0CAwMN6gPA9u3bK6xfK40YAVVGOrBzJ0q++ArpodEotOUlKyIiql9K7v17MSZBtvvdmELxxy/ExMQgKioK/v7+6NmzJxISElBQUIDo6GgAwLhx49C8eXPEx8cDAGbMmIG+ffvi//2//4chQ4ZgzZo1+OOPP/DJJ58o+TaqTqMB+vWDGoDH2Mi/71p7+TJw9SpKnJrgf/uvIbO4CYqu1O+bQpVX17XoMtqd+h7aguvSKbtj44QznYYCeflGN8Kri0qgkp4QT0RUH6VrvHAxJgGPvRtu1uMqHm4iIiJw9epVxMbGIiMjA927d8fWrVulQcMXLlyAWv13B1OvXr2watUqvPbaa3jllVfQtm1bbNy4EV26dFHqLcjjXtgppQbQJgpoo1iDaoH7HlNgFRSErqWPKbgvDFbl+QslTk1wZs9VpJ+4BiGAZl2d0TqgKc4f0IfJ4swaDnr3Hh1xNyBIeqxESebVWn/H0YZwzNraLp4LnovacsyHuUNxczP22JRS/D435mb2+9wQERFRtdWZ+9wQERERyY3hhoiIiOoVhhsiIiKqVxhuiIiIqF5huCEiIqJ6heGGiIiI6hWGGyIiIqpXGG6IiIioXmG4ISIionpF8ccvmFvpDZlzc3MVbgkRERGZqvR725QHKzS4cJOXp3/YopeXl8ItISIioqrKy8uDg4PDA+s0uGdLlZSU4MqVK2jcuDFUKpUs+8zNzYWXlxcuXrzI51XVMJ5r8+B5Nh+ea/PgeTafmjrXQgjk5eWhWbNmBg/ULk+D67lRq9Xw9PSskX3b29vzfxoz4bk2D55n8+G5Ng+eZ/OpiXNdWY9NKQ4oJiIionqF4YaIiIjqFYYbGWi1WsTFxUGr1SrdlHqP59o8eJ7Nh+faPHiezac2nOsGN6CYiIiI6jf23BAREVG9wnBDRERE9QrDDREREdUrDDdERERUrzDcyGDp0qXw8fGBlZUVAgICsG/fPqWbVKfNnTsXKpXKYOnQoYO0/s6dO5g6dSqaNGkCOzs7DB8+HJmZmQq2uG749ddfMXToUDRr1gwqlQobN240WC+EQGxsLDw8PGBtbY3g4GCcOXPGoM7169cRGRkJe3t7ODo6YuLEicjPzzfju6gbKjvX48ePN/qMh4aGGtThua5cfHw8evTogcaNG6Np06YICwvD6dOnDeqY8vviwoULGDJkCGxsbNC0aVO8+OKLKC4uNudbqfVMOdf9+vUz+lw///zzBnXMda4Zbqpp7dq1iImJQVxcHA4ePAhfX1+EhIQgKytL6abVaZ07d0Z6erq0/Pbbb9K6f//73/j++++xfv16/PLLL7hy5QrCw8MVbG3dUFBQAF9fXyxdurTc9e+++y7ef/99LFu2DL///jtsbW0REhKCO3fuSHUiIyNx4sQJbN++HT/88AN+/fVXTJo0yVxvoc6o7FwDQGhoqMFnfPXq1Qbrea4r98svv2Dq1KnYu3cvtm/fjrt372LgwIEoKCiQ6lT2+0Kn02HIkCEoKirCnj178PnnnyMxMRGxsbFKvKVay5RzDQDPPvuswef63XffldaZ9VwLqpaePXuKqVOnSq91Op1o1qyZiI+PV7BVdVtcXJzw9fUtd93NmzdFo0aNxPr166WyU6dOCQAiNTXVTC2s+wCIDRs2SK9LSkqEu7u7WLBggVR28+ZNodVqxerVq4UQQpw8eVIAEPv375fqbNmyRahUKnH58mWztb2uuf9cCyFEVFSUGDZsWIXb8Fw/nKysLAFA/PLLL0II035fbN68WajVapGRkSHV+eijj4S9vb0oLCw07xuoQ+4/10II0bdvXzFjxowKtzHnuWbPTTUUFRXhwIEDCA4OlsrUajWCg4ORmpqqYMvqvjNnzqBZs2Zo1aoVIiMjceHCBQDAgQMHcPfuXYNz3qFDB7Ro0YLnvBrS0tKQkZFhcF4dHBwQEBAgndfU1FQ4OjrC399fqhMcHAy1Wo3ff//d7G2u61JSUtC0aVO0b98ekydPxrVr16R1PNcPJycnBwDg7OwMwLTfF6mpqejatSvc3NykOiEhIcjNzcWJEyfM2Pq65f5zXerrr7+Gi4sLunTpgjlz5uDWrVvSOnOe6wb34Ew5ZWdnQ6fTGfyHAgA3Nzf8+eefCrWq7gsICEBiYiLat2+P9PR0zJs3D0FBQTh+/DgyMjJgaWkJR0dHg23c3NyQkZGhTIPrgdJzV95nuXRdRkYGmjZtarDewsICzs7OPPdVFBoaivDwcLRs2RLnzp3DK6+8gkGDBiE1NRUajYbn+iGUlJRg5syZ6N27N7p06QIAJv2+yMjIKPdzX7qOjJV3rgFg9OjR8Pb2RrNmzXD06FG89NJLOH36NJKSkgCY91wz3FCtM2jQIOnnbt26ISAgAN7e3li3bh2sra0VbBmRPEaOHCn93LVrV3Tr1g2tW7dGSkoKBgwYoGDL6q6pU6fi+PHjBuPzqGZUdK7Ljgnr2rUrPDw8MGDAAJw7dw6tW7c2axt5WaoaXFxcoNFojEbeZ2Zmwt3dXaFW1T+Ojo5o164dzp49C3d3dxQVFeHmzZsGdXjOq6f03D3os+zu7m40UL64uBjXr1/nua+mVq1awcXFBWfPngXAc11V06ZNww8//ICdO3fC09NTKjfl94W7u3u5n/vSdWSoonNdnoCAAAAw+Fyb61wz3FSDpaUl/Pz8kJycLJWVlJQgOTkZgYGBCrasfsnPz8e5c+fg4eEBPz8/NGrUyOCcnz59GhcuXOA5r4aWLVvC3d3d4Lzm5ubi999/l85rYGAgbt68iQMHDkh1fv75Z5SUlEi/xOjhXLp0CdeuXYOHhwcAnmtTCSEwbdo0bNiwAT///DNatmxpsN6U3xeBgYE4duyYQZjcvn077O3t0alTJ/O8kTqgsnNdnsOHDwOAwefabOda1uHJDdCaNWuEVqsViYmJ4uTJk2LSpEnC0dHRYDQ4Vc2sWbNESkqKSEtLE7t37xbBwcHCxcVFZGVlCSGEeP7550WLFi3Ezz//LP744w8RGBgoAgMDFW517ZeXlycOHTokDh06JACI9957Txw6dEj89ddfQggh3n77beHo6Cg2bdokjh49KoYNGyZatmwpbt++Le0jNDRUPPLII+L3338Xv/32m2jbtq0YNWqUUm+p1nrQuc7LyxOzZ88WqampIi0tTezYsUM8+uijom3btuLOnTvSPniuKzd58mTh4OAgUlJSRHp6urTcunVLqlPZ74vi4mLRpUsXMXDgQHH48GGxdetW4erqKubMmaPEW6q1KjvXZ8+eFfPnzxd//PGHSEtLE5s2bRKtWrUSffr0kfZhznPNcCODDz74QLRo0UJYWlqKnj17ir179yrdpDotIiJCeHh4CEtLS9G8eXMREREhzp49K62/ffu2mDJlinBychI2NjbiqaeeEunp6Qq2uG7YuXOnAGC0REVFCSH008Fff/114ebmJrRarRgwYIA4ffq0wT6uXbsmRo0aJezs7IS9vb2Ijo4WeXl5Cryb2u1B5/rWrVti4MCBwtXVVTRq1Eh4e3uLZ5991ugPIp7rypV3jgGIlStXSnVM+X1x/vx5MWjQIGFtbS1cXFzErFmzxN27d838bmq3ys71hQsXRJ8+fYSzs7PQarWiTZs24sUXXxQ5OTkG+zHXuVbdazQRERFRvcAxN0RERFSvMNwQERFRvcJwQ0RERPUKww0RERHVKww3REREVK8w3BAREVG9wnBDRERE9QrDDRE1SCqVChs3blS6GURUAxhuiMjsxo8fD5VKZbSEhoYq3TQiqgcslG4AETVMoaGhWLlypUGZVqtVqDVEVJ+w54aIFKHVauHu7m6wODk5AdBfMvroo48waNAgWFtbo1WrVvjmm28Mtj927Bgef/xxWFtbo0mTJpg0aRLy8/MN6qxYsQKdO3eGVquFh4cHpk2bZrA+OzsbTz31FGxsbNC2bVt899130robN24gMjISrq6usLa2Rtu2bY3CGBHVTgw3RFQrvf766xg+fDiOHDmCyMhIjBw5EqdOnQIAFBQUICQkBE5OTti/fz/Wr1+PHTt2GISXjz76CFOnTsWkSZNw7NgxfPfdd2jTpo3BMebNm4dnnnkGR48exeDBgxEZGYnr169Lxz958iS2bNmCU6dO4aOPPoKLi4v5TgARPTzZH8VJRFSJqKgoodFohK2trcHy1ltvCSH0TyB+/vnnDbYJCAgQkydPFkII8cknnwgnJyeRn58vrf/xxx+FWq2Wnq7drFkz8eqrr1bYBgDitddek17n5+cLAGLLli1CCCGGDh0qoqOj5XnDRGRWHHNDRIro378/PvroI4MyZ2dn6efAwECDdYGBgTh8+DAA4NSpU/D19YWtra20vnfv3igpKcHp06ehUqlw5coVDBgw4IFt6Natm/Szra0t7O3tkZWVBQCYPHkyhg8fjoMHD2LgwIEICwtDr169Huq9EpF5MdwQkSJsbW2NLhPJxdra2qR6jRo1MnitUqlQUlICABg0aBD++usvbN68Gdu3b8eAAQMwdepULFy4UPb2EpG8OOaGiGqlvXv3Gr3u2LEjAKBjx444cuQICgoKpPW7d++GWq1G+/bt0bhxY/j4+CA5OblabXB1dUVUVBS++uorJCQk4JNPPqnW/ojIPNhzQ0SKKCwsREZGhkGZhYWFNGh3/fr18Pf3xz/+8Q98/fXX2LdvHz777DMAQGRkJOLi4hAVFYW5c+fi6tWrmD59OsaOHQs3NzcAwNy5c/H888+jadOmGDRoEPLy8rB7925Mnz7dpPbFxsbCz88PnTt3RmFhIX744QcpXBFR7cZwQ0SK2Lp1Kzw8PAzK2rdvjz///BOAfibTmjVrMGXKFHh4eGD16tXo1KkTAMDGxgbbtm3DjBkz0KNHD9jY2GD48OF47733pH1FRUXhzp07WLRoEWbPng0XFxeMGDHC5PZZWlpizpw5OH/+PKytrREUFIQ1a9bI8M6JqKaphBBC6UYQEZWlUqmwYcMGhIWFKd0UIqqDOOaGiIiI6hWGGyIiIqpXOOaGiGodXi0noupgzw0RERHVKww3REREVK8w3BAREVG9wnBDRERE9QrDDREREdUrDDdERERUrzDcEBERUb3CcENERET1CsMNERER1Sv/H/3nbZyJcUQcAAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "# selected settings for regression (best fit from options above)\n",
+        "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
+        "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
+        "\n",
+        "# Create data objects for training using scalar normalization\n",
+        "n_inputs = len(input_labels)\n",
+        "n_outputs = len(output_labels)\n",
+        "x = input_data\n",
+        "y = output_data\n",
+        "\n",
+        "input_scaler = None\n",
+        "output_scaler = None\n",
+        "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
+        "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
+        "x = input_scaler.scale(x)\n",
+        "y = output_scaler.scale(y)\n",
+        "x = x.to_numpy()\n",
+        "y = y.to_numpy()\n",
+        "\n",
+        "# Create Keras Sequential object and build neural network\n",
+        "model = tf.keras.Sequential()\n",
+        "model.add(\n",
+        "    tf.keras.layers.Dense(\n",
+        "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
+        "    )\n",
+        ")\n",
+        "for i in range(1, n_hidden_layers):\n",
+        "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
+        "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
+        "\n",
+        "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
+        "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
+        "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
+        "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
+        ")\n",
+        "history = model.fit(\n",
+        "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
+        ")\n",
+        "\n",
+        "# Get the training and validation MSE from the history\n",
+        "train_mse = history.history[\"mse\"]\n",
+        "val_mse = history.history[\"val_mse\"]\n",
+        "\n",
+        "# Generate a plot of training MSE vs validation MSE\n",
+        "epochs = range(1, len(train_mse) + 1)\n",
+        "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
+        "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
+        "plt.title(\"Training MSE vs Validation MSE\")\n",
+        "plt.xlabel(\"Epochs\")\n",
+        "plt.ylabel(\"MSE\")\n",
+        "plt.legend()\n",
+        "plt.show()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "surrogate_scatter2D(keras_surrogate, data_training)\n",
-    "surrogate_parity(keras_surrogate, data_training)\n",
-    "surrogate_residual(keras_surrogate, data_training)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "\n",
+        "keras_surrogate = KerasSurrogate(\n",
+        "    model,\n",
+        "    input_labels=list(input_labels),\n",
+        "    output_labels=list(output_labels),\n",
+        "    input_bounds=input_bounds,\n",
+        "    input_scaler=input_scaler,\n",
+        "    output_scaler=output_scaler,\n",
+        ")\n",
+        "keras_surrogate.save_to_folder(\n",
+        "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing Surrogates\n",
+        "\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 1s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "surrogate_scatter2D(keras_surrogate, data_training)\n",
+        "surrogate_parity(keras_surrogate, data_training)\n",
+        "surrogate_residual(keras_surrogate, data_training)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 4ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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169bV62YiZbKp8Zk4cSI2btyIf/3rXwgLC7P229FqtQgJCYFWq0VWVhamTJmCyMhIhIeH48knn0T37t2dHtFFRETkS2J3MRg4cCDWrl0Lo9GIc+fO4bPPPsNTTz2Fjz76CJ9++ikCAmQTE5wmm1f0xhtvAAD69Oljs33t2rUYM2YMAGDp0qVQq9UYPny4zQSGREREUiOFLgbBwcHW7iA33ngjunTpgjvvvBP9+vXDunXrMG7cOCxZsgRr167F//73P0RGRiIzMxMLFy5EixYt8NVXX+Gxxx4DcL3j8XPPPYc5c+Zgw4YNWL58OY4ePYrQ0FD07dsXy5YtQ3R0tFdei7Nk1dTV0D9L6AGAZs2a4bXXXkNZWRkuX76MvLw8h/17iIiIxCLVLgZ9+/ZFp06dkJeXBwBQq9VYsWIF/vvf/2L9+vX48ssvMW3aNABAjx49sGzZMoSHh6O0tBSlpaX429/+BsA85PyFF17Ajz/+iE8++QTFxcU212yxyKbGh4iIiHyjXbt2OHToEABg8uTJ1u1JSUl48cUXMWHCBLz++usICgqCVquFSqWqV9EwduxY6//btGmDFStWoGvXrrh06RJatGjhk9fRENnU+JBvGQxhKCpKgsEQJnZRiIjIxwRBsDZdff755+jXrx9uvPFGhIWF4ZFHHoFer0dVVZXD59i/fz8yMzPRunVrhIWFoXfv3gCAU6dOeb38jjD4UD0FBZ2xbNlkrF8/GsuWTUZBQWexi0RERD50+PBhJCcno7i4GEOGDMGtt96KTZs2Yf/+/XjttdcAOG6Cu3z5MjIyMhAeHo533nkH33//PT7++ONGH+cLbOoiAOaRA4C5pmfz5iEQBHMmFgQ1Nm8egpSU49BqK637ERGRf/ryyy/x008/4emnn8b+/fthMpmwePFiqNXm68IHH3xgs39QUBCMRqPNtiNHjkCv12P+/PnWufF++OEH37yARrDGhwAAOp0OOTk56NFjtDX0WAiCGj17jubkhUREfqa6uhpnz57F6dOnUVBQgJdffhl//vOfMWTIEDz66KNITU3F1atXsXLlSvzvf//Dhg0b8Oabb9o8R1JSEi5duoQvvvgCFy9eRFVVFVq3bo2goCDr4z799FO88MILIr1KWww+ZKXT6XDnnTqo67wrNBqgWzcdQw8RkZ/57LPPEBcXh6SkJAwcOBA7d+7EihUr8K9//QsajQadOnXCkiVLsGDBAtxyyy145513MG/ePJvn6NGjByZMmIARI0YgKioKCxcuRFRUFNatW4cPP/wQ7du3x/z58/HKK6+I9CptqQRBEMQuhJQ4u6y9nDU2YdYHH4ThmWdawGg0h55Vq4CsLB8WkIhIJq5cuYKioiIkJyejWbNmLj1WCvP4yI2j4+3s9Zt9fBTG2Q/agQOToNffgNRUoNaSaERE5CGWLgZcHNq3GHwUxtne9C1bXkHHjl4uDBGRwjHU+B77+BAREZFiMPgoHCcqJCIiJWFTl4IVFHS2ztmjUpmQmbkFXbocELtYREREXsMaH4WyN1Eha36IiMifMfgoVFmZrsGJCsvKIkUqERERkfexqUuhIiP1UKlMNuFHpTIhMrJMxFL5RmPzGDU0fNSdxxARkfQw+MiIJy6+lrW2tNpKZGZuqdfHR6uttNnP37gzYRgnGSMi8h8MPjJR9+JrMIShrEyHyEi9NawAjV98606YNXv2BRQXByAp6Rri47sC6OrXtRfOzmNUez93HkNEpHRfffUV7r77bvz222+IiIhw6jFJSUmYPHkyJk+e7LVysY+PTNS+qBYUdMayZZOxfv1oLFs2GQUFnRvczx6dToe4uDjExcUhPT0Gw4frkJ4eY93mr6GHiIiuGzNmDFQqFSZMmFDvvokTJ0KlUmHMmDG+L5iXMfjIDEdjeZY78xhx7iMi8hetWrXCe++9h99//9267cqVK9i4cSNat24tYsm8h8FHZjgay3Mc1Zx58jFERFLVpUsXtGrVCnl5edZteXl5aN26NTp3vn5+q66uxqRJkxAdHY1mzZrhT3/6E77//nub5/r3v/+Nm266CSEhIbj77rtRXFxc7/ft3r0bd911F0JCQtCqVStMmjQJly9f9trrawiDj8xYRmPVppTRWJ7kTs0Za9uIyJtKSoCdO80/fWns2LFYu3at9faaNWvw2GOP2ewzbdo0bNq0CevXr0dBQQFSU1ORkZGBsjLztefXX3/FsGHDkJmZiYMHD2LcuHGYMWOGzXOcOHECAwcOxPDhw3Ho0CG8//772L17N3Jycrz/Imth8JEZy2gsS/ipOxqLnONOzRlr24jIW3JzgcREoG9f88/cXN/97lGjRmH37t04efIkTp48iT179mDUqFHW+y9fvow33ngDixYtwqBBg9C+fXu89dZbCAkJQe4fBX3jjTeQkpKCxYsXo23btnj44Yfr9Q+aN28eHn74YUyePBlpaWno0aMHVqxYgbfffhtXrlzx2evlqC4Z6tLlAFJSjqOsLBKRkWUMPW5wZx4jJc99RETeU1ICZGcDpj8q800mYPx4ICMDSEjw/u+PiorC4MGDsW7dOgiCgMGDB6Nly5bW+0+cOIGrV6+iZ8+e1m2BgYG44447cPjwYQDA4cOH0a1bN5vn7d69u83tH3/8EYcOHcI777xj3SYIAkwmE4qKinDzzTd74+XVw+AjU1ptJQOPG9yZx0jpcx8ROYsTfbrn2LHrocfCaASOH/dN8AHMzV2WJqfXXnvNK7/j0qVLGD9+PCZNmlTvPl92pGbwkQlnL6q+uPjWPrmdOaNGUVEAkpOvIT7eZC2DVE9u7sxj5E9zH/HCpFze/ttzok/3paUBarVt+NFogNRU35Vh4MCBqKmpgUqlQkZGhs19KSkpCAoKwp49e5CYmAgAuHr1Kr7//nvrfDs333wzPv30U5vHffvttza3u3Tpgp9//hmpvnxhDWDwkYm6F9+G+OKiVfvk5mh1d1+f3Fw5qdcuV1wckJ7e+PO78xip4YVJuXzxt+dEn+5LSABWrzY3bxmN5tCzapXvansAQKPRWJutNBqNzX2hoaF44oknMHXqVERGRqJ169ZYuHAhqqqqkJWVBQCYMGECFi9ejKlTp2LcuHHYv38/1q1bZ/M806dPx5133omcnByMGzcOoaGh+Pnnn7Fjxw6n3p+ewuAjI1K4GFlOWvZGOKWkHIdWW+nTk5unZrX2d7wwyY+namn4t5e+rCxzn57jx801Pb4MPRbh4eF275s/fz5MJhMeeeQRVFZW4vbbb8d//vMf3HDDDQDMTVWbNm3C008/jZUrV+KOO+7Ayy+/jLFjx1qf49Zbb8WuXbswa9Ys3HXXXRAEASkpKRgxYoTXX1ttDD7kFkcjnHzd96jurNb2aqGkeFJn0xPZwxo65UlI8G3gqVsjU9cnn3xi/X+zZs2wYsUKrFixwu7+Q4YMwZAhQ2y21R0W37VrV2zfvt3uczQ094+nMfiQW6Q4wqmxWiipcXfBVE8FJXs1YyQNrKXxDn7ZIAYfcotWW4n+/T/H55/3b3CEkxikVAvljLonX3tBxLKfJ2sAHNWMkbgsF+aLFy+KXRS/w1o0Ahh8yE0FBZ2toQcwoX//z0W/cEqxFspZzgQRV4OSPXKrGVMSZy/MTeWL2j4p1iiyFo0ABh9yUXl5eb0LJ6DG55/3xy23FIp6gmtsnh2pcieINKXGRm41Y0riiwuuL2r7WKNIUsbgQ07T6/X44IMPUFaWJNkLpxxntXY1iDS1xkbONWNK5okaFG/W9lnmEGvsd/jrRJ+CIIhdBEXwxHFm8CGnWb6NOnPhFPPkZm9W68LCcuzZEyS5yRZdDSLOBqW6nTgNBgMAzkAtR02tQbH8TRt77zTlb2+Za2znTmDp0vq/o2fP0ejTRxrTclh4IkwGBgYCAKqqqhASEuLJ4lEDqqqqAFw/7u5g8CGXNXbhHDFihE9Pbs6crAsKOmPu3LaSmGyxLleb6JwJSo31FbHUjHXqNBy33NJMdjNQK4XBEIZff23V5FoaSygpLr6GDRsEmEwq630ajYAnnxyEpKSAJv/tdTod7ryz4VmIu3XTQUpvLU81x2k0GkREROD8+fMAgObNm0OlUjXyKHKVIAioqqrC+fPnERERUW+SRVcw+JBbHDUpabVan5bF3qzWFy9eRF5enqQmW7THlSY6Z4KSMx2htdpKDBgQhLi4GO+8KGqS2hfmutyppdHpzMGj/gzBKqSne+49IIVZiBvj6Sa/2NhYALCGH/KeiIgI6/F2F4MPuU1KC6U6+qbqTNNQSYl5ocC0NN+doOtesOwdz4YubK4EJX/raKqEeVjqDyCwpVa7X0vjixmCpTALsSOe7uCvUqkQFxeH6OhoXL161VPFpDoCAwObVNNjweBDfq+xpqHVq414/nlz9b9aLWDhQgNGjvzd6xdQV9dfcyUoObu0iNwoZR6Whi7MFiqVCQsXVjSplsYXMwT7ehZiZ1g+Q42dE9zt66TRaDxyYSbvYvAhv+eoachgCMOyZfEQBHObvMmkwtSp4Th9eg202kqvX0BdeW5XglJpaSkA/xu67qm5jKTK0YUZMOH++z9Cq1YlGDNmtDgFlLnan6Ebb6zA9OlaGI0qaDQCFiyowMiRD/lFjSE5xuBDimCvaaixYCC1C6irJ2Q5Dl131JRVezZjf2vCA5y5MN/FC3MTWY7dM88AI0ZYmuNUSEiIABAhZtHIRxh8yGnOVv9KdTh0Q01DcgwGrpDbpI7ONmX5WxNebbww+44Um+PI+xh8yGmu9kmRA7kFA3fIaVJHZ5uy/K0Jzx5emIk8j8GHXCKnUONszZOcgoGzmjJiTCocNWX5e00dEXkPgw/5LUc1VJY5fiykNDTfE+ReO9dYU5YSauqIyDsYfMivSfXC7gtyfu3ONGX5Y00dEXkfgw8R2ag9qurMGTWKigJ8vr6Zs01ZcmzCIyJxMfiQIsl9hJq31B5V5aiPjbfnN2qsKWvYsGFo2bJlg4+VchMeEYmPwYcUSe59YLzF2RmffTG/kaOmrJYtWyIuLs7rZSAi/8PgQ04TYz0rb1JaqHGFWMPF/WE0GhFJG4MPOSU3F8jOBkwmQK02r76clSV2qchbxBouzpo4oob52xdPMTH4UKNKSq6HHsD8c/x48+rL/AD6JzGHizPUENniF0/PYvChRh07dj30WBiN5qn0LcGH30b8D4eLE4lLr9ejuPgasrOjYTJZFlIGxo8XcNtt55GUFMAvCm5QN74LKV1amvlbRm0aDZCaav5/bi6QmAj07Wv+mZvr+zKSd2i1lUhOPsnQQ+RjlhGWK1d+Zg09FkajCitXbsOrr74KvV4vUgnli8GHHNLr9dBoSrFwYTk0GgEA/lgpuhwaTSl++um3BpvBSkpELDQRkcxZ+rlZ+tvVVru/nS9GWPobNnWRXXVXyp40Kcza7HHpUiVWrwaKipJgMo22eVzdZjCSD85vRCQtXJ7F8xh8yK663yQaGlocGamHWi3YVMXWbgYjeeGoKiLpYX87z2Lw8TF/6wSs1VZi9uzTeOGFG2E0qv5oBjNAo/kdej0vkHLEvxmR9PjbQspiYvDxIf8dkpjbYDMY4P2lDYiIiFzBzs0+Ym8uHH/pBGxv9A873hERkZQw+PiIo7lwiIiIyDcYfHyksblwiIjIO0pKgJ075VXDzhGW3sM+Pj6SkGDu0zN+vLmmR6MBVq3yjw7ORHX5Wyd+ki+59q3kCEvvYfDxAb1ej5qaGtx7L7BvnxrFxQFISrqG+HgTSkul++blNwlyh1wvNORf/GG5B6mXT64YfLys7iSAFoWFtrelOPrJ0TeOixcvIi8vz+XnZE2Af+OCtiQFlvNuwxOsmpd7SE4+KcnzLnkfg4+XOTuqSaqjnzx5UmBNgH/T6/X49lvAZLJ9zxiNwL59eoSE8Bss+Ubd5R4E4XoHS6Us98AvmfaxczO5xdWOd/4+nF/pLN+w9+5d3+C6Qnv2rOeCil4kx867vmBZ7sHynpTLcg+u/j3r7s+Fox1jjQ+5xdWOd46G8/PbiPxZ3geNrSvkz9+wxcKaVMfkttyDq3/PuvvPnw/MmMHmZkcYfMhtrjRbWIbz1w4/HM7vn+R2oZGrxjrvBgUF4eLFG9jUAfks9+BqH7mG9q8deiz4JdOWXzZ1vfbaa0hKSkKzZs3QrVs3fPfdd2IXSfEsw/k1GvNtDuf3b/Zm8ibPsDQtrlz5mc0CwYC58+6kScfRqZOWTR0y4+pEtw3tb6n5qY1fMm35XfB5//33MWXKFDz33HMoKChAp06dkJGRgfPnz4tdNMXS6/UoLS3FvfeWYt++c/joIz327TuHe+8tRWlpKft9ELmobuddWybk53e3dui11ALt339Ocp819k2y5epEtw3vL+DvfzdAoxGstxcsKIdGw3Othd81dS1ZsgSPP/44HnvsMQDAm2++ia1bt2LNmjWYMWOGyKVTHjkP5yeSuob6VHXvno+9e3va7CfFIdzsm2RLr9dDo6nBwoUhmD5dC6NR9UdoMUCj+R16ve18bw3tr1KZMHjwFgQEHODC0Q74VfCpqanB/v37MXPmTOs2tVqN/v37Iz8/v8HHVFdXo7q62nq7oqLCo2VS+rTjch/OTyR1dftUAbCp8QGkN4Tb2/M9ye28W/cLYmOhxdH+luZle/2apPD3F5tfBZ+LFy/CaDQiJibGZntMTAyOHDnS4GPmzZuHuXPneq1MnHaciLyt7kXO0cg6sbk635M789HI7bxbt5yNhRZn96eG+VXwccfMmTMxZcoU6+2Kigq0atXKo79DKh8uIm/x5DdsTrzWdFIdWWepqTAYwqBSTa5XK7Vnz3oUFlZaazaa0hzG8y7Z41fBp2XLltBoNDh37pzN9nPnziE2NrbBxwQHByM4ONgXxSNyiqcu/L4MEJ76hs1+H54jxVoAV+Z74vIn5C1+FXyCgoKQnp6OL774AkOHDgUAmEwmfPHFF8jJyRG3cERO8NSFX4wA0dRv2LzQKYujWimDwYDCwiAuf0Je4XfD2adMmYK33noL69evx+HDh/HEE0/g8uXL1lFeRFLlqWU9pLo8iKOhy+Z+H/oG5zDZt0/PYbh1SKVTblPZm+/p/fff5/In5DV+VeMDACNGjMCFCxcwe/ZsnD17Frfddhs+++yzeh2eiaTGU8t6SHF5EEc1UK72+6CGmxYvXryIvLw8EUvlWWIufyKFfmYGQxjKynSIjNRLrslS7vwu+ADmIX9s2pIGuQ0rFYter0d4+DWo1dE2M/FqNALCws5Drw9w6qLvqefxpMaasLjOl3vq/h398bMmRidtKfQzKyjoXO9z0KXLAY88t5z+/t7il8GHpENuw0rFUHtOjiFDbE94gwdvwZYt5hNeYzUennoeT3Jm6HJtUh2NJAfe+KxJoebDl520xepnVjuMGAxh1s8uAAiCGps3D0FKynHrfs6GlwceeAARERE2v0fJ51oLBh/yOn7QHKt9oXJ04W+sxsNTz+MpzjZhjRgxwuZxUhyNJBee/KxJoebD18RqJq4dWvfsCcLSpbbdbwVBjd69s6DTaevtbw9Djn0MPkQS46kLv9gBwl4TFmBeVsHi6tWrIpWQ7PFWzYfUm1ksa1/VDj++WuDTElLuvLPhMqSnaxvcn1zH4ENEXmepgdq3rxvy87tj796eyM/vjszMLRg2TOzSUW2uzqzsCmdqKsrLy/HBBx+49fxN4epaWd6SkGCuXRs/3nzMNRpg1SpO6eBJDD5E5DO115Cy9F3IyTkqcqnIwhcj7KRYU+HqWlneLEdNTQ3uvRfYt0+N4uIAJCVdQ3y8CaWlbL7yFAYfIvKJsjKdzYUUMIefn3/maC2pkMIIOzFGp7m6VpY31A1fFoWFtrc5rUPTMfiQlRRGcJD/iozUQ6Uy1atFOHnyC2i1Dh74B6n3D/E3Yo2wk3PH3aacQ50NVZzWoekYfAiAMkdwkG81VoswbNgwtGzZssHHSvVC5+/E6iAvx781z6HyweBDXCNJZJ6q2pfDBHaOahFatmyJuLg40cpG5C6eQ+WFwYckucSBkniqal9qTQT2ApbYw+yJPI3nUHlh8CFR564gM0+EEXP/Al2j/Qt81ZfLEsTOnDnjV2tIEdXFc6i8+N3q7OQ6y7wRGo35NueNkJ/cXCAxEejb1/wzN7dp+3mKTqez22+HyB+Y5/8pxcKF5dBoBAD4Y/6fcmg0pVxFXoJY46NwnDdC/pztX8B+CNQYOfQT8wZ3X7dU5v8h1zD4KBjnjfAPzvYvYD8EaozU+on5iruv25Pz/yg1dIqBwUfBOG+E/On1eoSHX4NaHQ2TSWXdrtEICAs7D70+ADqdzun9vIEndHnxt1DjLLFft1JDpxgYfIhkqnaN3ZAhnW3mxxk8eAu2bDkAABg1ahT++c9/Nrqft2r2eEIncg4/A77B4EMkU7WDhKP5caqqqpzaz5s1ezyhE5FUMPgQ+Qln58fhPDpEpGQczk4kUSUlwM6d5p9ERHIj1XMYgw+RBPl6vh0iIk+S8jmMwYdIYuzNtyO1b01ESscRiw2T+jmMfXwUjB9a6dHr9fj2W8Bksu0MbDQC+/bpERLCjsJEUsERiw2T+pxhDD4Kxg+td7m6JpZleLrBEAaVajIE4XqFrEplwp4961FYWMkJJYkkhJ/F+qS+dhmbuhROp9MhLi7O7j9+qN3jTvu2JYBqtZXIzNwClcp81lCpTMjM3GIdiWXZz9mauObNmzu1H2v2iMgTpL7+o0oQBEHsQkhJRUUFtFotDAYDwsPDxS4OyVBJiTns1P22U1zs+INfWlqK1ZbFfQAYDGENzreTnZ2NuLg4ANfXWrPHUmPn7H7kOa7W+BH5m5ISc/NWaqpvPgPOXr/Z1EXkQZ7so+PMfDvOPhdDjW/l5l7v3KlWm7/9ZmWJXSpqCAOq9yQkSPOYsqmL/J6n5pJo7HksfXT27l1vbaaysPTRefXVV6HX65tWEJI0qY9ooeukPOSavIfBh/yap05szjyPq310yP+Ya/z0DY5o2bdPz9ArIQyo3qHX61FaWmr3nxQ+A2zqIr9l78SWkeFa9as7z+NoTSzyTxyVJy9SH3ItR7UXTnZE7M8Aa3zIbzk6sTmrKd/gtdpKJCefZOiRIXeaR1njJx96vR7h4eegVtuO7dFoBISFnZNErYQcOfveFvszwBof8kvmE9s1qNXRMJlU1u3mE9t56PUBjX7j8PU3eE4oKQ2e6JjMGj/pql0rMWRIZ2zePASCoIZKZcLgwVuwZcsBAOLXSpD3MPiQ3/HUia3uN/jaz+ONb/CcUFJcer0excXXkJ19PSybmzUF3HbbeSQlNR6Wa3NmVB75Xu3Pl6OAKnatBHkPgw/5HW+c2Hz1DZ6hRhyWsFxUlASTabTNfUajCitXbkNy8knWAvghBlTlYfAhv+epExtPkP7LEoIjI/VQqUz1mjUjI8ts9iMi+WLnZiIPYR8dz/DUvEvuaKxjMhHJH2t8iDyEfXSaTgozHrNjMpF/Y/Ah8iCGGvd4umNxU7nTrMkaP5IaXy/HIZfPAIMPEYnKXzoWs8aPpESM2lO5fAYYfIjskMu3F7nzp47FYp/QqXFK+Fx7atZ6d8jhM8DgQ37HUyc2uXx78ReNzZdE5AlK+FxzOQ7HGHzI73jyxCbnk58cidWxWAm1AHSdv3+u09LMzVu1w49GA6SmilcmKWHwIb/k7yc2fybGfElKqAUg5UhIMPfpGT/eXNOj0QCrVrG2x4LBh4gIDMvkH/R6PWpqanDvvcC+fWoUFwcgKeka4uNNKC1lgAcYfIiIiPxC7XUKaysstL0t9RGS3saZm4mIiPyAsyMf5TBC0psYfIhIVOxYTES+xKYuIhKVNzoWW/o5AMCZM2oUFQUgOdncz8Gd5yMi/8HgQ0Ru89SU+J4MIbX7ORQUdK43L1CXLgcAsJ8DkVKxqYuIXKLX61FaWorFi8uRmCigb18gMVHA4sXlKC0thV6vF7V8lpoegyHMGnoAQBDU2Lx5CAyGMJv9iEhZWOPjRbWr2xvC6naSG0ttisEQhmXLJkMQLAuKqjB1ajhOn14DrbbS67Upjj5bFy9eBACUlelslr8AzOGnrCySs0ETKRiDj5fYG1ZYF6vbyZO83bfF8tyNhQpv1qbU/WwZDGEoK9MhMlJvE2gaW/uLSCnsfUaUisHHSziskHzNl31bxAwVtT8zjl4n1/4ipWlo5GNDnxGlj5Bk8CE2yfmJxvq2pKQc91htjBRCRWOvExBv7S8iMdQdIXnmjBrPPx9tbZIWBDW2bs3E77+rxCym6Bh8FM7ZZgM2ycmHr/q2iB0qnH2dYqz9RSSW2ufpI0caWqVdpfhV2hl8fESqbazONhuwSU4+fNkMJWaoYB8eIse4SnvDOJzdBwoKOmPZsslYv340li2bjIKCzmIXqZ7Ghv6SfFiaoVQq89nOX/u2NPV1Kr2fA/k/yyrtGo35NldpN2ONj5c50w9BCjj017+I3QzlK45e57Bhw9CyZcsGH8d+a+TvuEq7fQw+XiaXQMFmA//jjWYoKa6rZe91tmzZEnFxcT4rB5FUcJV2xxh8vMRy4m8sUEilur2xUTqWSeEslPxtQcm8sa6Wq6QYvoikhNOpOMbg4yW1LxA33liB6dO1MBpV0GgELFhQgZEjH5JceHDUbJCXl1dvf6V+W5AqXwUCsf/mUghfRCRfTgefiooKp580PDzcrcL4G8uJ95lngBEjgOPHgdRUFRISIgBEiFk0u1xpHlHqtwWpEiMQiDUHFEMNyZWnFvYl9zkdfCIiIqBSOZ70SBAEqFQqGI3GJhfM3yQkSPNN7sy3f6kOxaf6fBkIOAcUkWtyc4HsbPPwcrXaPOIqK0vsUimP08Fn586d3iwHiaShWoKLFy9am7Ycze1DysY5oIicV1JyPfQA5p/jxwMZGdL8UuzPnA4+vXv39mY5SET2vo3LZSg+iYvvEyLH9Ho9vv0WMJlsz7VGI7Bvnx4hIWy+9SW3OzeXl5cjNzcXhw8fBgB06NABY8eOhVar9VjhSFxyGYpP4uL7hMg+S5OwwRAGlWpyvRG+n322CYWFpWwS9iG3Zm7+4YcfkJKSgqVLl6KsrAxlZWVYsmQJUlJSUFBQ4OkykkgsQ/Fr49w+VBffJ0T2WZp66840DggQBDVyc8ehoKCzR5uEpTjlQ0kJsHOn+afY3Krxefrpp3HffffhrbfeQkCA+SmuXbuGcePGYfLkyfj66689WkgShxRW4Cbp4/uEyDlduhxAdPRZ/OMf42Cpd7A0Dc+efQGemm9TalM+SK1Tt1vB54cffrAJPQAQEBCAadOm4fbbb/dY4SyKi4vxwgsv4Msvv8TZs2cRHx+PUaNGYdasWTaJ9dChQ5g4cSK+//57REVF4cknn8S0adM8Xh5/V/uYOprbhxPEkYVSlsiQA7GmGCDnXL0ajLqNLYKgxo8/XkZSkt5jfxup/I2l2KnbreATHh6OU6dOoV27djbbf/31V4SFeX5RyyNHjsBkMmHVqlVITU1FYWEhHn/8cVy+fBmvvPIKAPM8QwMGDED//v3x5ptv4qeffsLYsWMRERGB7Oxsj5fJn0nt2wLJg5grtZOZvaUK6mJ/Es9yZW4ee7P5FxZ+gl9/rfS7v82xY7arwwPmTt3Hj8ss+IwYMQJZWVl45ZVX0KNHDwDAnj17MHXqVDz00EMeLSAADBw4EAMHDrTebtOmDY4ePYo33njDGnzeeecd1NTUYM2aNQgKCkKHDh1w8OBBLFmyhMHHDf70wSPvkGI/AqWr+2XF3txKnGLAc1xtxmmsadjf/jZpaebjUjv8aDRAaqp4ZXIr+LzyyitQqVR49NFHce3aNQBAYGAgnnjiCcyfP9+jBbTHYDAgMjLSejs/Px+9evWyOclmZGRgwYIF+O2333DDDTc0+DzV1dWorq623nZlhmoiJWPNoLRxDi7v0uv1KC6+huzsaJhM5sl9zc04Am677TySkgLsvveV1DSckGAOg+PHm2t6NBpg1Spx5y5yK/gEBQVh+fLlmDdvHk6cOAEASElJQfPmzT1aOHuOHz+OlStXWmt7AODs2bNITk622S8mJsZ6n73gM2/ePMydO9d7hSXyYww10sS5lbzL0qRYVJQEk2m0zX1GoworV25DcvJJ5OTk2H0OJTQNW/qb3XsvsG+fGsXFAUhKuob4eBNKS8X7YtSkRUqbN2+Ojh07uv34GTNmYMGCBQ73OXz4sE1fotOnT2PgwIH4y1/+gscff9zt320xc+ZMTJkyxXq7oqICrVq1avLzEhGJxd/nVqrdgfvMGTWKigKQnGy+oALev6Bafre9/jqWqRxqamoU29Rrr79ZYaHtbTH6NLkVfK5cuYKVK1di586dOH/+PEx1ei45O5fPM888gzFjxjjcp02bNtb/nzlzBnfffTd69OiB1atX2+wXGxuLc+fO2Wyz3I6NjbX7/MHBwQgODnaqvEREctDYBVnOal9QHTXn+eKC6sxUDpYm4TNnzliXAlICZ/sqidGnya3gk5WVhe3bt+P+++/HHXfc0ejipfZERUUhKirKqX1Pnz6Nu+++G+np6Vi7di3UattvM927d8esWbNw9epVBAYGAgB27NiBtm3b2m3mkgIOPSUiT/PnuZUs58vGmvN8dUF1pr+OTqfzu07LcuZW8NmyZQv+/e9/o2fPnp4uT4NOnz6NPn36IDExEa+88gouXLhgvc9SmzNy5EjMnTsXWVlZmD59OgoLC7F8+XIsXbrUJ2V0B4eeEpG3+HsHWik15ymhv44/cSv43HjjjV6Zr8eeHTt24Pjx4zh+/DgS6nQFFwQBAKDVarF9+3ZMnDgR6enpaNmyJWbPni3poexSrgokIvmp25/E3gXZH/qdyK05j9M/SIdbwWfx4sWYPn063nzzTSQmJnq6TPWMGTOm0b5AAHDrrbfim2++8Xp5iIikSElTDMitOU9Jfxupcyv43H777bhy5QratGmD5s2bW/vUWJSVSTNxExH5OyVdOOXWnKekv42UuRV8HnroIZw+fRovv/wyYmJi3O7cTERE1BRi9K9hs5W8uRV89u7di/z8fHTq1MnT5SEiIpI0Nls1Tsrh0K3g065dO/z++++eLgsREZFDUrmgKjnUOEPK4dCt4DN//nw888wzeOmll9CxY8d6fXzCw8M9UjgiIqLapHxBJVtS/Ru4FXwsK6X369fPZrsgCFCpVDAajU0vmQJI5ZsLEZGcSPWCSvLgVvDZuXOnp8uhSHW/uYix5gwREZGSuBV8evfu7dR+f/3rX/H888+jZcuW7vwaRbCEmtxcIDsbMJkAtRpYvRrIyhK5cERERH5G3fgu7vvnP/+JiooKb/4Kv1BScj30AOaf48ebtxMREZHnuFXj4yzLchLk2LFj10OPhdEIHD8O1Fmhg4iIPIALRCuXV4MPOSctzdy8VTv8aDRAaqp4ZSIi8ld1F4g2GMJQVqZDZKTeZjJELhDtnxh8JCAhwdynZ/x4c02PRgOsWsXaHnKM31iJ3FP7c1NQ0Lneel9duhyotx/5DwYficjKAjIyzM1bqakMPeRY3W+s9vAbK5F9BkOYNfQAgCCosXnzEKSkHJf8ul/kPgYfCUlIYOAh5zj7TZTfWInsKyvTWUOPhSCoUVYWyeDjx1we1XXt2jU8//zzKHFiyNGoUaM4izMREUlSZKQeKpXtyBKVyoTIyDKRSkS+4HLwCQgIwKJFi3Dt2rVG933jjTc4hw8REUmSVluJzMwt1vBj6ePD2h7/5lZTV9++fbFr1y4kJSV5uDhERES+06XLAaSkHEdZWSQiI8sYehTAreAzaNAgzJgxAz/99BPS09MRGhpqc/99993nkcIRERF5m1ZbycCjIG4Fn7/+9a8AgCVLltS7j4uUEhGRlHGBaGVzK/iY6k4zTESisjcBm6s4NxApQd0FohvC97r/civ4vP322xgxYgSCg4NtttfU1OC9997Do48+6pHCEVHDan8TdTQBmyvfWDk3ECkJ38PKpRLcWFBLo9GgtLQU0dHRNtv1ej2io6Nl3dRVUVEBrVYLg8HAofgkaXq9HsXF13DHHdEwmVTW7RqNgH37ziMpKcClk3tpaSlWr17d6H7Z2dmIi4tzq8xERN7i7PXbrdXZBUGASqWqt72kpARardadpyQiF+l0OlRUxNiEHgAwGlWorIzhN1oioga41NTVuXNnqFQqqFQq9OvXDwEB1x9uNBpRVFSEgQMHeryQRNQwLnBLROQal4LP0KFDAQAHDx5ERkYGWrRoYb0vKCgISUlJGD58uEcLSET2cYFbIiLXuBR8nnvuOQBAUlISRowYgWbNmnmlUETkPC5wS0TkPLdGdY0ePRqAeRTX+fPn6w1vb926ddNLRkRO4wK3RETOcSv4HDt2DGPHjsXevXtttls6Pct5VBcRERH5L7eCz5gxYxAQEIAtW7YgLi6uwRFeRHKntMn86s75Y29SRM5mS0Ry5tY8PqGhodi/fz/atWvnjTKJivP4EKDcyfwsYW/jxhBMm6aFyaSCWi1g4UIDRo783adhT2nBk4iaxtnrt1s1Pu3bt8fFixfdLhyR1Dm64Lqzn1zodDqUlADTpl0fIm8yqTB9egRGjIiAr3KGUoMnSQNDt39zK/gsWLAA06ZNw8svv4yOHTsiMDDQ5n7WlBDJ17FjtvMCAeah8seP+64DtVKDJ4mPodv/uRV8+vfvDwDo27evTf8edm4mkj9OikhKxtDt/9wKPjt37vR0OYhIIjgpIhH5M7eCT+/evfHNN99g1apVOHHiBD766CPceOON2LBhA5KTkz1dRiLyMblMili7ryH7XZA32BvdqHS1+0GdOaNGUVEAkpOvIT7eXFUs5c+jW8Fn06ZNeOSRR/Dwww/jwIEDqK6uBgAYDAa8/PLL+Pe//+3RQhKR78lhUsS8vDyb2+x3QZ5UUNAZmzcPgSCooVKZkJm5BV26HBC7WKKr3Q/K0TGS6ufRrdXZX3zxRbz55pt46623bDo29+zZEwUFBR4rHBGRK9jvgjzFYAizXtABQBDU2Lx5CAyGMJFLJj7L56yxYyTVz6Nbwefo0aPo1atXve1arRbl5eVNLROR6JydpI+T+RH5p7IynfWCbiEIapSVRYpUIumR6zFyq6krNjYWx48fR1JSks323bt3o02bNp4oF5GodDodcnJyOJeHSBgoSWyRkXqoVCabC7tKZUJkZJmIpZIWuR4jt4LP448/jqeeegpr1qyBSqXCmTNnkJ+fj7/97W949tlnPV1GIlHUDjUlJeb5bdLSpN/vxR/UDZ6FheV4553v2MHUBZyEzz2W0K3VViIzc0u9/iuW9x/DeePHSKrcCj4zZsyAyWRCv379UFVVhV69eiE4OBh/+9vf8OSTT3q6jESiys0FsrPN89qo1eah3llZYpfK/1kuyubjHwuT6WZ2MHUSJ+FzX93QPXv2BRQXByAp6Rri47sC6MrQWEuXLgeQknIcZWWRiIwsk3zoAdwMPiqVCrNmzcLUqVNx/PhxXLp0Ce3bt0eLFi08XT4iUZWUXA89gPnn+PHmod6s+fG+68ffPFGqpfNkSspxWZxgxcJJ+JqmdqiJiwPS00UsjAxotZWy+jy6FXwsgoKC0L59e0+VhUhypLB8g5I1dPwtnSfldKIlIulwa1QXkVJYlm+ojcs3+E5Dx99R50n2uyDyPrmPem1SjQ+Rv+PyDeKqf/wFLFhQgZEjH6q3L/tdUFOxQ7hz5D7qlcGHqBFyWb7BX9kefxUSEiJQUhLBUXbkUewQ7ho5HwMGHyInyGH5Bn9W+/hzlB15AzuEKwf7+BCRbNgbZVdSIm65iEg+GHyISDYcjbKj6+p2KjUYwlBUlFRvnSmpdj4l8iY2dRGRbFhGedUOPxxlV1/tzqcbN4bg+ee1MJlUUKsFLFxowMiRv0u68ymRNzH4EJFscJSd8yOPdDodSkqAadNqNw2qMH16BEaMiAAzj2MGQxjKynRcJsUPMfgQkawoeZSdqyOPOAGnewoKOtdbf4rLpPgPBh8ikh2ljrJzdeQRmwZdZzCEWUMPwGVS/BE7NxMR+SlL06BGY76txKZBZ1k6epeV6ayhx8KyTErt/Ui+WONDROTHlNw06ApLh/Di4mvYsEGwLowLmGcMf/LJQUhKCmCHcD/A4ENE5OeU2jToKnOn8IY60KuQnh4jdvHIQxh8iIiIamEtmX9j8CEiIrf568KerCXzXww+RETkFi7sSXLEUV1ERDLh7IgiX4084sKeJEes8SEikonaS1EAwJkzahQVBSA5+Rri482T9ci1aYnIVxh8iIicJIX+LJbnz829vlK9Wm0eiZSV5dVfTeQXGHyIiJwgpf4sJSXXQw9g/jl+vHkkEjvkEjnGPj5ERE6QUn8WR2twEZFjDD5ERDJjWYOrNq7BReQcBh8iIpmR6hpcBkMYioqSYDCEiVsQIgfYx4eISIakMLtw7WHzBQWdrauaq1QmZGZuQZcuB+rtRyQ22dX4VFdX47bbboNKpcLBgwdt7jt06BDuuusuNGvWDK1atcLChQvFKSQRkQ8kJAB9+ohX02MZXj9kyARs2ZJpXdVcENTYujUTQ4ZM4OSFJDmyCz7Tpk1DfHx8ve0VFRUYMGAAEhMTsX//fixatAhz5szB6tWrRSglEZEy6HQ6VFTE2KxmDgBGowqVlTEMPSQ5smrq2rZtG7Zv345NmzZh27ZtNve98847qKmpwZo1axAUFIQOHTrg4MGDWLJkCbKzs0UqMRGRvDkzd1Famg5qte1IM3a2JqmSTfA5d+4cHn/8cXzyySdo3rx5vfvz8/PRq1cvm7bkjIwMLFiwAL/99htuuOGGBp+3uroa1dXV1tsVFRWeLzwRyZ7UlovwBVfmLlq9Wofx483D6qXS2ZqoIbIIPoIgYMyYMZgwYQJuv/12FBcX19vn7NmzSE5OttkWExNjvc9e8Jk3bx7mzp3r8TITkX+pu1xEQ/xtuQhX5i6SQmdrImeIGnxmzJiBBQsWONzn8OHD2L59OyorKzFz5kyPl2HmzJmYMmWK9XZFRQVatWrl8d9D1FRSWC5B6Wof35IS80SCaWm8yFskJPBYkPSJGnyeeeYZjBkzxuE+bdq0wZdffon8/HwEBwfb3Hf77bfj4Ycfxvr16xEbG4tz587Z3G+5HRsba/f5g4OD6z0vkdRIabkE4jpZRHImavCJiopCVFRUo/utWLECL774ovX2mTNnkJGRgffffx/dunUDAHTv3h2zZs3C1atXERgYCADYsWMH2rZta7eZi0gupLRcgtJxnSzyBNbgikcWfXxat25tc7tFixYAgJSUFCT8caYZOXIk5s6di6ysLEyfPh2FhYVYvnw5li5d6vPyEnlC7RPjxYsXRS4NWThaJ4vBh5zBGlxxySL4OEOr1WL79u2YOHEi0tPT0bJlS8yePZtD2UmWnD0xku9Z1sni0G1yF2twxSXL4JOUlARBEOptv/XWW/HNN9+IUCIiz+IJT7os62Qpcei2wRCGsjIdIiP10GorxS4OkVtkGXyIiMSklKHbXIvLNxgofYvBh4jIDUoYum2Zu6i4+Bqefz4agmBelsKyFtfs2d2QlBTAfihN4ChQknfIbq0uIiLyHa7F5T0GQ5g19ADmQLl58xAYDGEil8y/MfgQyZDBEIaioqR6J0g2OZA3WDp018YO3U1XVqazhh4LQVCjrCxSpBIpA5u6iGSmdtW4Wi1g4UIDRo78nfN+kNcouUO3N0VG6qFSmWzCj0plQmRkmYil8n+s8SGSAUsNT0lJnE3VuMmkwvTpETAa4xh6yKuysoDiYmDnTvNPzlTtPkvNrFZbiczMLVCpzHMjWPr4WDo4swbXO1jjQyRB9kbTACbU/b7CyfPIV5TQodsX6i54O3v2BRQXByAp6Rri47sC6MoaXC9SCQ1NiKNgFRUV0Gq1MBgMCA8PF7s4pGB6vR7Fxddwxx3RdTqWCgCu39ZozN/AeUEiIiVz9vrNGh/yKK4/4zk6nQ6HDtVfHgFQWWcOZl8LIiLXMPiQx3D9Gc+ztzxCfj5w+bJ/T55HROQN7NxMHsP1ZzzPMppGozHfttTwdO0K9OnD0ENE5CrW+BBJnFKWRyAi8gUGH/Iarj/jORxNQ0TkGQw+5BVcf4aIiKSIfXzI47j+DBERSRWDD3kc158hIiKpYvAhj7OsP1Mb158hIiIpYB8f8pi668/U7ePD9WeI5IETkZI/45IVdXDJiqapfcI8c0Zda/0Zcw0QT5hE0saJSEmuuGQFiaL2iTAuDkhPF7EwROQyTkRK/o59fIiIiEgxGHyIZKakBNi50/yTiIhcw+BDJAN6vR6lpaVYvLgciYkC+vYFEhMFLF5cjtLSUuj1erGLSEQkC+zjQyRxls6mBkMYli2bDEFQAQBMJhWmTg3H6dNroNVWsrMpeQWXniF/w+BDJHGWTqSOJobUaivZ2ZQ8jkvPkD9iUxeRTHBiSPIlLj1D/orBh0gmLBNDWsJP3YkhiTzBMsFoY0vPcCJSkis2dRHJSJcuB5CSchxlZZGIjCxj6CGP0+l0yMnJQXHxNWzYIMBkUlnv02gEPPnkICQlBbA/GckWgw+RzGi1lQw85FU6nQ46HbB6NTB+PGA0AhoNsGqVCunpMWIXj6hJGHyIiKhBWVlARgZw/DiQmgokJIhdIqKmY/AhIiK7EhIYeMi/sHMzkcQ524mUnU2JSOqkMPM8a3yIJM7S2dTRPD1c9Z6IpC43F8jOBkwmQK029yHLyvJ9ORh8iGSAoYaI5Eqv16O4+Bqys6OtowRNJmD8eAG33Xbe56MEGXyIiIjIKyxL7hQVJcFkGm1zn9GowsqV25CcfNKnS+6wjw8RERF5haWJvrGZ53255A6DDxEREXmVlGaeZ1MXEREReZ1UZp5n8CEiIiKfkMLM82zqIiIiIsVg8CEiIiLFYPAhIiIixWDwISIiIq+Q4pI77NxMREREXiHFJXcYfIiIiMhrpLbkDpu6iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIgUoKQE2LnT/JNIyRh8iIj8XG4ukJgI9O1r/pmbK3aJiMTD4ENE5MdKSoDsbMBkMt82mYDx41nzQ8rF4ENE5CFSbE46dux66LEwGoHjx8UpD5HYZBV8tm7dim7duiEkJAQ33HADhg4danP/qVOnMHjwYDRv3hzR0dGYOnUqrl27Jk5hiUhRpNqclJYGqOuc6TUaIDVVnPIQiU02wWfTpk145JFH8Nhjj+HHH3/Enj17MHLkSOv9RqMRgwcPRk1NDfbu3Yv169dj3bp1mD17toilJiIlkHJzUkICsHq1OewA5p+rVpm3EymRShAEQexCNObatWtISkrC3LlzkZWV1eA+27Ztw5AhQ3DmzBnExMQAAN58801Mnz4dFy5cQFBQkFO/q6KiAlqtFgaDAeHh4R57DUTkv3buNNf0NLS9Tx+fF6dBJSXm5q3UVIYe8k/OXr9lUeNTUFCA06dPQ61Wo3PnzoiLi8OgQYNQWFho3Sc/Px8dO3a0hh4AyMjIQEVFBf773//afe7q6mpUVFTY/CMicoVUm5P0ej1KS0tRWloKjaYUbduaf1q26fV6cQtIJIIAsQvgjP/9738AgDlz5mDJkiVISkrC4sWL0adPH/zyyy+IjIzE2bNnbUIPAOvts2fP2n3uefPmYe7cud4rPBH5PUtz0vjx5o7DUmhO0uv1ePXVV+ttNxjCUFamQ2SkHlptJXJycqDT6UQoIZE4RK3xmTFjBlQqlcN/R44cgemPhvNZs2Zh+PDhSE9Px9q1a6FSqfDhhx82qQwzZ86EwWCw/vv111898dKISGGysoDiYnPzVnGx+baYampq6m0rKOiMZcsmY/360Vi2bDIKCjo3uB+RPxO1xueZZ57BmDFjHO7Tpk0blJaWAgDat29v3R4cHIw2bdrg1KlTAIDY2Fh89913No89d+6c9T57goODERwc7E7xiYhsJCRIt/+MwRCGzZuHQBDM33cFQY3Nm4dg9uwLiIsTuXBEPiRq8ImKikJUVFSj+6WnpyM4OBhHjx7Fn/70JwDA1atXUVxcjMTERABA9+7d8dJLL+H8+fOIjo4GAOzYsQPh4eE2gYmISInKynTW0GMhCGoUFwcgPV2kQhGJQBZ9fMLDwzFhwgQ899xzaNWqFRITE7Fo0SIAwF/+8hcAwIABA9C+fXs88sgjWLhwIc6ePYv/+7//w8SJE1mjQ0SKFxmph0plsgk/KpUJSUmc64yURRajugBg0aJFePDBB/HII4+ga9euOHnyJL788kvccMMNAACNRoMtW7ZAo9Gge/fuGDVqFB599FE8//zzIpeciEh8Wm0lMjO3QKUy95lUqUzIzNyC+HhTI48k8i+ymMfHlziPDxG5Qq/XO+wgHBQUJMqoqdLSUqxevbredvOorkhERpZBq61EdnY24tjJh/yAs9dvWTR1ERFJkb0h43VJaci4VlsJrbZS7GIQiUY2TV1ERFLj7FBwMYaMOztbvbP7EfkL1vgQEfkhnU6HnJwc1NTUoLy8vMEFmwMDA1FTUwO9Xi+ZGikib2PwISLyUzqdDnq9Hh988EGj+0qpOY7Im9jURUTkx6TcHCcHJSXm2bhLSsQuCXkKgw8REVEDcnOBxESgb1/zz9xcsUtEnsDgQ0REVEdJCZCdDfyxVCRMJvMitKz5kT8GHyIiojqOHbseeiyMRuD4cXHKQ57D4ENE5CYOGfdfaWmAus4VUqMBUlPN/2ffH/niqC4iIjfVHjJuj1gzN1PTJCQAq1ebm7eMRnPoWbXKvD0393ozmFpt3i8rS+wSk7MYfIiImoChxn9lZQEZGebmrdRUc+ix1/cnI8N8P0kfgw8RkR9jc1zTJCTYBhpHfX8YfOSBwYeIyI+xOc51jhaeDQ9XQ62Ohsmksm6r3feHpI/Bh4jIzzHUOM+ZhWeHDOmMrVszYTSqbPr+kDww+BAREf3BmRmsu3Q5gNmzu6GyMsba94fkg8GHiIjIRfHxJsTFiV0Kcgfn8SEiIiLFYI0PERGRiy5evFhvGzuJywODDxERkYvy8vIa3J6Tk8PwI3Fs6iIiIvIQZzpHk7gYfIiIiEgxGHyIiIj+wBms/R/7+BAREf3B3kzXFy9etNuvh+SFwYeIiKgWdk72b2zqIiIiIsVg8CEiIiLFYPAhIiJqhLOdntk5WvrYx4eIiKgR9jo918aZm+WBwYeIiMgJDDX+gU1dREREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGJy5uQ5BEAAAFRUVIpeEiIiInGW5bluu4/Yw+NRRWVkJAGjVqpXIJSEiIiJXVVZWQqvV2r1fJTQWjRTGZDLhzJkzCAsLg0qlErs4PlNRUYFWrVrh119/RXh4uNjFkTUeS8/gcfQcHkvP4bH0DG8cR0EQUFlZifj4eKjV9nvysManDrVajYSEBLGLIZrw8HB+mD2Ex9IzeBw9h8fSc3gsPcPTx9FRTY8FOzcTERGRYjD4EBERkWIw+BAAIDg4GM899xyCg4PFLors8Vh6Bo+j5/BYeg6PpWeIeRzZuZmIiIgUgzU+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPgrz9ddfIzMzE/Hx8VCpVPjkk09s7hcEAbNnz0ZcXBxCQkLQv39/HDt2TJzCSlxjx3LMmDFQqVQ2/wYOHChOYSVs3rx56Nq1K8LCwhAdHY2hQ4fi6NGjNvtcuXIFEydOhE6nQ4sWLTB8+HCcO3dOpBJLkzPHsU+fPvXekxMmTBCpxNL1xhtv4NZbb7VOrte9e3ds27bNej/fj85r7FiK8Z5k8FGYy5cvo1OnTnjttdcavH/hwoVYsWIF3nzzTezbtw+hoaHIyMjAlStXfFxS6WvsWALAwIEDUVpaav337rvv+rCE8rBr1y5MnDgR3377LXbs2IGrV69iwIABuHz5snWfp59+Gps3b8aHH36IXbt24cyZMxg2bJiIpZYeZ44jADz++OM278mFCxeKVGLpSkhIwPz587F//3788MMP6Nu3L/785z/jv//9LwC+H13R2LEERHhPCqRYAISPP/7YettkMgmxsbHCokWLrNvKy8uF4OBg4d133xWhhPJR91gKgiCMHj1a+POf/yxKeeTs/PnzAgBh165dgiCY34OBgYHChx9+aN3n8OHDAgAhPz9frGJKXt3jKAiC0Lt3b+Gpp54Sr1AydsMNNwj/+Mc/+H70AMuxFARx3pOs8SGroqIinD17Fv3797du02q16NatG/Lz80UsmXx99dVXiI6ORtu2bfHEE09Ar9eLXSTJMxgMAIDIyEgAwP79+3H16lWb92W7du3QunVrvi8dqHscLd555x20bNkSt9xyC2bOnImqqioxiicbRqMR7733Hi5fvozu3bvz/dgEdY+lha/fk1yklKzOnj0LAIiJibHZHhMTY72PnDdw4EAMGzYMycnJOHHiBP7+979j0KBByM/Ph0ajEbt4kmQymTB58mT07NkTt9xyCwDz+zIoKAgRERE2+/J9aV9DxxEARo4cicTERMTHx+PQoUOYPn06jh49iry8PBFLK00//fQTunfvjitXrqBFixb4+OOP0b59exw8eJDvRxfZO5aAOO9JBh8iL3nwwQet/+/YsSNuvfVWpKSk4KuvvkK/fv1ELJl0TZw4EYWFhdi9e7fYRZE1e8cxOzvb+v+OHTsiLi4O/fr1w4kTJ5CSkuLrYkpa27ZtcfDgQRgMBnz00UcYPXo0du3aJXaxZMnesWzfvr0o70k2dZFVbGwsANQbnXDu3DnrfeS+Nm3aoGXLljh+/LjYRZGknJwcbNmyBTt37kRCQoJ1e2xsLGpqalBeXm6zP9+XDbN3HBvSrVs3AOB7sgFBQUFITU1Feno65s2bh06dOmH58uV8P7rB3rFsiC/ekww+ZJWcnIzY2Fh88cUX1m0VFRXYt2+fTXssuaekpAR6vR5xcXFiF0VSBEFATk4OPv74Y3z55ZdITk62uT89PR2BgYE278ujR4/i1KlTfF/W0thxbMjBgwcBgO9JJ5hMJlRXV/P96AGWY9kQX7wn2dSlMJcuXbJJ0kVFRTh48CAiIyPRunVrTJ48GS+++CLS0tKQnJyMZ599FvHx8Rg6dKh4hZYoR8cyMjISc+fOxfDhwxEbG4sTJ05g2rRpSE1NRUZGhoillp6JEydi48aN+Ne//oWwsDBrPwmtVouQkBBotVpkZWVhypQpiIyMRHh4OJ588kl0794dd955p8ill47GjuOJEyewceNG3HvvvdDpdDh06BCefvpp9OrVC7feeqvIpZeWmTNnYtCgQWjdujUqKyuxceNGfPXVV/jPf/7D96OLHB1L0d6TPh1DRqLbuXOnAKDev9GjRwuCYB7S/uyzzwoxMTFCcHCw0K9fP+Ho0aPiFlqiHB3LqqoqYcCAAUJUVJQQGBgoJCYmCo8//rhw9uxZsYstOQ0dQwDC2rVrrfv8/vvvwl//+lfhhhtuEJo3by78v//3/4TS0lLxCi1BjR3HU6dOCb169RIiIyOF4OBgITU1VZg6dapgMBjELbgEjR07VkhMTBSCgoKEqKgooV+/fsL27dut9/P96DxHx1Ks96RKEATBe7GKiIiISDrYx4eIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIZKOmpkbsItQjxTIRkX0MPkQkmj59+iAnJwc5OTnQarVo2bIlnn32WVhW0klKSsILL7yARx99FOHh4cjOzgYA7N69G3fddRdCQkLQqlUrTJo0CZcvX7Y+7+uvv460tDQ0a9YMMTExuP/++633ffTRR+jYsSNCQkKg0+nQv39/62P79OmDyZMn25Rx6NChGDNmjPW2u2UiImlg8CEiUa1fvx4BAQH47rvvsHz5cixZsgT/+Mc/rPe/8sor6NSpEw4cOIBnn30WJ06cwMCBAzF8+HAcOnQI77//Pnbv3o2cnBwAwA8//IBJkybh+eefx9GjR/HZZ5+hV69eAIDS0lI89NBDGDt2LA4fPoyvvvoKw4YNg6tLFrpaJiKSDi5SSkSi6dOnD86fP4///ve/UKlUAIAZM2bg008/xc8//4ykpCR07twZH3/8sfUx48aNg0ajwapVq6zbdu/ejd69e+Py5cv497//jcceewwlJSUICwuz+X0FBQVIT09HcXExEhMTGyzPbbfdhmXLllm3DR06FBEREVi3bh0AuFWmZs2aNek4EZHnsMaHiER15513WkMPAHTv3h3Hjh2D0WgEANx+++02+//4449Yt24dWrRoYf2XkZEBk8mEoqIi3HPPPUhMTESbNm3wyCOP4J133kFVVRUAoFOnTujXrx86duyIv/zlL3jrrbfw22+/uVxmV8tERNLB4ENEkhYaGmpz+9KlSxg/fjwOHjxo/ffjjz/i2LFjSElJQVhYGAoKCvDuu+8iLi4Os2fPRqdOnVBeXg6NRoMdO3Zg27ZtaN++PVauXIm2bdtaw4lara7X7HX16tUml4mIpIPBh4hEtW/fPpvb3377LdLS0qDRaBrcv0uXLvj555+Rmppa719QUBAAICAgAP3798fChQtx6NAhFBcX48svvwQAqFQq9OzZE3PnzsWBAwcQFBRkbbaKiopCaWmp9XcZjUYUFhY2+hqcKRMRSQODDxGJ6tSpU5gyZQqOHj2Kd999FytXrsRTTz1ld//p06dj7969yMnJwcGDB3Hs2DH861//snYk3rJlC1asWIGDBw/i5MmTePvtt2EymdC2bVvs27cPL7/8Mn744QecOnUKeXl5uHDhAm6++WYAQN++fbF161Zs3boVR44cwRNPPIHy8vJGX0NjZSIi6QgQuwBEpGyPPvoofv/9d9xxxx3QaDR46qmnrEPEG3Lrrbdi165dmDVrFu666y4IgoCUlBSMGDECABAREYG8vDzMmTMHV65cQVpaGt5991106NABhw8fxtdff41ly5ahoqICiYmJWLx4MQYNGgQAGDt2LH788Uc8+uijCAgIwNNPP42777670dfQWJmISDo4qouIRNPQKCoiIm9iUxcREREpBoMPERERKQabuoiIiEgxWONDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESK8f8BKTkfuivYzxoAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(keras_surrogate, data_validation)\n",
+        "surrogate_parity(keras_surrogate, data_validation)\n",
+        "surrogate_residual(keras_surrogate, data_validation)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_doc.md](./surrogate_embedding_doc.md) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
-    },
-    {
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//z26du0KNzc3PPbYYygsLMR3332HDh06wMvLC2PGjEFJSYn4vLKyMsycORMBAQFo0qQJevXqhfT0dPMdLCNJ2kLUp08fCIJgdPlLly5V2+bj4yNOwlibzp074z//+U9Dq0dE1Cg512+JwVCVSkHApeslCFK7SVMpspg8bSlyrt9CmJ+Hxf++SUlJ+PTTT7F+/Xq0adMGhw4dwjPPPAN/f3+xzF/+8hf89a9/hb+/P55//nlMnjwZR44cwciRI3HmzBns2bMH//73vwHcbTyosmTJEqxcuRJvvfUW1q5di7Fjx+Ly5cvw8fExqm6LFy/Ge++9B3d3dzz99NN4+umn4erqiq1bt6K4uBhPPfUU1q5di3nz5gEAXnnlFfzrX//C5s2b0aJFC6xcuRLx8fG4ePGi0e9pDrLNISIisnVhfh5wuG+QrKNKhZZ+nPfG3mxPz0VMcgrGbEhDTHIKtqfnWuy9ysrKsHz5cnz88ceIj49Hq1atMHHiRDzzzDP48MMPxXJvvvkmevfujYiICMyfPx9Hjx7F7du34ebmBk9PTzg5OUGj0UCj0YiTGwLAxIkTMXr0aLRu3RrLly9HcXExjh07ZnT9li1bhpiYGHTt2hVTpkzBwYMHsW7dOnTt2hWPPvooRowYgf379wO4u2LFunXr8NZbb2HgwIGIiIjAhg0b4Obmhr///e/mO2hGYEBERGQhQWo3JA2LhOP/Tx3iqFJh+bBObB2yM9buGr148SJKSkrwpz/9CZ6enuLjk08+QXZ2tliuc+fO4s9VS1rcPzK7Jvc+z8PDA15eXkY9r6bnBwYGwt3dHa1atTLYVvV62dnZqKioQExMjLjf2dkZPXr0wLlz54x+T3PgavdERBY0snsoYtv649L1ErT0c2cwZIes3TVaXFwMAPjmm2/QvHlzg32urq5iUOTs7Cxur5rPT6/X1/v69z6v6rnGPK+m56tUqka/nrUwICIisrAgtRsDITtW1TV6b1Bkya7RiIgIuLq6Ijc3F7179662/95Wotq4uLigsrLSEtVrkPDwcLi4uODIkSNo0aIFgLvLb6Snp2PWrFlWrQsDIiIiokao6hp9dccZVAqCxbtGmzZtipdffhmzZ8+GXq9Hr169oNVqceTIEXh5eYmBRV1atmwpTnXzwAMPoGnTpnB1dbVIfevi4eGB6dOnY+7cueKUOytXrkRJSQmmTJli1bowICIiImoka3eNvvHGG/D390dSUhL+97//wdvbGw899BBeffVVo7qjhg8fjh07dqBv374oKirCxo0bMXHiRIvWuTbJycniYu43b95EVFQUvv/+e6tPnqwSGjLuXcF0Oh3UajW0Wi2X8SAisgO3b99GTk4OwsLC0KRJE6mrQ41Q19/S2O9vjjIjIiIixWNARERERPV6/vnnDYb53/t4/vnnpa5eozGHiIiIiOq1dOlSvPzyyzXus4dUEgZEREREVK+AgAAEBARIXQ2LYZcZERERKR4DIiIiUjQ5zppMDWOOvyG7zIiISJFcXFzg4OCAq1evwt/fHy4uLuISF2QbBEFAeXk5rl27BgcHB7i4uJj8WgyIiIhIkRwcHBAWFoa8vDxcvXpV6upQI7i7uyM0NBQODqZ3fDEgIiIixXJxcUFoaCju3Lkji7W9qOEcHR3h5OTU6NY9BkRERKRoVSuy378qOykLk6qJiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBRP0oDo0KFDePzxxxEcHAyVSoUvv/xS3FdRUYF58+YhMjISHh4eCA4Oxvjx43H16lWD17hx4wbGjh0LLy8veHt7Y8qUKSguLjYoc+rUKTz66KNo0qQJQkJCsHLlSmt8PCIim5GnLcXR7OvI05ZKXRUiSUgaEN26dQtdunTB+++/X21fSUkJTpw4gYULF+LEiRPYsWMHsrKy8MQTTxiUGzt2LM6ePYu9e/di9+7dOHToEKZNmybu1+l06N+/P1q0aIGMjAy89dZbWLx4MT766COLfz4iIluwPT0XMckpGLMhDTHJKdienit1lYisTiUIgiB1JQBApVJh586dGDp0aK1l0tPT0aNHD1y+fBmhoaE4d+4cIiIikJ6ejqioKADAnj17MGjQIPzyyy8IDg7GunXr8Je//AX5+flwcXEBAMyfPx9ffvklzp8/b3T9dDod1Go1tFotvLy8GvVZiYjkIk9bipjkFOjv+SZwVKlweH5fBKndpKsYkZkY+/1tUzlEWq0WKpUK3t7eAIDU1FR4e3uLwRAAxMXFwcHBAWlpaWKZ2NhYMRgCgPj4eGRlZeH333+v9b3Kysqg0+kMHkRE9ibn+i2DYAgAKgUBl66XSFMhIonYTEB0+/ZtzJs3D6NHjxYjvPz8fAQEBBiUc3Jygo+PD/Lz88UygYGBBmWqfq8qU5OkpCSo1WrxERISYs6PQ0QkC2F+HnBQGW5zVKnQ0s9dmgoRScQmAqKKigo8/fTTEAQB69ats8p7LliwAFqtVnxcuXLFKu9LRGRNQWo3JA2LhKPqblTkqFJh+bBO7C4jxXGSugL1qQqGLl++jJSUFIP+P41Gg8LCQoPyd+7cwY0bN6DRaMQyBQUFBmWqfq8qUxNXV1e4urqa62MQEcnWyO6hiG3rj0vXS9DSz53BECmSrFuIqoKhCxcu4N///jd8fX0N9kdHR6OoqAgZGRnitpSUFOj1evTs2VMsc+jQIVRUVIhl9u7di3bt2qFZs2bW+SBERDIXpHZDdLgvgyFSLEkDouLiYmRmZiIzMxMAkJOTg8zMTOTm5qKiogIjRozA8ePHsWXLFlRWViI/Px/5+fkoLy8HAHTo0AEDBgzA1KlTcezYMRw5cgSJiYkYNWoUgoODAQBjxoyBi4sLpkyZgrNnz2L79u149913MWfOHKk+NhEREcmMpMPuDxw4gL59+1bbPmHCBCxevBhhYWE1Pm///v3o06cPgLsTMyYmJuLrr7+Gg4MDhg8fjjVr1sDT01Msf+rUKSQkJCA9PR1+fn6YMWMG5s2b16C6ctg9ERGR7TH2+1s28xDJHQMiIiIi22OX8xARERERWQIDIiIiIlI8BkRERESkeAyIiIiISPEYEBEREZHiMSAiIiIixWNARERERIrHgIiIiIgUjwERERERKR4DIiIiIlI8BkRERESkeAyIiIiISPEYEBEREZHiMSAiIiIykzxtKY5mX0eetlTqqlADOUldASIiInuwPT0XC3achl4AHFRA0rBIjOweKnW1yEhsISIiImqkPG2pGAwBgF4AXt1xhi1FNoQBERERUSPlXL8lBkNVKgUBl66XSFMhajAGRERERI0U5ucBB5XhNkeVCi393KWpEDUYAyIiIqJGClK7IWlYJBxVd6MiR5UKy4d1QpDaTeKakbGYVE1ERGQGI7uHIratPy5dL0FLP3cGQzaGAREREVED5WlLkXP9FsL8PAwCnyC1GwMhG8WAiIiIqAE4vN4+MYeIiIjISBxeb78YEBERKRhnVm4YDq+3X+wyIyJSKHb9NFzV8Pp7gyIOr7cPbCEiIlIgdv2YhsPr7RdbiIiIFKiurh9+udeNw+vtEwMiIiIFYtdP43B4vf1hlxkRkQKx64fIEFuIiIgUil0/RH9gQEREpGDs+iG6i11mREREpHgMiIiIiEjxGBARERGR4jEgIiIiIsVjQERERESKx4CIGoQLQRIRkT3isHsyGheCJCIieyVpC9GhQ4fw+OOPIzg4GCqVCl9++aXBfkEQsGjRIgQFBcHNzQ1xcXG4cOGCQZkbN25g7Nix8PLygre3N6ZMmYLi4mKDMqdOncKjjz6KJk2aICQkBCtXrrT0R7M7XAiSiIjsmaQB0a1bt9ClSxe8//77Ne5fuXIl1qxZg/Xr1yMtLQ0eHh6Ij4/H7du3xTJjx47F2bNnsXfvXuzevRuHDh3CtGnTxP06nQ79+/dHixYtkJGRgbfeeguLFy/GRx99ZPHP1xBy74qqayFIIiIiWydpl9nAgQMxcODAGvcJgoDVq1fjtddew5NPPgkA+OSTTxAYGIgvv/wSo0aNwrlz57Bnzx6kp6cjKioKALB27VoMGjQIb7/9NoKDg7FlyxaUl5fj448/houLCzp27IjMzEysWrXKIHCSki10RXEhSCIiaqw8bSlyrt9CmJ+H7GZIl21SdU5ODvLz8xEXFyduU6vV6NmzJ1JTUwEAqamp8Pb2FoMhAIiLi4ODgwPS0tLEMrGxsXBxcRHLxMfHIysrC7///ruVPk3tbKUrigtBEhFRY2xPz0VMcgrGbEhDTHIKtqfnSl0lA7JNqs7PzwcABAYGGmwPDAwU9+Xn5yMgIMBgv5OTE3x8fAzKhIWFVXuNqn3NmjWr8f3LyspQVlYm/q7T6RrxaWpXV1eU3IINLgRJRESmqO3mP7atv2y+S2TbQiS1pKQkqNVq8RESEmKR96nqirqXnLuigtRuiA73lc0JTERE8mcLeaiyDYg0Gg0AoKCgwGB7QUGBuE+j0aCwsNBg/507d3Djxg2DMjW9xr3vUZMFCxZAq9WKjytXrjTuA9WCXVFERGTvbOHmX7YBUVhYGDQaDfbt2ydu0+l0SEtLQ3R0NAAgOjoaRUVFyMjIEMukpKRAr9ejZ8+eYplDhw6hoqJCLLN37160a9eu1u4yAHB1dYWXl5fBw1JGdg/F4fl9sW3qwzg8v6/sEqqJiIgawxZu/lWCIAj1F7OM4uJiXLx4EQDQtWtXrFq1Cn379oWPjw9CQ0OxYsUKJCcnY/PmzQgLC8PChQtx6tQp/Pzzz2jSpAmAuyPVCgoKsH79elRUVGDSpEmIiorC1q1bAQBarRbt2rVD//79MW/ePJw5cwaTJ0/GO++806BRZjqdDmq1Glqt1qLBERERkb3K05ZaPQ/V6O9vQUL79+8XAFR7TJgwQRAEQdDr9cLChQuFwMBAwdXVVejXr5+QlZVl8Bq//fabMHr0aMHT01Pw8vISJk2aJNy8edOgzMmTJ4VevXoJrq6uQvPmzYXk5OQG11Wr1QoABK1Wa/LnJSIiIusy9vtb0hYiW8IWIiIiIttj7Pe3bHOIiIiIiKyFAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERDYiT1uKo9nXkactlboqdsdJ6goQERFR/ban52LBjtPQC4CDCkgaFomR3UOlrpbdYAsRUSPwbo2IrCFPWyoGQwCgF4BXd5zhtceM2EJEZCLerRGRteRcvyUGQ1UqBQGXrpcgSO0mTaXsDFuIiEzAuzUisqYwPw84qAy3OapUaOnnLk2F7BADIiIT1HW3RkRkbkFqNyQNi4Sj6m5U5KhSYfmwTmwdMiN2mRGZoOpu7d6giHdrRGRJI7uHIratPy5dL0FLP3cGQ2bGFiIiE/BujYikEKR2Q3S4L681FsAWIiIT8W6NiMh+MCAiaoQgtRsDISIiO8AuMyIiIlI8BkREREQWxAlcbQO7zIiIiCyEE7jaDrYQERERWQAncLUtDIiIiIgsgBO42hYGRCQL7GMnInvD5TZsCwMiktz29FzEJKdgzIY0xCSnYHt6rtRVIiJqNKkncK3pRpM3n7VTCYIg1F+MdDod1Go1tFotvLy8pK6O3cjTliImOaXaEhiH5/fl/D5EZBfytKVWn8C1pmRuAIpM8Db2+5ujzEhSdfWxMyAiIntg7Qlca0rmXvCv08A96y9WJXjHtvXntfb/scuMJMU+diKyFbbS3VTTjaYeYIJ3PYwOiHQ6ndEPc6msrMTChQsRFhYGNzc3hIeH44033sC9vXyCIGDRokUICgqCm5sb4uLicOHCBYPXuXHjBsaOHQsvLy94e3tjypQpKC4uNls9yXRS97ETERnDlnIda7rRdAB481kPo7vMvL29oVKp6iwjCAJUKhUqKysbXTEAWLFiBdatW4fNmzejY8eOOH78OCZNmgS1Wo2ZM2cCAFauXIk1a9Zg8+bNCAsLw8KFCxEfH4+ff/4ZTZo0AQCMHTsWeXl52Lt3LyoqKjBp0iRMmzYNW7duNUs9qXZ52lLkXL+FMD+PWoMcLpJKRHJW23xC1u5uMuZ6Cvxxo/nqjjOoFATxRhNAtW283v7B6KTqgwcPGv2ivXv3NrlC9xoyZAgCAwPx97//Xdw2fPhwuLm54dNPP4UgCAgODsZLL72El19+GQCg1WoRGBiITZs2YdSoUTh37hwiIiKQnp6OqKgoAMCePXswaNAg/PLLLwgODjaqLkyqrl1t/6ScoZWI7MHR7OsYsyGt2vZtUx9GdLivVepgyvW0pmRuKRK8pWb2pGpzBTkN8cgjj+Cjjz7Cf//7X7Rt2xYnT57E4cOHsWrVKgBATk4O8vPzERcXJz5HrVajZ8+eSE1NxahRo5Camgpvb28xGAKAuLg4ODg4IC0tDU899VSN711WVoaysjLxd3N2BdqT2v5J5XJHRUTUWFVdUPePhrVWd5Op19OakrmtneBtS0weZVZUVIS///3vOHfuHACgY8eOmDx5MtRqtdkqN3/+fOh0OrRv3x6Ojo6orKzEm2++ibFjxwIA8vPzAQCBgYEGzwsMDBT35efnIyAgwGC/k5MTfHx8xDI1SUpKwpIlS8z2WexRXf+kHD1GRPaiti4oa13LeD21DpMCouPHjyM+Ph5ubm7o0aMHAGDVqlV488038cMPP+Chhx4yS+X++c9/YsuWLdi6dSs6duyIzMxMzJo1C8HBwZgwYYJZ3qM2CxYswJw5c8TfdTodQkJCLPqetqauf1Kp76iIiMxJylxHXk+tw6Rh97Nnz8YTTzyBS5cuYceOHdixYwdycnIwZMgQzJo1y2yVmzt3LubPn49Ro0YhMjIS48aNw+zZs5GUlAQA0Gg0AICCggKD5xUUFIj7NBoNCgsLDfbfuXMHN27cEMvUxNXVFV5eXgYPMlTXkHmOHiMiexOkdkN0uK/Vr2O8nlqHyS1EGzZsgJPTH093cnLCK6+8YpCr01glJSVwcDCM2RwdHaHX6wEAYWFh0Gg02LdvHx588EEAd1ty0tLSMH36dABAdHQ0ioqKkJGRgW7dugEAUlJSoNfr0bNnT7PVVYnqa0bm6DEiIvPg9dTyTAqIvLy8kJubi/bt2xtsv3LlCpo2bWqWigHA448/jjfffBOhoaHo2LEjfvrpJ6xatQqTJ08GAKhUKsyaNQvLli1DmzZtxGH3wcHBGDp0KACgQ4cOGDBgAKZOnYr169ejoqICiYmJGDVqlNEjzKh29f2TMoGPiMg8eD21LJMCopEjR2LKlCl4++238cgjjwAAjhw5grlz52L06NFmq9zatWuxcOFCvPDCCygsLERwcDCee+45LFq0SCzzyiuv4NatW5g2bRqKiorQq1cv7NmzR5yDCAC2bNmCxMRE9OvXDw4ODhg+fDjWrFljtnoqHf9JiYjI1pm0uGt5eTnmzp2L9evX486dOwAAZ2dnTJ8+HcnJyXB1dTV7RaWm5HmIjJ0MjIiISG6M/f5u1Gr3JSUlyM7OBgCEh4fD3d1+M96VGhBxckUiIrJlVlnt3t3dHZGRkY15CZIxTq5IRGR/2OpfM5MCotu3b2Pt2rXYv38/CgsLxVFfVU6cOGGWypG0OBkYEZF9Yat/7UwKiKZMmYIffvgBI0aMQI8ePepd9JVsEycDIyKyH2z1r5tJAdHu3bvx7bffIiYmxtz1IRmRerp6IiIyH7b6182kgKh58+ZmnW+I5IuTgRGR3DAHxjRs9a+bSUt3/PWvf8W8efNw+fJlc9eHZEiq6eqJiO63PT0XMckpGLMhDTHJKdienit1lWwGlwCpm0ktRFFRUbh9+zZatWoFd3d3ODs7G+y/ceOGWSpHRGQsthrYP+bANB5b/WtnUkA0evRo/Prrr1i+fDkCAwOZVE1EkuLIGWVgDox5cHWBmpkUEB09ehSpqano0qWLuetDRNQgbDVQDubAkCWZlEPUvn17lJaWmrsuREQNVlerAdkX5sCQJZnUQpScnIyXXnoJb775JiIjI6vlEClpaQsikhZbDZSFOTBkKSatZebgcLdh6f7cIUEQoFKpUFlZaZ7ayYhS1zIjsgXb03OrzZfFHCLbxQR5MieLrmW2f/9+kytGRGQuVV+csW39cXh+X7Ya2AEmyJNUTAqIevfubVS5F154AUuXLoWfn58pb0NEVCt+cdofJsiTlExKqjbWp59+Cp1OZ8m3ICIFqu2LM0/LwR6WlqctxdHs6xY51kyQJymZ1EJkLBPSk4iI6sX5aKRh6VY5JsiTlCzaQkREZAlVX5z34henZVmjVY7D6klKFm0hIiKyhKovzvtHlvGL03Ks1Sonl2H1HOmmPAyIiGwEL9CG5PLFqRTW7M6SemkJJuwrE7vMiGwAV/iuWZDaDdHhvgyGrEAp3VlM2Fcui7YQPfPMM5zE0AzYMqBschuKzPNRuZTQKseEfeUyOSAqKirCsWPHUFhYCL1eb7Bv/PjxAIB169Y1rnbEpluS1QWa5yNJ3Z1laRzpplwmBURff/01xo4di+LiYnh5eRks4aFSqcSAiBpHbi0DJA25XKB5PpISMGFfuUwKiF566SVMnjwZy5cvh7s7o2ZLkVPLAEnH3BdoU7u8eD6SUiiha5CqMykg+vXXXzFz5kwGQxYml5YBkp65LtCN6fLi+Uj2pq6bA3vvGqTqTBplFh8fj+PHj5u7LnQfpYzqIOM0dkRVY0fP8Hy0D5ZcesOWcOQm3c/oFqJdu3aJPw8ePBhz587Fzz//jMjISDg7OxuUfeKJJ8xXQ4Vj0y2Zizm6vHg+2jYmxd/FfDiqidEB0dChQ6ttW7p0abVtKpUKlZWVjaoUGWLTLZmDubq8eD7aJgYBf2A+HNXE6C4zvV5v1IPBEJE82XqXF7t6Gocryf+Ba+FRTUxKqv7kk08wcuRIuLq6GmwvLy/HZ599xmH3RDIlxy4vY0a9savHNPceWybF/4FD66kmKkEQhPqLGXJ0dEReXh4CAgIMtv/2228ICAiwy1YinU4HtVoNrVbL2beJzMSYQCdPW4qY5JRqX+SH5/flF1gdajq2AKoFAUoOLPO0pbK6OSDLMPb726QWIkEQDCZjrPLLL79ArVab8pJEpDDG5rQw36Phaju2h+f3xeH5fRkE/D/mw9G9GhQQde3aFSqVCiqVCv369YOT0x9Pr6ysRE5ODgYMGGD2ShKR/TE20GFXT8PVdWy5GC5RzRoUEFWNNMvMzER8fDw8PT3FfS4uLmjZsiWGDx9u1goSkX2qKdBxAODuYjjWg/keDccgkqjhTMoh2rx5M0aOHIkmTZpYok6yxBwiIvPbnp4rBjpV6solYleP8e49tswXIiUz9vvbpICoSnl5eY2r3YeG2t8/HQMiosaraUTZySu/Y+gHRyEwadrsGEQSWTip+sKFC5g8eTKOHj1qsL0q2doeR5kRUePUNqLsVnkl7r8tY9K0eTBpmGpj6iLP9syktcwmTpwIBwcH7N69GxkZGThx4gROnDiBn376CSdOnDBrBX/99Vc888wz8PX1hZubGyIjIw3WURMEAYsWLUJQUBDc3NwQFxeHCxcuGLzGjRs3MHbsWHh5ecHb2xtTpkxBcXGxWetJRLWrax01TpJHZF1cx61mJrUQZWZmIiMjA+3btzd3fQz8/vvviImJQd++ffHdd9/B398fFy5cQLNmzcQyK1euxJo1a7B582aEhYVh4cKFiI+Px88//yzmOI0dOxZ5eXnYu3cvKioqMGnSJEybNg1bt261aP2J6K76Rj0xaZrIOriES+1MCogiIiJw/fp1c9elmhUrViAkJAQbN24Ut4WFhYk/C4KA1atX47XXXsOTTz4J4O4s2oGBgfjyyy8xatQonDt3Dnv27EF6ejqioqIAAGvXrsWgQYPw9ttvIzg42OKfg0gqcmkWr2/Ukxxn0CayR5zXq3YmdZmtWLECr7zyCg4cOIDffvsNOp3O4GEuu3btQlRUFP785z8jICAAXbt2xYYNG8T9OTk5yM/PR1xcnLhNrVajZ8+eSE1NBQCkpqbC29tbDIYAIC4uDg4ODkhLS6v1vcvKyiz2uYis4d5m8UeSUvDhwWzJ6mLMOmpBajfOkWMmXPeNasMu6tqZ1EJUFYA89thjBjNWmzup+n//+x/WrVuHOXPm4NVXX0V6ejpmzpwJFxcXTJgwAfn5+QCAwMBAg+cFBgaK+/Lz86stMeLk5AQfHx+xTE2SkpKwZMkSs3wOImu7v1lcAJD03XlABTwXGy5JnZTSCiR1qxzXfaO6cF6v2pkUEO3fv9/c9aiRXq9HVFQUli9fDuDuTNlnzpzB+vXrMWHCBIu+94IFCzBnzhzxd51Oh5CQEIu+J5G51NQsDgArvjuPJ7oES3bxs/dRT1IHI8wPIWPI6eZE6huIe5nUZda7d284ODhgw4YNmD9/Plq3bo3evXsjNzcXjo6OZqtcUFAQIiIiDLZ16NABubl3M+I1Gg0AoKCgwKBMQUGBuE+j0aCwsNBg/507d3Djxg2xTE1cXV3h5eVl8CCyFWF+Hqi+2uDdL8hL10tqfA67WRqnrpF01lJXfgjRveTQRX1/t/7yb36W9PpjUkD0r3/9C/Hx8XBzc8NPP/2EsrIyAIBWqxVbc8whJiYGWVlZBtv++9//okWLFgDuJlhrNBrs27dP3K/T6ZCWlobo6GgAQHR0NIqKipCRkSGWSUlJgV6vR8+ePc1WVyI5CVK7Yf7A6qNAa8sV4DDcxpNDMML8ELIVNXXrf/SfHEmvPyYFRMuWLcP69euxYcMGODs7i9tjYmLMOg/R7Nmz8eOPP2L58uW4ePEitm7dio8++ggJCQkAAJVKhVmzZmHZsmXYtWsXTp8+jfHjxyM4OFhcd61Dhw4YMGAApk6dimPHjuHIkSNITEzEqFGjOMKM7NpzvcOxYFB78QuytlwBObRs2AM5BCPGJK8TyUFt3fpSXn9MyiHKyspCbGxste1qtRpFRUWNrZOoe/fu2LlzJxYsWIClS5ciLCwMq1evxtixY8Uyr7zyCm7duoVp06ahqKgIvXr1wp49ewzWWduyZQsSExPRr18/ODg4YPjw4VizZo3Z6kkkV8/FhuOJLsF15gpwGK55yCVZVU75IUS1qWkqjipSXX9MCog0Gg0uXryIli1bGmw/fPgwWrVqZY56iYYMGYIhQ4bUul+lUmHp0qVYunRprWV8fHw4CSMpVn2JzFwZ3XzkEowYk7wup2RWUp6qG4gF/zoN/X37pLr+mNRlNnXqVLz44otIS0uDSqXC1atXsWXLFrz88suYPn26uetIRBbEbhbzkkOyan2YM0ZyMLJ7KI4seAzTHm1Vb9e+NZi02r0gCFi+fDmSkpJQUnI3YdDV1RUvv/wy3njjDbNXUg642j3ZO66Mrgx52lLEJKdUaxE8PL8v/+4kGUtef4z9/jYpIKpSXl6Oixcvori4GBEREfD09DT1pWSPARER2YOj2dcxZkP1Wfq3TX0Y0eG+EtSIyLKM/f42KYeoiouLS7V5goiISL6YM0ZUM5NyiIiIyDYxZ4yoZo1qISIiItsjl9FwRHLCgIiISIHsfV05ooZilxkREREpHgMiIjvCBVqJiEzDLjMiG1PbDMPb03PFNckcVEDSsEiM7B4qYU2JiGwHAyIiG1Jb0FPbAq2xbf2ZJ0JEZAR2mRHZiLpWpa9rgVYiIqofAyIiG1FX0FM12d69ONkeEZHxGBAR2Yi6gh5OtkdE1DjMISKyEVVBz6s7zqBSEKoFPZxsj4jIdAyIiGxIfUEPJ9sjIjINAyIiG8Ogh4jI/JhDRGRlnDyRiMyF1xPzYQsRkRVx8kQiMhdeT8yLLUREVlLXPEKkHLyjJ3Pg9cT82EJEZCV1zSPEnCBl4B09mQuvJ+bHFiIiK+HkicrGO3oyJ15PzI8BEZGVcPJEZePyKmROvJ6YH7vMiKyIkycqV9Ud/b1BEe/oqTF4PTEvthARWVmQ2g3R4b68eCkM7+jJEng9MR+2EBERWYkS7+jztKXIuX4LYX4eivi8ZLsYEJFi8UJNUlDSTOMcVUe2hAERKZI5L9QMrIiqq21UXWxbf/6fkCwxICLFMeeFmnfARDXjPDlka5hUTYpjruHPcphXhrMek1xxnhyyNQyISHHMdaGWel6Z7em5iElOwZgNaYhJTsH29FyrvC+RMTiqjmwNu8xIcaou1K/uOINKQTD5Qi3lvDLMzyBboMRRdWS7GBCRIpnjQm2uwMoUzM8gW6GkUXVk2xgQkWKZ40It1R0wZz0mIjIv5hARNZIUM8UyP4OIyLzYQkRmx3l5rIP5GdbHc5vIfjEgIrPivDzWxfwM6+G5TWTf2GVGZiOHeXmILIHnNpH9Y0BEZiP1vDxkPUqbEJLnNpH9s6mAKDk5GSqVCrNmzRK33b59GwkJCfD19YWnpyeGDx+OgoICg+fl5uZi8ODBcHd3R0BAAObOnYs7d+5Yufb2jzPTKoMSJ4TkuU1k/2wmIEpPT8eHH36Izp07G2yfPXs2vv76a3z++ec4ePAgrl69imHDhon7KysrMXjwYJSXl+Po0aPYvHkzNm3ahEWLFln7I9g9jnyyf0rtOuK5TWT/VIIgCPUXk1ZxcTEeeughfPDBB1i2bBkefPBBrF69GlqtFv7+/ti6dStGjBgBADh//jw6dOiA1NRUPPzww/juu+8wZMgQXL16FYGBgQCA9evXY968ebh27RpcXFyMqoNOp4NarYZWq4WXl5fFPqs9yNOWcuSTnTqafR1jNqRV275t6sOIDveVoEbWxXObyPYY+/1tEy1ECQkJGDx4MOLi4gy2Z2RkoKKiwmB7+/btERoaitTUVABAamoqIiMjxWAIAOLj46HT6XD27Nla37OsrAw6nc7gQcaRYl4esg6ldx3x3CayX7IPiD777DOcOHECSUlJ1fbl5+fDxcUF3t7eBtsDAwORn58vlrk3GKraX7WvNklJSVCr1eIjJCSkkZ+EyPax64hqorQke7JPsp6H6MqVK3jxxRexd+9eNGnSxKrvvWDBAsyZM0f8XafTMSgiAieEJEOcn8k8OOmn9GQdEGVkZKCwsBAPPfSQuK2yshKHDh3Ce++9h++//x7l5eUoKioyaCUqKCiARqMBAGg0Ghw7dszgdatGoVWVqYmrqytcXV3N+GnIFvEiVTNOCElA7Un2sW39eX40AINKeZB1l1m/fv1w+vRpZGZmio+oqCiMHTtW/NnZ2Rn79u0Tn5OVlYXc3FxER0cDAKKjo3H69GkUFhaKZfbu3QsvLy9ERERY/TOR7VDi8HKihjBlfiZ2rxlS6shNOZJ1C1HTpk3RqVMng20eHh7w9fUVt0+ZMgVz5syBj48PvLy8MGPGDERHR+Phhx8GAPTv3x8REREYN24cVq5cifz8fLz22mtISEhgCxDVine+RPWrSrK/NyiqK8meLSHV1RVU8lpjXbJuITLGO++8gyFDhmD48OGIjY2FRqPBjh07xP2Ojo7YvXs3HB0dER0djWeeeQbjx4/H0qVLJaw1yZ0tzkzMO2+ytoYk2bMlpGZKH7kpJzYxD5EcKG0eIqXnzuRpSxGTnFLtzvfw/L6yPB688yYpGTM/k9LnsKrL9vRcvLrjDCoFQQwq+f9rPsZ+f8u6y4ykwS/XP+58779I1RUMSRVEsnuPpGZMkn1Du9eUhCM35YEBERngl+sfGnKRkjKIZA4C2QJTbjKUhCM3pceAiAzwy9WQMRcpqYNI3nmTrWBLCMmZzSdVk3kxwa/hpE7A5uzRZEu4/AnJFVuIyACbtRtODi00vPMmsg9KH9AiJQZEVA2/XBtGLkEkcxCIbBsHtEiLw+6NpLRh90pnyl2aMUOPyXS8cyZ7ZmtTfdgSDrsnMpGpd2lsobEc3jmTveOAFukxqZroHpxNV374NyEl4IAW6TEgIsW7d8kLqUeMUXX8m5AScLSo9NhlRop2f1fMvAHtJR8xRobkMIpPKZinJS0OaJEWW4hIsWrqilm5JwvzBrbnXZqM8M7ZOran5yImOQVjNqQhJjkF29Nzpa6SInGeJumwhYgUq7aumM7NvXF4fl/epckI75wtS+rZ1onkgAERKVZdXTEcMSY//JtYDkc4EbHLjBSMXTFEd3GEExFbiEjh2BVDJJ/Z1omkxICIFI9dMUS8OSBiQERERAB4c0DKxhwiIiIiI907kSvZF7YQERERGYFr6tk3thARERHVg2vq2T8GRERERPXgmnr2jwERERFRPThXk/1jQERERFQPTuRq/5hUTUREZATO1WTfGBARkc3J05Yi5/othPl58EuJrIpzNdkvBkREZFM49JmILIE5RERkMzj0mYgshQEREdkMDn0mW8EZrW0Pu8yIyGZUDX2+Nyji0GeSG3br2ia2EJFF8O6ILIFDn0nu2K1ru9hCRGbHuyOyJA59Jjmrq1uX56q8sYWIzIp3R2QNQWo3RIf78guGZIczWtsuBkRkVkx6JSJb1tjufnbr2i52mZFZMemViGxVQ7r765oclN26toktRGRWvDsiIlvUkO7+7em5iElOwZgNaYhJTsH29NxqZdita3vYQkRmx7sjIrI1xiZD1xY4xbb157XOxjEgIovgej9EZEuM7e7nKDL7Jfsus6SkJHTv3h1NmzZFQEAAhg4diqysLIMyt2/fRkJCAnx9feHp6Ynhw4ejoKDAoExubi4GDx4Md3d3BAQEYO7cubhz5441Pwr9P85RRERyY2x3P0eR2S/ZtxAdPHgQCQkJ6N69O+7cuYNXX30V/fv3x88//wwPDw8AwOzZs/HNN9/g888/h1qtRmJiIoYNG4YjR44AACorKzF48GBoNBocPXoUeXl5GD9+PJydnbF8+XIpP57icI4iIpIrY7r7qwKnV3ecQaUgME/SjqgEQRDqLyYf165dQ0BAAA4ePIjY2FhotVr4+/tj69atGDFiBADg/Pnz6NChA1JTU/Hwww/ju+++w5AhQ3D16lUEBgYCANavX4958+bh2rVrcHFxqfd9dTod1Go1tFotvLy8LPoZ7VWethQxySnVmqQPz+/LiwmRieoa7USWk6ctZZ6kjTD2+1v2XWb302q1AAAfHx8AQEZGBioqKhAXFyeWad++PUJDQ5GamgoASE1NRWRkpBgMAUB8fDx0Oh3Onj1b4/uUlZVBp9MZPKhxOEcRkXkZM9qJLIOjyOyPTQVEer0es2bNQkxMDDp16gQAyM/Ph4uLC7y9vQ3KBgYGIj8/XyxzbzBUtb9qX02SkpKgVqvFR0hIiJk/jfKw753kxNZz2TgrPJF52VRAlJCQgDNnzuCzzz6z+HstWLAAWq1WfFy5csXi72nvOEcRyYU9tKywxZXIvGSfVF0lMTERu3fvxqFDh/DAAw+I2zUaDcrLy1FUVGTQSlRQUACNRiOWOXbsmMHrVY1CqypzP1dXV7i6upr5UxDnKCKp2cs8MpwVnsi8ZN9CJAgCEhMTsXPnTqSkpCAsLMxgf7du3eDs7Ix9+/aJ27KyspCbm4vo6GgAQHR0NE6fPo3CwkKxzN69e+Hl5YWIiAjrfBASse+dpGQvLStscSUyL9m3ECUkJGDr1q346quv0LRpUzHnR61Ww83NDWq1GlOmTMGcOXPg4+MDLy8vzJgxA9HR0Xj44YcBAP3790dERATGjRuHlStXIj8/H6+99hoSEhLYCkSkMPbUssIWVyLzkf2we5VKVeP2jRs3YuLEiQDuTsz40ksvYdu2bSgrK0N8fDw++OADg+6wy5cvY/r06Thw4AA8PDwwYcIEJCcnw8nJuJiQw+6JbIMxw9C3p+dWm0eG82ER2Sdjv79lHxDJBQMiskf2NodNQ1crZ8sKkf0z9vtb9l1mRGQZ9jZreEOTpbneHhHdS/ZJ1URkfvY4h429JEsTkTQYEBEpkD0GD5z4k4gagwERkQLZY/DAYehE1BjMISJSIHtdsZvD0InIVAyIiBTKksGDlKPXmCxNJA+2NoqVARGRglkieLC30WtE1HC2eB1gDhERmY2cRq/Z+mr2RLZKTteBhmALERGZTV2j16zZZG6Ld6dE9kIu14GGYgsRKQZbDCxPDqPXbPXulMheyOE6YAoGRKQI29NzEZOcgjEb0hCTnILt6blSV8kuyWHouz3OsURkS+RwHTAFu8zsjK1l9VtDQ5d0oMaReui7Pa1mT2SrpL4OmIIBkR1h3kTNbLU/25ZJOfTdXudYIrI1tjYFBgMiOyFFK4ittEaxxUB5bPHulIikxYDITli7FcSWWqPYYtAwthLo1sfW7k4bwl7+RkRywoDITlizFcQWc3LYYvCHur5MbSnQVSr+jYgsg6PM7IQ1s/ptdRRPkNoN0eG+ig6G6hptx+Hq8se/EZHlsIXIjlirFYQ5ObapvpY9Jp/LH/9GRJbDFiI7Y41WEFudY0Lp6mvZs9XJ1JSEfyPjcBJWMgVbiMgkzMmxPfW17DH5XP74N6ofc6zIVCpBEIT6i5FOp4NarYZWq4WXl5fU1SEyyfb03Gpfpvd/WeRpSxnoyhz/RjXL05YiJjmlWtB/eH5fHicFM/b7my1ERApiTMuePQ9Xtxf8G9WMOVbUGAyIiBSGX6ZkrzjggxqDSdVERGQXOOCDGoMtRERkUZxVmayJAz7IVAyIiMhiOOKHpMBuYTIFu8yIyCI4qzIR2RIGRERkEba6xAuRXHCCSetilxmRzNlqDg5H/BCZjt3N1scWIiIZq2sx1trI5a6SI37I1kn1v8TuZmmwhYhIpupbjLUmcrur5IgfslVS/i9xgklpsIWIjCKXVgclaWgOjlzvKq2x4DCROUn9v8RFfKXBgIjqZUq3DTVeQy+KTGImMg+p/5fY3SwNdplRnUzptiHzaOjK5kxiJjIPOfwvsbvZ+hgQUZ3Yly2thlwUGxpAkXLZ6shFa5HL/xInmLQuBkRUJzncKSldQy6KvKuk+pgrWdjegyr+LykPAyKJyf2iIpc7JTIe7yqpNubqApfbaEZL4f+SsjAgkpCtXFR4p0RkH8zRBc68QrJXihpl9v7776Nly5Zo0qQJevbsiWPHjklWF6mHdTYUh04T2T5zDOeWegQWkaUoJiDavn075syZg9dffx0nTpxAly5dEB8fj8LCQknqw4sKEVmbOYZzc44cslcqQRCE+ovZvp49e6J79+547733AAB6vR4hISGYMWMG5s+fX+/zdTod1Go1tFotvLy8Gl2fPG0pYpJTqiUrH57fl60wRGRRedrSRnWBb0/PrZZXKMfufiLA+O9vReQQlZeXIyMjAwsWLBC3OTg4IC4uDqmpqZLUicnKRCSVxiYLM6+Q7JEiAqLr16+jsrISgYGBBtsDAwNx/vz5Gp9TVlaGsrIy8XedTmf2evGiQkS2iiOwyN4oJoeooZKSkqBWq8VHSEiIRd6HycpERETSU0RA5OfnB0dHRxQUFBhsLygogEajqfE5CxYsgFarFR9XrlyxRlWJiIhIAooIiFxcXNCtWzfs27dP3KbX67Fv3z5ER0fX+BxXV1d4eXkZPIiIiMg+KSKHCADmzJmDCRMmICoqCj169MDq1atx69YtTJo0SeqqERERkcQUExCNHDkS165dw6JFi5Cfn48HH3wQe/bsqZZoTURERMqjmHmIGsvc8xARERGR5Rn7/a2IHCIiIiKiujAgIiIiIsVjQERERESKx4CIiIiIFI8BERERESkeAyIiIiJSPMXMQ9RYVbMTWGKRVyIiIrKMqu/t+mYZYkBkpJs3bwKAxRZ5JSIiIsu5efMm1Gp1rfs5MaOR9Ho9rl69iqZNm0KlUkldHavR6XQICQnBlStXOCFlI/FYmgePo/nwWJoHj6P5WOJYCoKAmzdvIjg4GA4OtWcKsYXISA4ODnjggQekroZkuMCt+fBYmgePo/nwWJoHj6P5mPtY1tUyVIVJ1URERKR4DIiIiIhI8RgQUZ1cXV3x+uuvw9XVVeqq2DweS/PgcTQfHkvz4HE0HymPJZOqiYiISPHYQkRERESKx4CIiIiIFI8BERERESkeAyIiIiJSPAZEBAA4dOgQHn/8cQQHB0OlUuHLL7802C8IAhYtWoSgoCC4ubkhLi4OFy5ckKayMlbfcZw4cSJUKpXBY8CAAdJUVuaSkpLQvXt3NG3aFAEBARg6dCiysrIMyty+fRsJCQnw9fWFp6cnhg8fjoKCAolqLE/GHMc+ffpUOy+ff/55iWosX+vWrUPnzp3FSQOjo6Px3Xffift5PhqnvuMo1fnIgIgAALdu3UKXLl3w/vvv17h/5cqVWLNmDdavX4+0tDR4eHggPj4et2/ftnJN5a2+4wgAAwYMQF5envjYtm2bFWtoOw4ePIiEhAT8+OOP2Lt3LyoqKtC/f3/cunVLLDN79mx8/fXX+Pzzz3Hw4EFcvXoVw4YNk7DW8mPMcQSAqVOnGpyXK1eulKjG8vXAAw8gOTkZGRkZOH78OB577DE8+eSTOHv2LACej8aq7zgCEp2PAtF9AAg7d+4Uf9fr9YJGoxHeeustcVtRUZHg6uoqbNu2TYIa2ob7j6MgCMKECROEJ598UpL62LrCwkIBgHDw4EFBEO6eg87OzsLnn38uljl37pwAQEhNTZWqmrJ3/3EUBEHo3bu38OKLL0pXKRvWrFkz4W9/+xvPx0aqOo6CIN35yBYiqldOTg7y8/MRFxcnblOr1ejZsydSU1MlrJltOnDgAAICAtCuXTtMnz4dv/32m9RVsglarRYA4OPjAwDIyMhARUWFwXnZvn17hIaG8rysw/3HscqWLVvg5+eHTp06YcGCBSgpKZGiejajsrISn332GW7duoXo6Giejya6/zhWkeJ85OKuVK/8/HwAQGBgoMH2wMBAcR8ZZ8CAARg2bBjCwsKQnZ2NV199FQMHDkRqaiocHR2lrp5s6fV6zJo1CzExMejUqROAu+eli4sLvL29DcryvKxdTccRAMaMGYMWLVogODgYp06dwrx585CVlYUdO3ZIWFt5On36NKKjo3H79m14enpi586diIiIQGZmJs/HBqjtOALSnY8MiIisaNSoUeLPkZGR6Ny5M8LDw3HgwAH069dPwprJW0JCAs6cOYPDhw9LXRWbVttxnDZtmvhzZGQkgoKC0K9fP2RnZyM8PNza1ZS1du3aITMzE1qtFl988QUmTJiAgwcPSl0tm1PbcYyIiJDsfGSXGdVLo9EAQLXREgUFBeI+Mk2rVq3g5+eHixcvSl0V2UpMTMTu3buxf/9+PPDAA+J2jUaD8vJyFBUVGZTneVmz2o5jTXr27AkAPC9r4OLigtatW6Nbt25ISkpCly5d8O677/J8bKDajmNNrHU+MiCieoWFhUGj0WDfvn3iNp1Oh7S0NIM+X2q4X375Bb/99huCgoKkrorsCIKAxMRE7Ny5EykpKQgLCzPY361bNzg7Oxucl1lZWcjNzeV5eY/6jmNNMjMzAYDnpRH0ej3Kysp4PjZS1XGsibXOR3aZEQCguLjYIPrOyclBZmYmfHx8EBoailmzZmHZsmVo06YNwsLCsHDhQgQHB2Po0KHSVVqG6jqOPj4+WLJkCYYPHw6NRoPs7Gy88soraN26NeLj4yWstTwlJCRg69at+Oqrr9C0aVMxD0OtVsPNzQ1qtRpTpkzBnDlz4OPjAy8vL8yYMQPR0dF4+OGHJa69fNR3HLOzs7F161YMGjQIvr6+OHXqFGbPno3Y2Fh07txZ4trLy4IFCzBw4ECEhobi5s2b2Lp1Kw4cOIDvv/+e52MD1HUcJT0frT6ujWRp//79AoBqjwkTJgiCcHfo/cKFC4XAwEDB1dVV6Nevn5CVlSVtpWWoruNYUlIi9O/fX/D39xecnZ2FFi1aCFOnThXy8/OlrrYs1XQcAQgbN24Uy5SWlgovvPCC0KxZM8Hd3V146qmnhLy8POkqLUP1Hcfc3FwhNjZW8PHxEVxdXYXWrVsLc+fOFbRarbQVl6HJkycLLVq0EFxcXAR/f3+hX79+wg8//CDu5/lonLqOo5Tno0oQBMGyIRcRERGRvDGHiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPARER2bzy8nKpq1CNHOtERLVjQEREstOnTx8kJiYiMTERarUafn5+WLhwIapWGmrZsiXeeOMNjB8/Hl5eXpg2bRoA4PDhw3j00Ufh5uaGkJAQzJw5E7du3RJf94MPPkCbNm3QpEkTBAYGYsSIEeK+L774ApGRkXBzc4Ovry/i4uLE5/bp0wezZs0yqOPQoUMxceJE8XdT60RE8sCAiIhkafPmzXBycsKxY8fw7rvvYtWqVfjb3/4m7n/77bfRpUsX/PTTT1i4cCGys7MxYMAADB8+HKdOncL27dtx+PBhJCYmAgCOHz+OmTNnYunSpcjKysKePXsQGxsLAMjLy8Po0aMxefJknDt3DgcOHMCwYcPQ0KUeG1onIpIPLu5KRLLTp08fFBYW4uzZs1CpVACA+fPnY9euXfj555/RsmVLdO3aFTt37hSf8+yzz8LR0REffvihuO3w4cPo3bs3bt26hW+//RaTJk3CL7/8gqZNmxq834kTJ9CtWzdcunQJLVq0qLE+Dz74IFavXi1uGzp0KLy9vbFp0yYAMKlOTZo0adRxIiLzYQsREcnSww8/LAZDABAdHY0LFy6gsrISABAVFWVQ/uTJk9i0aRM8PT3FR3x8PPR6PXJycvCnP/0JLVq0QKtWrTBu3Dhs2bIFJSUlAIAuXbqgX79+iIyMxJ///Gds2LABv//+e4Pr3NA6EZF8MCAiIpvk4eFh8HtxcTGee+45ZGZmio+TJ0/iwoULCA8PR9OmTXHixAls27YNQUFBWLRoEbp06YKioiI4Ojpi7969+O677xAREYG1a9eiXbt2YtDi4OBQrfusoqKi0XUiIvlgQEREspSWlmbw+48//og2bdrA0dGxxvIPPfQQfv75Z7Ru3braw8XFBQDg5OSEuLg4rFy5EqdOncKlS5eQkpICAFCpVIiJicGSJUvw008/wcXFRez+8vf3R15envhelZWVOHPmTL2fwZg6EZE8MCAiIlnKzc3FnDlzkJWVhW3btmHt2rV48cUXay0/b948HD16FImJicjMzMSFCxfw1VdfiQnMu3fvxpo1a5CZmYnLly/jk08+gV6vR7t27ZCWlobly5fj+PHjyM3NxY4dO3Dt2jV06NABAPDYY4/hm2++wTfffIPz589j+vTpKCoqqvcz1FcnIpIPJ6krQERUk/Hjx6O0tBQ9evSAo6MjXnzxRXEoe006d+6MgwcP4i9/+QseffRRCIKA8PBwjBw5EgDg7e2NHTt2YPHixbh9+zbatGmDbdu2oWPHjjh37hwOHTqE1atXQ6fToUWLFvjrX/+KgQMHAgAmT56MkydPYvz48XBycsLs2bPRt2/fej9DfXUiIvngKDMikp2aRnUREVkSu8yIiIhI8RgQERERkeKxy4yIiIgUjy1EREREpHgMiIiIiEjxGBARERGR4jEgIiIiIsVjQERERESKx4CIiIiIFI8BERERESkeAyIiIiJSPAZEREREpHj/BxuX9VtXNomyAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(keras_surrogate, data_validation)\n",
-    "surrogate_parity(keras_surrogate, data_validation)\n",
-    "surrogate_residual(keras_surrogate, data_validation)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_doc.md](./surrogate_embedding_doc.md) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_test.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_test.ipynb
index 7b99c36f..e66186ae 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_test.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_test.ipynb
@@ -1,1123 +1,1126 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
-    "\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
-      "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
-      "<frozen importlib._bootstrap>:241)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import random as rn\n",
-    "import tensorflow as tf\n",
-    "import tensorflow.keras as keras\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
-    "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")\n",
-    "\n",
-    "# fix environment variables to ensure consist neural network training\n",
-    "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
-    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
-    "np.random.seed(46)\n",
-    "rn.seed(1342)\n",
-    "tf.random.set_seed(62)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "# Creating input_data and output_data from data\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# Define labels, and split training and validation data\n",
-    "input_labels = input_data.columns\n",
-    "output_labels = output_data.columns\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogate with TensorFlow Keras\n",
-    "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
-    "\n",
-    "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
-    "\n",
-    "* Activation function: sigmoid, **tanh**\n",
-    "* Optimizer: **Adam**\n",
-    "* Number of hidden layers: 3, **4**, 5, 6\n",
-    "* Number of neurons per layer: **20**, 40, 60\n",
-    "\n",
-    "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
-    "\n",
-    "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
-    "\n",
-    "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/250\n",
-      "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
-      "Epoch 2/250\n",
-      "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
-      "Epoch 3/250\n",
-      "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
-      "Epoch 4/250\n",
-      "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
-      "Epoch 5/250\n",
-      "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
-      "Epoch 6/250\n",
-      "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
-      "Epoch 7/250\n",
-      "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
-      "Epoch 8/250\n",
-      "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
-      "Epoch 9/250\n",
-      "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
-      "Epoch 10/250\n",
-      "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
-      "Epoch 11/250\n",
-      "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
-      "Epoch 12/250\n",
-      "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
-      "Epoch 13/250\n",
-      "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
-      "Epoch 14/250\n",
-      "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
-      "Epoch 15/250\n",
-      "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
-      "Epoch 16/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
-      "Epoch 17/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
-      "Epoch 18/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
-      "Epoch 19/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
-      "Epoch 20/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
-      "Epoch 21/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
-      "Epoch 22/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
-      "Epoch 23/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
-      "Epoch 24/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
-      "Epoch 25/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
-      "Epoch 26/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
-      "Epoch 27/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
-      "Epoch 28/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
-      "Epoch 29/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
-      "Epoch 30/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
-      "Epoch 31/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
-      "Epoch 32/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
-      "Epoch 33/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
-      "Epoch 34/250\n",
-      "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
-      "Epoch 35/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
-      "Epoch 36/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
-      "Epoch 37/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
-      "Epoch 38/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
-      "Epoch 39/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
-      "Epoch 40/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
-      "Epoch 41/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 42/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
-      "Epoch 43/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 44/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 45/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 46/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 47/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
-      "Epoch 48/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
-      "Epoch 49/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
-      "Epoch 50/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 51/250\n",
-      "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 52/250\n",
-      "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 53/250\n",
-      "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
-      "Epoch 54/250\n",
-      "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
-      "Epoch 55/250\n",
-      "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 56/250\n",
-      "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
-      "Epoch 57/250\n",
-      "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
-      "Epoch 58/250\n",
-      "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 59/250\n",
-      "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
-      "Epoch 60/250\n",
-      "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 61/250\n",
-      "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 62/250\n",
-      "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 63/250\n",
-      "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 64/250\n",
-      "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 65/250\n",
-      "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 66/250\n",
-      "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 67/250\n",
-      "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
-      "Epoch 68/250\n",
-      "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
-      "Epoch 69/250\n",
-      "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 70/250\n",
-      "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
-      "Epoch 71/250\n",
-      "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
-      "Epoch 72/250\n",
-      "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
-      "Epoch 73/250\n",
-      "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
-      "Epoch 74/250\n",
-      "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
-      "Epoch 75/250\n",
-      "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 76/250\n",
-      "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 77/250\n",
-      "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
-      "Epoch 78/250\n",
-      "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
-      "Epoch 79/250\n",
-      "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 80/250\n",
-      "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 81/250\n",
-      "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 82/250\n",
-      "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 83/250\n",
-      "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 84/250\n",
-      "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 85/250\n",
-      "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
-      "Epoch 86/250\n",
-      "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 87/250\n",
-      "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 88/250\n",
-      "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 89/250\n",
-      "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 90/250\n",
-      "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 91/250\n",
-      "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
-      "Epoch 92/250\n",
-      "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 93/250\n",
-      "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 94/250\n",
-      "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
-      "Epoch 95/250\n",
-      "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 96/250\n",
-      "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 97/250\n",
-      "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 98/250\n",
-      "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 99/250\n",
-      "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 100/250\n",
-      "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 101/250\n",
-      "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 102/250\n",
-      "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
-      "Epoch 103/250\n",
-      "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 104/250\n",
-      "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 105/250\n",
-      "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 106/250\n",
-      "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 107/250\n",
-      "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
-      "Epoch 108/250\n",
-      "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
-      "Epoch 109/250\n",
-      "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
-      "Epoch 110/250\n",
-      "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 111/250\n",
-      "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 112/250\n",
-      "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
-      "Epoch 113/250\n",
-      "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 114/250\n",
-      "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 115/250\n",
-      "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 116/250\n",
-      "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 117/250\n",
-      "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
-      "Epoch 118/250\n",
-      "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 119/250\n",
-      "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 120/250\n",
-      "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
-      "Epoch 121/250\n",
-      "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 122/250\n",
-      "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 123/250\n",
-      "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
-      "Epoch 124/250\n",
-      "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 125/250\n",
-      "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
-      "Epoch 126/250\n",
-      "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 127/250\n",
-      "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 128/250\n",
-      "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
-      "Epoch 129/250\n",
-      "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 130/250\n",
-      "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
-      "Epoch 131/250\n",
-      "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 132/250\n",
-      "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
-      "Epoch 133/250\n",
-      "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
-      "Epoch 134/250\n",
-      "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
-      "Epoch 135/250\n",
-      "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 136/250\n",
-      "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 137/250\n",
-      "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
-      "Epoch 138/250\n",
-      "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 139/250\n",
-      "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 140/250\n",
-      "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 141/250\n",
-      "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
-      "Epoch 142/250\n",
-      "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 143/250\n",
-      "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
-      "Epoch 144/250\n",
-      "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 145/250\n",
-      "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 146/250\n",
-      "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
-      "Epoch 147/250\n",
-      "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 148/250\n",
-      "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
-      "Epoch 149/250\n",
-      "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 150/250\n",
-      "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 151/250\n",
-      "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
-      "Epoch 152/250\n",
-      "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 153/250\n",
-      "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 154/250\n",
-      "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 155/250\n",
-      "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
-      "Epoch 156/250\n",
-      "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
-      "Epoch 157/250\n",
-      "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 158/250\n",
-      "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 159/250\n",
-      "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
-      "Epoch 160/250\n",
-      "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
-      "Epoch 161/250\n",
-      "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
-      "Epoch 162/250\n",
-      "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
-      "Epoch 163/250\n",
-      "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
-      "Epoch 164/250\n",
-      "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 165/250\n",
-      "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 166/250\n",
-      "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 167/250\n",
-      "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 168/250\n",
-      "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 169/250\n",
-      "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 170/250\n",
-      "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 171/250\n",
-      "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 172/250\n",
-      "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 173/250\n",
-      "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 174/250\n",
-      "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 175/250\n",
-      "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 176/250\n",
-      "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 177/250\n",
-      "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
-      "Epoch 178/250\n",
-      "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
-      "Epoch 179/250\n",
-      "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
-      "Epoch 180/250\n",
-      "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 181/250\n",
-      "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
-      "Epoch 182/250\n",
-      "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
-      "Epoch 183/250\n",
-      "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 184/250\n",
-      "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
-      "Epoch 185/250\n",
-      "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 186/250\n",
-      "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 187/250\n",
-      "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 188/250\n",
-      "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
-      "Epoch 189/250\n",
-      "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
-      "Epoch 190/250\n",
-      "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 191/250\n",
-      "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
-      "Epoch 192/250\n",
-      "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 193/250\n",
-      "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 194/250\n",
-      "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
-      "Epoch 195/250\n",
-      "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 196/250\n",
-      "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 197/250\n",
-      "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 198/250\n",
-      "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
-      "Epoch 199/250\n",
-      "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 200/250\n",
-      "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 201/250\n",
-      "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 202/250\n",
-      "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 203/250\n",
-      "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 204/250\n",
-      "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 205/250\n",
-      "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 206/250\n",
-      "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
-      "Epoch 207/250\n",
-      "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 208/250\n",
-      "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 209/250\n",
-      "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 210/250\n",
-      "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 211/250\n",
-      "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 212/250\n",
-      "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
-      "Epoch 213/250\n",
-      "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 214/250\n",
-      "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 215/250\n",
-      "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
-      "Epoch 216/250\n",
-      "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
-      "Epoch 217/250\n",
-      "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 218/250\n",
-      "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
-      "Epoch 219/250\n",
-      "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 220/250\n",
-      "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 221/250\n",
-      "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 222/250\n",
-      "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 223/250\n",
-      "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
-      "Epoch 224/250\n",
-      "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
-      "Epoch 225/250\n",
-      "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
-      "Epoch 226/250\n",
-      "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
-      "Epoch 227/250\n",
-      "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 228/250\n",
-      "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
-      "Epoch 229/250\n",
-      "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 230/250\n",
-      "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 231/250\n",
-      "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
-      "Epoch 232/250\n",
-      "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
-      "Epoch 233/250\n",
-      "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 234/250\n",
-      "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 235/250\n",
-      "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
-      "Epoch 236/250\n",
-      "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
-      "Epoch 237/250\n",
-      "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 238/250\n",
-      "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 239/250\n",
-      "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 240/250\n",
-      "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 241/250\n",
-      "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 242/250\n",
-      "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 243/250\n",
-      "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
-      "Epoch 244/250\n",
-      "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 245/250\n",
-      "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 246/250\n",
-      "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
-      "Epoch 247/250\n",
-      "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 248/250\n",
-      "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 249/250\n",
-      "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 250/250\n",
-      "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# selected settings for regression (best fit from options above)\n",
-    "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
-    "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
-    "\n",
-    "# Create data objects for training using scalar normalization\n",
-    "n_inputs = len(input_labels)\n",
-    "n_outputs = len(output_labels)\n",
-    "x = input_data\n",
-    "y = output_data\n",
-    "\n",
-    "input_scaler = None\n",
-    "output_scaler = None\n",
-    "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
-    "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
-    "x = input_scaler.scale(x)\n",
-    "y = output_scaler.scale(y)\n",
-    "x = x.to_numpy()\n",
-    "y = y.to_numpy()\n",
-    "\n",
-    "# Create Keras Sequential object and build neural network\n",
-    "model = tf.keras.Sequential()\n",
-    "model.add(\n",
-    "    tf.keras.layers.Dense(\n",
-    "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
-    "    )\n",
-    ")\n",
-    "for i in range(1, n_hidden_layers):\n",
-    "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
-    "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
-    "\n",
-    "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
-    "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
-    "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
-    "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
-    ")\n",
-    "history = model.fit(\n",
-    "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
-    ")\n",
-    "\n",
-    "# Get the training and validation MSE from the history\n",
-    "train_mse = history.history[\"mse\"]\n",
-    "val_mse = history.history[\"val_mse\"]\n",
-    "\n",
-    "# Generate a plot of training MSE vs validation MSE\n",
-    "epochs = range(1, len(train_mse) + 1)\n",
-    "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
-    "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
-    "plt.title(\"Training MSE vs Validation MSE\")\n",
-    "plt.xlabel(\"Epochs\")\n",
-    "plt.ylabel(\"MSE\")\n",
-    "plt.legend()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "\n",
-    "keras_surrogate = KerasSurrogate(\n",
-    "    model,\n",
-    "    input_labels=list(input_labels),\n",
-    "    output_labels=list(output_labels),\n",
-    "    input_bounds=input_bounds,\n",
-    "    input_scaler=input_scaler,\n",
-    "    output_scaler=output_scaler,\n",
-    ")\n",
-    "keras_surrogate.save_to_folder(\n",
-    "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing Surrogates\n",
-    "\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 1s 3ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+  "cells": [
     {
-     "data": {
-      "image/png": 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K4WdNRFR3qdVqFBUVIS8vD+vXry93/LRp0+Dt7V2l1yzr729DdWYmzFBubi7WrFmD6OhouVB6y5YtaNWqFbZu3YrQ0FCEhIRg8uTJyM3NlZ+XmpqKmJgYo3PFxsYiNTUVgK7lw4EDB4zGKBQKxMTEyGMOHDiA4uJiozHt27dHixYt5DGpqano3LmzHMD0r5Ofn49jx45ZfV+FhYXIz883+qpvJk6cCEmSIEkSHB0d4e/vjwEDBuCTTz6pUKuNVatWwdPTs+YulIiI6jy1Wo1ly5bho48+simAAcDly5dr+KpK1akQNnv2bLi5ucHb2xvnz5/Hd999Jx/73//+h3PnzuHrr7/GZ599hlWrVuHAgQNGS5Y5OTlGwQgA/P39kZ+fj5s3b+LKlSsoKSmxOCYnJ0c+h5OTk1kAMB1j6Rz6Y9YsWLAASqVS/goODrbxk6k4e07JDho0CNnZ2Th79iy2b9+O/v3748knn8TQoUNrpG6OiIgaJsNSIlsVFxfXwJVYZtcQNmfOHHlWxNrXyZMn5fEzZ87EoUOHsHPnTjg4OODBBx+EfjVVq9WisLAQn332Gfr06YN77rkHK1euxO7du3Hq1Cl7vcUKeeaZZ6DRaOSvCxcu1MjrGP7LwNrXsmXLaiyIOTs7IyAgAM2aNUNERASeffZZfPfdd9i+fbt8o8Tbb7+Nzp07w83NDcHBwfjvf/+La9euAdDdXPHQQw9Bo9HIPycvvPACAODzzz9Hjx494O7ujoCAAPznP/+p1P+ERERUt6nVaptnv+zFrn3CnnrqKUycOLHMMa1atZJ/7+PjAx8fH7Rt2xYdOnRAcHAwfvvtN6hUKgQGBqJRo0Zo27atPL5Dhw4AdHcqtmvXDgEBAWZ3MV68eBEeHh5wcXGBg4MDHBwcLI4JCAgAAAQEBMhry4azYaZjTO+o1J9TP8YSZ2dnODs7l/l5VAdbtzm6k9sh3XvvvejatSs2bdqEyZMnQ6FQ4J133kFoaCj+97//4b///S9mzZqF999/H9HR0ViyZAnmz58vB+wmTZoA0P0L5uWXX0a7du1w6dIlzJgxAxMnTsT3339/x94LERHZX13Y0s+uIczX1xe+vr6Veq6+fqiwsBAA0KtXL9y+fRvp6ekICwsDAPz1118AgJYtWwIAVCqV2V/GSUlJUKlUAHT9oCIjI7Fr1y6MGDFCfp1du3Zh2rRpAIDIyEg4Ojpi165diIuLAwCcOnUK58+fl8+jUqnw6quv4tKlS/Dz85Nfx8PDA+Hh4ZV6vw1B+/btceTIEQBAYmKi/HhISAheeeUVPProo3j//ffh5OQEpVIJSZLMQu2kSZPk37dq1QrvvPMO7rrrLly7dk0OakREVD+lp6fj4sWLuH37ttXaLo3GHbm53vDyUkOpLLjDV2isTnTMT0tLw759+9C7d280bdoU6enpmDdvHsLCwuTgExMTg4iICEyaNAlLliyBVqvF1KlTMWDAAHl27NFHH8WyZcswa9YsTJo0CT/++CPWr1+Pbdu2ya81Y8YMTJgwAT169MDdd9+NJUuW4Pr163jooYcAAEqlEgkJCZgxYwa8vLzg4eGBxx9/HCqVCj179gQADBw4EOHh4XjggQewaNEi5OTk4LnnnsPUqVPvyExXXSWEkHtyJScnY8GCBTh58iTy8/Nx+/Zt3Lp1Czdu3Chzh4ADBw7ghRdewB9//IGrV6/KYf38+fMMwERE9ZD+7scLFy5g+/btZY49eLA7tmwZCiEUkCQthg3bioiIQ3foSs3ViRDm6uqKTZs24fnnn8f169cRGBiIQYMG4bnnnpNDjUKhwJYtW/D444+jb9++cHNzw+DBg/HWW2/J5wkNDcW2bdswffp0LF26FM2bN8eKFSsQGxsrj4mPj8fly5cxf/585OTkoFu3btixY4dRof3ixYuhUCgQFxeHwsJCxMbG4v3335ePOzg4YOvWrXjsscegUqng5uaGCRMm4KWXXroDn1bddeLECYSGhuLs2bMYOnQoHnvsMbz66qvw8vLCnj17kJCQgKKiIqsh7Pr164iNjUVsbCzWrFkDX19fnD9/HrGxsXViWpqIiComPT0dX3zxRbnjNBp3XLgQjM2bh0JfDi+EAps3D4WfXw6aN8+u4Su1rE6EsM6dO+PHH38sd1xQUBA2btxY5ph77rkHhw6VnXqnTZsmLz9a0rhxY7z33nt47733rI5p2bIl65Aq4Mcff8Sff/6J6dOn48CBA9BqtXjrrbfkjclNiyudnJzMthE6efIk1Go1Fi5cKN9Zun///jvzBoiI6I5Sq9U2BTDD2S9zCqxcOdloRqxRozsXjepUiwqqHwoLC5GTk4O///4bBw8exGuvvYb7778fQ4cOxYMPPojWrVujuLgY7777Lv73v//h888/x/Lly43OERISgmvXrmHXrl24cuUKbty4gRYtWsDJyUl+3ubNm/Hyyy/b6V0SEVFNUKvVOHnyZJl9N/UyMwOxebO1AKYjhAJbtgyFRuMOAHIt953AEEZ33I4dOxAYGIiQkBAMGjQIu3fvxjvvvIPvvvsODg4O6Nq1K95++228/vrr6NSpE9asWYMFCxYYnSM6OhqPPvoo4uPj4evri0WLFsHX1xerVq3C119/jfDwcCxcuBBvvvmmnd4lERFVN32LpXXr1mH37t1ljj14sDtWrpwMW6KOEAp06jSiWrrlV0Sd3baoIaipbYv0P8TludM/jLUVty0iIrI/tVqNrKwsbNq0yeoY/Z2Pjo6FWLHCWgDTxx7J6LGdOzUYMMCzWq7V1m2L6kRNGFUvb29vTJs2rcxidScnJwYwIiKyK/2djxqNBuvWrbM6TqNxR1paFFJSVNAFLy2sz4BJFh9zdPSs8vVWFENYA8WARUREtVl5qzb6Wa+srEAkJ8eY1H1VrNrKwQFo3bqSF1oFDGFERERUa6jValy+fBlnz561Osb4jkcBy7Nb5dE9z8EB+PBDoHnzyl1vVTCEERERUa1gS98vjcbdpOWELQHMUlCTsHgxMGqUfQIYwLsjiYiIqBawpe+XRuOOY8c6ltlywjIJkkkGc3CwbwADOBNGREREdqIvvM/Ly8O5c+fKHFuVJUgHB4GFCyXMmQOUlMCuS5CGGMKIiIjojrO1XRKgb7o6DKXBq2IB7MMPJSQkAGPGAGfO6Irw7R3AAIYwIiIisoPLly/bNG7vXhWSkmJQ0eJ7SdLi44+vITbWQw5czZvXjvClxxBGREREd9zVq1etHtNvuH3qVBv8+WdXVLT4XpIEFi++gYQE641SawOGMKpXfvrpJ/Tv3x9Xr16Fp6enTc8JCQlBYmIiEhMTa/TaiIgaMsP6r7y8POzcuVM+pu/55eWlRnp6a5Olx7Log5cWffr8Cn//ixg8eDAGDnRH8+ZNauidVB+GMLqjJk6ciNWrV+ORRx4x25R76tSpeP/99zFhwgSsWrXKPhdIRETVzlL9l362KyMjBAcPRhoU3NtWdN+37260bXsaxcVOmDixN9q1awsnp07w9navkfdQExjC6I4LDg7GV199hcWLF8PFxQWAbn/GtWvXokWLFna+OiIiqm6m2+QdPNjdymyXZOExS7SIjDyEUaN6ol27dnV2Fxj2CaM7LiIiAsHBwUabsG7atAktWrRA9+7d5ccKCwvxxBNPwM/PD40bN0bv3r2xb98+o3N9//33aNu2LVxcXNC/f3+LHZb37NmDPn36wMXFBcHBwXjiiSdw/fr1Gnt/RERUKj09HadPn5a/12jcK7DcaIkWw4dvhVJZUKcDGMAQRgAyM4Hdu3W/3imTJk3Cp59+Kn//ySef4KGHHjIaM2vWLGzcuBGrV6/GwYMH0bp1a8TGxiI3NxcAcOHCBYwcORLDhg3D4cOHMXnyZMyZM8foHOnp6Rg0aBDi4uJw5MgRrFu3Dnv27MG0adNq/k0SETUgarUa2dnZRl+7d+/GF198gd27dwPQtZrYteteVC6AafHSSyexf/9lLF9+F6ZNm1anAxjA5cgGb+VKYMoUQKsFFArgo4+AhISaf93x48fjmWeekZvz7d27F1999RV++uknAMD169fxwQcfYNWqVRg8eDAA4OOPP0ZSUhJWrlyJmTNn4oMPPkBYWBjeeustAEC7du3w559/4vXXX5dfZ8GCBRg3bpxcdN+mTRu888476NevHz744AM0bty45t8sEVE9Z0vPr/XrR+H48XBULIDp6sMkSYthw7biv//tVeeDlyGGsAYsM7M0gAG6Xx95BIiNrfk+Kr6+vhgyZAhWrVoFIQSGDBkCHx8f+Xh6ejqKi4vRq1cv+TFHR0fcfffdOHHiBADgxIkTiIqKMjqvSqUy+v6PP/7AkSNHsGbNGvkxIQS0Wi0yMjLQoUOHmnh7REQNimnNF1BaeA8A5883LyeAWSrG12LAgGTcf38zhIc7oUuX+hXAAIawBu306dIApldSousmfCea2U2aNEleFnzvvfdq5DWuXbuGRx55BE888YTZMd4EQERUdWq1GkePHjV6zLzwvrw7Hs2PjRq1AS+91Lle/2OZIawBa9NGtwRpGMQcHHTbOdwJgwYNQlFRESRJQmxsrNGxsLAwODk5Ye/evWjZsiUAoLi4GPv27ZOXFjt06IDNmzcbPe+3334z+j4iIgLHjx9H6zv1poiIGgi1Wo3Lly9j3bp1Ro/rthgaCuNgVVYA0/8lVFqmLklaBAdnws/vvuq63FqJIawBa95cVwP2yCP22dDUwcFBXlp0cHAwOubm5obHHnsMM2fOhJeXF1q0aIFFixbhxo0bSPinaO3RRx/FW2+9hZkzZ2Ly5Mk4cOCAWX+x2bNno2fPnpg2bRomT54MNzc3HD9+HElJSTbvWUZERMbS09PxxRdfyN/rm61mZQUiKWkAyq/7Mq71AiBvzi1JWrz0Ug4ee2xCvVt+NMUQ1sAlJOhqwOy1oamHh/UtJRYuXAitVosHHngABQUF6NGjB3744Qc0bdoUgG45cePGjZg+fTreffdd3H333XjttdcwadIk+RxdunTBzz//jLlz56JPnz4QQiAsLAzx8fE1/t6IiOoTw47369evB6ALX2lpUUhJUUE3k1XWsmNpd/u7705Dhw6n4OWVC6WyAAAQFnYGubleGDOmBwYN6lTzb6gWkIQQwt4XQZbl5+dDqVRCo9GYhZVbt24hIyMDoaGhvMOvhvGzJqKGzNqy48GD3eXZq/LpiuyDgrKMgpdejx490KJFC7i6uiIsLKwar94+yvr72xBnwoiIiMgia60nNBr3CgQwgbFjv0S7dmesjmjfvn29CF8VxRBGREREFhm2ntDXfTk6FuL8+ZY2BjAAkODkVGz16PDhwxtkAAMYwoiIiMiEvv7rypUrAEyXHvW1XbZttC1JWnh55Ro9Nnr0aHh6esLJyaneF9+XhSGMiIiIZIZLkLqGq+EmS4+Sya+WGN/9aFgDNnr06Hrd+6siGMLqON5XUfP4GRNRQ6FWq3Hq1CkAFS281xOIjNyP7t0PobjYyWIRvp+fXzVecd3GEFZH6ftqFRUVwcXFxc5XU7/payJMe5kREdUH+qVHjUYj3wGp0bibdLwvnyRpEROTjF69UuXHOnXqhMDAQHh5eUGpVDb45UdTDGF1VKNGjeDq6orLly/D0dERCkVF/qVCttJqtbh8+TJcXV3RqBH/dyGiuk+tVuPSpUu4ffs2CgoKkJSUZDbml1/6wNYAJklaxMVtQHBwptmsV3R0NAIDA6vjsusl/q1SR0mShMDAQGRkZODcuXP2vpx6TaFQoEWLFpAk2/9FSERUG1lrOaGn33T7wIEeNp1PX/PVqdMJi8ednJwqdZ0NBUNYHebk5IQ2bdpY3L2eqo+TkxNnGomoXrDWcqK42BlZWYFITo4ppwastOt9dHQqoqLSzGa/AGDkyJEICgri0mM5GMLqOIVCwS7uRERkleHy49WrVwFUtuWEQJ8+v6BVqwyLBfeGGMBswxBGRERUT1laftQV3Q+Fbq9HoPyWE1pERh5A376/Wgxe/fv3h6+vLzw9PQGAxfcVwBBGRERUj+jvdgQgN1vVy8wMxI4dg1AawMqixahRlgvuDbVp04bF95XEEEZERFRPlFV4v27dKJw4EY6KNFm1VnBviMX3lccQRkREVA+o1WpkZWWZPa7RuCM5+T4bAhgQGbkfnTodK7fmKyoqCi1btoSfnx+XHquAIYyIiKiOszYDtnevCklJA2DrHo/W6r5M3XXXXQxf1YAhjIiIqI4xrPsCjGu/9L2+Tp1qiz//7ILK7vE4cOBANGnSBI6OjlAqlfLjLLyvPgxhREREdYi1WS+Nxh1paVFISVHB1sL7Pn1+NWs5MXDgQLRt25ZB6w5gCCMiIqpDLl++bPR9ZmYgfv65L06fbgfbthoS6Nz5D8TE/Ghx6TEkJIQB7A5hCCMiIqrlrG2yvWnTv3DuXAhsDV+RkfttrvuimscQRkREVIulp6fjiy++MHpMV3AfA9uWHQFAiwEDktGrV2q1Xx9VHkMYERFRLaVWq40CmL7dRPkF93oC0dEpVvd4tIR9v+4chjAiIqJayvAOSNvbTehqvtq1+6vcbvcAMGDAAISGhgLgnY93GkMYERFRLaKv/8rLy8OxYxpkZITgxIl2+P33KNgSwAYMSKrQsmO7du0YvOyEIYyIiKiWMGw/cfBgd2zZMhRC9IS+n5d1Zd/xCOi63Ddr1gwA5N5fnPmyL4YwIiKiWuLs2dvIyAhBUVEjbN48DKXBy1oAKz986XXt2pUbbdcyDGFERES1wMqVwJQpftBqJ6D8mS+AdzzWfQxhREREdpaZCTz8sIAQ5c18ARWZ/TLEux5rH4YwIiIiO8nMBE6f1s2ClQawslR89is+Ph6+vr6s/aqFGMKIiIjuAMNNt7OyFFixwg0ffuj2T/gqv/C+Mt3ux48fj7CwsCpdN9UchjAiIqIaZnjXo+V+X2UHsIq2nQAYwOoChjAiIqIadunSJWg07vjllz44cKAHbCm6/7//2wZX15s2NVw1xOXHuoMhjIiIqBqZLjv++ectrF17AcnJiRDClr0eBQYMSMbddx+06fVGjhwJHx8fAOx4X9cwhBEREVUTy81WFQBaoLwlR93xihfeBwUFMXjVUQxhRERE1UQ/A6bRuBsEMKCsZquRkfvRvfshFBc7wcsr16alx9GjR8PT05MzX3UcQxgREVE10mjcsXPnQBuWHivXbJUF9/UHQxgREVE1efttCYsXJwIoO4B17PgnBg5MqlDBPaArumcAqz8YwoiIiKogMxPYv1+DH34owvLl/rDlzsfKBDAA8PX1rdQ1Uu3EEEZERFQB+/YBO3ZcQ2TkTaSmOuGVVzwAKFF2w1XdMUnSYtiwrRUOYCNHjmQBfj3EEEZERGSjiROB1asFgCYA3P55tOz9HiVJi5iYZAQFZdlceG+KAax+YggjIiIqQ2Ym8NNPf+Pq1SKsXh2C8kJXqcptNQQAPXr0QNOmTeHl5cXGq/UYQxgREZEVK1cCU6YIaLXNUP7+jqX0s18VvfNRr2fPngxeDQBDGBERkQm1Wo20NC0eftjnnw22AdsCmBajRm2o0FZDhh3vAXa9b0hs2T+hVhg+fDhatGiBxo0bIzAwEA888ACysrLk4y+88AIkSTL7cnNzMzrP119/jfbt26Nx48bo3Lkzvv/+e6PjQgjMnz8fgYGBcHFxQUxMDE6fPm00Jjc3F+PGjYOHhwc8PT2RkJCAa9euGY05cuQI+vTpg8aNGyM4OBiLFi2q5k+EiIiqU2YmsHs3kJSUh+HDT2LIEG+DAGYLLYYP34pOnU5UaPnRx8cHgYGB8hcDWMNRZ0JY//79sX79epw6dQobN25Eeno6Ro0aJR9/+umnkZ2dbfQVHh6Of//73/KYlJQUjB07FgkJCTh06BBGjBiBESNG4OjRo/KYRYsW4Z133sHy5cuRlpYGNzc3xMbG4tatW/KYcePG4dixY0hKSsLWrVvxyy+/YMqUKfLx/Px8DBw4EC1btsSBAwfwxhtv4IUXXsBHH31Uw58SERFVxsqVQMuWwL33AgMHKpGS0gu2/xWpRWTkPkyfvgQREYcq/NpOTk4Vfg7VD5IQQtj7Iipj8+bNGDFiBAoLC+Ho6Gh2/I8//kC3bt3wyy+/oE+fPgB0Te6uX7+OrVu3yuN69uyJbt26Yfny5RBCICgoCE899RSefvppAIBGo4G/vz9WrVqFMWPG4MSJEwgPD8e+ffvQo0cPAMCOHTvwf//3f8jMzERQUBA++OADzJ07Fzk5OfL/XHPmzMG3336LkydP2vwe8/PzoVQqodFo4OHhUenPioiIrMvMBFq2FNBqKzLrBURFpSA4OLNCS4+m2P2+frL17+86WROWm5uLNWvWIDo62mIAA4AVK1agbdu2cgADgNTUVMyYMcNoXGxsLL799lsAQEZGBnJychATEyMfVyqViIqKQmpqKsaMGYPU1FR4enrKAQwAYmJioFAokJaWhn/9619ITU1F3759jf51Exsbi9dffx1Xr15F06ZNLV5zYWEhCgsL5e/z8/Nt/1CIiKjC1Go1kpOvQattWaHnSZIW0dG/VSh8DRgwAF5eXlAqlQBY+0V1aDkSAGbPng03Nzd4e3vj/Pnz+O677yyOu3XrFtasWYOEhASjx3NycuDv72/0mL+/P3JycuTj+sfKGuPn52d0vFGjRvDy8jIaY+kchq9hyYIFC6BUKuWv4OBgq2OJiKhq1Go1li1bhr17fwCgtfl5lWm4On78eERHR6N9+/as/SKZXUPYnDlzLBbTG34ZLt/NnDkThw4dws6dO+Hg4IAHH3wQllZTv/nmGxQUFGDChAl38u1U2TPPPAONRiN/Xbhwwd6XRERUbxUVFeHgwe5YuXIydH8dlledo8WoUeuRmGhb7dfIkSMxZcoUTJs2jUuOZJFdlyOfeuopTJw4scwxrVq1kn/v4+MDHx8ftG3bFh06dEBwcDB+++03qFQqo+esWLECQ4cONZuNCggIwMWLF40eu3jxIgICAuTj+scCAwONxnTr1k0ec+nSJaNz3L59G7m5uUbnsfQ6hq9hibOzM5ydna0eJyKiisvMBE6fBtq0AZo3L3380KFG2LJlKITQz0dYrwnTz3516nTC5tdll3sqj11DmK+vb6U3I9VqdVPHhjVUgK6ua/fu3di8ebPZc1QqFXbt2oXExET5saSkJDnEhYaGIiAgALt27ZJDV35+PtLS0vDYY4/J58jLy8OBAwcQGRkJAPjxxx+h1WoRFRUlj5k7dy6Ki4vlmrWkpCS0a9fOaj0YERFVP12zVUCrBRQK4KOPgIQE4M03gZkzfWDLZtsV7fs1cOBAtG3blgGMylUn7o5MS0vDvn370Lt3bzRt2hTp6emYN28eLl68iGPHjhnNHs2bNw+ffPIJzp8/DwcHB6PzpKSkoF+/fli4cCGGDBmCr776Cq+99hoOHjyITp06AQBef/11LFy4EKtXr0ZoaCjmzZuHI0eO4Pjx42jcuDEAYPDgwbh48SKWL1+O4uJiPPTQQ+jRowfWrl0LQHdHZbt27TBw4EDMnj0bR48exaRJk7B48WKjVhbl4d2RRESVo1arcfbsbdx9t5/RXY8KhUC/fnnYvdsTlgOYFpIECKGQZ78q2nZi2rRpDGANXL26O9LV1RWbNm3C888/j+vXryMwMBCDBg3Cc889ZxTAtFotVq1ahYkTJ5oFMACIjo7G2rVr8dxzz+HZZ59FmzZt8O2338oBDABmzZqF69evY8qUKcjLy0Pv3r2xY8cOOYABwJo1azBt2jTcd999UCgUiIuLwzvvvCMfVyqV2LlzJ6ZOnYrIyEj4+Phg/vz5FQpgRERUOfqC+4yMEGi1xrXBWq2E3bstr0joQ1dY2Bnk5nrZvNl2//790aZNGwC845Eqpk7MhDVUnAkjIqq47OxsfPTRR8jMDMTKlZMNar7KosXkySvQvHl2hV8vPj4e7du3r/iFUr1Vr2bCiIiIKuLgwe7YvHkoSu96LKv2S2DAgORKBTAAct8vooqqU33CiIiIDOn3e8zMLH0sK0thEMCA8gJYnz6/oFev1EpfA7cdosriTBgREdVJlu58HDFCjYULG8G2OQYtBgxItjmARUVFoVmzZnB0dGTXe6oWDGFERFQnZGYCKSm634eGlgYwQPfrlCkCmzal4Pvvh5RxFi0iIw8gNDSjwns+3nXXXQxcVK0YwoiIqNZbuRJ4+GGg9FYy8zovrVbC998PK+MsFSu+HzlyJHx8fABwxotqBkMYERHVapmZpgEMKL/Jqikthg/fWqHiex8fH6PdU4iqG0MYERHVGoZbDAG6369efRNCuFTyjLrlx759f63Q0iPRncAQRkREtYJhob30z0SXbvarcVlPs0iStIiLq9h2Q0R3GkMYERHZXWamcaF91ZYeBWJikiu02bYlbD1BNY0hjIiI7G7p0tIAVjUVazthaPDgwQgODgbAQny6MxjCiIjIrv788yreessT5TVVLfu4FtHRqYiKSqvU8uPo0aPRoUOHCj+PqCoYwoiIyG7S09Px1lt7IMQEC0f1wcv011KSpIVKVfnwpefn51fp5xJVFkMYERHZhVqtxhdffAEvL3dIktZko21Lwcvw+6rNfOmNHj0afn5+XHoku2AIIyIiuygqKgIAKJUFGDZsK7ZsGfpPEDMNXoYkxMbuQHj48UqHrwEDBiA0NJR1X2R33MCbiIjuCEubbeuFhZ1BXNxGREWloKzaL0nSVimAAUC7du0QGBjIAEZ2x5kwIiKqcaabbS9cCISGOkGjccfRo52QlBQD3byAKOMsutYTFQlgAwcOREhIiPw9Z7+oNmEIIyKiGmXaA0yrBWbNAgBvAInQzXxZqvsyVLnWE23btmXoolqLIYyIiGrU6dNl9QCzVBWjK7zXHatcAf7IkSMRFBTEAEa1GkMYERHVGLVaDQ+P21Ao/KDV2tr5XovJk1eguNgJXl65lar/8vHxYQCjWo8hjIiIaoRarcayZcsAAEOHdje4+7EsAgMGJKN58+wqvTa3HKK6gCGMiIiqXWYm8NtvQGZmILKygnDtWhPcc8+P2L07xupzJEmLmJjKbTmkFx8fD19fX86CUZ3AEEZERBWWmamr9WrTBmje3PhY6Z2Q3gAeRmmRvUBprZehqjdeZdNVqosYwoiIqEJM20189BGQkKA7ZnonpPFdjvrf64JYVbccGj16NDw9Pdl2guoshjAiIrKZpXYTU6YARUVA795XsWiRE7RatzLOIKFv358QGnqu0kX3ADB+/HiEhYVV6rlEtQVDGBER2cxSuwmtFvjvfwFAibK63esItG17utKF92w9QfUJty0iIiKb6NpNXIRCYa2rvQJlhzCBrl3/qNKdjwxgVJ9wJoyIiMpVuXYTAKBF//67UFLSqFIzYCNHjoSPjw8AbjlE9Q9DGBFRA1fWnY56RUVF0GjckZvrjbCwMxgz5kt8+eV/UN7yY2TkAfTrl1Lpa/Px8UFgYGCln09UmzGEERE1YGXd6Who7VoXLFmS+M/sl0Dp/o6W9nnU06Jv31+rdH1sukr1GWvCiIgaKEt3Oj7yiO5x03GzZikNlh8llP71odvnsXPnw9AFMj0thg/fWum7HwHdHZBcfqT6jDNhREQNlKU7HUtKgDNnSpcl1Wo1fvtN33jVGgUiIg4jJuZHXLige2JwcGa5AaxDhw4ICAgAADRq1Aju7u5o1KgRe39Rg8EQRkTUQO3fb/6YQgG0bq2b/dq/X4NfflmNo0c7ARiAspYd9T2/lMoTNr9+hw4d0Llz58pcOlG9wBBGRNRAGBbgX716FXPmeMI0WGm1Ao8+ehPbt7tAq1UCSPxnjLUApttwuyrLjkQNFUMYEVEDYFyAL9Cz53Fotb0sjJSwbZsLSkNXWaXDAn36/FLpDbddXV0r9Tyi+oIhjIionsvMBB5+GBD/1M1rtRJSUqJheTNtoPyu9wCgxYAByRUKYAMGDIC7uzsAXQDjtkPU0DGEERHVA9Z6fWVm6tpOCLMm9xIiI/fjwIFIVORG+cpuuj148GDcfffdNo8naggYwoiI6jhrvb4MH7ckNDQDffv+il9+6YMDB3qg/BkwLRISVlRq26Hg4OAKP4eovmOfMCKiOsxar699+8oOYIBWbiMxbNj3GDAgCbrlScskSdf3q7L7PrLpKpE5zoQREdVh1np97dlTdgCLjDyAU6fawtX1JoKDL6BXr1S0bHkWK1dONtoTUpK0iIvbYFPfL2tGjx7Nnl9EFjCEERHVIaa1X23a6JYgDQOXg4NAu3ZXoFD4QKstXWKUJC06dTqCP//sigMH7jI4q26WKyLiEIYN2ypvzi1JWgwbthWdOtne+8sSPz+/Kj2fqL6ShDAv16TaIT8/H0qlEhqNBh4eHva+HCKyszfeAGbP1hXZKxTA229fw+jRBVi71gWzZytRUiJBoRAYOnQLwsLOIC0tCqmpKoP9Hsva61GL6dOXQKks+Gejbi+5AautBgwYgNDQUKPH2PmeGiJb//7mTBgRUR3w5pvArFml32u1wPTprjh37iMolQV44onS4JSe3tpgs20tjFtRWCu+VyA31+ufrvcFlVp6DA0NRWBgYIWfR9RQsTCfiKiWy8zUzYCZEkIh79WoVBYgNPQcAMjLiToK2PZHvW7roapg8T1RxXAmjIiolrNUfK+3ceMoFBXp6rkAIDfX26iw3jLTJUldTVhFZr969OgBLy8vNGnSBI0aNYKfnx+XHYkqiCGMiKiW8/G5CoXC06jIXk8IBbZsGYqwsDNQKgvg5aWG9U74OpGR+xEamoEbN1z+uTuy4nc+RkREcOmRqIoYwoiIaglLXe/T09OxadMXGDq0u8kyYyn9smRu7k1kZQWirKarkqRF376/VnnDbS49ElUdQxgRUS1gqev9iBFqfPHFFwCAiIhDCAs7gwsXmmPDhlEwnOmSJK3BY9bufoTccqKyAWzkyJHw8fHhHY9E1YQhjIjIzqx1ve/W7bbRON1diydQVGTcy0vXaKi8ux8rv+WQXlBQEMMXUTViCCMisrOUFMtd78+eLf0jWte7yxteXmp5Viw31wvnzzfH7t0x5bxCxbYc0s94GeLsF1H1YwgjIrIj/TKkKQcHICTkNo4eBQ4e7G7WxT4i4hB+/PFe/PFHV6vnliQtVKpUREWlVWgJ0sfHh0X3RHcAQxgRkZ3oliGF2V2PCoXA669rkJubi6NHw40K8vV3Q0rS7X8CWM0tPxJRzWIIIyKyk/37NdBqlWaPd+++H7/8ko2ZM4dCiA5mx4VQ4Lvv/oXyCvArG8B45yPRncEQRkR0h5i2oAgOvgXAHaY9vQ4ejMSBAzB7vJS1OyAF/u//tqJdu9M2LT/26tUL/v7+8veOjo7w9fVl7RfRHcIQRkR0B5i2oHj77Wu4995LiI4+g5SUXkZjy+54b60Rq0DXrn/g7rsPlnstI0eO5J2ORLUA944kIqphllpQTJ/uik8/TUJUVBokyfjWSN335vsUSZIWY8d+aTYe0GLs2LX417++s+l6fHx8GMCIagGGMCKiKsrMBHbv1v1qiaUWFEIokJvrBaWyAMOGbZWDlSRpEROTjI4dj5udRwgFnJyKzcYPH74V7dqdqdb3REQ1z+blyPz8fJtP6uHhUamLISKqayx1uk9IKD2+dOk1TJ/uBvMaLgFHxyIAMOr7lZUVhOTkmH+WJI1rvyRJCy+vXISGnpPHe3nlVnkLIiKyD5tDmKenJyTJ+n5kACCEgCRJKCkpqfKFERHVdtY63cfG6grv//zzKqZPV0IIS392SiguLr0LUaksQEFBE4MAphujD2KmWw7puudXLnzx7kei2sHmELZ79+6avA4iojrn9GnLne7PnNGFsIMHCyBEU4vP1c9q6R082B2bNw+FeZWIhNjYHQgPP17p0BUfHw+lUtcKg53viWoPm0NYv379avI6iIjqnDZtdEuQhkHMwQFo3RpQq9Vwc8uCJDU3u9vRdFZLo3HHli2WAphubGUCWP/+/dGmTRuGLqJarNItKvLy8rBy5UqcOHECANCxY0dMmjRJ/tcWEVF9plarcfHibUyZ4oYPP3STlxy1WoFVq7JRUvIxAGDYsEsGHe+1iI7WbSNUUNAEP/7YD02aXIOr602LbSlMw1pF+Pn5cesholpOEkKIij5p//79iI2NhYuLC+6++24AwL59+3Dz5k3s3LkTERER1X6hDVF+fj6USiU0Gg1vdiCqRdRqNSZN2msQrswL6BMTlxjNdBkW0X/zzf0mWw7pp9IMg5gWkydXftuhKVOmMIQR2Ymtf39XaiZs+vTpGD58OD7++GM0aqQ7xe3btzF58mQkJibil19+qdxVExHVAWfP3jbaz9H0zkd9+wkAyM31hpeXGqGh5wAAmZmBFvZ81M2S6RuxVnXbIYDF90R1QaVC2P79+40CGAA0atQIs2bNQo8ePart4oiIaqOMjEZldrWXJC2ysoLw2WcPQojSUBURcQgpKdGwvOWQAqNGrYeb240qtZ2Ij4/n1kNEdUSlQpiHhwfOnz+P9u3bGz1+4cIFuLu7V8uFERHVRmq1GkrlJUhSU5MgVtpKIiYm2ajVhBAKbNkyFH5+OThxItzKmbUIDs4sM3wNHDgQTZo0QaNGjeDp6Wl2nEX4RHVLpUJYfHw8EhIS8OabbyI6OhoAsHfvXsycORNjx46t1gskIqot1Go1li1bBgAYNqy7vCSpD15BQVnw8spFbq632UyZEAqcP9/Cygyarut9ebNfISEhrPMiqkcqtW3Rm2++iZEjR+LBBx9ESEgIQkJCMHHiRIwaNQqvv/56dV8jAGD48OFo0aIFGjdujMDAQDzwwAPIysoyGvPDDz+gZ8+ecHd3h6+vL+Li4nD27FmjMT/99BMiIiLg7OyM1q1bY9WqVWav9d577yEkJASNGzdGVFQUfv/9d6Pjt27dwtSpU+Ht7Y0mTZogLi4OFy9eNBpz/vx5DBkyBK6urvDz88PMmTNx+/btavksiKj6lbf1EAAUFRXJv4+IOITExCUYNWo94uI2olOnowgNPQelsgBeXmoL+zsK3LzpYnHfx8mTVyAi4lC518g6L6L6pVIhzMnJCUuXLsXVq1dx+PBhHD58GLm5uVi8eDGcnZ2r+xoB6HrerF+/HqdOncLGjRuRnp6OUaNGycczMjJw//33495778Xhw4fxww8/4MqVKxg5cqTRmCFDhqB///44fPgwEhMTMXnyZPzwww/ymHXr1mHGjBl4/vnncfDgQXTt2hWxsbG4dOmSPGb69OnYsmULvv76a/z888/Iysoyep2SkhIMGTIERUVFSElJwerVq7Fq1SrMnz+/Rj4bIqqalSuBli2Be+/V/bpype7x8oJZenprbNw4Chs2/BuLFydi584YaDS6kowWLc5Bt0SpJ2HPnj6IiUk22/exvAL8kSNHYtq0aVxqJKpnKtWiojbYvHkzRowYgcLCQjg6OmLDhg0YO3YsCgsLoVDosuWWLVtw//33y2Nmz56Nbdu24ejRo/J5xowZg7y8POzYsQMAEBUVhbvuuktectBqtQgODsbjjz+OOXPmQKPRwNfXF2vXrpVD4MmTJ9GhQwekpqaiZ8+e2L59O4YOHYqsrCz4+/sDAJYvX47Zs2fj8uXLNv9rli0qiGpeZqYueJk2XF2wAJgzx3hPyG7dLuLdd3fAy0uNgoImWLFiMsz/LSv++bL8b9wJE1b9s2Rp+76PDGBEdUuNtqi4desW3n33XezevRuXLl2C1mTfjoMHD1bmtDbLzc3FmjVrEB0dDUdHRwBAZGQkFAoFPv30U0ycOBHXrl3D559/jpiYGHlMamoqYmJijM4VGxuLxMREALqlhgMHDuCZZ56RjysUCsTExCA1NRUAcODAARQXFxudp3379mjRooUcwlJTU9G5c2c5gOlf57HHHsOxY8fQvXt3i++rsLAQhYWF8vcV2TSdiCrH2tZDs2cD+n+iarXAww8DkuQHrXYCyg5aEizf/QgAWjl4lRW+Ro4cCR8fHwAstieqzyoVwhISErBz506MGjUKd999d7kbe1eX2bNnY9myZbhx4wZ69uyJrVu3ysdCQ0Oxc+dOjB49Go888ghKSkqgUqnw/fffy2NycnKMghEA+Pv7Iz8/Hzdv3sTVq1dRUlJicczJkyflczg5OZndmeTv74+cnJwyX0d/zJoFCxbgxRdftPHTIKKqUqvV8PC4DYXCD1pt6Z9jCoUw+h7QBbLSjbjLClrWCAwYkGzTzJePjw8L8IkagEqFsK1bt+L7779Hr169qvTic+bMKbeQ/8SJE3IrjJkzZyIhIQHnzp3Diy++iAcffBBbt26FJEnIycnBww8/jAkTJmDs2LEoKCjA/PnzMWrUKCQlJd2xoFgVzzzzDGbMmCF/n5+fj+DgYDteEVH9ZXin49Chxnc63nefcYuJqtLfPdmrV2q1nI+I6odKhbBmzZpVSz+wp556ChMnTixzTKtWreTf+/j4wMfHB23btkWHDh0QHByM3377DSqVCu+99x6USiUWLVokj//iiy8QHByMtLQ09OzZEwEBAWZ3MV68eBEeHh5wcXGBg4MDHBwcLI4JCAgAAAQEBKCoqAh5eXlGs2GmY0zvqNSfUz/GEmdn5xq7sYGIjJne6RgWdsaoTsvF5ZbRno/lz34JC8cFIiP3o2/fXyvdfJWI6q9K/TPvrbfewuzZs3Hu3Lkqvbivry/at29f5pe1InZ9HZq+hurGjRtyQb6eg4OD0ViVSoVdu3YZjUlKSoJKpQKgq72IjIw0GqPVarFr1y55TGRkJBwdHY3GnDp1CufPn5fHqFQq/Pnnn0Z3VCYlJcHDwwPh4dYaNRLRnaC/4zEry/jPC6WyQG4xAQBhYWcQEXEApbVfwqC9hKX7mSR07Pgn9PtASpIWAwYkYdiw7yscwNiKgqhhqNRMWI8ePXDr1i20atUKrq6ucuG7Xm5ubrVcnF5aWhr27duH3r17o2nTpkhPT8e8efMQFhYmB58hQ4Zg8eLFeOmll+TlyGeffRYtW7aUC+EfffRRLFu2DLNmzcKkSZPw448/Yv369di2bZv8WjNmzMCECRPQo0cP3H333ViyZAmuX7+Ohx56CACgVCqRkJCAGTNmwMvLCx4eHnj88cehUqnQs2dPALqu1uHh4XjggQewaNEi5OTk4LnnnsPUqVM500VkRytXAlOm6O949MPQod0t9uc6eLA7Nm8eCuN/pyogROn+jpY27R44MAkDByZV6M5HU+PHj2chPlEDUakQNnbsWPz999947bXX4O/vX+P1Vq6urti0aROef/55XL9+HYGBgRg0aBCee+45OdTce++9WLt2LRYtWoRFixbB1dUVKpUKO3bsgIuLCwBd8f62bdswffp0LF26FM2bN8eKFSsQGxsrv1Z8fDwuX76M+fPnIycnB926dcOOHTuMCu0XL14MhUKBuLg4FBYWIjY2Fu+//7583MHBAVu3bsVjjz0GlUoFNzc3TJgwAS+99FKNfk5EZCwzU3f3Y5s2uu/1AQwAtFoJmzcPhZNTIYKDL8iBSaNxx5YtpgFMz/AxCYZbFQ0bVtrx3pbwNXr0aLMbfHgnJFHDUqk+Ya6urkhNTUXXrl1r4proH+wTRlR5xrNeAlOmXMfy5U0sjjXcYDsjIwSrV0+w+XViY3cgPPx4hWa9xo8fj7CwMJvHE1HdUqN9wtq3b4+bN29W+uKIiGpSZqb5rNeHH7qidCnRmH6D7bCwM3B0LISlIntJ0v7TN0xh9FhFAtjIkSMRFBTE2S4iAlDJwvyFCxfiqaeewk8//QS1Wo38/HyjLyIie1Gr1fjtN7VZA1YhFIiOTrWwd2Pp8bS0qH+64BsGMC2io/ciMXEJhg/farTlkOESpC18fHwYwIhIVqmZsEGDBgEA7rvvPqPHhRCQJAklJSVVvzIiogrS9/7SaNwhSYlGfb4kSYuoqDRERaXhwoXm2LhxlNnxlBQVLP3bNCoqDUplgcVWFhXBux6JyFClQtju3bur+zqIiKpM3/tLqSzAsGFbjRqwGhfOn0BRkfFxlSoVKSmWGlArkJvrZVR0X5m7HkePHs1ZMCIyUqkQ1q9fP5vG/fe//8VLL70k74FGRHSnlDdrZXq8oKCJxZkwSdLt91hVfn5+VT4HEdUvlQphtvriiy/w9NNPM4QRkV2UN2ulVBagoKAJdu4ciGPHwmHa/6sidV+Gm26bYusJIrKkRkNYJbpfEBHdERqNOzZvHob09NYwLsTX9f0aPHgb2rU7bfPSI+96JKKKqtEQRkRUG1nuiF9KCAV8fdVmAWzgwIEICQkxG8+ZLiKqDIYwImpQyu6Ir2OtDiwkJASBgYE1eHVE1JAwhBFRnaNWq+U7IbOyFMjIaITQ0NtwcrpS5vM0GnccO9bRqDWFOet1YGwxQUTViSGMiOoUfS8wQLesaNyGIg0REZafZzjWUkd8QCAs7AyGD99iFMD69+8PX19f+Pn5ccmRiKpVjYaw8ePHc89DIqpW+hkw/bKiflbLcOshw824c3O9UVTUyKQGrHTzbUCLjh2PQaVKRfPm2Wav16ZNGy5BElGNqHQIy8vLw++//45Lly5Ba7I/yIMPPggA+OCDD6p2dUREVuTmepstKwpR2li1/JkvqVKbbxMRVZdKhbAtW7Zg3LhxuHbtGjw8PCBJpX+4SZIkhzAiopri5aX+Z1Nt462HHB2LcPRouIWZL2MV3XybiKi6VSqEPfXUU5g0aRJee+01uLq6Vvc1EVEDk5kJnD4NtGkDNG9e+rhhAb5eRkYGAPOtiQBACGDFiodhKXQZq/jm20RE1a1SIezvv//GE088wQBGRJWmD1hr17pg1iwltFoJCoXAiy/m4P77r+DmzZv46qs9yM31hpeXGgDk3yuVunOEhZ2BcU/osu561JEkLRISVlis/yIiupMqFcJiY2Oxf/9+tGrVqrqvh4gaAP0djhqNO5YsSYQQupkrrVbC/Pn+yM39EunprbFlS6JBTZeALmRpER2diqioNFy4EAxbgpe+Jky/DVFFAhjbUhBRTbE5hG3evFn+/ZAhQzBz5kwcP34cnTt3hqOjo9HY4cOHV98VElG9o19itFZcf+FCc6NlRt3yon6JUYGUlF5ISYmGLlxZJ0laxMVtgKdnHoqLnSxu5A1Y3/eRnfCJqCbZHMJGjBhh9thLL71k9pgkSSgpKanSRRFR/WNY33X0aB4yMkLg6FhoVlwPaAFI5TRUBYyDWelzJQkGfcO2olOnE+Vem4+PD9tQENEdZ3MIM21DQURkK8sNVjtAkrTo0uUI/vijCwzvZNRolBbCWflGjdqA4OBM5OZ6WZ31IiKqLSr2J9w/PvvsMxQWFpo9XlRUhM8++6zKF0VEdVtmJrB7t+5XoOwGq3/80QWS0YSWhOTkGMTEJEOSdP/40/1a3j8EBTw986BUFiA09FyFAhjrvojIHioVwh566CFoNBqzxwsKCvDQQw9V+aKIqO5Rq9XIzs7GW2/loWVLgXvvBVq2FHjrrTxcuaLb09FSDRigsFgXFhSUhcTEJZgwYdU/gUw+auUKJBQXVyxMjRw5EtOmTWPdFxHZRaXujhRCGDVo1cvMzIRSf+84ETUYZd3tOHOmB/7+OwlKpeUGq4Z1XHqSpIWXVy4A4Pp1NyQlxcC48ap+Vszyc2wVFBTEAEZEdlOhENa9e3dIkgRJknDfffehUaPSp5eUlCAjIwODBg2q9oskotrt0qVLAMrfSsi0waq+eB6A2WO6FhVDrdSFKRAdvRepqSqj5+iXIAcMGICmTZvi9u3bAABHR0ezfyDyzkcisrcKhTD9HZKHDx9GbGwsmjRpIh9zcnJCSEgI4uLiqvUCiah2U6vVWL9+PQAgKysQpvs0ms5QRUQcQljYGbPiecPHAPwzo2a5YkKStIiKSkNUVJrFIvzQ0FDe7UhEtV6FQtjzzz8PAAgJCUF8fDwaN25cIxdFRHWHYdF9cnIMjNtGCMTEJJsVyetnxaw9dvRoeBl3Rhqfk3dAElFdVamasAkTJgDQ/eF76dIls/YVLVq0qPqVEVGtpO/3pdFoUFxcjKtXrwKwVnQvQanU9QTTbTdUfmDSt7CwTkJQUFbl3wARUS1RqRB2+vRpTJo0CSkpKUaP6wv22ayVqH7RB6+8vDx8/PF2s/0cHR0Dcf26K3QF88ZF9xs3jjKq24qIOGT1dUxbWFhSmQJ8IqLaqFIhbOLEiWjUqBG2bt2KwMBAi3dKElH9YN5o1dJ+jvo6MIHSIKbvfK/780EIBbZsGYqwsDNWZ8Qsz6aVMi3At4Z9v4ioLqhUCDt8+DAOHDiA9u3bV/f1EFEtY63RqvG2QaW/SpJAXNx6ABI2bPi30bmEUODYsXB07HgcgH4WrRDFxc7w8lJbbGEhSVoMHrwNrq43ERycaRTALO35yLseiaiuqFQICw8Pl5svElHDUN4slZ4QCri53YCXV66FnmACO3cOws6dsTCdRdPPcllqYWFtCZN7PhJRXVapEPb6669j1qxZeO2119C5c2c4OjoaHffw8KiWiyMi+9HXgen/wWW50ao5fc2WaU8w49YV5rNo+uXKxMQlSExcYtP+j1x2JKK6TBJCWNsDxCqFwnCpoLQejIX51Ss/Px9KpRIajYbBlu4owzowQLcUmZvrjaysQCQnx1gIVcazWYYzVxqNO44dC8fOnbY1cp4wYRVCQ8+VOy4+Pp4lEURUK9n693elZsJ2795d6QsjotpPXwcGlLaM0C8Ptm59GqdPt4VxQ1aBuLivjWq29MHNy0uNjh2PIylpoM2zaLbw9fWt+BsjIqpFKhXC+vXrh19//RUffvgh0tPTsWHDBjRr1gyff/45QkNDq/saichOTIvxhVCYBTD9425uN+QAZhrchg3bipiYZCQlDTB7rsFZLDZ2NaQvxGfxPRHVB+VX2VqwceNGxMbGwsXFBYcOHUJhYSEAQKPR4LXXXqvWCySiO0OtViM7OxvZ2dlyHZi1BqymDGewLAW3LVuGwtGxyOJzdbQYMCAJvXqllnmNQUFBCAwMZAAjonqhUjNhr7zyCpYvX44HH3wQX331lfx4r1698Morr1TbxRHRnWFaA6ZnuRjfeG9I/QwWAGRkhOD6dVeLm3ir1V4WX7tv392IjDxkNgNm2n6Cs19EVN9UKoSdOnUKffv2NXtcqVQiLy+vqtdERDVAf7ejKY1Gg0uXLpk8VlrPZdoyokuXIzhypMs/QUuLAQOS4eJyS95wW5K0MO+cD6SlqWBpc29LAQxg+wkiqv8qFcICAgJw5swZhISEGD2+Z88etGrVqjqui4iqkbWZLkss1XOZtoy4994f5e8ByAEMgEk3fcMZMwmAFpIkjM7NDbiJqKGqVAh7+OGH8eSTT+KTTz6BJEnIyspCamoqnn76acybN6+6r5GIrDCc3crLy8Pt27eNjjs6OkKpVNrcXNlaPVdi4hKjthFKZYEcnjIyQmyqG9NRIC5uvdzMlT3AiKghq1QImzNnDrRaLe677z7cuHEDffv2hbOzM55++mk8/vjj1X2NRGRBRWa3TBkuNxoGoQsXgi3Wc+XmelkNTNbrxvQd8UtJktZs6yFLxo8fz/ovIqr3KhXCJEnC3LlzMXPmTJw5cwbXrl1DeHg4mjRpUt3XR0RWmNZ3GQYrABZDFmC+3BgTk4xevVJx8GB3bN481Ox1TO98ND2vUlmA3r1/xa+/9oX5XpKltWHlLT/Gx8dDqVSyAJ+IGoxKhTA9JycnhIeHV9e1EFElGQYrw1ko0w72lpYbk5IG4NYtZ+zZ0wfmXWu06N37V+TmeuPo0U5yt3zT87q43IL5EqSEvn1/gp/fZQAoc/NtBi8iaoiqFMKIyP5Mg5Xhvoz6mq6wsDNQKgus9v369VdLAQwAFPj117749dd+MCy0Nz1vixbnYKl1Rdu2p9G8ebbF6+bdj0TU0FWqWSsR1R6Wg1UpfU0XUFq/ZU5h5XHAfInR/LzNm2eja9c/oAtiACDQtesfVgMYERFxJoyozrNcGF9KX9Olr+cyr9+CXBtWujl3+Uz3efzXv77DXXf9jgsXWiA4+DwDGBFRORjCiOo4pbLArKGqEIBhTVh6emuj4+Hhx3H8eAejMbqlRQ1u3GiM7duHWAlj+iVHy0X2zZtn2xy+2IKCiBo6hjCieiAi4hDCws4YNVAtq5nqiRMdMHnyChQXO8HLKxfp6a2NOt536HACJ050MCj01wUv/eyZZK0NmBX6Ox/1WIhPRMQQRlSrWdpqSKPRoLi4GAUFxrNQhg1U9d8DlpupCqFAcbETQkPPWbxj8vjxcOiDV+fORxAcfOGf2THLhfmm+zwaYuAiIrKMIYyoFlKr1bh06RLWr19fqedHR0cjJSUFgOWaMcN6Lmt3TOoo8Oef3fDnn11geh+PYRNX3ulIRFRxDGFEtUxVOuHrBQQEyL+3VDNmWM9VXmG/juGypI5pYT4REVUMQxhRLWO6/FgdTGvGlMoCo+73hiHNvN+XniSHNW6+TURUdQxhRHWYtT0gLTGsGTPusK9FdHQqEhJW4PjxjkhJibb4fEnSIiGhtJifAYyIqGoYwojqCNPAZboHpOE2QlevXrX6XAAmHfYVSEnphZQU1T/fG3e918+ADRu21Wr7CbabICKqOIYwolpOo3FHWlrUPyFJYbGxqundirt375afbxrWVKpUK/Vflh6TEBu7A+Hhx7nvIxFRNWMII6rFjJcNdXSbbsegrLsV9Sy1n0hJUdlQiK+jb+xquvTIuyGJiKqOIYyoBlnq82WorFkk8425DSnKbDuhZ7n9hAIREftw4EAkyto+lsX3REQ1iyGMqIbY2mpi2rRpFoNYWRtzmy5JWgtM1tpP6AKY5bb3kqRFXNwGBAdnWg1grAEjIqo6hjCiGmJrqwnTcfqAY71/V2kRfqdOR5Gb64URIzrhjz8OmZ3btEdYKevhbtiwrejU6YTZMX0dGGvAiIiqR/lFIUR0R3l7e2P8+PFygJIkLQBdQIqO3ovp05fId0EqlQUIDT2HsDBns/NoNO7IyAhBWNgZxMVttOGVdS0o9Oc2FRQUhMDAQAYwIqJqwpkwIju7cuWK0fdOTk5wdXUFYLnJqi1M74iMiUm2MKumhSTBaDnTtAUFZ7+IiGoOQxiRjapSZF+WTZs2mT02evRo+femG3NbYtgXzNIdkcnJMejd+1fs2dPHKHSVF/CCgoIYvoiIaghDGJENqlpkD1Ssu/3t27crdH2GfcHS0qLM6siEUODXX/tgwIBkBAVlwcsrF//+twpNmoSanatRo0bw9PTk7BcRUQ1jCCOyQWWL7PXK6m5fEeUFOY3G3aDzvSndjFhi4hIolQUICQlhry8iIjtiCCMqg34J0rRuqyIsLQ8adre39RxpaVFITVWVGeRyc71R1v02lhq6EhGRfdSZuyOHDx+OFi1aoHHjxggMDMQDDzyArKwsozHr169Ht27d4OrqipYtW+KNN94wO89PP/2EiIgIODs7o3Xr1li1apXZmPfeew8hISFo3LgxoqKi8Pvvvxsdv3XrFqZOnQpvb280adIEcXFxuHjxotGY8+fPY8iQIXB1dYWfnx9mzpxZ4SUmsi/9EuRHH31ksW7LkitXriA7OxvZ2dnQaDQALPf70ochWxw82B2LFyciJaWXWZDTaNwBlN4J6ehYKN9NaYmlhq5ERGQfdWYmrH///nj22WcRGBiIv//+G08//TRGjRqFlJQUAMD27dsxbtw4vPvuuxg4cCBOnDiBhx9+GC4uLpg2bRoAICMjA0OGDMGjjz6KNWvWYNeuXZg8eTICAwMRGxsLAFi3bh1mzJiB5cuXIyoqCkuWLEFsbCxOnToFPz8/AMD06dOxbds2fP3111AqlZg2bRpGjhyJvXv3AgBKSkowZMgQBAQEICUlBdnZ2XjwwQfh6OiI1157zQ6fHlXGpUuXKvwcS2HNUr8vW8OQfhbN0r+X9EEuPb210VJnly5HcORIF/l7IQB9h312wCciqj0kIXR/RNc1mzdvxogRI1BYWAhHR0f85z//QXFxMb7++mt5zLvvvotFixbh/PnzkCQJs2fPxrZt23D06FF5zJgxY5CXl4cdO3YAAKKionDXXXfJRdharRbBwcF4/PHHMWfOHGg0Gvj6+mLt2rUYNWoUAODkyZPo0KEDUlNT0bNnT2zfvh1Dhw5FVlYW/P39AQDLly/H7NmzcfnyZZu7jefn50OpVEKj0cDDw6NaPjeyja2F+LY6eLA7tm0bhpISyWgp0VqNV3x8PNatW4eMjBCsXj3B4jklSdfXa+XKyWYBLyFhBYqLneSgZ+kOyClTprAmjIioBtj693edWY40lJubizVr1iA6OhqOjo4AgMLCQjRu3NhonIuLCzIzM3Hu3DkAQGpqKmJiYozGxMbGIjU1FYCuqPrAgQNGYxQKBWJiYuQxBw4cQHFxsdGY9u3bo0WLFvKY1NRUdO7cWQ5g+tfJz8/HsWPHqutjoBpUXiG+fvlPvxxYnoiIQ0hLu4QNG9RITNQ1Wz14sDuWLEnE6tUTsGRJIg4e7C6PLy4uxujRozF0aDuLy4v6IHf8eEeLS53FxU4IDT0nt7fQ/94Qtx4iIrKvOrMcCQCzZ8/GsmXLcOPGDfTs2RNbt26Vj8XGxmL69OmYOHEi+vfvjzNnzuCtt94CAGRnZyMkJAQ5OTlGwQgA/P39kZ+fj5s3b+Lq1asoKSmxOObkyZMAgJycHDg5OcHT09NsTE5OjjzG0jn0x6wpLCxEYWGh/H1+fr4tHwvdYZW909HVNRfdujnh6NGCcov1DZc1hw27ZDBWi+joVISHH0NWVpDFOyENlzr1zVZNsf0EEZH92XUmbM6cOZAkqcwvffgBgJkzZ+LQoUPYuXMnHBwc8OCDD0K/mvrwww9j2rRpGDp0KJycnNCzZ0+MGTMGgG42qy5YsGABlEql/BUcHGzvS6q31Gq1XEBv6SsvL8/i86yFJ1tmxNavX4/i4mIAFSvWj4g4hMTEJZgwYRUmT14BAFixYjK+/95yrZhKlSrPeum3GjL9YgAjIrI/u86EPfXUU5g4cWKZY1q1aiX/3sfHBz4+Pmjbti06dOiA4OBg/Pbbb1CpVJAkCa+//jpee+015OTkwNfXF7t27TI6R0BAgNldjBcvXoSHhwdcXFzg4OAABwcHi2MCAgLkcxQVFSEvL89oNsx0jOkdlfpz6sdY8swzz2DGjBny9/n5+QxiNaCy9V4ajTuOHbO8/Gdr2wd9sX9Fi/WVygKkp7fG5s2Wg1cpLaKi0gDo6soYtoiIai+7hjBfX1/4+vpW6rlara5OxnD5DgAcHBzQrFkzAMCXX34JlUolv4ZKpcL3339vND4pKQkqlW5Jx8nJCZGRkdi1axdGjBghv86uXbvkOywjIyPh6OiIXbt2IS4uDgBw6tQpnD9/Xj6PSqXCq6++ikuXLsl3VCYlJcHDwwPh4eFW35OzszOcnc03YqbqZWvjVUOGS5CAACDJxxQKYXPbB31ne/3m3KbLmtaCXFl3SZbSYvjw0nMolUqbromIiOyjTtSEpaWlYd++fejduzeaNm2K9PR0zJs3D2FhYXLwuXLlCjZs2IB77rkHt27dwqeffoqvv/4aP//8s3yeRx99FMuWLcOsWbMwadIk/Pjjj1i/fj22bdsmj5kxYwYmTJiAHj164O6778aSJUtw/fp1PPTQQwB0f7ElJCRgxowZ8PLygoeHBx5//HGoVCr07NkTADBw4ECEh4fjgQcewKJFi5CTk4PnnnsOU6dOZci6wyzt91jRxqumS5C6AKYLYpKkxYsv5qCkpMBovC3bE9myObf+XNevu5rNwBnS3xFpuAE3C++JiGq3OhHCXF1dsWnTJjz//PO4fv06AgMDMWjQIDz33HNGoWb16tV4+umnIYSASqXCTz/9hLvvvls+Hhoaim3btmH69OlYunQpmjdvjhUrVsg9wgDdEs7ly5cxf/585OTkoFu3btixY4dRof3ixYuhUCgQFxeHwsJCxMbG4v3335ePOzg4YOvWrXjsscegUqng5uaGCRMm4KWXXqrhT4oMVVebCUv1W4CE2NgdmDOnNTp3bgr9y1S0aL+szblNzwVoYWkmTP86+gAWHx8PX19fLkUSEdVydbZPWEPAPmFVk52djY8++qjK59m7V4WkpAEwXIKUJC0SE5dg7twJ8Pb2xsmTJ/HRR99jyZJEszov/V6NllibNcvMDLTY/0vfeBXQIjLyAEJDMxAcnCk/Nz4+Hu3bt6/yeyYiosqz9e/vOjETRmQvERHD8dJL3WAYwACBxMQcTJnyf/IjSqWyzDseLYUwa7NmBw92t1iAL4QCo0ath5vbDavLl5WtsSQiojuPIYyoDBs3HoFW293kUQm5uTuxbp2uCbD+po2K3PFordWFm1uB1TsgJUkrz3rFx8ebFd6z9xcRUd3CEEZUBluCVVFREZycnMzueAQAIYD09NZmdWEXLgRbnDX78sv/wHjWrfQ1hw3bioceGoCgoCCGLSKieoAhjOocS3c8GqrojFBZdzPa2krC29sb06ZNw9mzt7Fli2GIMu6ED8BgudGUceuLUqV3PgYF9WIAIyKqJxjCqE6x9Y5H/RJheWy5m7G8VhKGLS8uXHCFEMZByrAuzHq/L8t3PgJAdHQqmjfPxujRoxnAiIjqEYYwqlNsbbR6+fJleYsga8rbv9FQWa0kDPd51GjcoVBMh1ZrfCelfvnScrsLwPIMmO65+g74pvuVEhFR3VY3NlUkqqB169YZhSNLKrJ/o62UygLMmpX+T18vXYiKiUlGbq43NBp3ucbMmBbWliHL6qJPRER1G2fCqMGq6P6NtmrceA0SE92Rm+uFrKwgJCfHyMudMTHJUKlSkZKiAlD6mH6M4XWYdsAnIqL6hSGM6gy1Wl3hLYcMmRbgm9/NqAtEFW2saon++GefPWi03Klv+ipJWqhUexEVlQalsgAuLrfMatMYwIiI6jeGMKoTqroFkaUC/Ndfb4spU5To0qUAr77qASEUSE6OgYvLLbPi/IpuRwRY3+4I0AWy1FSVXO9lyz6S3AuSiKh+YQijOuHSpUuVfq61Avz58y+jSRN/vPYaoN+8S3/Mzy8HxcXO8PJSA4DNBfyGLC13GjLtpm+t+J97QRIR1U8MYVTrqdVqrF+/vtLPt1aAf/ZsI+TnA1qTOnkhFFixYjL0NVsqVWqFtiPSS09vjbJ2ZpUkLf71r85o2zbK6p2P7IJPRFR/MYRRrWdrWwprrBXgh4Tchr8/oFCYBjEB/Y3D+mVD0z5ekqSFo2MRMjJCLNaIWe8HVvr8YcO2ondvNl8lImqo2KKC6j19Ab5h24hhw7YiKEiL5s2Bjz4CHByEfMy0XYQQCkRHpxo9v0uXI1i5cjJWr56AJUsScfCgbn9JjcYdGRkhOHWqrdVlSECLL75IxyefMIARETVknAmjBsFS4btG0xZOTk5ISPBGt26X8O672+HoWISVKyebzZpFRaUhKioNXbvGwdGxCOPHdzGrEbt5s7FBqwnL65D6ANi//10MYEREDRxDGNVptrSNMBwTGnpOfnzdunUAdFscBQVp5WNl7RU5cKAT9u5tYrFGLCkpBqWTy6bNV7WIjk6VW1I4OfWq8nsnIqK6jSGM6ixb2kbYMsa05qy8dhGhobct3PVYWkdmyahRG9Cp0wmMHDkSQUFBnAUjIiLWhFHdZK3tRGZmIDIyQqDRuFsdo9G42/gq5lsJ5eXlIShIa1Rjpgtglvd+BHRLkMHBmQAAHx8fBjAiIgLAmTCqo6y1ndDXc1W0tYRhI9SyZs/Wr1+P+Ph4REQcgp9fjtzKwhrT5UwiIiI9hjCq9Sx1irfcCFUYzXqlpKhs3hvS29sb8fHx+Oij78ttzKpvHFtc7IyyWlDExW1AcHCmUQBj13siItJjCKNaz9vbG9OmTTOq3dq79xzS0lKRmqqS9300D0QKqFR75THlzUoplUqrM2yGs2e7d+8GYL0jvv51OnU6AUDX8V6pVLLxKhERGWEIozrBMLysXAlMmRIArVaC7q7DvQgPP1Zma4my9mQ0ZK2xq+HsmeHdlsZ3Ugo8+OAVjBt3Bc2bt4Gn510MXkREZBVDGNUpmZnAlCn4J4ABgK6jfXj4MahUqVZnvWytydI3drXWosJSvVhi4hLk5nrh8ccHIzLSH4BvDbxzIiKqbxjCqMao1eoytxyqzCzR0qVl7/WonxnT9+MyZK2nWEZGBq5cuYKbN28CKG1RceFCcwASgoMvyM+3VC+WmLgEoaHnEBRkcmFERERlYAijGqFWq7Fs2bJyx02bNs3mIJaZCbz1lqUjhj26dDNjUVFpAIDRo0fD09MT7713E0uWhFi84zEpKcnsjOnprc1mvJo2vVqpjbyJiIgsYZ8wqhG2brpdkc25T58GhMXdgMz3eszN9QIAeHp6oqQkEAsWhNrcL8zajJejY6FBb7B/XtnK3ZZERETlYQijOqNNG0Bh9hOrLTcYnT5tWEOmYxjUTFm7Q7K42MniRuCcBSMiosrgciRVK30d2JUrV6r93M2bAx99BDzyCFBSUhqCAGDz5qHQ14QZBiMnJ6d/wpswCmJlzWCVdYdkaOi5Mrc0IiIishVDGFUbW+vAqiIhAYiNBc6cAby9NfDxuQtr17pg61YJWi2gUEjo27cv/vMf4/YQ8+f/jRdfDCqzX5i11hMKhcDQocZ3WloKX2zESkREFcEQRtWmIvVdVdG8ue4LaIrMTGDWrNI7JrVaCbNne2LgQAEfn1vIzs4GAPTv/z9oNOvlGayCgiZISekJb+8rcHK6jaysQCQnx1htPRES0gtFRXdZvSb2AyMioopiCCO7srRsqZ9RsqW9ha7ey/hYSQnw1lvfITT0nNHjSqVuFuubb+7HH390ha6gX5j8arn1BAMWERFVN4YwsqtNmzZV+rnTpk1DmzbeUCiMg5iDg7Ba75WZGWgQwGDhVx22niAioprGuyOpzioqKpKL9R0cdI85OACvv66xGp7On28J08BlCVtPEBFRTWMIoypTq9XIzs6ukTsibZGQAJw9C+zerfv1//4v2+rYFi3OQbf0aInucdPCfRbcExFRTeByJFXJnbgj0hb6Yv309HSsX7/e6JjhXY/u7tcQFnYG6emtYTgjJklaxMQkIygoC15euXj44cHcgJuIiGoUQxhVyZ26I9KSK1euGIUktVqNL774wmiM4YbbgBa64KUvxC8lBNCp01EolQWIj49H+/bt78h7ICKihovLkXRHaDTuyMgIsbpVUGVs2rQJy5Ytg1qtBmAeCE23H9L9uFsuxAdKO+grlcpqu0YiIiJrOBNGNc5wNsp082xbGC4nWiq4LyoqglqtNqtJ++WXPmbbD1nDQnwiIrrTGMKoRlnbDDss7IxN7R9sCXB5eXlmdWB796pw4ECPcs6u6w3GPSCJiMgeGMKoRlnbDFvfg6usWS5LAW7z5qHw88tB8+ald0Devn3b6HmZmYFIShoAy60oSoOXYSE+AxgREd1pDGFUYzQad1y/7gpdQbz5Ztims1y6UJQtBzJLAQ5QYOXKyVaXNA8e7P7PZt6WApgWkyevQHGxU5nBiy0piIjoTmAIoxphfFeigD6I6Zf+AJjNculnr/RjwsLOQJK0FmfSLC1p6mfOLN9vIjBgQLI8gzZy5Ej4+PiYjWJLCiIiulMYwqhKLM0amd+VKEGSBOLi1iM4OBMAcOxYRwuzXOZ7Nw4btvWfmS3rS5p6lmfOAECgT59f0KtXqvxIUFAQwxYREdkVQxhVibe3N6ZNm2bUHmLvXicsXmwemtzcbiA9vbXJDJnlLYSEUOD48XCEhx/H5MkrsHLlZKOAZXg3Y0GBLohlZQVaOaeEVq0y5O/Gjx/PAEZERHbHPmFUZd7e3ggMDERgYCBKSgKh1XpDMslBkqSFo2OR2QxZadNU062EBH74YRCWLEnEpUsBGDZsKyRJK5/L8G7GpKQkaDTuSE6OgaVQZxjY4uPjERYWVi3vm4iIqCo4E0bVZuVKYMoUQKsFJEn3JYRuU+233rqBZs3isGKF+RJkbOwOaLUKJCfHmAQ046XJxMQlaNnyPoSHOyEgIBRAKAoKCpCUlGR1KdI0sLERKxER1RYMYVQtMjNLAxhQGr6+/BJQqYDmzZsgM7MJFIrSMQDg4CAQHn4cAJCUFGPx3Pr6r9DQc8jL+xYpKeZjvLzUFor4tUhIWGHUzoKIiKi24HIkVYvTp43DFQCUlAC+vrqNtQHdrx99pAtngO7X11/XyO0orP04Gi4nWtv+SKksMFuyHD58KwMYERHVWpwJo2rRpg0szHIBrVsbj0tIAGJjgTNndMccHG7io4+szWQBQOlyYnnd8yMiDiEs7Axyc73YgJWIiGo9zoRRtbA0y/Xhh6WzYKZj77nH+JjpTJa+UF9f4G9t+yNLM2KhoefYiJWIiGo9zoRRtTGd5bIUwEwZhqKIiEPw88sxakehD1txcRvL3P6oPCNHjmRvMCIiqlUYwqhaNW9uW/jS0/cZy8rKwqZNm1Bc7GwxbAHCbLnSsFasPD4+PgxgRERUq3A5kmpcZiawe7fuV0NqtRrZ2dkoKipCTk4jZGSEwNGx0GBJUkf3vYSYmGSrvcLKw2VIIiKqbTgTRtUuM1N3t2SbNsAPP5S2rlAodHVjCQm6ALZs2TIAhvtMdoAkadGlyxEcOdJFLsAXAtiw4d8Gm3xnmRXeW9sLEuB+kEREVDsxhFG1Mm7YqiuuF0JXXa/VAo88ItCt2yW4uV0FYLng/siRLkhIWIG8PE9s2DAK+glbIXQNXRMTl5jNgLHei4iI6hqGMKo25g1bzbcQKimR8O672xEaeg6A5U23hVCguNgJbm43YWnj7k6dRkClKoSnpycAznQREVHdxJowspm12i5At7z4229qs4atpkyL6fX9wSyNsXbs6NFvsX79ejg5OSEwMJABjIiI6iSGMLLJypVAy5bAvffqfl25svSYvr4rJWW1WWgypVKlGi0lpqe3hjDau1sLlSoVgOUu+IbF+EVFRdXy3oiIiOyBy5FULtNlRl1tl64nWPPmpWFIH5pKa7wE9Btx//NMREWlyd/p68GM/y0gISWlF1JTVXJHfHbBJyKi+oghjMplbV/IM2d0v//tNydoNO5QKguMQlNWVhCSk2OMthnShyiNxh3HjnW0sE2RLrTpm7SGhZ2BUlnA8EVERPUOQxiVy9q+kPv3A/fdB2i13pCkRHnmSh+aQkPPoVOno0azWBqNO9LSopCSooJuBsx0tqxURTriExER1TUMYVQu/b6QjzyimwFzcAAWLABmzza8E9J45krPcBbLcAPuUhJKg5hxIKtIR3wiIqK6hoX5DVRZdzpaGpOQAJw9C6xfD6xdCzRpYr5EqZ+5ssS0H5gxXQDr0+eXSnfEJyIiqms4E9YAGTZUNexiX94YwLhA35ThzJVG447cXG94eamhVBZY7Adm8my0apWBHj0OsAifiIgaBIawBqa8Ox2tjZkyRfzze8v1W4YzV4bLjvrHw8LOmG3Abfp8ffDifpBERNQQMIQ1MGXd6agPYZbGWAtfeoMHb0PTpleRmRlotg3Rli1DkZi4xKR9hSGBmJjkMsOX6d6Q7JJPRER1XZ2rCSssLES3bt0gSRIOHz5sdOzIkSPo06cPGjdujODgYCxatMjs+V9//TXat2+Pxo0bo3Pnzvj++++NjgshMH/+fAQGBsLFxQUxMTE4ffq00Zjc3FyMGzcOHh4e8PT0REJCAq5du1bha7EH/Z2OhhwcgNatyx4DaK02YpUkgR07hmL16glYufJhi9sQ5eZ6ISLiEBITlyA6ei8A/bm0GDAgCb16pZZ53T4+PggMDJS/GMCIiKiuq3MhbNasWQgKCjJ7PD8/HwMHDkTLli1x4MABvPHGG3jhhRfwkb6YCUBKSgrGjh2LhIQEHDp0CCNGjMCIESNw9OhRecyiRYvwzjvvYPny5UhLS4ObmxtiY2Nx69Ytecy4ceNw7NgxJCUlYevWrfjll18wZcqUCl2LvejvdHRw0H3v4AB8+GHpLJjxGN0SpCRpMWBA8j+d7PXhSd/mXgshSmfKLO0XaVgrplQWYODAZEyfvgQTJqzC9OlLyg1gRERE9ZEkhPGmMbXZ9u3bMWPGDGzcuBEdO3bEoUOH0K1bNwDABx98gLlz5yInJ0euFZozZw6+/fZbnDx5EgAQHx+P69evY+vWrfI5e/bsiW7dumH58uUQQiAoKAhPPfUUnn76aQCARqOBv78/Vq1ahTFjxuDEiRMIDw/Hvn370KNHDwDAjh078H//93/IzMxEUFCQTddii/z8fCiVSmg0Gnh4eFT58zOUmalbgmzd2jiAGTpw4CLefXe7WdNVlSoV4eHHUFzshOvX3bBhw7+tvo5CITB06BZERByq0vVOmTIFgYGBVToHERHRnWDr3991Zibs4sWLePjhh/H555/D1dXV7Hhqair69u1rVKwdGxuLU6dO4erVq/KYmJgYo+fFxsYiNVU3E5ORkYGcnByjMUqlElFRUfKY1NRUeHp6ygEMAGJiYqBQKJCWlmbztdhb8+bAPfdYD2AAEBSkm8HSBzBAt7SYmqqCu/s1hIaeQ3DwhTL3ixw58usqBzCARfhERFT/1InCfCEEJk6ciEcffRQ9evTA2bNnzcbk5OQgNDTU6DF/f3/5WNOmTZGTkyM/ZjgmJydHHmf4PGtj/Pz8jI43atQIXl5eRmPKuxZLCgsLUVhYKH+fn59vcdydZKm1hGEne/P9IktJkhbBwWU0IrOCRfhERNQQ2HUmbM6cOZAkqcyvkydP4t1330VBQQGeeeYZe15ujVuwYAGUSqX8FRwcXKOvZ0vDVi8vtdlMl2kne0sF91VpthoUFMQifCIiqvfsOhP21FNPYeLEiWWOadWqFX788UekpqbC2dnZ6FiPHj0wbtw4rF69GgEBAbh48aLRcf33AQEB8q+Wxhge1z9mWH908eJFufYsICAAly5dMjrH7du3kZubW+7rGL6GJc888wxmzJghf5+fn19jQcyWhq2ArpA+JibZ6kbchuMGDkxGVFRalZqtjh8/nqGLiIgaBLuGMF9fX/j6+pY77p133sErr7wif5+VlYXY2FisW7cOUVFRAACVSoW5c+eiuLgYjo6OAICkpCS0a9dOXv5TqVTYtWsXEhMT5XMlJSVBpVIBAEJDQxEQEIBdu3bJoSs/Px9paWl47LHH5HPk5eXhwIEDiIyMBAD8+OOP0Gq1FboWS5ydnc2CZk2wpWEroFsGPHiwu0FNmBYxMckWa7wMO+SHhp6z+tr9+/c3+wwcHR2hVCq57EhERA1KnagJa9GihdH3TZo0AQCEhYWh+T+p4T//+Q9efPFFJCQkYPbs2Th69CiWLl2KxYsXy8978skn0a9fP7z11lsYMmQIvvrqK+zfv19uHSFJEhITE/HKK6+gTZs2CA0Nxbx58xAUFIQRI0YAADp06IBBgwbh4YcfxvLly1FcXIxp06ZhzJgxcusMW67Fnmxp2AoAN296Y+vWYQZtJxRITo5Bp05HjWa5LHXIt1aM36ZNG97lSEREhDoSwmyhVCqxc+dOTJ06FZGRkfDx8cH8+fON+ndFR0dj7dq1eO655/Dss8+iTZs2+Pbbb9GpUyd5zKxZs3D9+nVMmTIFeXl56N27N3bs2IHGjRvLY9asWYNp06bhvvvug0KhQFxcHN55550KXYs9tWkDSBJg2JxEoTBu2Arow5px3y/DonyNxh0XLgRj8+ah0JcX6jvkh4Wd4d6PREREZahTfcIamprqE5aZCbRoYRzCJAk4f954JiwzE2jZUhgFMUnSIjFxCdLTW1vZgkhnwoRVFpcl2e+LiIjqu3rXJ4yqz+nTxgEM0H1/5gygVquRnZ2N7OxsODhkY/78v+W7I/VLjQDKDGCmd08aYr8vIiIinXqzHEm20+8NaVgX5uAAFBfn4dFHfwQABAdfkJcTExPdje54zMgIKTOAWbp7cuTIkQgKCmLhPRER0T8Ywhog/d6QjzyiK8h3cADGjwdiY5UQQr8FkcDw4brthvRNWfX0vcMMg5gkaREXtwHBwZkWa8F8fHwYwIiIiAxwObIByswEWrUCUlN1zVpTU4HPPjPdfFvCli1DodG4mz1f3yXfdJmyU6cTVovxuQxJRERkjDNhDYylJq2tWpnXiAG6Ox0vXGgOpfKE2bGIiEMICztTbmPWgQMHom3btpwFIyIiMsGZsAbEWpPWJk10d0dasmHDKBw82N3iMaWyAKGh58psRRESEsIARkREZAFDWANirUnr9evAxx8DkmSpW4nC6rIkERERVR5DWAOivyvSkIMD4OamW5LcuvUK+vbdbfY8fYNWIiIiqj4MYQ2Ii4saixblwcFBN+Pl4CAwcuQN9OwpcO+9wLBhPnB2LpYL7vXK6vtFRERElcPC/AZCrVZj2bJlAIAnntD1/XJ0LMLKlZPluyK1WgnJyTGIiUmWN+221veLiIiIqoYhrIEoKiqSf6/v+2Wp6aoQCowZ0xqdOi0p985HIiIiqjyGsAYsKysQgABQemukg4NA165uuHChoFrCF/uDERERWcYQ1kBpNO5ITo6BYQADBJ54IhtOTuoqnTs+Ph5KpRJOTk5sT0FERGQFQ1gDlZvrbWH/Rwm5uTuxadM5m84xcuRI+Pj4GD3G4EVERGQbhrAGytr+jxW5C5IbchMREVUeQ1gDpd//ccuWoRW6C1I/+8UZLyIioqphCGvAbN3/0ZCPjw8CAwPvwNURERHVbwxhDYS1uxT17SqIiIjozmLH/AbC29sbAwcOtPdlEBER0T8YwhoItVqN4uJie18GERER/YPLkQ2A4ZZFREREVDtwJqwBMNyyqKrYAZ+IiKh6cCaMbBIfHw9fX1+2pSAiIqomDGFkVf/+/eHr6ws/Pz+GLyIiomrGEEZWtWnThj3BiIiIaghrwsgq1n8RERHVHIYwsig+Pp5LkERERDWIIYws8vX1tfclEBER1WusCWsAbF1WHD16NDw9Pbk5NxER0R3AENYAeHt7Y9q0aWX2C2PwIiIiurMYwhoIBiwiIqLahTVhRERERHbAEEZERERkBwxhRERERHbAEEZERERkBwxhRERERHbAEEZERERkBwxhRERERHbAEEZERERkBwxhRERERHbAjvm1mBACAJCfn2/nKyEiIiJb6f/e1v89bg1DWC1WUFAAAAgODrbzlRAREVFFFRQUQKlUWj0uifJiGtmNVqtFVlYW3N3dIUlSpc+Tn5+P4OBgXLhwAR4eHtV4hXUHPwMdfg78DAB+BgA/Az1+DjXzGQghUFBQgKCgICgU1iu/OBNWiykUCjRv3rzazufh4dFg/yfT42egw8+BnwHAzwDgZ6DHz6H6P4OyZsD0WJhPREREZAcMYURERER2wBDWADg7O+P555+Hs7OzvS/FbvgZ6PBz4GcA8DMA+Bno8XOw72fAwnwiIiIiO+BMGBEREZEdMIQRERER2QFDGBEREZEdMIQRERER2QFDWB31wQcfoEuXLnJzOZVKhe3bt8vHb926halTp8Lb2xtNmjRBXFwcLl68aHSO8+fPY8iQIXB1dYWfnx9mzpyJ27dv3+m3Um0WLlwISZKQmJgoP9YQPocXXngBkiQZfbVv314+3hA+AwD4+++/MX78eHh7e8PFxQWdO3fG/v375eNCCMyfPx+BgYFwcXFBTEwMTp8+bXSO3NxcjBs3Dh4eHvD09ERCQgKuXbt2p99KpYSEhJj9HEiShKlTpwJoGD8HJSUlmDdvHkJDQ+Hi4oKwsDC8/PLLRvv31fefA0C3VU5iYiJatmwJFxcXREdHY9++ffLx+vgZ/PLLLxg2bBiCgoIgSRK+/fZbo+PV9Z6PHDmCPn36oHHjxggODsaiRYuqduGC6qTNmzeLbdu2ib/++kucOnVKPPvss8LR0VEcPXpUCCHEo48+KoKDg8WuXbvE/v37Rc+ePUV0dLT8/Nu3b4tOnTqJmJgYcejQIfH9998LHx8f8cwzz9jrLVXJ77//LkJCQkSXLl3Ek08+KT/eED6H559/XnTs2FFkZ2fLX5cvX5aPN4TPIDc3V7Rs2VJMnDhRpKWlif/973/ihx9+EGfOnJHHLFy4UCiVSvHtt9+KP/74QwwfPlyEhoaKmzdvymMGDRokunbtKn777Tfx66+/itatW4uxY8fa4y1V2KVLl4x+BpKSkgQAsXv3biFEw/g5ePXVV4W3t7fYunWryMjIEF9//bVo0qSJWLp0qTymvv8cCCHE6NGjRXh4uPj555/F6dOnxfPPPy88PDxEZmamEKJ+fgbff/+9mDt3rti0aZMAIL755huj49XxnjUajfD39xfjxo0TR48eFV9++aVwcXERH374YaWvmyGsHmnatKlYsWKFyMvLE46OjuLrr7+Wj504cUIAEKmpqUII3Q+sQqEQOTk58pgPPvhAeHh4iMLCwjt+7VVRUFAg2rRpI5KSkkS/fv3kENZQPofnn39edO3a1eKxhvIZzJ49W/Tu3dvqca1WKwICAsQbb7whP5aXlyecnZ3Fl19+KYQQ4vjx4wKA2Ldvnzxm+/btQpIk8ffff9fcxdeQJ598UoSFhQmtVttgfg6GDBkiJk2aZPTYyJEjxbhx44QQDePn4MaNG8LBwUFs3brV6PGIiAgxd+7cBvEZmIaw6nrP77//vmjatKnR/w+zZ88W7dq1q/S1cjmyHigpKcFXX32F69evQ6VS4cCBAyguLkZMTIw8pn379mjRogVSU1MBAKmpqejcuTP8/f3lMbGxscjPz8exY8fu+HuoiqlTp2LIkCFG7xdAg/ocTp8+jaCgILRq1Qrjxo3D+fPnATScz2Dz5s3o0aMH/v3vf8PPzw/du3fHxx9/LB/PyMhATk6O0eegVCoRFRVl9Dl4enqiR48e8piYmBgoFAqkpaXduTdTDYqKivDFF19g0qRJkCSpwfwcREdHY9euXfjrr78AAH/88Qf27NmDwYMHA2gYPwe3b99GSUkJGjdubPS4i4sL9uzZ0yA+A1PV9Z5TU1PRt29fODk5yWNiY2Nx6tQpXL16tVLXxg2867A///wTKpUKt27dQpMmTfDNN98gPDwchw8fhpOTEzw9PY3G+/v7IycnBwCQk5Nj9Iet/rj+WF3x1Vdf4eDBg0b1Dno5OTkN4nOIiorCqlWr0K5dO2RnZ+PFF19Enz59cPTo0QbzGfzvf//DBx98gBkzZuDZZ5/Fvn378MQTT8DJyQkTJkyQ34el92n4Ofj5+Rkdb9SoEby8vOrM56D37bffIi8vDxMnTgTQcP5fmDNnDvLz89G+fXs4ODigpKQEr776KsaNGwcADeLnwN3dHSqVCi+//DI6dOgAf39/fPnll0hNTUXr1q0bxGdgqrrec05ODkJDQ83OoT/WtGnTCl8bQ1gd1q5dOxw+fBgajQYbNmzAhAkT8PPPP9v7su6YCxcu4Mknn0RSUpLZv/oaEv2/8gGgS5cuiIqKQsuWLbF+/Xq4uLjY8cruHK1Wix49euC1114DAHTv3h1Hjx7F8uXLMWHCBDtf3Z23cuVKDB48GEFBQfa+lDtq/fr1WLNmDdauXYuOHTvi8OHDSExMRFBQUIP6Ofj8888xadIkNGvWDA4ODoiIiMDYsWNx4MABe18ameByZB3m5OSE1q1bIzIyEgsWLEDXrl2xdOlSBAQEoKioCHl5eUbjL168iICAAABAQECA2Z1R+u/1Y2q7AwcO4NKlS4iIiECjRo3QqFEj/Pzzz3jnnXfQqFEj+Pv7N4jPwZSnpyfatm2LM2fONJifhcDAQISHhxs91qFDB3lZVv8+LL1Pw8/h0qVLRsdv376N3NzcOvM5AMC5c+eQnJyMyZMny481lJ+DmTNnYs6cORgzZgw6d+6MBx54ANOnT8eCBQsANJyfg7CwMPz888+4du0aLly4gN9//x3FxcVo1apVg/kMDFXXe66J/0cYwuoRrVaLwsJCREZGwtHREbt27ZKPnTp1CufPn4dKpQIAqFQq/Pnnn0Y/dElJSfDw8DD7y6y2uu+++/Dnn3/i8OHD8lePHj0wbtw4+fcN4XMwde3aNaSnpyMwMLDB/Cz06tULp06dMnrsr7/+QsuWLQEAoaGhCAgIMPoc8vPzkZaWZvQ55OXlGc0W/Pjjj9BqtYiKiroD76J6fPrpp/Dz88OQIUPkxxrKz8GNGzegUBj/tebg4ACtVgugYf0cAICbmxsCAwNx9epV/PDDD7j//vsb3GcAVN9/d5VKhV9++QXFxcXymKSkJLRr165SS5EA2KKirpozZ474+eefRUZGhjhy5IiYM2eOkCRJ7Ny5Uwihux29RYsW4scffxT79+8XKpVKqFQq+fn629EHDhwoDh8+LHbs2CF8fX3r1O3olhjeHSlEw/gcnnrqKfHTTz+JjIwMsXfvXhETEyN8fHzEpUuXhBAN4zP4/fffRaNGjcSrr74qTp8+LdasWSNcXV3FF198IY9ZuHCh8PT0FN999504cuSIuP/++y3eot69e3eRlpYm9uzZI9q0aVOrb8s3VVJSIlq0aCFmz55tdqwh/BxMmDBBNGvWTG5RsWnTJuHj4yNmzZolj2kIPwc7duwQ27dvF//73//Ezp07RdeuXUVUVJQoKioSQtTPz6CgoEAcOnRIHDp0SAAQb7/9tjh06JA4d+6cEKJ63nNeXp7w9/cXDzzwgDh69Kj46quvhKurK1tUNESTJk0SLVu2FE5OTsLX11fcd999cgATQoibN2+K//73v6Jp06bC1dVV/Otf/xLZ2dlG5zh79qwYPHiwcHFxET4+PuKpp54SxcXFd/qtVCvTENYQPof4+HgRGBgonJycRLNmzUR8fLxRf6yG8BkIIcSWLVtEp06dhLOzs2jfvr346KOPjI5rtVoxb9484e/vL5ydncV9990nTp06ZTRGrVaLsWPHiiZNmggPDw/x0EMPiYKCgjv5Nqrkhx9+EADM3pcQDePnID8/Xzz55JOiRYsWonHjxqJVq1Zi7ty5Ri0FGsLPwbp160SrVq2Ek5OTCAgIEFOnThV5eXny8fr4GezevVsAMPuaMGGCEKL63vMff/whevfuLZydnUWzZs3EwoULq3TdkhAGrYSJiIiI6I5gTRgRERGRHTCEEREREdkBQxgRERGRHTCEEREREdkBQxgRERGRHTCEEREREdkBQxgRERGRHTCEEREREdkBQxgR1Sv33HMPEhMT7X0ZNe6FF15At27d7H0ZRFQFDGFERLVIUVHRHX09IQRu3759R1+TiHQYwoio3pg4cSJ+/vlnLF26FJIkQZIknD17FkePHsXgwYPRpEkT+Pv744EHHsCVK1fk591zzz14/PHHkZiYiKZNm8Lf3x8ff/wxrl+/joceegju7u5o3bo1tm/fLj/np59+giRJ2LZtG7p06YLGjRujZ8+eOHr0qNE17dmzB3369IGLiwuCg4PxxBNP4Pr16/LxkJAQvPzyy3jwwQfh4eGBKVOmAABmz56Ntm3bwtXVFa1atcK8efNQXFwMAFi1ahVefPFF/PHHH/L7XLVqFc6ePQtJknD48GH5/Hl5eZAkCT/99JPRdW/fvh2RkZFwdnbGnj17oNVqsWDBAoSGhsLFxQVdu3bFhg0bqvs/EREZYAgjonpj6dKlUKlUePjhh5GdnY3s7Gy4u7vj3nvvRffu3bF//37s2LEDFy9exOjRo42eu3r1avj4+OD333/H448/jsceewz//ve/ER0djYMHD2LgwIF44IEHcOPGDaPnzZw5E2+99Rb27dsHX19fDBs2TA5L6enpGDRoEOLi4nDkyBGsW7cOe/bswbRp04zO8eabb6Jr1644dOgQ5s2bBwBwd3fHqlWrcPz4cSxduhQff/wxFi9eDACIj4/HU089hY4dO8rvMz4+vkKf1Zw5c7Bw4UKcOHECXbp0wYIFC/DZZ59h+fLlOHbsGKZPn47x48fj559/rtB5iagCqrT9NxFRLdOvXz/x5JNPyt+//PLLYuDAgUZjLly4IACIU6dOyc/p3bu3fPz27dvCzc1NPPDAA/Jj2dnZAoBITU0VQgixe/duAUB89dVX8hi1Wi1cXFzEunXrhBBCJCQkiClTphi99q+//ioUCoW4efOmEEKIli1bihEjRpT7vt544w0RGRkpf//888+Lrl27Go3JyMgQAMShQ4fkx65evSoAiN27dxtd97fffiuPuXXrlnB1dRUpKSlG50tISBBjx44t99qIqHIa2TMAEhHVtD/++AO7d+9GkyZNzI6lp6ejbdu2AIAuXbrIjzs4OMDb2xudO3eWH/P39wcAXLp0yegcKpVK/r2XlxfatWuHEydOyK995MgRrFmzRh4jhIBWq0VGRgY6dOgAAOjRo4fZta1btw7vvPMO0tPTce3aNdy+fRseHh4Vfv/WGL7mmTNncOPGDQwYMMBoTFFREbp3715tr0lExhjCiKheu3btGoYNG4bXX3/d7FhgYKD8e0dHR6NjkiQZPSZJEgBAq9VW6LUfeeQRPPHEE2bHWrRoIf/ezc3N6FhqairGjRuHF198EbGxsVAqlfjqq6/w1ltvlfl6CoWuwkQIIT+mXxo1Zfia165dAwBs27YNzZo1Mxrn7Oxc5msSUeUxhBFRveLk5ISSkhL5+4iICGzcuBEhISFo1Kj6/8j77bff5EB19epV/PXXX/IMV0REBI4fP47WrVtX6JwpKSlo2bIl5s6dKz927tw5ozGm7xMAfH19AQDZ2dnyDJZhkb414eHhcHZ2xvnz59GvX78KXSsRVR4L84moXgkJCUFaWhrOnj2LK1euYOrUqcjNzcXYsWOxb98+pKen44cffsBDDz1kFmIq46WXXsKuXbtw9OhRTJw4ET4+PhgxYgQA3R2OKSkpmDZtGg4fPozTp0/ju+++MyvMN9WmTRucP38eX331FdLT0/HOO+/gm2++MXufGRkZOHz4MK5cuYLCwkK4uLigZ8+ecsH9zz//jOeee67c9+Du7o6nn34a06dPx+rVq5Geno6DBw/i3XffxerVqyv92RBR2RjCiKheefrpp+Hg4IDw8HD4+vqiqKgIe/fuRUlJCQYOHIjOnTsjMTERnp6e8vJdVSxcuBBPPvkkIiMjkZOTgy1btsDJyQmArs7s559/xl9//YU+ffqge/fumD9/PoKCgso85/DhwzF9+nRMmzYN3bp1Q0pKinzXpF5cXBwGDRqE/v37w9fXF19++SUA4JNPPsHt27cRGRmJxMREvPLKKza9j5dffhnz5s3DggUL0KFDBwwaNAjbtm1DaGhoJT4VIrKFJAyLB4iIyCY//fQT+vfvj6tXr8LT09Pel0NEdRBnwoiIiIjsgCGMiIiIyA64HElERERkB5wJIyIiIrIDhjAiIiIiO2AIIyIiIrIDhjAiIiIiO2AIIyIiIrIDhjAiIiIiO2AIIyIiIrIDhjAiIiIiO2AIIyIiIrKD/wcnjf4SfQ+W4gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
+        "\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 3ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
+            "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
+            "<frozen importlib._bootstrap>:241)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import random as rn\n",
+        "import tensorflow as tf\n",
+        "import tensorflow.keras as keras\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
+        "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")\n",
+        "\n",
+        "# fix environment variables to ensure consist neural network training\n",
+        "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
+        "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
+        "np.random.seed(46)\n",
+        "rn.seed(1342)\n",
+        "tf.random.set_seed(62)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 4ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "# Creating input_data and output_data from data\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# Define labels, and split training and validation data\n",
+        "input_labels = input_data.columns\n",
+        "output_labels = output_data.columns\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogate with TensorFlow Keras\n",
+        "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
+        "\n",
+        "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
+        "\n",
+        "* Activation function: sigmoid, **tanh**\n",
+        "* Optimizer: **Adam**\n",
+        "* Number of hidden layers: 3, **4**, 5, 6\n",
+        "* Number of neurons per layer: **20**, 40, 60\n",
+        "\n",
+        "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
+        "\n",
+        "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
+        "\n",
+        "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/250\n",
+            "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
+            "Epoch 2/250\n",
+            "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
+            "Epoch 3/250\n",
+            "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
+            "Epoch 4/250\n",
+            "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
+            "Epoch 5/250\n",
+            "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
+            "Epoch 6/250\n",
+            "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
+            "Epoch 7/250\n",
+            "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
+            "Epoch 8/250\n",
+            "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
+            "Epoch 9/250\n",
+            "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
+            "Epoch 10/250\n",
+            "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
+            "Epoch 11/250\n",
+            "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
+            "Epoch 12/250\n",
+            "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
+            "Epoch 13/250\n",
+            "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
+            "Epoch 14/250\n",
+            "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
+            "Epoch 15/250\n",
+            "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
+            "Epoch 16/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
+            "Epoch 17/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
+            "Epoch 18/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
+            "Epoch 19/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
+            "Epoch 20/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
+            "Epoch 21/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
+            "Epoch 22/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
+            "Epoch 23/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
+            "Epoch 24/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
+            "Epoch 25/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
+            "Epoch 26/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
+            "Epoch 27/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
+            "Epoch 28/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
+            "Epoch 29/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
+            "Epoch 30/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
+            "Epoch 31/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
+            "Epoch 32/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
+            "Epoch 33/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
+            "Epoch 34/250\n",
+            "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
+            "Epoch 35/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
+            "Epoch 36/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
+            "Epoch 37/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
+            "Epoch 38/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
+            "Epoch 39/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
+            "Epoch 40/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
+            "Epoch 41/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 42/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
+            "Epoch 43/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 44/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 45/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 46/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 47/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
+            "Epoch 48/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
+            "Epoch 49/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
+            "Epoch 50/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 51/250\n",
+            "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 52/250\n",
+            "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 53/250\n",
+            "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
+            "Epoch 54/250\n",
+            "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
+            "Epoch 55/250\n",
+            "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 56/250\n",
+            "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
+            "Epoch 57/250\n",
+            "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
+            "Epoch 58/250\n",
+            "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 59/250\n",
+            "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
+            "Epoch 60/250\n",
+            "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 61/250\n",
+            "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 62/250\n",
+            "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 63/250\n",
+            "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 64/250\n",
+            "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 65/250\n",
+            "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 66/250\n",
+            "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 67/250\n",
+            "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
+            "Epoch 68/250\n",
+            "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
+            "Epoch 69/250\n",
+            "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 70/250\n",
+            "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
+            "Epoch 71/250\n",
+            "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
+            "Epoch 72/250\n",
+            "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
+            "Epoch 73/250\n",
+            "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
+            "Epoch 74/250\n",
+            "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
+            "Epoch 75/250\n",
+            "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 76/250\n",
+            "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 77/250\n",
+            "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
+            "Epoch 78/250\n",
+            "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
+            "Epoch 79/250\n",
+            "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 80/250\n",
+            "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 81/250\n",
+            "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 82/250\n",
+            "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 83/250\n",
+            "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 84/250\n",
+            "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 85/250\n",
+            "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
+            "Epoch 86/250\n",
+            "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 87/250\n",
+            "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 88/250\n",
+            "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 89/250\n",
+            "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 90/250\n",
+            "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 91/250\n",
+            "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
+            "Epoch 92/250\n",
+            "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 93/250\n",
+            "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 94/250\n",
+            "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
+            "Epoch 95/250\n",
+            "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 96/250\n",
+            "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 97/250\n",
+            "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 98/250\n",
+            "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 99/250\n",
+            "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 100/250\n",
+            "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 101/250\n",
+            "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 102/250\n",
+            "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
+            "Epoch 103/250\n",
+            "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 104/250\n",
+            "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 105/250\n",
+            "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 106/250\n",
+            "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 107/250\n",
+            "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
+            "Epoch 108/250\n",
+            "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
+            "Epoch 109/250\n",
+            "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
+            "Epoch 110/250\n",
+            "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 111/250\n",
+            "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 112/250\n",
+            "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
+            "Epoch 113/250\n",
+            "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 114/250\n",
+            "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 115/250\n",
+            "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 116/250\n",
+            "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 117/250\n",
+            "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
+            "Epoch 118/250\n",
+            "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 119/250\n",
+            "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 120/250\n",
+            "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
+            "Epoch 121/250\n",
+            "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 122/250\n",
+            "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 123/250\n",
+            "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
+            "Epoch 124/250\n",
+            "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 125/250\n",
+            "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
+            "Epoch 126/250\n",
+            "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 127/250\n",
+            "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 128/250\n",
+            "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
+            "Epoch 129/250\n",
+            "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 130/250\n",
+            "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
+            "Epoch 131/250\n",
+            "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 132/250\n",
+            "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
+            "Epoch 133/250\n",
+            "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
+            "Epoch 134/250\n",
+            "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
+            "Epoch 135/250\n",
+            "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 136/250\n",
+            "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 137/250\n",
+            "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
+            "Epoch 138/250\n",
+            "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 139/250\n",
+            "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 140/250\n",
+            "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 141/250\n",
+            "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
+            "Epoch 142/250\n",
+            "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 143/250\n",
+            "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
+            "Epoch 144/250\n",
+            "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 145/250\n",
+            "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 146/250\n",
+            "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
+            "Epoch 147/250\n",
+            "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 148/250\n",
+            "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
+            "Epoch 149/250\n",
+            "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 150/250\n",
+            "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 151/250\n",
+            "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
+            "Epoch 152/250\n",
+            "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 153/250\n",
+            "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 154/250\n",
+            "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 155/250\n",
+            "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
+            "Epoch 156/250\n",
+            "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
+            "Epoch 157/250\n",
+            "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 158/250\n",
+            "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 159/250\n",
+            "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
+            "Epoch 160/250\n",
+            "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
+            "Epoch 161/250\n",
+            "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
+            "Epoch 162/250\n",
+            "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
+            "Epoch 163/250\n",
+            "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
+            "Epoch 164/250\n",
+            "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 165/250\n",
+            "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 166/250\n",
+            "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 167/250\n",
+            "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 168/250\n",
+            "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 169/250\n",
+            "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 170/250\n",
+            "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 171/250\n",
+            "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 172/250\n",
+            "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 173/250\n",
+            "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 174/250\n",
+            "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 175/250\n",
+            "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 176/250\n",
+            "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 177/250\n",
+            "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
+            "Epoch 178/250\n",
+            "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
+            "Epoch 179/250\n",
+            "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
+            "Epoch 180/250\n",
+            "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 181/250\n",
+            "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
+            "Epoch 182/250\n",
+            "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
+            "Epoch 183/250\n",
+            "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 184/250\n",
+            "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
+            "Epoch 185/250\n",
+            "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 186/250\n",
+            "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 187/250\n",
+            "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 188/250\n",
+            "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
+            "Epoch 189/250\n",
+            "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
+            "Epoch 190/250\n",
+            "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 191/250\n",
+            "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
+            "Epoch 192/250\n",
+            "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 193/250\n",
+            "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 194/250\n",
+            "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
+            "Epoch 195/250\n",
+            "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 196/250\n",
+            "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 197/250\n",
+            "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 198/250\n",
+            "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
+            "Epoch 199/250\n",
+            "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 200/250\n",
+            "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 201/250\n",
+            "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 202/250\n",
+            "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 203/250\n",
+            "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 204/250\n",
+            "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 205/250\n",
+            "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 206/250\n",
+            "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
+            "Epoch 207/250\n",
+            "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 208/250\n",
+            "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 209/250\n",
+            "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 210/250\n",
+            "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 211/250\n",
+            "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 212/250\n",
+            "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
+            "Epoch 213/250\n",
+            "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 214/250\n",
+            "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 215/250\n",
+            "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
+            "Epoch 216/250\n",
+            "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
+            "Epoch 217/250\n",
+            "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 218/250\n",
+            "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
+            "Epoch 219/250\n",
+            "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 220/250\n",
+            "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 221/250\n",
+            "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 222/250\n",
+            "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 223/250\n",
+            "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
+            "Epoch 224/250\n",
+            "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
+            "Epoch 225/250\n",
+            "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
+            "Epoch 226/250\n",
+            "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
+            "Epoch 227/250\n",
+            "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 228/250\n",
+            "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
+            "Epoch 229/250\n",
+            "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 230/250\n",
+            "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 231/250\n",
+            "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
+            "Epoch 232/250\n",
+            "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
+            "Epoch 233/250\n",
+            "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 234/250\n",
+            "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 235/250\n",
+            "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
+            "Epoch 236/250\n",
+            "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
+            "Epoch 237/250\n",
+            "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 238/250\n",
+            "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 239/250\n",
+            "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 240/250\n",
+            "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 241/250\n",
+            "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 242/250\n",
+            "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 243/250\n",
+            "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
+            "Epoch 244/250\n",
+            "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 245/250\n",
+            "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 246/250\n",
+            "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
+            "Epoch 247/250\n",
+            "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 248/250\n",
+            "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 249/250\n",
+            "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 250/250\n",
+            "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "# selected settings for regression (best fit from options above)\n",
+        "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
+        "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
+        "\n",
+        "# Create data objects for training using scalar normalization\n",
+        "n_inputs = len(input_labels)\n",
+        "n_outputs = len(output_labels)\n",
+        "x = input_data\n",
+        "y = output_data\n",
+        "\n",
+        "input_scaler = None\n",
+        "output_scaler = None\n",
+        "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
+        "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
+        "x = input_scaler.scale(x)\n",
+        "y = output_scaler.scale(y)\n",
+        "x = x.to_numpy()\n",
+        "y = y.to_numpy()\n",
+        "\n",
+        "# Create Keras Sequential object and build neural network\n",
+        "model = tf.keras.Sequential()\n",
+        "model.add(\n",
+        "    tf.keras.layers.Dense(\n",
+        "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
+        "    )\n",
+        ")\n",
+        "for i in range(1, n_hidden_layers):\n",
+        "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
+        "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
+        "\n",
+        "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
+        "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
+        "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
+        "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
+        ")\n",
+        "history = model.fit(\n",
+        "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
+        ")\n",
+        "\n",
+        "# Get the training and validation MSE from the history\n",
+        "train_mse = history.history[\"mse\"]\n",
+        "val_mse = history.history[\"val_mse\"]\n",
+        "\n",
+        "# Generate a plot of training MSE vs validation MSE\n",
+        "epochs = range(1, len(train_mse) + 1)\n",
+        "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
+        "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
+        "plt.title(\"Training MSE vs Validation MSE\")\n",
+        "plt.xlabel(\"Epochs\")\n",
+        "plt.ylabel(\"MSE\")\n",
+        "plt.legend()\n",
+        "plt.show()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "surrogate_scatter2D(keras_surrogate, data_training)\n",
-    "surrogate_parity(keras_surrogate, data_training)\n",
-    "surrogate_residual(keras_surrogate, data_training)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "\n",
+        "keras_surrogate = KerasSurrogate(\n",
+        "    model,\n",
+        "    input_labels=list(input_labels),\n",
+        "    output_labels=list(output_labels),\n",
+        "    input_bounds=input_bounds,\n",
+        "    input_scaler=input_scaler,\n",
+        "    output_scaler=output_scaler,\n",
+        ")\n",
+        "keras_surrogate.save_to_folder(\n",
+        "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing Surrogates\n",
+        "\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 1s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "surrogate_scatter2D(keras_surrogate, data_training)\n",
+        "surrogate_parity(keras_surrogate, data_training)\n",
+        "surrogate_residual(keras_surrogate, data_training)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 4ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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06dIFderUweXLlzFr1iw0a9ZMCksBAQHo2LEjRo4cia+++golJSUYO3YsXnvtNakXbvTo0Vi+fDmmTZuGkSNH4uDBg9iyZQt2794tvdekSZMwfPhw+Pj4oHPnzvjqq6+Qm5uLESNGAADs7e0REhKCSZMmoW7durCzs8NHH30EuVwOPz8/AEDPnj3RunVrDB06FAsXLkR6ejpmzpyJsWPHwtLSUis/o8LCQsyfP18r536a6dOnVxiwq8LT0xNnz54FAEyYMEEqb9KkCT777DOMHj0a33zzDSwsLGBvbw+ZTKbSgzly5Ejp702bNsXSpUvx4osvIicnB7Vq1XruNhIRkWE6ceIE9uzZIz23t7fHxx9/rMMWPRuDmJxgY2ODn376CT169ECrVq0QEhKCF154AUeOHJGCkImJCXbu3AlHR0d069YNgYGB8PLywqZNm6TzeHh4YPfu3Thw4ADat2+PxYsXY/Xq1VAoFFKdgQMHYtGiRZg9ezY6dOiA06dPY9++fUqTDb788kv06dMH/fv3R7du3eDi4iL1FAGAqakpdu3aBVNTU8jlcrz77rsYNmwY5s6dWw0/LcMlhJD+z+eXX35Bjx490LBhQ9SuXRtDhw7Fv//+iwcPHjzxHAkJCXjjjTfg7u6O2rVr4+WXXwbwaLiciIiMS0lJCSIiIpRC2+uvv46mTSfgpZdkiI7WYeOegUwY2uCuEcnOzoa9vT2ysrKU7nfLy8tDSkoKPDw8YGVlBaA09OhqNX1zc/NKdzUHBwcjMzMT27dvVzn2wgsvwN3dHcuXL4enpyfGjBmDgQMHom7duvj9998REhKCe/fuwcHBAVFRUZgwYYLSvYa5ublo3LgxFAoFRo8eDScnJ6SlpUGhUCAxMREdOnTQzAfWIXXXnoiI1EtKSsLmzZuVyj7++GM4ODjA3x+IjwfkciAuTrPvW9H3tyYYxFApPZ1MJtPIcKWuHDx4EH/++ScmTpyIhIQElJSUYPHixTAxKe0U3rJli1J9CwsLFBcXK5UlJSXh33//RWRkpLSUysmTJ6vnAxARkV6JiIhQKYuJmQ1vbxmCgoCwMCAysvRPQ2IQQ6VUs+Tn5yM9PR3//PMPTp06hXnz5qFv377o06cPhg0bhubNm6OwsBDLli3DlStX8P3332PVqlVK52jSpAlycnIQGxuLO3fu4MGDB3B3d4eFhYX0uujoaHz66ac6+pRERKQLhYWFKqHNyckJMTHhiI+XITKytCwoqLSnLShIB418DgxuVO327dsHV1dXNGnSBL169cKhQ4ewdOlS7NixA6ampmjfvj2WLFmCBQsWoG3btli/fr3KxAt/f3+MHj0aAwcOhJOTExYuXAgnJydERUVh69ataN26NSIjI7Fo0SIdfUoiIqpu0dHRmDdvnlLZ2bNvolGjDxEWVjosamg9bI/jPW56rCr3uJFx4LUnIlKvoqHR+HiZVu5jexLe40ZERESkRl5eHhYsWKBSHh4eDm9vw7yP7UkY3IiIiMggbd68WWlrTADo27evtIpAUJDh3cP2NAxuREREZHDUDY3Onj3b4HZCqCoGNyIiIjIY9+/fx5IlS1TKw8PDddCa6sfgRkRERAYhMjJS2qO8zNtvvw0vLy+VutHRj+5vq0nDpVwOhIiIiPReRESESmjz9g5XG9qA0tAWHw9p3baagsGNiIiI9Na9e/fU3s82Z074E0NZTVm37XEcKiUiIiK9pC6w9e/fH1eutH1qKKuJM0oBBjciIiLSQ+pCW9kEhLZta2YoqwwOlVKNFBwcjH79+knPX3nlFUyYMOG5zqmJcxAR0ZNlZGQ8MbQZO/a4UbUKDg7G2rVrAQDm5uZwd3fHsGHDMGPGDJiZae8/x59++gnm5uaVqnv48GF0794d9+7dg4ODwzOdg4iIqk5dYGvWbAjefbe5DlqjnxjcqNr16tULa9asQX5+Pvbs2YOxY8fC3Nwc06dPV6pXUFAACwsLjbxn3bp19eIcRESkXkUTEORy4N13ddAgPcWhUqp2lpaWcHFxQePGjTFmzBgEBAQgOjpaGt78/PPP0aBBA7Rq1QoAcO3aNbz99ttwcHBA3bp10bdvX6SmpkrnKy4uxqRJk+Dg4IB69eph2rRpEEIovefjw5z5+fkIDQ2Fm5sbLC0t0bx5c3z77bdITU1F9+7dAQB16tSBTCZDcHCw2nPcu3cPw4YNQ506dWBjY4PevXvjr7/+ko5HRUXBwcEBMTEx8PLyQq1atdCrVy/cvHlTqnP48GF07twZtra2cHBwwEsvvYSrV69q6CdNRKT/0tLS1IY2b+/wGjkr9Hmxx410ztraGv/++y8AIDY2FnZ2djhw4AAAoLCwEAqFAnK5HL/99hvMzMzw2WefoVevXjh79iwsLCywePFiREVF4bvvvoOXlxcWL16Mn3/+Ga+++mqF7zls2DDEx8dj6dKlaN++PVJSUnDnzh24ublh27Zt6N+/P5KTk2FnZwdra2u15wgODsZff/2F6Oho2NnZITQ0FK+//jouXLggDak+ePAAixYtwvfffw8TExO8++67mDJlCtavX4+ioiL069cPo0aNwsaNG1FQUIDjx4/X+O1aiIjKqAtsI0aMgLu7OwDjnYDwJAxupDNCCMTGxiImJgYfffQRbt++DVtbW6xevVoaIv3hhx9QUlKC1atXS4FmzZo1cHBwwOHDh9GzZ0989dVXmD59Ot566y0AwKpVqxATE1Ph+166dAlbtmzBgQMHEBAQAABo2rSpdLxsSLR+/fpK97iVVxbY/vjjD/j7+wMA1q9fDzc3N2zfvh3/+c9/AJQGz1WrVqFZs2YAgHHjxmHu3LkAgOzsbGRlZaFPnz7S8YoWkiQiqmk4AeHZcKiUEB0N+PuX/lkddu3ahVq1asHKygq9e/fGwIEDMWfOHABAu3btlO5rO3PmDP7++2/Url0btWrVQq1atVC3bl3k5eXh8uXLyMrKws2bN+Hr6yu9xszMDD4+PhW+/+nTp2FqaoqXX375mT/DxYsXYWZmpvS+9erVQ6tWrXDx4kWpzMbGRgplAODq6oqMjAwApQExODgYCoUCb7zxBr7++mulYVQioprozJkzDG3PgT1upLQtSHV0S3fv3h0rV66EhYUFGjRooDSb1NbWVqluTk4OOnXqhPXr16ucx8nJ6Znev6KhT214fBaqTCZTuv9uzZo1GD9+PPbt24fNmzdj5syZOHDgAPz8/KqtjURE1UVdYGvZciSWLXODtzeHRiuDPW5U7duC2Nraonnz5nB3d3/qEiAdO3bEX3/9hfr166N58+ZKD3t7e9jb28PV1RXHjh2TXlNUVISEhIQKz9muXTuUlJTgyJEjao+X9fgVFxdXeA4vLy8UFRUpve+///6L5ORktG7d+omf6XHe3t6YPn064uLi0LZtW2zYsKFKryciMgQV9bItW+ZWI/cU1RYGN0JQEBAXp5//pzNkyBA4Ojqib9+++O2335CSkoLDhw9j/PjxuH79OgDg448/RmRkJLZv346kpCR8+OGHyMzMrPCcTZo0wfDhwzFy5Ehs375dOueWLVsAAI0bN4ZMJsOuXbtw+/Zt5OTkqJyjRYsW6Nu3L0aNGoXff/8dZ86cwbvvvouGDRuib9++lfpsKSkpmD59OuLj43H16lXs378ff/31F+9zI6IaJT4+Xm1oi4kJR3R0zd1TVFsY3Eiv2djY4Ndff4W7uzveeusteHl5ISQkBHl5ebCzswMATJ48GUOHDsXw4cMhl8tRu3ZtvPnmm08878qVKzFgwAB8+OGH8PT0xKhRo5CbmwsAaNiwISIiIhAWFgZnZ2eMGzdO7TnWrFmDTp06oU+fPpDL5RBCYM+ePZVepNfGxgZJSUno378/WrZsiffffx9jx47FBx98UIWfEBGR/oqIiMD+/fuVykaNGoWYmHClW3T0tfNAH8nE4wtekd7Izs6Gvb09srKypJACAHl5eUhJSYGHhwesrKx02EKqbrz2RGQonjQBITq6NLSFhdXMwFbR97cmcHICERERacyWLVuUZteXKT9rNCioZga26sDgRkRERBqhrpftm2/GoFmz+uBqH5rB4EZERETPraJtq5o148QDTWJwIyIiome2evVq/PPPPyrlMTHh8PYunXhAmsPgZsA4r8T48JoTkT5R18v20UcfoU+futW6sLsx4XIgBqj8BuZkXMqueWWXHCEi0gYhRIWzRuvWrcu12bSIPW4GyNTUFA4ODtKelzY2NtIG7FQzCSHw4MEDZGRkwMHBAaamprpuEhEZiceX7li0aJG07mV5nDVaPRjcDJSLiwsASOGNjIODg4N07YmIqkP5/awTE1V72SZNmoTatWvroGXGicHNQMlkMri6uqJ+/fooLCzUdXOoGpibm7OnjYiqXVgYsGBBMXr2/EzlWDjX+Kh2DG4GztTUlF/mRESkFdHRpb1sPXuqHmNo0w0GNyIiIlJL3dBobGwofv2VW+7pCoMbERERKcnPz0dkZKRKeUxMOGeK6hiDGxEREUnULfMBlO6CwNFR3WNwIyIiIgDqQ9uMGTO4dqQeYXAjIiIyctu25eDcucUq5ZyAoH8Y3IiIiIxYRUOjDG36icGNiIjIyJTthqBQqIa2WbNmwcSEO2LqKwY3IiIiI7N06R0oFCtUytnLpv8Y3IiIiIxIREQEunZVLWdoMwwMbkREREZC3f1ss2fPhkwm00Fr6FkwuBEREdVwKSkpWLdunUq5t3c4mNkMC4MbERFRDcZZozULgxsREVENpS60MbAZNgY3IiKiGub06dPYsWOHSjlDm+FjcCMiIqpB1PWymZqaYubMmTpoDWkagxsREVENoS60eXuHIyhIB40hrWBwIyIiMmDR0cCWLUfQosVhlWMcGq15GNyIiIgMWGJiBFq0UC6rU6cOxo8fr5sGkVYxuBERERmQsn1Gw8JKQ9vj2MtWszG4ERERGZDISKBhwx+RmHhe5RhDW83H4EZERKTnyveyKRSqvWzu7u4YMWKEDlpG1c1E1w0gIiIiZdHRgL9/6Z9AaWiLj694aJShzXjIhBBC140g9bKzs2Fvb4+srCzY2dnpujlERFRN/P1Lg5qnJ1CnDtCz51LIZPdU6nFoVD9p8/ubPW5ERER6JiwMkMsBIUqHRh8PbW3btmVoM1IMbkRERDr0+LAoAAQFAXFxwODB6odG+/fvX40tJH3CyQlERETVrPxkg7L71yIjIe1woG4HBIBDo8TgRkREVO3Kh7WwMCA0FLh7tzTQqZuA4O/vj9dee00HLSV9w6FSIiKialI2LNq9e+k9bGFhpb1sdeoAyckVzxplaKMy7HEjIiKqJmU9bUDpPWxlFIoIKBSq9Tk0So9jcCMiIqomZfe0hYU9KlN3P1uvXr3g6+tbjS0jQ8HgRkREVE2Cgh5NQADUhzb2stGTMLgRERFVM84apWdlMJMTgoKC4O7uDisrK7i6umLo0KG4ceOGdHzOnDmQyWQqD1tbW6XzbN26FZ6enrCyskK7du2wZ88epeNCCMyePRuurq6wtrZGQEAA/vrrL6U6d+/exZAhQ2BnZwcHBweEhIQgJydHqc7Zs2fRtWtXWFlZwc3NDQsXLtTwT4SIiAyRutD2n//8h6GNKsVgglv37t2xZcsWJCcnY9u2bbh8+TIGDBggHZ8yZQpu3ryp9GjdujX+85//SHXi4uIwePBghISEIDExEf369UO/fv1w7tw5qc7ChQuxdOlSrFq1CseOHYOtrS0UCgXy8vKkOkOGDMH58+dx4MAB7Nq1C7/++ivef/996Xh2djZ69uyJxo0bIyEhAV988QXmzJmD//73v1r+KRERkb4SQlQ4NNq6dWsdtIgMkcHuVRodHY1+/fohPz8f5ubmKsfPnDmDDh064Ndff0XXrl0BAAMHDkRubi527dol1fPz80OHDh2watUqCCHQoEEDTJ48GVOmTAEAZGVlwdnZGVFRURg0aBAuXryI1q1b48SJE/Dx8QEA7Nu3D6+//jquX7+OBg0aYOXKlfjkk0+Qnp4OCwsLAEBYWBi2b9+OpKSkSn9G7lVKRFQzcGjUuHCv0sfcvXsX69evh7+/v9rQBgCrV69Gy5YtpdAGAPHx8QgICFCqp1AoEP//52anpKQgPT1dqY69vT18fX2lOvHx8XBwcJBCGwAEBATAxMQEx44dk+p069ZNCm1l75OcnIx791Q3CS6Tn5+P7OxspQcRERk2daFtxIgRDG30TAwquIWGhsLW1hb16tVDWloaduzYobZeXl4e1q9fj5CQEKXy9PR0ODs7K5U5OzsjPT1dOl5W9qQ69evXVzpuZmaGunXrKtVRd47y76HO/PnzYW9vLz3c3NwqrEtERPqtsLCwwqFRd3d3HbSIagKdBrewsDC1EwrKP8oPLU6dOhWJiYnYv38/TE1NMWzYMKgb6f35559x//59DB8+vDo/znObPn06srKypMe1a9d03SQiInoGERERmDdvnko5e9noeel0OZDJkycjODj4iXWaNm0q/d3R0RGOjo5o2bIlvLy84ObmhqNHj0Iulyu9ZvXq1ejTp49Kr5eLiwtu3bqlVHbr1i24uLhIx8vKXF1dlep06NBBqpORkaF0jqKiIty9e1fpPOrep/x7qGNpaQlLS8sKjxMRkf4ov1H809ZmGzt2LBwdHauxdVRT6TS4OTk5wcnJ6ZleW1JSAqD0vrDyUlJScOjQIURHR6u8Ri6XIzY2FhMmTJDKDhw4IAU/Dw8PuLi4IDY2Vgpq2dnZOHbsGMaMGSOdIzMzEwkJCejUqRMA4ODBgygpKZFWuZbL5fjkk09QWFgo3YN34MABtGrVCnXq1Hmmz0tERPqhLLDdvVu6v2hkZGlwy8nJweLFi1Xqs5eNNMkgZpUeO3YMJ06cQJcuXVCnTh1cvnwZs2bNwq1bt3D+/HmlXqpZs2bhu+++Q1paGkxNTZXOExcXh5dffhmRkZEIDAzEpk2bMG/ePJw6dQpt27YFACxYsACRkZFYu3YtPDw8MGvWLJw9exYXLlyAlZUVAKB37964desWVq1ahcLCQowYMQI+Pj7YsGEDgNKZqK1atULPnj0RGhqKc+fOYeTIkfjyyy+Vlg15Gs4qJSLSL9HRwJAhQE4O4OlZujl8WJj6zeEBhjZjpc3vb4PYOcHGxgY//fQTwsPDkZubC1dXV/Tq1QszZ85UCm0lJSWIiopCcHCwSmgDAH9/f2zYsAEzZ87EjBkz0KJFC2zfvl0KbQAwbdo05Obm4v3330dmZia6dOmCffv2SaENANavX49x48ahR48eMDExQf/+/bF06VLpuL29Pfbv34+xY8eiU6dOcHR0xOzZs6sU2oiISP9ERpaGtlq1gAULSnva1A2NTpkyRWUBeCJNMIgeN2PFHjciIv1S/r42ufw2vvnmG5U67GUjruNGRERUzaKjAX//0j/LBAUBcXGlQ6MMbaQLBjFUSkREVN0iI4H4+EeTD8qoGxr95JNPYGbGr1TSPva4ERERqVE6HFr6JwBcuXKlwgV1GdqouvC/NCIiIjWCgh71tHGvUdIX7HEjIiKjVv5eNnX3takLbbNnz2ZoI51gjxsRERm18veyAY/+3qjRKezcuVOlPgMb6RKDGxERGbWwsEdLfAClf1coIqAmszG0kc4xuBERkdF5fJ/R8rNG1e2CwMBG+oLBjYiIjI66pT727t2L48ePq9RlaCN9wuBGRERG5/HhUc4aJUPB4EZEREbnaUt9MLCRvmJwIyIio7R27VqkpqaqlDO0kT5jcCMiIqPDoVEyVAxuRERkVDg0SoaMwY2IiIzCokWLkJubq1LO0EaGhFteERGRwVO3VVV5ERERDG1UI7DHjYiIDF7ZumxDhgDr1ysvqMuhUapJGNyIiMjghYWVhracnEeL6nICAtVEHColIiKD88knQO3apX8CpUFt/XpALi8NcepCm62tLUMbGTyZEELouhGkXnZ2Nuzt7ZGVlQU7OztdN4eISG/Url3au2ZiAvz8M4dGSb9o8/ubPW5ERGRwxo8vDW0lJaVDo0BpYGNoo5qOPW56jD1uREQVi45+tN9oYqJqYGvevDmGDBmig5aRsdPm9zcnJxARkUEq22+UvWxkTBjciIjIIHHWKBkjBjciIjI46kJbly5d0KNHDx20hqj6MLgREZFB4dAoGTMGNyIi0jvlJx6ULfXBoVEiBjciItJDZVtYPWkXhL59+6JDhw7V3zgiHWJwIyIivRMWVhraQkMFIiLmqhxnLxsZKy7AS0REOhUdDfj7l/5ZJigIUCgicPo0QxtReexxIyIinXp8WBRQPzQ6bNgweHh4VHPriPQLe9yIiEinwsIebQ5fWFhY4axRhjYibnml17jlFREZE84apZqCm8wTEZFBevz+tehowNMT8PJSvqdNXWgbM2YMQxvRY9jjpsfY40ZEhs7fv/T+tVq1gPXrH93PBpQOjx44kItFixapvI6BjQwZe9yIiMgghYWVhracnEcL6rZqVdrrplBEMLQRVRFnlRIRkdYEBT3qaSvbBaGiBXUnT56MWrVq6aCVRIaDwY2IiLSqLKwBwJ07d7BixQqVOuxlI6ocBjciIqoWnDVK9PwY3IiISOvUhbYZM2bA3NxcB60hMlxVnpxgamqKjIwMlfJ///0XpqamGmkUERHpP3VbVT3uypUrFS6oy9BGVHVV7nGraPWQ/Px8WFhYPHeDiIjIMKjbqqo8Do0SaV6lg9vSpUsBADKZDKtXr1aa+VNcXIxff/0Vnp6emm8hERHppbCwR7NFH6cutM2aNQsmJlyFiuh5VHoB3rI94q5evYpGjRopDYtaWFigSZMmmDt3Lnx9fbXTUiPEBXiJyNCcOnUKO3fuVClnLxsZE21+f1e6xy0lJQUA0L17d/z000+oU6eORhtCRESGjUOjRNpX5XvcDh06pI12EBGRAatoAgIRaVaVg9vIkSOfePy777575sYQEZFh+eWXX/DHH3+olDO0EWlHlYPbvXv3lJ4XFhbi3LlzyMzMxKuvvqqxhhERkX6IjlbesqoMh0aJql+Vg9vPP/+sUlZSUoIxY8agWbNmGmkUERHpD3XLfnBolEg3Kj2r9GmSk5Pxyiuv4ObNm5o4HYGzSolIP5TvccvP34oLFy6o1GFoI3pEm9/fGltQ5/LlyygqKtLU6YiISIfK74oQFATExQGJiREMbUQ6VuWh0kmTJik9F0Lg5s2b2L17N4YPH66xhhERkW5ERwNDhgA5OY+GRzk0SqQfqhzcEhMTlZ6bmJjAyckJixcvfuqMUyIi0n+RkaWhrVYt4I03liIi4p5KHYY2It3gOm5ERKSkbCsrhSICBQWqxxnaiHSnysGtTEZGBpKTkwEArVq1Qv369TXWKCIi0p2goNL72R7HwEake1UObtnZ2Rg7diw2btyIkpISAICpqSkGDhyIFStWwN7eXuONJCKi6sG12Yj0W5VnlY4aNQrHjh3D7t27kZmZiczMTOzatQsnT57EBx98oI02EhGRFpSfOQqoD202NjYMbUR6pMrruNna2iImJgZdunRRKv/tt9/Qq1cv5ObmarSBxozruBGRNvn7ly6sK5eX3s/2OAY2omejze/vKg+V1qtXT+1wqL29PerUqaORRhERkfaFham/lw1gaCPSV1UeKp05cyYmTZqE9PR0qSw9PR1Tp07FrFmzNNo4IiJ6Po8Ph5anLrS1aNGCoY1Ij1V5qNTb2xt///038vPz4e7uDgBIS0uDpaUlWrRooVT31KlTmmupEeJQKRE9r/LDoXFxj8q5oC6R9ujVUGnfvn0hk8k02ggiItKOsjXZwsJKn3PWKJFh09gm86R57HEjIk1SF9p8fX3Rq1cvHbSGqObSq03mmzZtin///VelPDMzE02bNtVIo4iISLMqGhplaCMyLFUeKk1NTUVxcbFKeX5+Pq5fv66RRhER0bOLjgamTQNkMmDQIA6NEtUklQ5u0eWmJMXExCgtCVJcXIzY2Fh4eHhotnVERFRlkZFAcjIwZ45qaAsMDISPj48OWkVEmlDpodJ+/fqhX79+kMlkGD58uPS8X79+GDRoEA4cOIDFixdrraFBQUFwd3eHlZUVXF1dMXToUNy4cUOpTkxMDPz8/FC7dm04OTmhf//+SE1NVapz+PBhdOzYEZaWlmjevDmioqJU3mvFihVo0qQJrKys4Ovri+PHjysdz8vLw9ixY1GvXj3UqlUL/fv3x61bt5TqpKWlITAwEDY2Nqhfvz6mTp2KoqIijfwsiIieJDRUqA1t4eHhDG1EBq7Swa2kpAQlJSVwd3dHRkaG9LykpAT5+flITk5Gnz59tNbQ7t27Y8uWLUhOTsa2bdtw+fJlDBgwQDqekpKCvn374tVXX8Xp06cRExODO3fu4K233lKqExgYiO7du+P06dOYMGEC3nvvPcTExEh1Nm/ejEmTJiE8PBynTp1C+/btoVAokJGRIdWZOHEidu7cia1bt+LIkSO4ceOG0vsUFxcjMDAQBQUFiIuLw9q1axEVFYXZs2dr7edDRASU3st2+vRclXIOjRLVDAY7qzQ6Ohr9+vVDfn4+zM3N8eOPP2Lw4MHIz8+HiUlpHt25cyf69u0r1QkNDcXu3btx7tw56TyDBg1CZmYm9u3bB6B0htWLL76I5cuXAygNrG5ubvjoo48QFhaGrKwsODk5YcOGDVJwTEpKgpeXF+Lj4+Hn54e9e/eiT58+uHHjBpydnQEAq1atQmhoKG7fvg0LC4tKfUbOKiWiqlA3AWHQoEFo1aqVDlpDZLz0ah23uXNV/0+uvOroVbp79y7Wr18Pf39/mJubAwA6deoEExMTrFmzBsHBwcjJycH333+PgIAAqU58fDwCAgKUzqVQKDBhwgQAQEFBARISEjB9+nTpuImJCQICAhAfHw8ASEhIQGFhodJ5PD094e7uLgW3+Ph4tGvXTgptZe8zZswYnD9/Ht7e3lr5uRBRzRYd/WhNtqCgR+VFRUX4/PPPVeqzl42o5qlycPv555+VnhcWFiIlJQVmZmZo1qyZVoNbaGgoli9fjgcPHsDPzw+7du2Sjnl4eGD//v14++238cEHH6C4uBhyuRx79uyR6qSnpyuFKQBwdnZGdnY2Hj58iHv37qG4uFhtnaSkJOkcFhYWcHBwUKlTtg1YRe9Tdqwi+fn5yM/Pl55nZ2c/7UdCREYkMrJ0F4TIyEfBjQvqEhmXKq/jlpiYqPQ4d+4cbt68iR49emDixIlVOldYWBhkMtkTH2WBCQCmTp2KxMRE7N+/H6amphg2bBjKRnrT09MxatQoDB8+HCdOnMCRI0dgYWGBAQMGwFBGg+fPnw97e3vp4ebmpusmEZEe6d4dqFWr9E9AfWgbNWoUQxtRDVblHjd17OzsEBERgTfeeANDhw6t9OsmT56M4ODgJ9Ypv6ivo6MjHB0d0bJlS3h5ecHNzQ1Hjx6FXC7HihUrYG9vj4ULF0r1f/jhB7i5ueHYsWPw8/ODi4uLyuzPW7duwc7ODtbW1jA1NYWpqanaOi4uLgAAFxcXFBQUIDMzU6nX7fE6j89ELTtnWR11pk+fjkmTJknPs7OzGd6ISHLoEJCTA/z++wNERHyhcpyBjajm00hwA4CsrCxkZWVV6TVOTk5wcnJ6pvcrKSkBAGlo8cGDB9KkhDKmpqZKdR8fOgWAAwcOQC6XAwAsLCzQqVMnxMbGol+/ftJrY2NjMW7cOACl99KZm5sjNjYW/fv3BwAkJycjLS1NOo9cLsfnn3+OjIwM1K9fX3ofOzs7tG7dusLPZGlpCUtLy2f6eRBRzRcWBiQmcmiUyJhVObgtXbpU6bkQAjdv3sT333+P3r17a6xh5R07dgwnTpxAly5dUKdOHVy+fBmzZs1Cs2bNpLAUGBiIL7/8EnPnzsXgwYNx//59zJgxA40bN5YmA4wePRrLly/HtGnTMHLkSBw8eBBbtmzB7t27pfeaNGkShg8fDh8fH3Tu3BlfffUVcnNzMWLECACAvb09QkJCMGnSJNStWxd2dnb46KOPIJfL4efnBwDo2bMnWrdujaFDh2LhwoVIT0/HzJkzMXbsWAYzIqqS8hMS1IW2CRMmKC2ITkQ1W5WXA3l8dwQTExM4OTnh1VdfxfTp01G7dm2NNhAA/vzzT3z88cc4c+YMcnNz4erqil69emHmzJlo2LChVG/Tpk1YuHAhLl26BBsbG8jlcixYsACenp5SncOHD2PixIm4cOECGjVqhFmzZqkM1y5fvhxffPEF0tPT0aFDByxduhS+vr7S8by8PEyePBkbN25Efn4+FAoFvvnmG6Vh0KtXr2LMmDE4fPgwbG1tMXz4cERGRsLMrPJZmcuBEJG/P/DXX3cwbtwKlWPsZSPST9r8/jbYddyMAYMbEXHWKJHh0at13AAgMzMTf//9NwCgefPmKktjEBFR1ahbo01daAsLC+MtF0RGrErLgaSmpiIwMBCOjo7w9fWFr68vHB0d0adPH5U9QYmIqPJCQ0vXaAsNLd2eT11oCw8PZ2gjMnKV7nG7du0a/Pz8YG5ujk8//RReXl4AgAsXLmDlypWQy+U4ceIEGjVqpLXGEhHVVGU3rQwaFIF161SPc2iUiIAq3OMWEhKCv//+GzExMbCyslI69vDhQ/Tq1QstWrTA6tWrtdJQY8R73IiMR3S0+lmjs2bNUlnqiIj0m17c47Zv3z5s3rxZJbQBgLW1NT799FMMGjRIo40jIjIGp0+fRmLiDpVy9rIR0eMqHdzu3LmDJk2aVHi8adOmuHv3ribaRERUoz1tbTaAoY2I1Kt0cHN1dZXWPlPn3LlzT9zOiYiISpVtFq8utDGwEdGTVPrGiX79+mHKlCm4ffu2yrGMjAyEhoZK20QREVHFhg37BXPmMLQRUdVVenLCvXv34Ovri/T0dLz77rvw9PSEEAIXL17Ehg0b4OLigqNHj6Ju3brabrPR4OQEopqHC+oS1Xx6MTmhTp06OHbsGGbMmIFNmzYhMzMTAODg4IB33nkH8+bNY2gjIqpARbNGGdiIqCqeacsrIYQ0ZOrk5ASZTKbxhhF73Ihqiu+++w7Xrl1TKWdoI6qZ9KLHrTyZTIb69etrtCFERDURh0aJSJOeKbgREdHTVbRtFRHRs2JwIyLSgPJrs509+xmKi4tV6jC0EdHzYnAjItKAJ63NBjC0EZFmMLgREWlARbsgMLARkSZVKrgtXbq00iccP378MzeGiEjflR8SDQoqLeMEBCKqLpVaDsTDw6NyJ5PJcOXKleduFJXiciBE+sffv3RIVC4H4uIY2ohIlc6XA0lJSdHomxIRGaqwMCA0FLh7l7NGiaj6PfM9bgUFBUhJSUGzZs1gZsZb5YjIOAQFcQICEelOpTeZL/PgwQOEhITAxsYGbdq0QVpaGgDgo48+QmRkpMYbSESkT9T1sllZWTG0EVG1qHJwmz59Os6cOYPDhw/DyspKKg8ICMDmzZs12jgiIn0RHV3x0GhoaKgOWkRExqjKY5zbt2/H5s2b4efnp7RHaZs2bXD58mWNNo6ISB9wAgIR6YsqB7fbt2+r3ac0NzeXm80TUY0SHa3+frY2bdpgwIABOmgRERm7Kg+V+vj4YPfu3dLzsrC2evVqyOVyzbWMiEjHKlpQl6GNiHSlyj1u8+bNQ+/evXHhwgUUFRXh66+/xoULFxAXF4cjR45oo41ERNWKQ6NEpK+q3OPWpUsXnD59GkVFRWjXrh3279+P+vXrIz4+Hp06ddJGG4mIqo260PbKK68wtBGRXqjUzgmkG9w5gaj6CCEwd+5clXIGNiKqKp3vnJCdnV3pEzJgEJGh4dAoERmKSgU3BweHSs8YLS4ufq4GERFVJ3Wh7c0338QLL7ygg9YQET1ZpYLboUOHpL+npqYiLCwMwcHB0izS+Ph4rF27FvPnz9dOK4mINKy4uBifffaZSrm3dziY2YhIX1X5HrcePXrgvffew+DBg5XKN2zYgP/+9784fPiwJttn1HiPG5F2cGiUiLRJm9/fVZ5VGh8fDx8fH5VyHx8fHD9+XCONIiLSFnWhLT7+PXh7M7QRkf6rcnBzc3PD//73P5Xy1atXw83NTSONIiLStIcPH1a41+i+fQ0RFKSDRhERVVGVF+D98ssv0b9/f+zduxe+vr4AgOPHj+Ovv/7Ctm3bNN5AIqLnxaFRIqopnmkdt+vXr+Obb75BUlISAMDLywujR49mj5uG8R43ouenLrR9/PHHcHBwqP7GEJFR0Ob3Nxfg1WMMbkTP7u7du1i2bJlKOXvZiEjbdL4A7+MyMzPx7bff4uLFiwCANm3aYOTIkbC3t9do44iIngWHRomopqpyj9vJkyehUChgbW2Nzp07AwBOnDiBhw8fYv/+/ejYsaNWGmqM2ONGVHXqQltoaCisrKx00BoiMkZ6NVTatWtXNG/eHP/73/9gZlbaYVdUVIT33nsPV65cwa+//qrRBhozBjeiyrt27Rq+++47lXL2shFRddOr4GZtbY3ExER4enoqlV+4cAE+Pj548OCBRhtozBjciCqHQ6NEpE/06h43Ozs7pKWlqQS3a9euoXbt2hprGBFRZagLbTNnzoSpqakOWkNEpF1VDm4DBw5ESEgIFi1aBH9/fwDAH3/8galTp6psg0VEpC0XLlzA1q1bVcrZy0ZENVmVg9uiRYsgk8kwbNgwFBUVAQDMzc0xZswYREZGaryBRESP49AoERmrZ17H7cGDB7h8+TIAoFmzZrCxsdFow4j3uBGpoy60zZ49GzKZTAetISJSpVf3uJWxsbFBu3btNNkWIqIK/f7774iNjVUpZy8bERmTSge3kSNHVqqeuun4RETPo6KhUW9vhjYiMi6VDm5RUVFo3LgxvL29wV2yiKi6qAtt7GUjImNV6eA2ZswYbNy4ESkpKRgxYgTeffdd1K1bV5ttIyIjtmvXLiQkJKiUM7QRkTEzqWzFFStW4ObNm5g2bRp27twJNzc3vP3224iJiWEPHBFpVEREhNrQFhPD0EZExu2ZZ5VevXoVUVFRWLduHYqKinD+/HnUqlVL0+0zapxVSsZI3dDoxo3hkMmABQuAoCAdNIqIqAr0clapiYkJZDIZhBAoLi7WZJuIyAitWbMGaWlpKuXh4eHg6CgRUalKD5UCQH5+PjZu3IjXXnsNLVu2xJ9//only5cjLS2NvW1E9MwiIiIqDG1ERPRIpXvcPvzwQ2zatAlubm4YOXIkNm7cCEdHR222jYiMAGeNEhFVXqXvcTMxMYG7uzu8vb2fuEL5Tz/9pLHGGTve40Y12bx581BYWKhSztBGRIZOL+5xGzZsGLeUISKNUNfLZmFhgenTp+ugNUREhqNKC/ASET0vDo0SET27Z55VSkRUFRVtW8XQRkRUeQxuRKR16kKbu7s7RowYoYPWEBEZLgY3ItIqDo0SEWkOgxsRaQWHRomINI/BjYg0Tl1o8/HxQWBgoA5aQ0RUczC4EZFGcWiUiEh7GNyISCM4NEpEpH0MbkT0XKKjgcRE1dDWs2dPyOVyHbSIiKjmYnAjomcmhEBi4lyVcvayERFpB4MbET0TDo0SEVU/E103oLKCgoLg7u4OKysruLq6YujQobhx44ZSnS1btqBDhw6wsbFB48aN8cUXX6ic5/Dhw+jYsSMsLS3RvHlztVt5rVixAk2aNIGVlRV8fX1x/PhxpeN5eXkYO3Ys6tWrh1q1aqF///64deuWUp20tDQEBgbCxsYG9evXx9SpU1FUVPT8PwgiPaAutDVtOpihjYhIywwmuHXv3h1btmxBcnIytm3bhsuXL2PAgAHS8b1792LIkCEYPXo0zp07h2+++QZffvklli9fLtVJSUlBYGAgunfvjtOnT2PChAl47733EBMTI9XZvHkzJk2ahPDwcJw6dQrt27eHQqFARkaGVGfixInYuXMntm7diiNHjuDGjRt46623pOPFxcUIDAxEQUEB4uLisHbtWkRFRWH27Nla/ikRaVdJSYna0DZnTjhWrmyJ6GjA37/0vjciItI8mRBC6LoRzyI6Ohr9+vVDfn4+zM3N8c4776CwsBBbt26V6ixbtgwLFy5EWloaZDIZQkNDsXv3bpw7d06qM2jQIGRmZmLfvn0AAF9fX7z44otS4CspKYGbmxs++ugjhIWFISsrC05OTtiwYYMUHJOSkuDl5YX4+Hj4+flh79696NOnD27cuAFnZ2cAwKpVqxAaGorbt2/DwsKiUp8xOzsb9vb2yMrKgp2dnUZ+bkTPqqKhUW/vcERGAmFhQGQkEB8PyOVAXFw1N5CISE9o8/vbYHrcyrt79y7Wr18Pf39/mJubAwDy8/NhZWWlVM/a2hrXr1/H1atXAQDx8fEICAhQqqNQKBAfHw8AKCgoQEJCglIdExMTBAQESHUSEhJQWFioVMfT0xPu7u5Snfj4eLRr104KbWXvk52djfPnz1f4ufLz85Gdna30INIH6kLbBx98gPDwcAQFlYa0oKDS8CaXl/5JRESaZ1DBLTQ0FLa2tqhXrx7S0tKwY8cO6ZhCocBPP/2E2NhYlJSU4NKlS1i8eDEA4ObNmwCA9PR0pTAFAM7OzsjOzsbDhw9x584dFBcXq62Tnp4uncPCwgIODg5PrKPuHGXHKjJ//nzY29tLDzc3t8r+aIi0oqCgoMIFdV1cXFTKy4c4IiLSPJ0Gt7CwMMhksic+kpKSpPpTp05FYmIi9u/fD1NTUwwbNgxlI72jRo3CuHHj0KdPH1hYWMDPzw+DBg0CUNprZgimT5+OrKws6XHt2jVdN4mMWEREBObPn69SzgkIRES6o9PlQCZPnozg4OAn1mnatKn0d0dHRzg6OqJly5bw8vKCm5sbjh49CrlcDplMhgULFmDevHlIT0+Hk5MTYmNjlc7h4uKiMvvz1q1bsLOzg7W1NUxNTWFqaqq2TlnvgouLCwoKCpCZmanU6/Z4ncdnopadU10vRRlLS0tYWlo+8edBVB3U9bJNnDhRulcjOhrSfW3sXSMiqj467YpycnKCp6fnEx8V3chfUlICoPS+sPJMTU3RsGFDWFhYYOPGjZDL5XBycgIAyOVyKcyVOXDggLS6u4WFBTp16qRUp6SkBLGxsVKdTp06wdzcXKlOcnIy0tLSpDpyuRx//vmn0kzUAwcOwM7ODq1bt36mnxVRdcjJyalwaLR8aBsypHQSQmRkdbeQiMi4GcQCvMeOHcOJEyfQpUsX1KlTB5cvX8asWbPQrFkzKSzduXMHP/74I1555RXk5eVhzZo10nIdZUaPHo3ly5dj2rRpGDlyJA4ePIgtW7Zg9+7dUp1JkyZh+PDh8PHxQefOnfHVV18hNzcXI0aMAADY29sjJCQEkyZNQt26dWFnZ4ePPvoIcrkcfn5+AEq3+mndujWGDh2KhQsXIj09HTNnzsTYsWPZo0Z6q7IL6kZGAjk5QK1anIRARFTthAE4e/as6N69u6hbt66wtLQUTZo0EaNHjxbXr1+X6ty+fVv4+fkJW1tbYWNjI3r06CGOHj2qcq5Dhw6JDh06CAsLC9G0aVOxZs0alTrLli0T7u7uwsLCQnTu3FnlPA8fPhQffvihqFOnjrCxsRFvvvmmuHnzplKd1NRU0bt3b2FtbS0cHR3F5MmTRWFhYZU+d1ZWlgAgsrKyqvQ6oqqaM2eOyiMvL09t3R07hJDLS/8kIiJV2vz+Nth13IwB13Ejbbt9+za++eYblXJOQCAienba/P42iKFSItI87jVKRGR4GNyIjJC60DZz5kyYmprqoDVERFRZhrHAGRFpxLVr1yqcNVoW2rjfKBGR/mKPG5GRqGhoNCYmHN7ej9ZjK9tvNDKSa7QREekb9rgRGQF1oW327NnYuDEc8fHAtGmPyrnfKBGR/mKPG1ENdunSJWzcuFGlvGwCgkwGpT+B0l429rQREeknBjeiGqoys0YXLHi0dRUREek/BjeiGqiiCQjlcb9RIiLDw3vciGqQhISESoU2QHkSAhERGQb2uBHVEFVdUDcsjMOkRESGhsGNqAaobC/b48OjHCIlIjIsDG5EBuy3337DwYMHVcor6mXjGm1ERIaNwY3IQKnrZXN0dMTYsWMrfA2HR4mIDBuDG5EBquzQ6OM4PEpEZNgY3IgMyM6dO3Hq1CmV8sqENiIiMnxcDoTIQERERKiEtnbt2iE8PJwbwxMRGQn2uBEZgKcNjXLSARGRcWBwI9Jj69atQ0pKikr540OjnHRARGQcGNyI9JS6XrauXbsiJ+dV+Psrb1XFSQdERMaBwY1IDz1paNTfn8OiRETGisGNSI8sWbIE9+/fVykvPzTKYVEiIuPF4EakJ9T1svXp0wedOnVSKuOwKBGR8WJwI9IDz7qgLhERGRcGNyId+vTTT1FSUqJSztBGRETqMLgR6Yi6XrYhQ4agefPmOmgNEREZAgY3omomhMDcuXNVytnLRkRET8PgRlSNPvvsMxQXF6uUl21bVTZblJMPiIhIHQY3omqibmg0Lu4DxMS4AOC2VURE9HTcZJ5Iy4QQakPbpk3huHrVRdoYPiwMkMu5PhsREVVMJoQQum4EqZednQ17e3tkZWXBzs5O182hZ6AusAGlQ6NlOyDI5UBcXDU3jIiItEab398cKiXSEnWhbcKECbC3twfAHRCIiKjqGNyINKyoqAiff/65Svnjs0a5AwIREVUVgxuRBj1paJSIiOh5MbgRaYi60DZt2jRYW1vroDVERFQTMbgRPaf8/HxERkaqlLOXjYiINI3Bjeg5cGiUiIiqE4Mb0TNSF9pmzJgBc3NzHbSGiIiMAYMbURXl5uZi0aJFKuXsZSMiIm1jcCOqAg6NEhGRLnHLK6JKUhfaZs2aBW/v0l0QyrauIiIi0hYGN6KnyMzMVBvawsPDYWJiorQ5PBERkTZxqJToCdQFNkvLeoiOHgdv79KdD7h1FRERVRduMq/HuMm8bqkLbbNnz8ZLL8m4OTwREVVIm9/fHColekxGRkaFQ6MymQxhYaWhjT1sRERU3ThUSlSOusDm4eGBYcOGSc+5OTwREekKgxvR/1dRLxsREZG+YHAjo3fjxg3873//UylnaCMiIn3D4EZGTV0vW/v27dGvX7/qbwwREdFTMLiR0VIX2ry9w3n/GhER6S3OKqUaLzoaSjsbXLlypcL72RjaiIhIn7HHjWq88jsbJCaqBraAgAC89NJLOmgZERFR1TC4UY1XtrOBQsFZo0REZNgY3KjG8/L6CwrFBpVyb2+GNiIiMiwMblQjRUdX3Mt2+vQAbN/eBnI5F9IlIiLDwuBGNdKThkajo4Fbt7hlFRERGR4GN6pxLl++DIXiB5XysvvZuGUVEREZKgY3qlHULfMxYsQIuLu766A1REREmsXgRjUG9xolIqKajsGNDF5SUhI2b96sUs7QRkRENQ2DGxk0db1sY8eOhaOjow5aQ0REpF0MbmSwODRKRETGhsGNDM6ZM2ewfft2lXKGNiIiqukY3MigqOtlmzBhAuzt7XXQGiIiourF4EYGg0OjRERk7BjcSO8dPXoUMTExSmW1atXC5MmTddQiIiIi3WBwI72mrpdtypQpsLW11UFriIiIdIvBjfSSEAJz585VKefQKBERGTMTXTegqvLz89GhQwfIZDKcPn1a6djZs2fRtWtXWFlZwc3NDQsXLlR5/datW+Hp6QkrKyu0a9cOe/bsUTouhMDs2bPh6uoKa2trBAQE4K+//lKqc/fuXQwZMgR2dnZwcHBASEgIcnJyqtwWUu/w4cMqoc3FxYWhjYiIjJ7BBbdp06ahQYMGKuXZ2dno2bMnGjdujISEBHzxxReYM2cO/vvf/0p14uLiMHjwYISEhCAxMRH9+vVDv379cO7cOanOwoULsXTpUqxatQrHjh2Dra0tFAoF8vLypDpDhgzB+fPnceDAAezatQu//vor3n///Sq1hdSLiIjAkSNHlMpCQ0PxwQcf6KhFRERE+kMmhBC6bkRl7d27F5MmTcK2bdvQpk0bJCYmokOHDgCAlStX4pNPPkF6ejosLCwAAGFhYdi+fTuSkpIAAAMHDkRubi527dolndPPzw8dOnTAqlWrIIRAgwYNMHnyZEyZMgUAkJWVBWdnZ0RFRWHQoEG4ePEiWrdujRMnTsDHxwcAsG/fPrz++uu4fv06GjRoUKm2VEZ2djbs7e2RlZUFOzu75/756bOSkhJ8+umnKuXsZSMiIkOjze9vg+lxu3XrFkaNGoXvv/8eNjY2Ksfj4+PRrVs3KSgBgEKhQHJyMu7duyfVCQgIUHqdQqFAfHw8ACAlJQXp6elKdezt7eHr6yvViY+Ph4ODgxTaACAgIAAmJiY4duxYpduiTn5+PrKzs5UexmDv3r0qoa1Zs2YMbURERI8xiMkJQggEBwdj9OjR8PHxQWpqqkqd9PR0eHh4KJU5OztLx+rUqYP09HSprHyd9PR0qV7511VUp379+krHzczMULduXaU6T2uLOvPnz1c7i7ImU/d5Z8yYAXNzcx20hoiISL/ptMctLCwMMpnsiY+kpCQsW7YM9+/fx/Tp03XZXK2bPn06srKypMe1a9d03SStKS4urnBBXYY2IiIi9XTa4zZ58mQEBwc/sU7Tpk1x8OBBxMfHw9LSUumYj48PhgwZgrVr18LFxQW3bt1SOl723MXFRfpTXZ3yx8vKXF1dleqU3Uvn4uKCjIwMpXMUFRXh7t27T32f8u+hjqWlpcpnrIm2bdumNCEEAF544QW8+eabOmoRERGRYdBpcHNycoKTk9NT6y1duhSfffaZ9PzGjRtQKBTYvHkzfH19AQByuRyffPIJCgsLpR6bAwcOoFWrVtLQpFwuR2xsLCZMmCCd68CBA5DL5QAADw8PuLi4IDY2Vgpq2dnZOHbsGMaMGSOdIzMzEwkJCejUqRMA4ODBgygpKalSW4yVul62mTNnwtTUVAetISIiMiwGMTnB3d0dbdu2lR4tW7YEUHoDe6NGjQAA77zzDiwsLBASEoLz589j8+bN+PrrrzFp0iTpPB9//DH27duHxYsXIykpCXPmzMHJkycxbtw4AIBMJsOECRPw2WefITo6Gn/++SeGDRuGBg0aoF+/fgAALy8v9OrVC6NGjcLx48fxxx9/YNy4cRg0aJC0TEll2mJsCgsLKxwaZWgjIiKqHIOYnFAZ9vb22L9/P8aOHYtOnTrB0dERs2fPVlpfzd/fHxs2bMDMmTMxY8YMtGjRAtu3b0fbtm2lOtOmTUNubi7ef/99ZGZmokuXLti3bx+srKykOuvXr8e4cePQo0cPmJiYoH///li6dGmV2lJTREcDkZFAWBgQFKS+zrp165CSkqJU5ufnB4VCUQ0tJCIiqjkMah03Y2MI67j5+wPx8YBcDsTFqR5X18s2e/ZsyGSyamgdERFR9eM6bqRT0dGlAS06WvVYWFhpaAsLUy7Py8urcGiUoY2IiOjZsMdNj+lLj9vTetUet3LlSpWZt6+88gpefvllLbWQiIhIf2jz+7vG3ONG2hMW9ug+tqfh0CgREZH2cKiUKlQ2RAqU9rRVNPkAAHJycjg0SkREpGXscaMKRUaWDpFGRj45tH3xxRd48OCBUlnv3r3RuXNnLbeQiIjIuDC4UYUqM0RaUS8bERERaR6DG1UoKKjinrb79+9jyZIlKuUMbURERNrD4EZVtmrVKpW9WN9880288MILOmoRERGRceDkBHriOm2Pi4iIUAlt4eHhDG1ERETVgMGNlCYhVOTevXu8n42IiEjHOFRKT52EsGTJEty/f1+pLDg4GI0bN66G1hEREVEZ9rgZoceHRoOCKl6nLSIiQiW0hYeHM7QRERHpAIObEarM0Ghubi6HRomIiPQMh0qN0NOGRg8fPowjR44olY0dOxaOjo7V0DoiIiKqCIObEXrS+mzsZSMiItJfDG4EQP2Cuq+88gpefvllHbWIiIiIHsfgRjhw4ADi4uKUyqZMmQJbW1sdtYiIiIjUYXAzclu3bsWFCxeUyjg0SkREpJ8Y3IxUXl4eFixYoFTWs2dPyOVyHbWIiIiInobBzQhdunQJGzduVCqbMWMGzM3NddQiIiIiqgwGNyNUPrT5+flBoVDosDVERERUWQxuRmzUqFFo0KCBrptBRERElSQTQghdN4LUy87Ohr29PbKysmBnZ6fr5hAREVElaPP7m1teERERERkIBjciIiIiA8HgRkRERGQgGNyIiIiIDASDGxEREZGBYHAjIiIiMhAMbkREREQGgsGNiIiIyEAwuBEREREZCAY3IiIiIgPB4EZERERkIBjciIiIiAwEgxsRERGRgWBwIyIiIjIQZrpuAFVMCAEAyM7O1nFLiIiIqLLKvrfLvsc1icFNj92/fx8A4ObmpuOWEBERUVXdv38f9vb2Gj2nTGgjDpJGlJSU4MaNG6hduzZkMpmum6N12dnZcHNzw7Vr12BnZ6fr5tBjeH30G6+PfuP10W+avj5CCNy/fx8NGjSAiYlm70pjj5seMzExQaNGjXTdjGpnZ2fHX2x6jNdHv/H66DdeH/2myeuj6Z62MpycQERERGQgGNyIiIiIDASDG+kNS0tLhIeHw9LSUtdNITV4ffQbr49+4/XRb4Z0fTg5gYiIiMhAsMeNiIiIyEAwuBEREREZCAY3IiIiIgPB4EZERERkIBjcSCPy8/PRoUMHyGQynD59WunY2bNn0bVrV1hZWcHNzQ0LFy5Uef3WrVvh6ekJKysrtGvXDnv27FE6LoTA7Nmz4erqCmtrawQEBOCvv/5SqnP37l0MGTIEdnZ2cHBwQEhICHJycqrclpokKCgI7u7usLKygqurK4YOHYobN24o1dmyZQs6dOgAGxsbNG7cGF988YXKeQ4fPoyOHTvC0tISzZs3R1RUlEqdFStWoEmTJrCysoKvry+OHz+udDwvLw9jx45FvXr1UKtWLfTv3x+3bt1SqpOWlobAwEDY2Nigfv36mDp1KoqKip7/B6GnKnN9YmJi4Ofnh9q1a8PJyQn9+/dHamqqUh1eH+152jWaM2cOZDKZysPW1lbpPPwdpx2V+TckhMCiRYvQsmVLWFpaomHDhvj888+V6hjUvyFBpAHjx48XvXv3FgBEYmKiVJ6VlSWcnZ3FkCFDxLlz58TGjRuFtbW1+L//+z+pzh9//CFMTU3FwoULxYULF8TMmTOFubm5+PPPP6U6kZGRwt7eXmzfvl2cOXNGBAUFCQ8PD/Hw4UOpTq9evUT79u3F0aNHxW+//SaaN28uBg8eXKW21DRLliwR8fHxIjU1Vfzxxx9CLpcLuVwuHd+zZ48wMzMTK1euFJcvXxa7du0Srq6uYtmyZVKdK1euCBsbGzFp0iRx4cIFsWzZMmFqair27dsn1dm0aZOwsLAQ3333nTh//rwYNWqUcHBwELdu3ZLqjB49Wri5uYnY2Fhx8uRJ4efnJ/z9/aXjRUVFom3btiIgIEAkJiaKPXv2CEdHRzF9+nQt/5R052nX58qVK8LS0lJMnz5d/P333yIhIUF069ZNeHt7K9Xh9dGep12j+/fvi5s3byo9WrduLYYPHy7V4e847Xna9RFCiI8++ki0atVK7NixQ1y5ckWcPHlS7N+/XzpuaP+GGNzoue3Zs0d4enqK8+fPqwS3b775RtSpU0fk5+dLZaGhoaJVq1bS87ffflsEBgYqndPX11d88MEHQgghSkpKhIuLi/jiiy+k45mZmcLS0lJs3LhRCCHEhQsXBABx4sQJqc7evXuFTCYT//zzT6XbUtPt2LFDyGQyUVBQIIQQYvDgwWLAgAFKdZYuXSoaNWokSkpKhBBCTJs2TbRp00apzsCBA4VCoZCed+7cWYwdO1Z6XlxcLBo0aCDmz58vhCi9Xubm5mLr1q1SnYsXLwoAIj4+XghR+t+RiYmJSE9Pl+qsXLlS2NnZKV2zmuzx67N161ZhZmYmiouLpTrR0dFKdXh9qtfj1+hxp0+fFgDEr7/+KpXxd1z1efz6XLhwQZiZmYmkpKQKX2No/4Y4VErP5datWxg1ahS+//572NjYqByPj49Ht27dYGFhIZUpFAokJyfj3r17Up2AgACl1ykUCsTHxwMAUlJSkJ6erlTH3t4evr6+Up34+Hg4ODjAx8dHqhMQEAATExMcO3as0m2pye7evYv169fD398f5ubmAEqHuK2srJTqWVtb4/r167h69SqAp1+fgoICJCQkKNUxMTFBQECAVCchIQGFhYVKdTw9PeHu7q50Ddu1awdnZ2el98nOzsb58+c19WPQW+quT6dOnWBiYoI1a9aguLgYWVlZ+P777xEQECDV4fWpPuqu0eNWr16Nli1bomvXrlIZf8dVD3XXZ+fOnWjatCl27doFDw8PNGnSBO+99x7u3r0rvc7Q/g0xuNEzE0IgODgYo0ePVvplUl56errSf6QApOfp6elPrFP+ePnXVVSnfv36SsfNzMxQt27dp75P+feoiUJDQ2Fra4t69eohLS0NO3bskI4pFAr89NNPiI2NRUlJCS5duoTFixcDAG7evAmg4p9bdnY2Hj58iDt37qC4uPip18fCwgIODg5PrMPro3x9PDw8sH//fsyYMQOWlpZwcHDA9evXsWXLFqkOr4/2PekalZeXl4f169cjJCREqZy/47TrSdfnypUruHr1KrZu3Yp169YhKioKCQkJGDBggFTH0P4NMbiRirCwMLU325Z/JCUlYdmyZbh//z6mT5+u6yYblcpenzJTp05FYmIi9u/fD1NTUwwbNgzi/2+YMmrUKIwbNw59+vSBhYUF/Pz8MGjQIACl/0dJVafJ65Oeno5Ro0Zh+PDhOHHiBI4cOQILCwsMGDBAqkNVp8lrVN7PP/+M+/fvY/jw4dX5cWocTV6fkpIS5OfnY926dejatSteeeUVfPvttzh06BCSk5N19RGfi5muG0D6Z/LkyQgODn5inaZNm+LgwYOIj49X2dvNx8cHQ4YMwdq1a+Hi4qIyq6bsuYuLi/Snujrlj5eVubq6KtXp0KGDVCcjI0PpHEVFRbh79+5T36f8exiCyl6fMo6OjnB0dETLli3h5eUFNzc3HD16FHK5HDKZDAsWLMC8efOQnp4OJycnxMbGKp2jop+bnZ0drK2tYWpqClNT06dew4KCAmRmZir9H+njdR6fpWXs12fFihWwt7dXmhn4ww8/wM3NDceOHYOfnx+vzzPQ5DUqb/Xq1ejTp49Krwp/x1WNJq+Pq6srzMzM0LJlS6m+l5cXgNIZnq1atTK8f0OVvhuO6DFXr14Vf/75p/SIiYkRAMSPP/4orl27JoR4dLNs+Rt5p0+frjI5oU+fPkrnlsvlKjfuLlq0SDqelZWl9sbdkydPSnViYmLU3rj7pLbUdFevXhUAxKFDhyqsM3ToUKVZWdOmTRNt27ZVqjN48GCVG3fHjRsnPS8uLhYNGzZUuXH3xx9/lOokJSWpvXG3/Cyt//u//xN2dnYiLy/v2T6wgXn8+kyaNEl07txZqc6NGzcEAPHHH38IIXh9qltF/4auXLkiZDKZ2Llzp8pr+Duu+jx+fcq+l/7++2+pTtkEkuTkZCGE4f0bYnAjjUlJSVGZVZqZmSmcnZ3F0KFDxblz58SmTZuEjY2NynIgZmZmYtGiReLixYsiPDxc7VR5BwcHsWPHDnH27FnRt29ftVPlvb29xbFjx8Tvv/8uWrRooTRVvjJtqUmOHj0qli1bJhITE0VqaqqIjY0V/v7+olmzZtIvidu3b4uVK1eKixcvisTERDF+/HhhZWUljh07Jp2nbKr81KlTxcWLF8WKFSvUTpW3tLQUUVFR4sKFC+L9998XDg4OSrOnRo8eLdzd3cXBgwfFyZMnVabtl02V79mzpzh9+rTYt2+fcHJyqrHLTVTm+sTGxgqZTCYiIiLEpUuXREJCglAoFKJx48biwYMHQgheH22qzDUqM3PmTNGgQQNRVFSkch7+jtOOylyf4uJi0bFjR9GtWzdx6tQpcfLkSeHr6ytee+016TyG9m+IwY00Rl1wE0KIM2fOiC5dughLS0vRsGFDERkZqfLaLVu2iJYtWwoLCwvRpk0bsXv3bqXjJSUlYtasWcLZ2VlYWlqKHj16SP+3VObff/8VgwcPFrVq1RJ2dnZixIgR4v79+1VuS01x9uxZ0b17d1G3bl1haWkpmjRpIkaPHi2uX78u1bl9+7bw8/MTtra2wsbGRvTo0UMcPXpU5VyHDh0SHTp0EBYWFqJp06ZizZo1KnWWLVsm3N3dhYWFhejcubPKeR4+fCg+/PBDUadOHWFjYyPefPNNcfPmTaU6qamponfv3sLa2lo4OjqKyZMni8LCQs38QPRMZa6PEEJs3LhReHt7C1tbW+Hk5CSCgoLExYsXlerw+mhHZa9RcXGxaNSokZgxY0aF5+LvOM2r7PX5559/xFtvvSVq1aolnJ2dRXBwsPj333+V6hjSvyGZELzDlYiIiMgQcNoYERERkYFgcCMiIiIyEAxuRERERAaCwY2IiIjIQDC4ERERERkIBjciIiIiA8HgRkRERGQgGNyIiLRAJpNh+/btum6GksOHD0MmkyEzM1PXTSGiZ8TgRkT0HObMmSNtBE5EpG0MbkREREQGgsGNiIxaSUkJ5s+fDw8PD1hbW6N9+/b48ccfATwaWoyNjYWPjw9sbGzg7++P5ORkAEBUVBQiIiJw5swZyGQyyGQyREVFSee+c+cO3nzzTdjY2KBFixaIjo6uVJvK3jcmJgbe3t6wtrbGq6++ioyMDOzduxdeXl6ws7PDO++8gwcPHkivy8/Px/jx41G/fn1YWVmhS5cuOHHihOZ+WESkcwxuRGTU5s+fj3Xr1mHVqlU4f/48Jk6ciHfffRdHjhyR6nzyySdYvHgxTp48CTMzM4wcORIAMHDgQEyePBlt2rTBzZs3cfPmTQwcOFB6XUREBN5++22cPXsWr7/+OoYMGYK7d+9Wum1z5szB8uXLERcXh2vXruHtt9/GV199hQ0bNmD37t3Yv38/li1bJtWfNm0atm3bhrVr1+LUqVNo3rw5FApFld6TiPRclbakJyKqQfLy8oSNjY2Ii4tTKg8JCRGDBw8Whw4dEgDEL7/8Ih3bvXu3ACAePnwohBAiPDxctG/fXuXcAMTMmTOl5zk5OQKA2Lt371Pbpe5958+fLwCIy5cvS2UffPCBUCgU0vnNzc3F+vXrpeMFBQWiQYMGYuHChUrnvXfv3lPbQET6yUyHmZGISKf+/vtvPHjwAK+99ppSeUFBAby9vaXnL7zwgvR3V1dXAEBGRgbc3d2feP7yr7O1tYWdnR0yMjIq3b7yr3d2doaNjQ2aNm2qVHb8+HEAwOXLl1FYWIiXXnpJOm5ubo7OnTvj4sWLlX5PItJvDG5EZLRycnIAALt370bDhg2VjllaWuLy5csASgNQGZlMBqD03rinKf+6stdW5nXqXi+TyZ77fERk+HiPGxEZrdatW8PS0hJpaWlo3ry50sPNza1S57CwsEBxcbGWW/p0zZo1g4WFBf744w+prLCwECdOnEDr1q112DIi0iT2uBGR0apduzamTJmCiRMnoqSkBF26dEFWVhb++OMP2NnZoXHjxk89R5MmTZCSkoLTp0+jUaNGqF27NiwtLauh9cpsbW0xZswYTJ06FXXr1oW7uzsWLlyIBw8eICQkpNrbQ0TaweBGREbt008/hZOTE+bPn48rV67AwcEBHTt2xIwZMyo1DNm/f3/89NNP6N69OzIzM7FmzRoEBwdrv+FqREZGoqSkBEOHDsX9+/fh4+ODmJgY1KlTRyftISLNkwkhhK4bQURERERPx3vciIiIiAwEgxsRUTUbPXo0atWqpfYxevRoXTePiPQYh0qJiKpZRkYGsrOz1R6zs7ND/fr1q7lFRGQoGNyIiIiIDASHSomIiIgMBIMbERERkYFgcCMiIiIyEAxuRERERAaCwY2IiIjIQDC4ERERERkIBjciIiIiA8HgRkRERGQg/h8Bu7sJt+ciGQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(keras_surrogate, data_validation)\n",
+        "surrogate_parity(keras_surrogate, data_validation)\n",
+        "surrogate_residual(keras_surrogate, data_validation)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_test.ipynb](./surrogate_embedding_test.ipynb) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
-    },
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(keras_surrogate, data_validation)\n",
-    "surrogate_parity(keras_surrogate, data_validation)\n",
-    "surrogate_residual(keras_surrogate, data_validation)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_test.ipynb](./surrogate_embedding_test.ipynb) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_usr.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_usr.ipynb
index d1013d74..ffcb3d37 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_usr.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/omlt/keras_training_usr.ipynb
@@ -1,1123 +1,1126 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
-    "\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
-      "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
-      "<frozen importlib._bootstrap>:241)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import random as rn\n",
-    "import tensorflow as tf\n",
-    "import tensorflow.keras as keras\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
-    "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")\n",
-    "\n",
-    "# fix environment variables to ensure consist neural network training\n",
-    "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
-    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
-    "np.random.seed(46)\n",
-    "rn.seed(1342)\n",
-    "tf.random.set_seed(62)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "# Creating input_data and output_data from data\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# Define labels, and split training and validation data\n",
-    "input_labels = input_data.columns\n",
-    "output_labels = output_data.columns\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogate with TensorFlow Keras\n",
-    "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
-    "\n",
-    "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
-    "\n",
-    "* Activation function: sigmoid, **tanh**\n",
-    "* Optimizer: **Adam**\n",
-    "* Number of hidden layers: 3, **4**, 5, 6\n",
-    "* Number of neurons per layer: **20**, 40, 60\n",
-    "\n",
-    "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
-    "\n",
-    "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
-    "\n",
-    "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/250\n",
-      "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
-      "Epoch 2/250\n",
-      "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
-      "Epoch 3/250\n",
-      "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
-      "Epoch 4/250\n",
-      "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
-      "Epoch 5/250\n",
-      "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
-      "Epoch 6/250\n",
-      "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
-      "Epoch 7/250\n",
-      "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
-      "Epoch 8/250\n",
-      "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
-      "Epoch 9/250\n",
-      "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
-      "Epoch 10/250\n",
-      "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
-      "Epoch 11/250\n",
-      "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
-      "Epoch 12/250\n",
-      "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
-      "Epoch 13/250\n",
-      "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
-      "Epoch 14/250\n",
-      "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
-      "Epoch 15/250\n",
-      "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
-      "Epoch 16/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
-      "Epoch 17/250\n",
-      "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
-      "Epoch 18/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
-      "Epoch 19/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
-      "Epoch 20/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
-      "Epoch 21/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
-      "Epoch 22/250\n",
-      "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
-      "Epoch 23/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
-      "Epoch 24/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
-      "Epoch 25/250\n",
-      "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
-      "Epoch 26/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
-      "Epoch 27/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
-      "Epoch 28/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
-      "Epoch 29/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
-      "Epoch 30/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
-      "Epoch 31/250\n",
-      "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
-      "Epoch 32/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
-      "Epoch 33/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
-      "Epoch 34/250\n",
-      "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
-      "Epoch 35/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
-      "Epoch 36/250\n",
-      "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
-      "Epoch 37/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
-      "Epoch 38/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
-      "Epoch 39/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
-      "Epoch 40/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
-      "Epoch 41/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 42/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
-      "Epoch 43/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 44/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 45/250\n",
-      "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 46/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 47/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
-      "Epoch 48/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
-      "Epoch 49/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
-      "Epoch 50/250\n",
-      "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 51/250\n",
-      "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 52/250\n",
-      "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 53/250\n",
-      "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
-      "Epoch 54/250\n",
-      "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
-      "Epoch 55/250\n",
-      "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 56/250\n",
-      "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
-      "Epoch 57/250\n",
-      "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
-      "Epoch 58/250\n",
-      "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 59/250\n",
-      "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
-      "Epoch 60/250\n",
-      "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 61/250\n",
-      "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 62/250\n",
-      "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 63/250\n",
-      "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
-      "Epoch 64/250\n",
-      "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
-      "Epoch 65/250\n",
-      "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 66/250\n",
-      "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 67/250\n",
-      "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
-      "Epoch 68/250\n",
-      "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
-      "Epoch 69/250\n",
-      "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 70/250\n",
-      "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
-      "Epoch 71/250\n",
-      "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
-      "Epoch 72/250\n",
-      "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
-      "Epoch 73/250\n",
-      "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
-      "Epoch 74/250\n",
-      "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
-      "Epoch 75/250\n",
-      "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 76/250\n",
-      "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 77/250\n",
-      "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
-      "Epoch 78/250\n",
-      "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
-      "Epoch 79/250\n",
-      "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 80/250\n",
-      "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 81/250\n",
-      "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 82/250\n",
-      "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 83/250\n",
-      "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 84/250\n",
-      "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 85/250\n",
-      "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
-      "Epoch 86/250\n",
-      "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 87/250\n",
-      "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
-      "Epoch 88/250\n",
-      "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 89/250\n",
-      "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 90/250\n",
-      "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
-      "Epoch 91/250\n",
-      "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
-      "Epoch 92/250\n",
-      "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 93/250\n",
-      "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 94/250\n",
-      "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
-      "Epoch 95/250\n",
-      "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 96/250\n",
-      "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 97/250\n",
-      "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 98/250\n",
-      "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 99/250\n",
-      "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 100/250\n",
-      "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 101/250\n",
-      "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 102/250\n",
-      "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
-      "Epoch 103/250\n",
-      "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 104/250\n",
-      "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 105/250\n",
-      "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
-      "Epoch 106/250\n",
-      "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 107/250\n",
-      "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
-      "Epoch 108/250\n",
-      "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
-      "Epoch 109/250\n",
-      "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
-      "Epoch 110/250\n",
-      "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 111/250\n",
-      "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
-      "Epoch 112/250\n",
-      "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
-      "Epoch 113/250\n",
-      "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 114/250\n",
-      "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 115/250\n",
-      "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
-      "Epoch 116/250\n",
-      "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 117/250\n",
-      "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
-      "Epoch 118/250\n",
-      "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 119/250\n",
-      "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 120/250\n",
-      "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
-      "Epoch 121/250\n",
-      "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 122/250\n",
-      "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 123/250\n",
-      "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
-      "Epoch 124/250\n",
-      "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
-      "Epoch 125/250\n",
-      "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
-      "Epoch 126/250\n",
-      "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 127/250\n",
-      "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
-      "Epoch 128/250\n",
-      "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
-      "Epoch 129/250\n",
-      "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 130/250\n",
-      "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
-      "Epoch 131/250\n",
-      "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 132/250\n",
-      "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
-      "Epoch 133/250\n",
-      "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
-      "Epoch 134/250\n",
-      "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
-      "Epoch 135/250\n",
-      "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 136/250\n",
-      "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
-      "Epoch 137/250\n",
-      "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
-      "Epoch 138/250\n",
-      "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 139/250\n",
-      "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
-      "Epoch 140/250\n",
-      "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
-      "Epoch 141/250\n",
-      "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
-      "Epoch 142/250\n",
-      "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 143/250\n",
-      "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
-      "Epoch 144/250\n",
-      "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
-      "Epoch 145/250\n",
-      "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 146/250\n",
-      "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
-      "Epoch 147/250\n",
-      "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 148/250\n",
-      "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
-      "Epoch 149/250\n",
-      "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
-      "Epoch 150/250\n",
-      "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 151/250\n",
-      "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
-      "Epoch 152/250\n",
-      "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 153/250\n",
-      "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 154/250\n",
-      "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 155/250\n",
-      "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
-      "Epoch 156/250\n",
-      "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
-      "Epoch 157/250\n",
-      "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 158/250\n",
-      "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 159/250\n",
-      "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
-      "Epoch 160/250\n",
-      "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
-      "Epoch 161/250\n",
-      "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
-      "Epoch 162/250\n",
-      "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
-      "Epoch 163/250\n",
-      "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
-      "Epoch 164/250\n",
-      "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 165/250\n",
-      "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 166/250\n",
-      "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
-      "Epoch 167/250\n",
-      "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 168/250\n",
-      "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 169/250\n",
-      "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 170/250\n",
-      "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 171/250\n",
-      "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 172/250\n",
-      "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
-      "Epoch 173/250\n",
-      "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
-      "Epoch 174/250\n",
-      "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
-      "Epoch 175/250\n",
-      "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 176/250\n",
-      "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 177/250\n",
-      "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
-      "Epoch 178/250\n",
-      "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
-      "Epoch 179/250\n",
-      "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
-      "Epoch 180/250\n",
-      "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
-      "Epoch 181/250\n",
-      "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
-      "Epoch 182/250\n",
-      "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
-      "Epoch 183/250\n",
-      "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
-      "Epoch 184/250\n",
-      "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
-      "Epoch 185/250\n",
-      "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 186/250\n",
-      "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 187/250\n",
-      "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 188/250\n",
-      "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
-      "Epoch 189/250\n",
-      "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
-      "Epoch 190/250\n",
-      "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 191/250\n",
-      "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
-      "Epoch 192/250\n",
-      "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
-      "Epoch 193/250\n",
-      "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
-      "Epoch 194/250\n",
-      "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
-      "Epoch 195/250\n",
-      "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 196/250\n",
-      "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
-      "Epoch 197/250\n",
-      "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
-      "Epoch 198/250\n",
-      "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
-      "Epoch 199/250\n",
-      "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 200/250\n",
-      "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
-      "Epoch 201/250\n",
-      "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
-      "Epoch 202/250\n",
-      "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 203/250\n",
-      "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
-      "Epoch 204/250\n",
-      "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 205/250\n",
-      "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
-      "Epoch 206/250\n",
-      "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
-      "Epoch 207/250\n",
-      "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 208/250\n",
-      "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
-      "Epoch 209/250\n",
-      "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 210/250\n",
-      "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 211/250\n",
-      "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 212/250\n",
-      "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
-      "Epoch 213/250\n",
-      "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
-      "Epoch 214/250\n",
-      "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
-      "Epoch 215/250\n",
-      "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
-      "Epoch 216/250\n",
-      "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
-      "Epoch 217/250\n",
-      "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
-      "Epoch 218/250\n",
-      "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
-      "Epoch 219/250\n",
-      "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 220/250\n",
-      "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
-      "Epoch 221/250\n",
-      "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
-      "Epoch 222/250\n",
-      "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
-      "Epoch 223/250\n",
-      "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
-      "Epoch 224/250\n",
-      "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
-      "Epoch 225/250\n",
-      "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
-      "Epoch 226/250\n",
-      "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
-      "Epoch 227/250\n",
-      "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
-      "Epoch 228/250\n",
-      "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
-      "Epoch 229/250\n",
-      "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
-      "Epoch 230/250\n",
-      "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 231/250\n",
-      "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
-      "Epoch 232/250\n",
-      "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
-      "Epoch 233/250\n",
-      "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
-      "Epoch 234/250\n",
-      "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
-      "Epoch 235/250\n",
-      "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
-      "Epoch 236/250\n",
-      "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
-      "Epoch 237/250\n",
-      "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
-      "Epoch 238/250\n",
-      "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
-      "Epoch 239/250\n",
-      "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
-      "Epoch 240/250\n",
-      "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
-      "Epoch 241/250\n",
-      "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 242/250\n",
-      "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
-      "Epoch 243/250\n",
-      "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
-      "Epoch 244/250\n",
-      "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
-      "Epoch 245/250\n",
-      "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
-      "Epoch 246/250\n",
-      "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
-      "Epoch 247/250\n",
-      "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
-      "Epoch 248/250\n",
-      "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
-      "Epoch 249/250\n",
-      "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
-      "Epoch 250/250\n",
-      "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# selected settings for regression (best fit from options above)\n",
-    "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
-    "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
-    "\n",
-    "# Create data objects for training using scalar normalization\n",
-    "n_inputs = len(input_labels)\n",
-    "n_outputs = len(output_labels)\n",
-    "x = input_data\n",
-    "y = output_data\n",
-    "\n",
-    "input_scaler = None\n",
-    "output_scaler = None\n",
-    "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
-    "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
-    "x = input_scaler.scale(x)\n",
-    "y = output_scaler.scale(y)\n",
-    "x = x.to_numpy()\n",
-    "y = y.to_numpy()\n",
-    "\n",
-    "# Create Keras Sequential object and build neural network\n",
-    "model = tf.keras.Sequential()\n",
-    "model.add(\n",
-    "    tf.keras.layers.Dense(\n",
-    "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
-    "    )\n",
-    ")\n",
-    "for i in range(1, n_hidden_layers):\n",
-    "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
-    "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
-    "\n",
-    "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
-    "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
-    "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
-    "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
-    ")\n",
-    "history = model.fit(\n",
-    "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
-    ")\n",
-    "\n",
-    "# Get the training and validation MSE from the history\n",
-    "train_mse = history.history[\"mse\"]\n",
-    "val_mse = history.history[\"val_mse\"]\n",
-    "\n",
-    "# Generate a plot of training MSE vs validation MSE\n",
-    "epochs = range(1, len(train_mse) + 1)\n",
-    "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
-    "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
-    "plt.title(\"Training MSE vs Validation MSE\")\n",
-    "plt.xlabel(\"Epochs\")\n",
-    "plt.ylabel(\"MSE\")\n",
-    "plt.legend()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "\n",
-    "keras_surrogate = KerasSurrogate(\n",
-    "    model,\n",
-    "    input_labels=list(input_labels),\n",
-    "    output_labels=list(output_labels),\n",
-    "    input_bounds=input_bounds,\n",
-    "    input_scaler=input_scaler,\n",
-    "    output_scaler=output_scaler,\n",
-    ")\n",
-    "keras_surrogate.save_to_folder(\n",
-    "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing Surrogates\n",
-    "\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 1s 3ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+  "cells": [
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with OMLT Surrogate Object - Training Surrogate (Part 1)\n",
+        "\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of KerasSurrogate API leveraging TensorFlow Keras and OMLT package to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package.\n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train a tanh model from our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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0GTVKkgrXAfjoeT0qP87rKyeC1WqOYNW7CFZRXrb/8qFkvzJEGv9ltMQ2Psi2Vj0EqwSroYh5e55ZZqd2IlitAASrAMJBsAoUT8/r51+2y95DZdT55Zqc11dSDAUAANXIzhVzZOOEyyThpBuqdKgKAAAAAEB5I1gFgGpid16WbHzpYok/bojUbt3NtgIAAAAAgHAQrMKzVv4ZnUtYc3cVmJvXROvvA4KloWrddn2kXsd+tgUAAAAAAISLYBVRp+OCRsPLWdE5zso/RRZss3ci9N+N0Rm3Zv62gsJ/J4JVVBwdU7VG7foS1z3VtgAAAAAAgEgQrCKqtDJ0UnZ0AkMNaKNRaTp/224TZEbDK1nROY6+Ji9W0aJqyn0/TfLXL5ZGx11hWwAAAAAAQKQIVhFVWh0arcBw864Yc7xILdhe+Lp2Rv6a9O/SgDYaf5/+bfq6gPK2ZfpLsnXWm5KQco1tAQAAAAAA0UCwiqjSSsxoXHbvAswf8iIPMTWcjUZA644RjWP9sCU6fxtQmh3zP5dN794sCccPkxr1GtlWVEVbN22Sb955W54ZNlTuPOVk+bZtkrnpurZ98847Zh8AAAAAQPQQrCKqNHTUQDTSiZnc46NRHaphbzRCTD2Oitax9G+Lxt8HFGfn6vmy4aVLJOGkG6TWgYfYVlRF37/3P7nz1JNl4u23yezPPpU1S3+XJbE1zU3XtW3i7beafXRfAAAAAEB0EKwiqtzl7ZFWdbrHR3q5vAa00Qp79/xtEQ4r4HstvvVI/52A4uzevlmyX7pY4o++UOq06WFbUdVoBepLt9wsL9x0o+Ru2GBbS6b76L76GKpXAQAAACByBKuIKlfVGelkUXqpvFlGWB3qH1xGGmJGKwz1fzzDAaA8ZL94kdQ+6Aip1/kE24KqRoPRu888Xb6d9F/bItKyQwf52213yIgXXpSnf8owN13/2223m22OPkYfS7gKAAAAr9u2s0C+zMy39wDvIVhF1PhXYrpgNFwuoI30cnn/gDfSsDdaQwH4Pz6Svw0oTvZr10pMjEjDngNtC6qiNx64X3LWrrX3RE4cNFju+fAjOWnwYOl6XD+pGxdnbrp+0uDLfdsK93H0sXoMAAAAwMt+WLlL0n/9UzZu5dwZ3kSwiqjxn7QqkvDRP6BVkUyGtWB70euIJOx1Qwoo3+sL/1j+rynSoQ5QdW3PzLRrwcv96AHZtfJnaZRyjW1BZZOfk1Pmf3sdJ9W/UvUv198g599+h71Xsr8V7qP7OnoMxlwFAACAV2m16leZO836J4t9S8BrCFYRNf4VoZFUYgZeah9JpekKvwDUVZyGI/A1Bd4PRe4uu1KIoQBQkhlt28qSkSODDli3/vC6bJ0+QeJTrrYtkcvZvMWuRc+L73wig257XM68ZpTc/eQrsnlLBL+cVEEarJb2314v33/rwQfsPTFVqGcNv87eK5vuq9Wtjh6LIQEAAAAqv8Ubdslj31Styh0dAsBVqv6womi9KliZu1te/zmCYAGeQbCKqPGvxFThBqKBAWiklabO5l0xdi10gX9LJGGv/9+nATTDAaAkK8aODSpg/XPR15L92tXSqP9QqRnX1LaG78uZv0iPc6+Tpkf/VWK7nCHnXn+fZK4suuw8XJfc/KhcPepJ+fd7U+Tjr2fJA8+9KcmpQ2XB0hV2Dzgl/bf/6bPP9kxUZcZUDaJSNZBWt7oxV/VYP332qVkHAABA5XR4w+3yzIwdJqz7eFHVqOz0VavuPbZq+vyqE0Tq36Zh8e2fbZNf1vpVX6HSIVhF1PhXYqpwqzHd5fGtavuW4QaPGn66ytL4mjHmOOFewh8YGocb9voPKeD+vkiGOkD1UFrAmr9+iWx46RJJOHmk1G5+qG0N3/+++E5OGHSrzFnwu23xtfU8N/iqyOJoperrH04z6yf3PVLGp10nyZ3bybJV6+Smh/9l2rGvwP/2c6ZOsVtEjj0v/HF0jz3vr3ZNCo851a4BAACgMsovKCoi0sCuKlR2arWqhqv+NICsCn+bVhdrqKr0b9wYQeEW9j+CVUSNq8Q8sZHv/1bhBqIueLysaU2zDDd4dCFq53oxe0LMzzeF95rckALnNPb9beEOK+D+Nn1Nneu5Y/Ehuj/NGzBAvoyJ8dytOIEhW0H+Dql1YHtp+dAyiTvzHlNdGulNq1PVmSlHSdb3b8niT1+Sbp0OMcMC3PPMa2ZbOL6a9YtZaqg6+fl75cqBp8r4UcNNm1avFvdaIrlpGLz46a3m3zJnmi/Q1X83vb9wsO9SeP03dP/eegm+mnP88eZ+ZlqauZ+Vnm7u67+7o+vaptuU7qv39bFKj6X39eaCcH1Ova+vQelrcvs4P3bvvtfz+HP/7eM//FDidvq+hLVo184sw9Gi3SF2TWT14sV2DQAAAJXRoi32hLeQBnWVfTzS4qpVnapQtfrJoqK/rXH9GDmqlS/7QOVEsIqo8K/E7FTXtwx3YiYXWjas6Qscw6009Q8xj4rzhRfhh72+x13a1PeWCXdYAReitqods+ffKZKhDhA5F45VJnkZGSa8y37pYtsSfX897ThJaNhAklo1k7uHXmja5ixcapbh2JCz2SzPObmvWaojD2tv1xCM2IQEqVn4373Wbt/lAe2P7GGW4fB/bM66yId5AAAAwP6jFaundKhl71X+yk7/atV6tfb923TIg8pKq1UXbyy63PeU9rXM34jKK2b5qnUFyzMXS58+fWwTqpP4+HiZNWuWvVe6Q+f4fvWa2TXWXFrv7/NNu2VY5i4TYg5vVsOs6z66byg0wOw/3/frzZTOsXLJknwTkL7aLnZPOBosfQ36uvT1qKfX7jbVtM8khfZrkIahqb/5XtPCbrWk19x8E9Dq69OANBS3Ld8l/924Wy47oIYc1SBmz79Zesd9/53c69fnLE3Pnj0lNzfX3kOoXMVgvwJvffHwr2R0ElJSpN2YMRKXnGzub3juPKlRq47EH32RuR8prUrVcVWVVqpqqKq0UvWecf+Rv5zQR9598k7TFiqdqMqMqdq5nTxz11Dp2bWjnHHN3fL5t7OlxQGNZfm0V+2e0bNm/EBp9VT0J+AqT1rhGli1qoGq/rdvM2qU3Dr4Mtm+xfc3jfv5F6ldt55ZD9X2vDwZfqTv/0d1GzSQp2fPMevVWczb88wyO7WTJNSiaqC8Dfh2uaSvzJWCgV1sCwCUTa8SWTZ6tOkTk+zVJQB85/U/XZgvj03fvidQPap1rFxwRFEla2Whgeq907bvCVY1VD218HbvtG17/rb2jWvKsKPrmPXK5pnvd+wJVlvF15CbjvFVXHV+uSbn9ZUUFauIipKqQ0OtEPU/joaWbliBcC6Xd5Wveiy9qXDGffUfUkC5YQVm5IX+K5n7OzRUdf9O7m8GSqKhWo/Zs6Xb1Kl7QlXVeMhrsnPd77J17ke2JTJaoarhqdIhAZ545X8mVH3y1f+ZtuN6Hm6W4fjHkIHSpuWBkjF/ifS98Eapl3y2CVXVfSMuM0vsTQPVpqmp5r97l0mTzH/7hAN9YbdaNHOmXQvd4p9+tGuF/939jgkAAIDKSasee7UqKtiprLPoB1ar9kvy/U2pnYtCYg0mK2PVqlbb7lWt6leJi8qLYBVR4S5nb1jTN1FUuBMz+V8qrxra/4eGc7l8eYS9KpJA1P9YrupXX084Qx2g6ispUHViYutI4yH/lryM92X7km9ta2RevH+kqVTVyatufPh5U6mqlayXpZ4oN1z6F7tX6Bo2qCcfPn+vnHpsT3N/9+4CU6mqz6fHRpHiAlWnRfui4RNWLV5i10K3eknRY/2PCQAAgMpLQ0gds9OpbGOtahDsP7bqcYV/j7tM/vBmNU2Fp/P6z5WvQumrpUV/m1bd6t+Eyo9gFVHhqkO1ElO5YDTUSlM3+74LZsOtNHXP6wt5fSGmCzJDDURdqNvS/pjkwt5Qx5DV16QhqntNyv19of47oeorLVD1F3tAO2ky+FXJ+ewJ+XPNQtsaPq1a1WEAdFzVfr0ONxWsj99ylQlAI9WpbWv54NnRsmnWu7Lkswnm8n9C1b1pqFpcoOp0sxNkqa/fecuuhe7rd962a3rM/nYNAAAAlZkZj7R9URVkZata/SpzZ7HVqo5/hadWrGoFaGWxb7XqvsMBonIiWEVUBFZ1uuVK+6EYrFz7OeMCWv9K01C4oLeT3/CDbj30kLZoSAH/ZajHcVWpLjRW7u8jWEWgsgJVf7U7HCuJF46TTVOekV15WbY1MncPu0i+mPiQGVM1kkrV4jSoV9cMC4B9abBa2n/7I086WeKbNDHrqxYtkjceuN+sh+LNwsfoY5Ue68iTTjLrVZWOORbMzTnooIOK3c4turcPPvjA/HsXt62kGwAAKJuOrepftVpZZtHXAPiHlUXBo3+1qhNYtVpZ/jblX62qf0f7JlSrVhVMXlXN6YlKpJNXaSiokztpm5usyk1mFepkUf3n7zQhrf/EUG6yKJ3gyYWaZXlqzS4zWZVOEnV7S9/zP7Bql7y83jeZ1XXNg3tN+rz6/Mq9Jv+24ibyKok+t76GcxrXkAcP8j2/e53F/TsxeVXF8OrkVeHY/NH9sv3nD6TxWXfZluqtMk5eFYzv3/ufvHDTjfaeyF+uv0HOGn6dvVe6959+Sv735BP2nsgVjz0uR58d3eDca4Lt50qboBHRF2wf59DXAVBMXgUUT7/vzL+sKJTUSlX/S+XvSqm3V9jqRfp69XUrfa039a27T7CqtFL1sW+KLh+9vEcdz19Sr9WqL/24w94r/B7Uu84+wSqTV1VeVKwiYq6i078SM5yqTg1oXeWrC1WVO24ox3KX6XfyTbBnuCrYUC7hd6/H//J9XXcn3aEMK+CGFOhUt+hvC7f6FShOw9PukNjW3WTTtPG2BVWRBqH/N+Ace09MUKpVqGXR6lb/UFWPUdVDVQAAgOqoslWtarWq/2X9OglXcaGq0opV/yC1MlStfrKoaKxbqlWrHoJVRGzzLt8Hnn81qU5ipbS6M9iJmQJn33fCGQ7Ahb3+VUcuGA0t7N13SAEVzrACxQXQkUyqBRQn8aJnRYtvN89807agKjr/9jskoVnRbP6fTZwgd59xmnw24SWZ+9WXsj0vz9x0/bMJvm2fF+7j6GP1GAAAAKia/Mda1dDSy7Po6yRbbmxVDYQDx1YN5D/WqhlCwFa6epG+Nv9/ex3iAFULwSoi5ioxezUwC8NX4elbD7aq0+0XGKy2sr9UBVtp6gtzfev+x3KvJ5QQs6TX5O4He5ySXlO41a9AaRKH/Ed2rPhFts771LagqqnfqJHc88HkvSpXddzUNx98QMZeMUSGH5lsbrr+5oNFY6oqfYw+Vo8BAACAqmmfqtVfi6omvWTxhl17BaPHJdUqsVrV2bdq1Zt/m4bFX2UW/W1Uq1ZNBKuIWHHVoap3nO//XsFOzBQ4+74T6lAAC7b5lvo4/yEF/MNet09ZihtSQIU6rIALTX2vYe9/p3An1QJKUqNuQ2l8+Wuy+Yc3ZUfmTNuKqkaD0csffsSMk+omtHIuWbTE3PzpPrqvPoZQFQAAoOpL7WxPgAvpjPRerFr1Dx41CD6qVXDBo//fpgGmF6tWdTIuqlWrPoJVRKSkSkzlAlIXmJbFBbSBxwn1cnkX5AYGmKpzvdDC3pJC41CHFShpSAEVavUrEIxaLTpLk8tfkezPn5Sd6363raiKdJzU+z7+VAY98JB0P+lkad72ELtFzLq2DXrgQbMPY6oCAABUH1oh6T+Lvv+EVl6g1ar+Y6vq8AVlVas6JoRtXRRUeq1q1Vetytiq1QHBahWWl5Fh18qPC1UDq0OVCwxdqFiWkgJaDTVdsBlMpemC7b6AMvA4ak/1axBhb2mhsTtOsGGvq2wt7jWFM6kWEIw6nU+ShHMelk1Tn5Hd2zbZVlRFWoF6zHnnybBnxsl9nxQNAaHr2nbMeQOpUgUAAKiG/Mcj1epJ/yBzf/tkUVGVqQbA/kFpMPzHkfVa1eqXmflm/FelYbH/fwdULQSrVdjCwYNlzvHHS1Z6um2JPlexWVx1qKs0dZNblcZVkBZ3qbxylZ7BVJrm2n7CBZb+XFswE2qVNKSA8r1O33owYa8LaAOHFFAuNGYoAJSHBsdcIfV6DpScqeNtCwAAAIDqIrBq1Suz6GvAq8MTOOFcJu/VqtXixlb1/2+AqoX/slVczrRpMm/AgHILWEurDnWVpr7Kz9JDw9IulVfu+CsLP6DKUtKQAsqFvS7oLI0Lcd3wAYFc2BpM2FvSkALK/c3BVr8CoYo/6x6pdWB7yf3qX7YFAAAAQHVxwRG2KqiQVlF6oWr1q6VFwWP7xjVDrlZ1UjvvXbWqlaL7m74GfS3KVKv6Vdai6iFYrSbKK2B11aHFVWIqV9X5+abSA8OSLrl3iipNzaJEGuC6fRoWM3yJCzaDCXtdaOz+hkDutZY1rID/ayopgA6l+hUIR8KlL8muHVtl84/v2hYAAAAA1cG+s+gHUWlUjgKrVU/pEF6oqjS49A9lP1m0f6tWA6tVdTIuraxF1UWw6lEagn4ZEyOZaWnmvoahen96YqK5r2a0bWvaXFC6YuxYc1/D05JEO2B1lZitaxf/fyX/iadKU9Ls+86eELOMy+WLqkyLxmUN5I5VVqVpaUMKqGCHFfAPVYsb5kCFUv0a6P3Nm81/93Bu+v+h7ZmZ9kio6hoPeU22/z5Dti2YYlsA7C9V/QoFrsAAAMBb/Mf41KrV/TkeaWC1aqSTOgVWrX68H8PVwGrV45KoVq3qCFYRNv9KzJIu4W9o/x9W1sRMpV0qr1z1aVmVpqVVhjou7C0rxCxtSAEV7LAC7nlKClWVe45gJtWKJg1VCVarjxpxTaXJkNckd/rL8ufy8p/cDqiKyvoxLViTNkbnONrHhPOjXHE+3+Tr9yKl/0ZcgQEAgLfsW7W6f8LHaFarOoFVq1ox6iaOqkiB1ao6bizVqlUfwarHaBXpkpEjpdUNN0i/ggJJshWrTVNTzf2+2dnmvuq9dKlp022q9YgR5n63qVPN/eIkpKRIl0mTzD7uceHyDzHLqg4trdLUF5b61ksKMf0vly8tyHTBZHHDADjBhL3+oXFJx3J/c1lhb1lDCihX/RpOhc9ZDRua/+6h3vT/C6h+arXuJo0HTZCcz5+U/I3LbSuAYM3Ii0746PqGSGn/E63JD7/IjdZrKvvHSwAAEJx1OdvNLRpSOxedlGoIuD+qVv0v1degN9JqVSewavWHlRX/twVWq/YLY0IuVD4Eqx6Tl5FhLunXS/ajKZqBqhNMJab/UAAlhYalzb7vz00iVdrJmqsyLenyfRVM2Oueo7TQWLljlfaayhpSQLl/Jyp8UBHqHn6mxJ9xp2ya+ozs3rHVtgIoi37Wf5Fr70RIA9poVL9qiBnOj3LFiVZorP9OFX0FBgAAVdWW7Tvlqie/lRc/XRRxwLq/Z9HXatWVuUXfN7SiM1rMJFF+wx1UdNWqPldgtaq+JlR9BKseE5ecbILPuklJtiUy5RGoOsFUYmoo6YLJkipNXShZWqiq3PirpZ2suecoqfJVBRP2BnMcFcxwAGUNKeBPX080TrSBsjRIGS51upwmudPG2xYAZYlWdageR/uN0vqOYGmfWNZwO8HQvtj3miL/+/T7gev7AABAdLz//fKoBKz+M9RXZNWqPld5Vas6/hWi5vkWV1xw/FXmTqpVqymCVY/R8FOD0OaDBtmW8B06YUK5BKqOq2wprRJTufFXSzoZdQFtWcFjUXVo8SdrLqD1DRtQ8rGCCXuDGVJAuWEFSgp73YmqKus1ub8vGifaQDAanfOw1GjUXHK/mWhbAJRGP59L+1EuWO5z3vVbkdA+MVphr4pG1ar+XZt3ldznAQCA8EUasO6vqtUfVpZftaoTWLWqoXFFVK2aycAK/z6HatXqhWDVY/JzcsxkQrqMlFa/lid30hRsIFrSiWgwl8orVx1a0smaC1xLq6B1ygp73bHKek3ubyvpOO5Etax/I+X+vmicaAPBSrz8Ndm1eb3kzf6fbQFQEvcjWqTDtrjP+dKuwAhWtMPeaPy4515TNKpfAQDYXx586xdJvWfKfr+NfH6mfUV78w9YQxU4HqmODVqe9Dm0otMpj2pVRytF/SeMqoiqVX0OqlWrL4JVj9HxVWe0bWuWXqYnhXrSVFZ1qHLhZEmXKroQs6zw0VWalnSyFmzQq8oKe92JZVnH8h9WoDjBHkeVVf0KlJfEIf+WbQunybbfvrYtAIrj+qtIfwBzV2pEWmnq/zoiDUT3hMYRDivgvh+4dQAAKqsZC9bbNe9qUDc2rKpVDf/8q1b9L9EvD1rN6V856l9VGm2matVvuIPyrlrVY+vYsU4k1apfxsR49qYTraN4BKsIiws2g6kOdcFrcSeQehx3MljWZffKPd/nm/Y9ljsp7NXALErlxmst7gTSnQgGExq7sFcVdwLpXlPLIPoNF75G45JOIBQ1E1pJ48tfldyp4+TPlXNtK4BArr9aaSsSwuWu1IiUC3pV5CGt71iRHsf/h0+CVQBAVZB+d//9ehtzVS/7SopooNq70wFy36Xd5ba/Hm5bQxNYtfpxOYWrgdWqGui2ii/fKEorYiuqatW/WlWfs6pWq274H1c4loRg1WOS0tKkb3a2tB4xwrZ4UyiVmC4M1QqWwMpOd9Klx3EBZWlKqxB1J4XBHKd1bd//9Ys7gXTHCSY0VqUNK+COFcy/U1nVr0B5qp10lCRe9qLkTHla8jettq0AHP+QMNLqUNc36Od9JOGj/+uItO9wx9LjRHIs/9cUjUm1AABAkcBAtW3zhnZL6AKrVstrFn0dZsAdV5+zPMZWDVRRVauLN+zaa/Kv45JqhV2tqvoVFHjupnP3oHQEqx4Um5Bgbl7mKjE71S37Q8NX+elbDxyXLpSAVrnL5QNP1vQkMJRjuTC0uBNIN6SACzrL4p6vuBPRUF5TWdWvQHmrd+R50rD/DbJp6jgpyPdLRwDsCUNVJFWd+vnuHz5Gciz/vjCSEDOwz/F/faHyH84m0upXAADgE81A1V9g1eoPK6M71qqvWrXomEe1qlnu1aqOhsb+Vavp86N/fuP/t5lJwQr/PlQ/BKseo+NWzBswQNZM9PYs3aFWdbpL6gNP3twJWDDDACgXUAaerLmTQH09ZV2+r0oLe4tCY7MoUyv7i1TgSa37W33PVfZrUu41cTKK/SXupBulTvvjZNO0Z20LAOU/cWJxP8oFK3CM8HCPo6IX9hYdR0XrWJH8bQAAwOfAhHpRD1QdU9npN95ptKtWtVrVXSbvq1YNYoy8KPKvWtVxUFfm7v2dJxJareo/tqo+VyTVqqi8CFY9Ji8jw4Sr2zMzbYv3bC787AilElPtCUT9KlmUOwEra/Z9x/9yef8TNncSGGyAqUoKe91rctWjZSkp7HXHcdWxwWA4AHhBo7+OEakbJ7nf/du2wOu0z9Af5NzN8W/zcr9SGQT2X4E/ygUrsBo03EpT7Sf8jxXYL4Yi8DWFe5zA16QC+1gAABAarVaNdqDqz39MUA1BozUeaWC1qg4B4F9BWhECq1ajOUnXJ4uK/jatwtVxXVE9Eax6TEJKirQZNcosvcqdNAVbHapccBpYqeOOFWxA63+5vP/Jm5thOdjjqOLCXv+TwmCPVdKwAqEeR5VU/QpUtMaX/0d2ZmXK1p8n2xZ4mQ4fs2z0aFk4eLC5Oe7+kpEjPT/EjNcF/ugWbmDo+pxIr1Bwwa6vL/athxv2uj7H/bgXbh/k+j39N3LHiqT6FQAAlL/AqtVojUcaWK26vyZ1Su1svygVilbVqh5n8caialUNjalWrb4IVj1GA1WdwMrLwao7mQylOtSdYPmHoeFcKq+KmyzKzbAc7OX7yoW9xYWhoYTGvtfvW/c/qXUnpqG8pkhPtIFoiYmtLY2H/Fvyfv5Ati/51rbCqzQ0bXbZZfbevlrdcAPBagT8f3Q7sZGvbwisYA2WC2iHN/N9BQv8US5Y/n2x66/CDXvda9rzg2OYfZD/lRruWOH8bQAAoGJp6LlXZWeEVasazAZWq+6v4FErSf3/ttd/9gslwvTV0qK/rX3jmntNAobqh2DVYyrDUADhVIe6Ch/fyanv8e4EzIWJwSruZM0dy832H4w9lTl+Yag7mQwl6FXFndS61+T+9mD4DwXAySj2t9imh0iTy1+VnM+ekD/XLLCt8KrWI0ZI3aQke6+IBqq6DeHz/9HthHjf53TgFRjBcsfqHVdjT//g/6NjsPz74j2BaBhhr69f9q0PSIws7HXH0dfDFRgAAFQepmo1irPo6yRYXqhWdfyrVrVi1X9s1FAFVque0oFQtbojWPWYyjB51Qp7MhlKJaZyJ34ufHQTgbj2YLlKU3eypie3/ie9ofKdVPpeUzihsXL7u8f7n6iGcqySql+B/aV2+2Ml8aJnZdOUZ2RXXpZthReVVLVKtWrkin4ILLrEPZwwNPBKjeKuwAiW/5UaxV2BESz//lP7q0j6IP8rNdxxuAIDAIDKIbCyM9yqVS9Vqzr6t+k4qE4kY60GVqu2b8LYqtUdwarH6Mmv10+A3clWKJWYyp2MuhNLV1nTq4FZBM1Vh7qTtb0qZEKoNNXX70JPd4xwhhRQ7qTWhc7u30hPLEN5TcrtH84JMlAe6ve+SBr0vUI2TR1feI//X3pZYNUq1arR4QJD7TNc3+f/o1ywAq/UcH1QOJ/3/ldquOOEE4YGXqnhluEMK+B/pQZXYAAAULlEq2r1q8ydnqpWdVI7F/1t4VatUq2K4hCseoyeAPfNzjbjrHqVO0FyJ3LBamj/3+ZOUMO5VF65E1J3suZO/kINMFVg2Ot/ohqKwJPaSF5TqP+uQEVoeNptUvugZMkx4Sq8KrBqlWrV6HA/vrkf3dzndKjhY+CVGoFXYAQr8EqNhrZQQvvEUMPewCs19vRntj1Yvuf2resxtG93/Xs4gS8AAKh4gbPop8+3nXuQNIj9YWVR8OilSZ20stS/ajXUv035V6tqFSzVqlAEqwiLnjSFGhq6kzWtjgk8AQuFnqi5cFVP1tzJn2sLhQt7tXrW/0TVXZ4ZrMCT2nCHFFDuRBvwmkYXaqhaQzb/8IavAZ7kqlapVo2ewB8CA3+UC5a7UqNTXd/j3fFCvVzev//Uvti/X3TbghV4pUbgFRjBKu5KDdeXhvrvBAAA9h//qlWt0AxlFn0dPsBVq2pA65VqVeeCI4pCAxMCrygKSssSWK2qoTGgCFY9ZsXYsTKjbVuz9LJIqkP9Q1X/E7BQuMfoydqMPN8HfTiBpH/Y63+i6k52gxV4UhvukAIqnDAWqCiJQ16TP1fNk23zPrUt8BpXtUq1anT4/+jmPp8Dr8AIlgtoXX/hgkftF/UWrOKuijixke9FhRpiBl6p4f7GUKtMi3tN7lgr7QkWAADwvsCq1WDHI9UA1j+oPC6plmeqVR2tWNVKUyfYcWQ1LPb/d6BaFf4IVj0mPydHtmdmmqWXuZPCUGj46ALLV7LcyWV4H7TuZE2rf8KdBEv5h73FnRSGwv+k1p2o6qzPoXLVr4AX1ajbUBoP+Y/k/fiO7Fj6g22FF8z44H157rrhcssxfWXs22+am64/N+xasw3hKe6HwD19UAiVpv4/KrrH+/8oF0qQWdyVGv5XYAQrcEgBFe6wAsVdqeF+8HTPAQAAKgf/WfSDrVr1n7BKg9mjWnnzxNb/bwu2ajXw34BqVfgjWPWYpqmp0mXSJGk+aJBt8aZwL1d31Tn/3ej7UAonDFXu+T/ftNuc/PlOTkM/ln/YOynbhb1mETJ3UqvHcSeR4YSk/ifagBfFNjtUEi+bKDmfPyU71y+xrdhfMuf+Ig8OSJXPHnlIavwyR/rGx8mZ7duZm67XmDfXbNN9dF+Exv3o1rle0Vcm/x/lglVcQKvceiiVpu4yff++2PWn7oe9YPgHve51+PdBoQSixV2p4Y4Z6lAHAABg/9KKTP+q1dd/Lv1LweINu/YKKHU4Aa9Vqzr6d/lXrabPL71q1VSr+lW2Uq2KQASrHhOXnGzCVf9Znb0o3EA08HHhXCqv3EmtE0kQ6R7rTmrDDY2LTmp9x9H7LrQNVTiVrkBFqtP5RGl07sOyaco42b1tk21FRXtv7Bh56K8Dpfn2rXJskybSMTFRGtWpI7Vq1DA3Xdc23dZs2xaz7/tj/mkfjWAUVx3q/6NcsIFo0TAAe/cLru8ItdJU+feprl90V3EEw732fV+Trw8KJewNHFJAuX8zDaBDCaEBAMD+51/ZWdYs+p8s2rta1T+49CL/v02D09KqVnUyLq1sdU7pUDQGLaBIbzwmZ9o0M75qXkaGbfGmwJOwYLUK+NUq1Nn3ncDAMjCwDUVgSBvusfYNe8N/TS35rEYl0OCYK6Rej4GSM3WcbUFFmvzsePnspRfkzLZJckjdsn+lalevntn308LHfDjuGduKsrhKzMAf3VxoGGw1phuPNbCPcccNNnjUsLOo+rXoWC7s1eMEewl/SZM/uh89gw17/YcU8J/8UV+PO3aoY7YCAID9S8NR/1n0SxprVatV/Sd18nK1qmOGKmhddDl/SVWrGrp+lVm0TR/j/28CKP4f4TEarC4ZOVKy0tNti/dEEmIGPjbwZC4U/sdyMyyHwz/s9Z0Ehncsd1LrROtvA7ws/ux7pNaBHSX3q3/ZFlQEvaT/vSefkFMOOkga1g7+w0b3PeXgg+X9p59iWIAguUrMfQLREIcD2BM8BmTg7rjBBo/FVas6rt/5fFNwr6m4IQWUO3awwwr4Dyng3w+qcKpfAQCAN6R2Lqr4Kalq1b9atX3jmnsFll7m/7eVVLX6ZWb+nmpVDYsZWxXFIVj1GB0CICElxdNDARR3Mhcs/0oWPU4kVZ3+FaKRhJj+j43kOMr/8eEOKaACq18BL0u49EXZtWOr5M1617aU7MV3PpFBtz0uZ14zSu5+8hXZvIUyNn86eWEw/nPbbdK7zcEhhaqOPuaog1rLa7fealsqr/K+usO/EjNwzGz3o5yrRC2LCykDg8dQJ4vyDzEDhR72+vYLPJY7TrDDCpQ0pIAKtfoVAAB4h44l6l+hmT7ffhGxNGj1r1Y9rm3lCR41KC2tatVXrVoUtupkXFSrojj8v8JjdNKqblOnenryqkguU/dVhPrWIwlVlZssSkUS9vqHmJEcR0XrWIHVr4DXNR7yH9m+9AfZOn+KbdnXJTc/KlePelL+/d4U+fjrWfLAc29KcupQWbB0hd0DerXC9MREWTNxom3Zl87wv3tTdlCX/5ekXf36UpCbY45VmekVHnOOP77crvJwgaF+ngd+Jru+LJihAPwD2sC+wb9fdPuUxgWUxfXFrl8MJuwtaUgB5fqgYMPekoYUUO7vDeY4AADAey44oqiDD5xF/6ule1eren1s1UCBVasf+w13oNWq2qZ81aoRBCGo0ghWPSY/J8fcvCzS8NGdwBV3AhYK9zp8J6XhvyZ3AqkiGVJAuZPaSF+T0n8f97oAr6sR10QaD3lN8r57VXYs+8m2FtFK1dc/nGbWT+57pIxPu06SO7eTZavWyU0PM4yAP+0DFg4eXGLA+tP770nz2Mi/2Okxfnq/cgerSofQmTdgQLkErMFWh5ZVIVoUYBb1gf5ObOTrPIK5XL6koQmUaws27FUl9emujw7mNZU0pIBy/07BhMYAAMB7tErTPzB1M+QHVque0qHyXSYfWLXqKlQDq1V1CAAdlxUoDsGqx+jEVXoynZmWZlu8Y3izGuYEqaSTsGC5x0dyqbxyJ2v+wwuEyx0jWmFvpMdRr7SrKTO7MoYLKo9arY+QxMtelE1Tnpb8DX/YVp+vZvnG89RQdfLz98qVA0+V8aOGmzatXi0oKDu8qW5KClgz5/0qB9atY++FT4+ROW+evVf5lUfA6qpDA4cBUP4/ypUVGhZVvhb/tcv9KBfM5fLRDntL6tPdsYIJVt34sMUdy/0bBVv9CgAAvMd/Fn1XtepfrarBqw4bUBkVV7UaWK16VCvOy1EyglUE7brmNeXVdrHFVtuEwgWqJZ3MBcud1EZ6HOWOEemx3IloNF6TOxkFKpO6h58pDc+4SzZNGye7/9xqW0U25Gw2y3NO7muW6sjD2ts1kVpdz5TYLmdE7fZN4W3x01tN2Kb0kvEvY2JMUKl0LFO9rzd3lYAGcnrf/bCl4Zzen9G2rbmvdF3bXHCn++p9fazSY+l9vbnxUvU59b6+BqWvye3j/Ni9u7m/9uWXbUuRwIB186YcqV8r8opVPcbp07/d81oq48399/UXzYDVVYeW9EOg+1GurArR0i6VV67PKOs4LuTU/qG4vtj1i6qssLe00FgFO6yAviYX4pb0/cD9fcGEtKVJvWdKhdyuevJbWZcT5OC5AABUA1qt6V+1+vrPf+49tmolntRJg9N+fq9fK1WpVkUoCFY9pvWIEdJj9mxPj7EaKQ0fSzopDJWe1AbOsBwOPWku6RLNULiT2kiHFAAqs7iUYVK36xmSM+UZ26IhajuzfPaNyTJjzgLZtWu3nHHN3aYNwdOQtfbu3cInTHCCnQysJG7yppJ+LHPtK21FQ0ly7XlHSQGt+1GuLC7oLe2qiGDD3rJC42DD3rKGFFDu76sswwFoqLp0je/HIAAA4ONfteqvMlerOqd02Ltq1b9a1T90BYoTs3zVuoLlmYulT58+tgnVSXx8vMyaNcveqxha2XLpkl2S3jHyD6gHVu0yJ4VufLpw6Ynhrct3mYrcSF2yJF8ua1oj4tcUrJ49e0pubq69Fzyt5tLKLp0sLSElxbZWP1r1pvpxKXrUZb90sUj+Dok/ZrCZ/V8nqtIxVVWNGjGye7fv3/zF+0fKZaknmvVoWjN+oLR6aou9VznocDCustWJTUiQNqNGmR/cdP3WY/pK30ZxEl87suEANu3YIdNz8+Thb6bblsrHfY7508+zJn/5y55/r2D7uUPn+MYL0yFY9Acyra5M/S3frJc0LMvnm3bLsMxd5vP+maSSTyj6z99pQsUpnUu+6qPX3HzTP5a2z1NrdsnTa3fLZQfUkNtbFv982i++vH63Gb5HrzQpift7S3o+fS36mpT7NymOPpc+5zmNa8iDBxX/fO51+/876b+b/vst7BZc9XW4fV2oHnzrF5mxYL3c9tfDpXenA2wrAK/QK0WWjR5t+sUkDw6dhqpFr2JQ6Xf3N0sv0+878y8rqiAtL6///Odek1epYb3rVPpgVekQAJ/4TV6lNHA91S90LU+dX65ZId91QqVXzOnVc/rd+tAJE2wr/FGx6jF62aL+nzZa48N5kZ6cnRBf/AlaqFrVis5QAHopZDSOo/Q40ToWUJklXv5v2ZW3QbZk/E8aNqgnHz5/r5x6bE+zTUPVFgc0LrdQtSrQULDdmDHSe+lSczWD3ldtDjtM1m3bYdYjsX77Dkk6rLO9V/lpoKr/Xl0mTdrr3ytcwVSHukCytKpO/eHOVWqWdNm9cs/z+aaSj+Uuyy/tSg23rbRL+MsaUkDpNhemllZp6oYUaFnKOYfrE8uqfgUAAN7mPx6pqgrVqo5Wpvpf8k+1KoJFsOoxeRkZ5hcBXVZlWtkSDQMaR2dIAT15PDE+Sq8psUZUXhNQFWi4unX+NNm28Evp1La1fPDsaNk0611Z8tkEWT7tVULVYpQUqDpHnn22rM7f+9f0cOgxjjz7L/Ze5RXtQNUpaxgA5cJQre5044wGciGmHscFlcVxl8uXdBzlwt7SjtO6tq8vKy3EDCY0VsEMK+COVdq/UzB/GwAA8L7AWfQr89iqgfRv6+U3SZX+bdoGlIVg1WP0BFFPDOOSk21L1RSt4LG0k8tQBTvGXVmoVgWK1ExoKY2H/Ftyv3pO/lzxi2lrUK+utGl5oFnH3vQSm5ICVaf3mWdJTHyCLNlmp2IPw+K8PHMMPVZlppeCRjtQdVwlZmljZmsf5MJJNzN+IFftWVbfUNZkURpKBnMsF4aWFva60Lisfs89T2mBaDCvSf+dXH8d6QRWAABg/3JVq1WpWtVxVat6o1oVwSJY9RhXedM0NdW2AEDlVjuplyRe8oJkf/G05Oessq0ojoaDwQSEFz30kPzwx3LZ/Gcp12iXQB8zc+Uqc4zKTvvMaAeqTrBVne6HwpICw7Jm33dcMFlSdagLMPX1lPbjZDBhb1FobBYl0uF2VElhbzBDCjjuNTEcAAAAlZu7RN5/wqeqQv+2U9rXMpWrVKsiWASrHqMzGOswADrzMwBUFfWOPE8anjRCNk0dLwX5oYeB2FtS18PlrOHXySd//BFSuKr7flr4mLOGDTfHQPGCrQ5VewJRG1YGcgFtSbPvO/6XyxdXIeoCyWCu+Cgr7A1mSAFVVhgabPisGA4AAICqI/Ww2tIqSkPpeY0OdVBRE1ahaiBY9RgdX/XH7t3NzNAAUJU0PPFGqdOxnwlXEbkzhg6TEwcNlg+WZppL+8uyKHez2feESwfJGcOG21YUx4WqwVRiusBUJ6kqTjBjtSp9Lhd0uuf3t2C77/hlHUe5fdxj/IUSGpcV9rrjBDOUTlnVrwAAAEBlRLAKAKgwjQb+U2LqNZLc7/5tWxCJv9z4D7n1rbdlbYOG8tW6dfJbdrZs2rFDdu7ebW66rm1frVsv6xrGm33/8o+b7aNREleJ6cYrLY0LFYsLQ7ViVAPJYAJaVdpkUbm7fMuyLt9XLuxdUUzY615nWUMKKN/r9q0XN6yAC0mDeU0MBQAAAICqiGDVY5LS0qRfQYFZAkBVlDjkNcnPWiZbfv7QtiASekn/7en/k5Nvu0N2deos3+bmyX+X/G5uur6r02GF2243+3D5f3BcYBhMdairMvVVgu4dGoZyqbxyz1dcdag7lpv1vzR7KlaLCUNDGVJAlTasQLBDCqiyql8BAACAyohgFQBQoWJq1pLGV7wmW3/5SLb99o1tRaR0hv9rnn1eHvpmuoyb+6u56fo1zz5X6Wf/r2iuqjOYSkzlgszAqtVghwFwXKVp4OXyGtj6V5qWxU2UVVzYG8qQAmrP37Zz7+P4ju1bD+ZYGr66ADbw3wkAAACorAhWPUbHVtUxVnWsVQCoqmo2SZLGg1+RTV88IX+unm9bAW8IpRJTuWrMwKrOotn3gzuOe77Ay+X9A8xgKk31OC6ADQwxQxlSQBWNIWsWe7j7+jzBVr+WNtQBAAAAUBnFrFi1ruCPzMXSp08f24T9KTMtTZaNHi1tRo2qkOEA4uPj7Roqs9zcXLsWvDnHHy8506ZJt6lTJSElxbZWP1/G+AIBHYIDFW/rjNck9727pfHZd0vNhgfY1uhYM36gtHpqi72H6kr7uVmzZtl7JTt0zk6znNI5VvrPz9+zHkxo+NSaXfL02t1yYqMa8kySLRct1H/+ThNAaptuK4tWgfaa63vumV1j9wStL6/fLQ+s2rXP8Utz2/Jd8t+Nu+X2ljXlsgOKntu9plfbxQY16ZRWvOq/h74WfU2Oe016DD1WMHR/fZy+Hn0Nn2/aLQu7BTfrbs+ePcPq60L14Fu/yIwF6+W2vx4uvTtF9zMJQOQq+lwJ1VvqPVPMMv3u/mbpZfp9Z/5l9tdTVEqdX65ZId91QqVFfwsHD5bmgwbJoRMm2Fb4o2LVY5qmpkq7MWMqLOjSNy63yn8DKqv6vS+S+scMkU1Tx4sQbsMDXNVpKJWY7lJ4/0rMUC+VV/6Vpv7jo7rL94MZBsBpafNKVzWrQh1SQJU0rECoQwqokqpfAQAAgMqKYNVj4pKTpfWIEdW6ghBA9RJ/2u1Sq00PydFwFdjPioLVEAJDv4mZHBce+sLS4I/l9vUfVsDN7u+CyWC4wNMNa6D8g95gX1NJwwqEOqSAcs/JUAAAAACoKghWPSYvI8OUWusSAKqLhAueKeyRakrujNdtC7B/uImjQqnE1PBRb8oFoi7QdOOKBss9b2ClqQqpOtSGvW4CLRVOaKw61/N9XfQPe93f17p28F8lXUCrAbR/CA0AAABUVoXfhvli6yVZ6elm/ApdAkB1kjjkNdm5eoFsm/eJbQEqngv8QqkOVS40dNWY4QS0yj2vex0aZhZdvh/8sVzYq8dxwWw4QwooV5Xqwt5whhRQ/tWv/kMdAAAAAJUVFaseUzcpyQwHEJuQYFsAoHqoUSdOGg95TfJmvSvbl86wrUDFcoFfyIFowHAALngM5VJ55Z7XvY5wqlUdF2LOyPNVl4YzpIByz+2qVMMZUsBx+1OxCgAAgKqAYNVjdKa1HrNnm3FWq7oNGzbIc889J7169ZKYmBhza9++vQwdOlQmT55s9tFt5cU9p7sB2P9im3WUxEEvy6YvnpKd6xbbVqDiuMDPTdoUrIb2G5WrVHUhpBsiIFiBk0X5h5ihcmGvO0a4IW3gsALhDimgwvk7AAAAAK+KWbFqbcEfmUukT58+tgkof2+88YYJULOzs6Vnz54yevRoOf300802DVVHjRols2bNMvcLymmm8Dlz5khycrK9V37P41Vzjj9ecqZNk25Tp1brydK+tKF6P2ak95Qt01+SvE8elcZn3yU16odXwb9m/EBp9dQWew/VVXx8/J7+pDSHztlp13zhX3rHWHsvOJ9v2i3DMneZIPWLzjWl19x80z6lc2zIAWT/+TtNGPpqu1h5OWu3OfZlB9SQ21uGlvY+tWaXPL12t5zYqIYMb1ZDUn/zvaaF3WqZZSjcv4/+PXrM/24M7zW5fycn2Nei3xVyc3PtvfLz4Fu/yIwF6+W2vx4uvTsdYFsBeEVmWposKzxvaFN4rpBUuA6Up9R7pphl+t39zdLL9PsOKr+K+K4TKp0DSIer1CLAQydMsK3wR8Wqx+iXhemJibJi7FjbUvVoqHrBBReYUPWUU06RmTNn7glVla5//PHH5iSqPHXr1s2uAfCaBn0vl/pHnS85U8bZFqDihFOJ6T8UgBtnVS/FD+dYveN8X8+0MtRVvoZ6+b5y1aH6eiIZUkC5x+lrCndIAeX+nQAAQPRoIMet8t9QORGselB+To65VUW///67CVWdceOKD02aNGkib775pr0HoDpqeOYoqdWik2z68nnbAlSMUCd3Um6yKPVFrgsxw/ua1dIWcepkUdEYCkDDXnf5frjBqjuWbzKt8I8V6tAIAAAAgJcRrHqMllfrpdm6rIoee+wxuyamWvWQQw6x9/al2wKrVvXy/fPPP3/PuKinnnqqfPPNN3ZrER2/VYcaaNy4sdlPx27VStlg6ePvuOOOPY/X59Q2R5/XvQa96WvQ16bPo4/RABlA5BIueUF279whebPesS1A+QunElN1qudb6mXyKpyAVrnAUi+bVxpGhlP56h/2Tsr2HSvUsWMdN4asHseFveG8JhVuuAsAAAB4DcGqx9RNSjLjXeqyKho/frxdE+nfv+yxanSYAEfDyuOPP95UsmZkZEhWVpYsXrxYjj322H1CUw0+9bkefPBBM3aqBrRaKathazD08Q888IB5/JIlS8xzapsTOFTBvHnzpGHDhmZdhzh45x1CICBamlzxH9meOUu2zveNcwWUt3CDv8DHhRvQBl4uH25Aq1zY68LQcF+T+9siqaB1GA4AAAAAVQXBqsdkpafLkpEjzaRCVU1xlaWhuP322/dMdqXjo+pwAVdddZXZpoGpqyh97rnn9kxUct5555nl8OHDzVLD1rJexyOPPLLn8VdffbWpnNXqWm3zD3D1+Z1NmzaZ/Z588klJTEzc87wAIhdTP1EaD3lN8r57RXYs+8m2AuUj3OpQFRhahhs++leaqkhCzMDHhnuswDA0ktfkql8BAACAyo6vth6Tl5FhJq6qisFqJDQ0dWOu+geajgauM2bMMOsvvPCCWari9v3oo4/sWvHefvttu7av9PR0u7a3rl27mqVOvLVx48ZShzgAELparQ6XhEsnSM4XT0r+xmW2FYi+SKpDAwPZcC+7V/6vo1Pd8EPMVrWKHhtJaBwY9kbyt0USygIAgP3Lf0i8wJsWMRXX7m5axFReNDPQIiugohGsekxccrI0TU2tkkMBtGzZ0q6Fbv78+XatZHPnzjVLV21akh9//NGuFc//8a4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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 3ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "WARNING: DEPRECATED: pyomo.core.expr.current is deprecated.  Please import\n",
+            "expression symbols from pyomo.core.expr  (deprecated in 6.6.2) (called from\n",
+            "<frozen importlib._bootstrap>:241)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import random as rn\n",
+        "import tensorflow as tf\n",
+        "import tensorflow.keras as keras\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.sampling.scaling import OffsetScaler\n",
+        "from idaes.core.surrogate.keras_surrogate import KerasSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")\n",
+        "\n",
+        "# fix environment variables to ensure consist neural network training\n",
+        "os.environ[\"PYTHONHASHSEED\"] = \"0\"\n",
+        "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n",
+        "np.random.seed(46)\n",
+        "rn.seed(1342)\n",
+        "tf.random.set_seed(62)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13/13 [==============================] - 0s 4ms/step\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "# Creating input_data and output_data from data\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# Define labels, and split training and validation data\n",
+        "input_labels = input_data.columns\n",
+        "output_labels = output_data.columns\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogate with TensorFlow Keras\n",
+        "TensorFlow Keras provides an interface to pass regression settings, build neural networks and train surrogate models. Keras enables the usage of two API formats: Sequential and Functional. While the Functional API offers more versatility, including multiple input and output layers in a single neural network, the Sequential API is more stable and user-friendly. Further, the Sequential API integrates cleanly with existing IDAES surrogate tools and will be utilized in this example.\n",
+        "\n",
+        "In the code below, we build the neural network structure based on our training data structure and desired regression settings. Offline, neural network models were trained for the list of settings below, and the options bolded and italicized were determined to have the minimum mean squared error for the dataset:\n",
+        "\n",
+        "* Activation function: sigmoid, **tanh**\n",
+        "* Optimizer: **Adam**\n",
+        "* Number of hidden layers: 3, **4**, 5, 6\n",
+        "* Number of neurons per layer: **20**, 40, 60\n",
+        "\n",
+        "Important thing to note here is that we do not use ReLU activation function for the training as the flowsheet we intend to solve with this surrogate model is a NLP problem and using ReLU activation function will make it an MINLP. Another thing to note here is the network is smaller (4,20) in order to avoid overfitting.  \n",
+        "\n",
+        "Typically, Sequential Keras models are built vertically; the dataset is scaled and normalized. The network is defined for the input layer, hidden layers, and output layer for the passed activation functions and network/layer sizes. Then, the model is compiled using the passed optimizer and trained using a desired number of epochs. Keras internally validates while training and updates each epoch's model weight (coefficient) values.\n",
+        "\n",
+        "Finally, after training the model, we save the results and model expressions to a folder that contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/250\n",
+            "13/13 - 3s - loss: 0.4963 - mae: 0.5592 - mse: 0.4963 - val_loss: 0.1685 - val_mae: 0.3349 - val_mse: 0.1685 - 3s/epoch - 249ms/step\n",
+            "Epoch 2/250\n",
+            "13/13 - 0s - loss: 0.1216 - mae: 0.2839 - mse: 0.1216 - val_loss: 0.0809 - val_mae: 0.2245 - val_mse: 0.0809 - 237ms/epoch - 18ms/step\n",
+            "Epoch 3/250\n",
+            "13/13 - 0s - loss: 0.0665 - mae: 0.2043 - mse: 0.0665 - val_loss: 0.0359 - val_mae: 0.1503 - val_mse: 0.0359 - 262ms/epoch - 20ms/step\n",
+            "Epoch 4/250\n",
+            "13/13 - 0s - loss: 0.0294 - mae: 0.1329 - mse: 0.0294 - val_loss: 0.0221 - val_mae: 0.1119 - val_mse: 0.0221 - 283ms/epoch - 22ms/step\n",
+            "Epoch 5/250\n",
+            "13/13 - 0s - loss: 0.0170 - mae: 0.0964 - mse: 0.0170 - val_loss: 0.0115 - val_mae: 0.0792 - val_mse: 0.0115 - 351ms/epoch - 27ms/step\n",
+            "Epoch 6/250\n",
+            "13/13 - 0s - loss: 0.0097 - mae: 0.0734 - mse: 0.0097 - val_loss: 0.0067 - val_mae: 0.0636 - val_mse: 0.0067 - 364ms/epoch - 28ms/step\n",
+            "Epoch 7/250\n",
+            "13/13 - 0s - loss: 0.0061 - mae: 0.0610 - mse: 0.0061 - val_loss: 0.0048 - val_mae: 0.0550 - val_mse: 0.0048 - 245ms/epoch - 19ms/step\n",
+            "Epoch 8/250\n",
+            "13/13 - 0s - loss: 0.0042 - mae: 0.0521 - mse: 0.0042 - val_loss: 0.0034 - val_mae: 0.0464 - val_mse: 0.0034 - 203ms/epoch - 16ms/step\n",
+            "Epoch 9/250\n",
+            "13/13 - 0s - loss: 0.0032 - mae: 0.0458 - mse: 0.0032 - val_loss: 0.0027 - val_mae: 0.0418 - val_mse: 0.0027 - 300ms/epoch - 23ms/step\n",
+            "Epoch 10/250\n",
+            "13/13 - 0s - loss: 0.0028 - mae: 0.0420 - mse: 0.0028 - val_loss: 0.0024 - val_mae: 0.0379 - val_mse: 0.0024 - 255ms/epoch - 20ms/step\n",
+            "Epoch 11/250\n",
+            "13/13 - 0s - loss: 0.0024 - mae: 0.0384 - mse: 0.0024 - val_loss: 0.0021 - val_mae: 0.0358 - val_mse: 0.0021 - 247ms/epoch - 19ms/step\n",
+            "Epoch 12/250\n",
+            "13/13 - 0s - loss: 0.0022 - mae: 0.0358 - mse: 0.0022 - val_loss: 0.0018 - val_mae: 0.0330 - val_mse: 0.0018 - 321ms/epoch - 25ms/step\n",
+            "Epoch 13/250\n",
+            "13/13 - 0s - loss: 0.0020 - mae: 0.0338 - mse: 0.0020 - val_loss: 0.0017 - val_mae: 0.0315 - val_mse: 0.0017 - 219ms/epoch - 17ms/step\n",
+            "Epoch 14/250\n",
+            "13/13 - 0s - loss: 0.0018 - mae: 0.0323 - mse: 0.0018 - val_loss: 0.0015 - val_mae: 0.0302 - val_mse: 0.0015 - 272ms/epoch - 21ms/step\n",
+            "Epoch 15/250\n",
+            "13/13 - 0s - loss: 0.0017 - mae: 0.0311 - mse: 0.0017 - val_loss: 0.0015 - val_mae: 0.0296 - val_mse: 0.0015 - 299ms/epoch - 23ms/step\n",
+            "Epoch 16/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0303 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0289 - val_mse: 0.0014 - 271ms/epoch - 21ms/step\n",
+            "Epoch 17/250\n",
+            "13/13 - 0s - loss: 0.0016 - mae: 0.0293 - mse: 0.0016 - val_loss: 0.0014 - val_mae: 0.0281 - val_mse: 0.0014 - 248ms/epoch - 19ms/step\n",
+            "Epoch 18/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0287 - mse: 0.0015 - val_loss: 0.0013 - val_mae: 0.0275 - val_mse: 0.0013 - 256ms/epoch - 20ms/step\n",
+            "Epoch 19/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0285 - mse: 0.0015 - val_loss: 0.0014 - val_mae: 0.0285 - val_mse: 0.0014 - 153ms/epoch - 12ms/step\n",
+            "Epoch 20/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0282 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0269 - val_mse: 0.0012 - 239ms/epoch - 18ms/step\n",
+            "Epoch 21/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0278 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 263ms/epoch - 20ms/step\n",
+            "Epoch 22/250\n",
+            "13/13 - 0s - loss: 0.0015 - mae: 0.0279 - mse: 0.0015 - val_loss: 0.0012 - val_mae: 0.0266 - val_mse: 0.0012 - 243ms/epoch - 19ms/step\n",
+            "Epoch 23/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0274 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0265 - val_mse: 0.0012 - 138ms/epoch - 11ms/step\n",
+            "Epoch 24/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0264 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 189ms/epoch - 15ms/step\n",
+            "Epoch 25/250\n",
+            "13/13 - 0s - loss: 0.0014 - mae: 0.0268 - mse: 0.0014 - val_loss: 0.0012 - val_mae: 0.0258 - val_mse: 0.0012 - 280ms/epoch - 22ms/step\n",
+            "Epoch 26/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0268 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0258 - val_mse: 0.0011 - 222ms/epoch - 17ms/step\n",
+            "Epoch 27/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0265 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0247 - val_mse: 0.0011 - 286ms/epoch - 22ms/step\n",
+            "Epoch 28/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0012 - val_mae: 0.0259 - val_mse: 0.0012 - 116ms/epoch - 9ms/step\n",
+            "Epoch 29/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0259 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0252 - val_mse: 0.0011 - 157ms/epoch - 12ms/step\n",
+            "Epoch 30/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0256 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0248 - val_mse: 0.0011 - 267ms/epoch - 21ms/step\n",
+            "Epoch 31/250\n",
+            "13/13 - 0s - loss: 0.0013 - mae: 0.0254 - mse: 0.0013 - val_loss: 0.0011 - val_mae: 0.0245 - val_mse: 0.0011 - 264ms/epoch - 20ms/step\n",
+            "Epoch 32/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 269ms/epoch - 21ms/step\n",
+            "Epoch 33/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0248 - mse: 0.0012 - val_loss: 0.0012 - val_mae: 0.0251 - val_mse: 0.0012 - 353ms/epoch - 27ms/step\n",
+            "Epoch 34/250\n",
+            "13/13 - 1s - loss: 0.0012 - mae: 0.0256 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0248 - val_mse: 0.0010 - 537ms/epoch - 41ms/step\n",
+            "Epoch 35/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0254 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0243 - val_mse: 0.0010 - 330ms/epoch - 25ms/step\n",
+            "Epoch 36/250\n",
+            "13/13 - 0s - loss: 0.0012 - mae: 0.0245 - mse: 0.0012 - val_loss: 0.0010 - val_mae: 0.0234 - val_mse: 0.0010 - 289ms/epoch - 22ms/step\n",
+            "Epoch 37/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0244 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0239 - val_mse: 0.0010 - 155ms/epoch - 12ms/step\n",
+            "Epoch 38/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 9.9094e-04 - val_mae: 0.0235 - val_mse: 9.9094e-04 - 289ms/epoch - 22ms/step\n",
+            "Epoch 39/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0243 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0238 - val_mse: 0.0010 - 118ms/epoch - 9ms/step\n",
+            "Epoch 40/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.7491e-04 - val_mae: 0.0239 - val_mse: 9.7491e-04 - 299ms/epoch - 23ms/step\n",
+            "Epoch 41/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0241 - mse: 0.0011 - val_loss: 9.9821e-04 - val_mae: 0.0227 - val_mse: 9.9821e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 42/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0240 - mse: 0.0011 - val_loss: 0.0010 - val_mae: 0.0235 - val_mse: 0.0010 - 192ms/epoch - 15ms/step\n",
+            "Epoch 43/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0238 - mse: 0.0011 - val_loss: 9.4863e-04 - val_mae: 0.0232 - val_mse: 9.4863e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 44/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0236 - mse: 0.0011 - val_loss: 9.8018e-04 - val_mae: 0.0230 - val_mse: 9.8018e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 45/250\n",
+            "13/13 - 0s - loss: 0.0011 - mae: 0.0239 - mse: 0.0011 - val_loss: 9.5093e-04 - val_mae: 0.0233 - val_mse: 9.5093e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 46/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.4785e-04 - val_mae: 0.0223 - val_mse: 9.4785e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 47/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7827e-04 - val_mae: 0.0230 - val_mse: 9.7827e-04 - 116ms/epoch - 9ms/step\n",
+            "Epoch 48/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0232 - mse: 0.0010 - val_loss: 9.0671e-04 - val_mae: 0.0225 - val_mse: 9.0671e-04 - 288ms/epoch - 22ms/step\n",
+            "Epoch 49/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0230 - mse: 0.0010 - val_loss: 9.2521e-04 - val_mae: 0.0218 - val_mse: 9.2521e-04 - 140ms/epoch - 11ms/step\n",
+            "Epoch 50/250\n",
+            "13/13 - 0s - loss: 0.0010 - mae: 0.0231 - mse: 0.0010 - val_loss: 9.7818e-04 - val_mae: 0.0231 - val_mse: 9.7818e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 51/250\n",
+            "13/13 - 0s - loss: 9.9977e-04 - mae: 0.0232 - mse: 9.9977e-04 - val_loss: 9.4350e-04 - val_mae: 0.0221 - val_mse: 9.4350e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 52/250\n",
+            "13/13 - 0s - loss: 9.8599e-04 - mae: 0.0229 - mse: 9.8599e-04 - val_loss: 9.0638e-04 - val_mae: 0.0230 - val_mse: 9.0638e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 53/250\n",
+            "13/13 - 0s - loss: 9.8295e-04 - mae: 0.0228 - mse: 9.8295e-04 - val_loss: 9.0667e-04 - val_mae: 0.0215 - val_mse: 9.0667e-04 - 179ms/epoch - 14ms/step\n",
+            "Epoch 54/250\n",
+            "13/13 - 0s - loss: 9.7266e-04 - mae: 0.0225 - mse: 9.7266e-04 - val_loss: 9.0391e-04 - val_mae: 0.0224 - val_mse: 9.0391e-04 - 287ms/epoch - 22ms/step\n",
+            "Epoch 55/250\n",
+            "13/13 - 0s - loss: 9.5234e-04 - mae: 0.0225 - mse: 9.5234e-04 - val_loss: 8.7426e-04 - val_mae: 0.0219 - val_mse: 8.7426e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 56/250\n",
+            "13/13 - 0s - loss: 9.4315e-04 - mae: 0.0221 - mse: 9.4315e-04 - val_loss: 8.6742e-04 - val_mae: 0.0224 - val_mse: 8.6742e-04 - 297ms/epoch - 23ms/step\n",
+            "Epoch 57/250\n",
+            "13/13 - 0s - loss: 9.9226e-04 - mae: 0.0230 - mse: 9.9226e-04 - val_loss: 8.7793e-04 - val_mae: 0.0225 - val_mse: 8.7793e-04 - 206ms/epoch - 16ms/step\n",
+            "Epoch 58/250\n",
+            "13/13 - 0s - loss: 9.4137e-04 - mae: 0.0226 - mse: 9.4137e-04 - val_loss: 8.7477e-04 - val_mae: 0.0225 - val_mse: 8.7477e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 59/250\n",
+            "13/13 - 0s - loss: 9.2474e-04 - mae: 0.0219 - mse: 9.2474e-04 - val_loss: 8.5320e-04 - val_mae: 0.0212 - val_mse: 8.5320e-04 - 274ms/epoch - 21ms/step\n",
+            "Epoch 60/250\n",
+            "13/13 - 0s - loss: 9.1133e-04 - mae: 0.0217 - mse: 9.1133e-04 - val_loss: 8.6082e-04 - val_mae: 0.0217 - val_mse: 8.6082e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 61/250\n",
+            "13/13 - 0s - loss: 9.1801e-04 - mae: 0.0217 - mse: 9.1801e-04 - val_loss: 8.5403e-04 - val_mae: 0.0223 - val_mse: 8.5403e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 62/250\n",
+            "13/13 - 0s - loss: 9.1987e-04 - mae: 0.0221 - mse: 9.1987e-04 - val_loss: 8.5714e-04 - val_mae: 0.0219 - val_mse: 8.5714e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 63/250\n",
+            "13/13 - 0s - loss: 9.0862e-04 - mae: 0.0222 - mse: 9.0862e-04 - val_loss: 8.6160e-04 - val_mae: 0.0225 - val_mse: 8.6160e-04 - 154ms/epoch - 12ms/step\n",
+            "Epoch 64/250\n",
+            "13/13 - 0s - loss: 8.9349e-04 - mae: 0.0220 - mse: 8.9349e-04 - val_loss: 8.2851e-04 - val_mae: 0.0214 - val_mse: 8.2851e-04 - 284ms/epoch - 22ms/step\n",
+            "Epoch 65/250\n",
+            "13/13 - 0s - loss: 8.7848e-04 - mae: 0.0216 - mse: 8.7848e-04 - val_loss: 8.5189e-04 - val_mae: 0.0218 - val_mse: 8.5189e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 66/250\n",
+            "13/13 - 0s - loss: 8.9773e-04 - mae: 0.0219 - mse: 8.9773e-04 - val_loss: 8.5650e-04 - val_mae: 0.0211 - val_mse: 8.5650e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 67/250\n",
+            "13/13 - 0s - loss: 8.7443e-04 - mae: 0.0217 - mse: 8.7443e-04 - val_loss: 8.2545e-04 - val_mae: 0.0214 - val_mse: 8.2545e-04 - 264ms/epoch - 20ms/step\n",
+            "Epoch 68/250\n",
+            "13/13 - 0s - loss: 8.9141e-04 - mae: 0.0217 - mse: 8.9141e-04 - val_loss: 8.4471e-04 - val_mae: 0.0219 - val_mse: 8.4471e-04 - 189ms/epoch - 15ms/step\n",
+            "Epoch 69/250\n",
+            "13/13 - 0s - loss: 8.9507e-04 - mae: 0.0224 - mse: 8.9507e-04 - val_loss: 8.7916e-04 - val_mae: 0.0217 - val_mse: 8.7916e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 70/250\n",
+            "13/13 - 0s - loss: 8.5737e-04 - mae: 0.0216 - mse: 8.5737e-04 - val_loss: 8.8807e-04 - val_mae: 0.0215 - val_mse: 8.8807e-04 - 322ms/epoch - 25ms/step\n",
+            "Epoch 71/250\n",
+            "13/13 - 0s - loss: 8.5560e-04 - mae: 0.0214 - mse: 8.5560e-04 - val_loss: 8.3750e-04 - val_mae: 0.0213 - val_mse: 8.3750e-04 - 207ms/epoch - 16ms/step\n",
+            "Epoch 72/250\n",
+            "13/13 - 0s - loss: 8.5576e-04 - mae: 0.0218 - mse: 8.5576e-04 - val_loss: 8.1156e-04 - val_mae: 0.0210 - val_mse: 8.1156e-04 - 257ms/epoch - 20ms/step\n",
+            "Epoch 73/250\n",
+            "13/13 - 0s - loss: 8.4688e-04 - mae: 0.0216 - mse: 8.4688e-04 - val_loss: 8.0221e-04 - val_mae: 0.0210 - val_mse: 8.0221e-04 - 233ms/epoch - 18ms/step\n",
+            "Epoch 74/250\n",
+            "13/13 - 0s - loss: 8.3636e-04 - mae: 0.0211 - mse: 8.3636e-04 - val_loss: 7.9384e-04 - val_mae: 0.0208 - val_mse: 7.9384e-04 - 250ms/epoch - 19ms/step\n",
+            "Epoch 75/250\n",
+            "13/13 - 0s - loss: 8.4758e-04 - mae: 0.0222 - mse: 8.4758e-04 - val_loss: 8.2932e-04 - val_mae: 0.0212 - val_mse: 8.2932e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 76/250\n",
+            "13/13 - 0s - loss: 8.4142e-04 - mae: 0.0213 - mse: 8.4142e-04 - val_loss: 8.0552e-04 - val_mae: 0.0209 - val_mse: 8.0552e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 77/250\n",
+            "13/13 - 0s - loss: 8.5035e-04 - mae: 0.0215 - mse: 8.5035e-04 - val_loss: 8.6014e-04 - val_mae: 0.0215 - val_mse: 8.6014e-04 - 126ms/epoch - 10ms/step\n",
+            "Epoch 78/250\n",
+            "13/13 - 0s - loss: 8.9015e-04 - mae: 0.0228 - mse: 8.9015e-04 - val_loss: 9.2548e-04 - val_mae: 0.0225 - val_mse: 9.2548e-04 - 242ms/epoch - 19ms/step\n",
+            "Epoch 79/250\n",
+            "13/13 - 0s - loss: 8.1577e-04 - mae: 0.0212 - mse: 8.1577e-04 - val_loss: 8.4703e-04 - val_mae: 0.0211 - val_mse: 8.4703e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 80/250\n",
+            "13/13 - 0s - loss: 8.0555e-04 - mae: 0.0211 - mse: 8.0555e-04 - val_loss: 8.5652e-04 - val_mae: 0.0214 - val_mse: 8.5652e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 81/250\n",
+            "13/13 - 0s - loss: 8.3478e-04 - mae: 0.0219 - mse: 8.3478e-04 - val_loss: 9.1057e-04 - val_mae: 0.0222 - val_mse: 9.1057e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 82/250\n",
+            "13/13 - 0s - loss: 8.2593e-04 - mae: 0.0217 - mse: 8.2593e-04 - val_loss: 8.1172e-04 - val_mae: 0.0209 - val_mse: 8.1172e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 83/250\n",
+            "13/13 - 0s - loss: 8.2887e-04 - mae: 0.0213 - mse: 8.2887e-04 - val_loss: 8.2033e-04 - val_mae: 0.0211 - val_mse: 8.2033e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 84/250\n",
+            "13/13 - 0s - loss: 8.1454e-04 - mae: 0.0219 - mse: 8.1454e-04 - val_loss: 8.1589e-04 - val_mae: 0.0211 - val_mse: 8.1589e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 85/250\n",
+            "13/13 - 0s - loss: 8.0777e-04 - mae: 0.0212 - mse: 8.0777e-04 - val_loss: 7.8637e-04 - val_mae: 0.0208 - val_mse: 7.8637e-04 - 282ms/epoch - 22ms/step\n",
+            "Epoch 86/250\n",
+            "13/13 - 0s - loss: 7.8107e-04 - mae: 0.0213 - mse: 7.8107e-04 - val_loss: 7.8138e-04 - val_mae: 0.0212 - val_mse: 7.8138e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 87/250\n",
+            "13/13 - 0s - loss: 7.9729e-04 - mae: 0.0210 - mse: 7.9729e-04 - val_loss: 7.3667e-04 - val_mae: 0.0204 - val_mse: 7.3667e-04 - 237ms/epoch - 18ms/step\n",
+            "Epoch 88/250\n",
+            "13/13 - 0s - loss: 7.5931e-04 - mae: 0.0205 - mse: 7.5931e-04 - val_loss: 7.5522e-04 - val_mae: 0.0210 - val_mse: 7.5522e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 89/250\n",
+            "13/13 - 0s - loss: 7.6036e-04 - mae: 0.0211 - mse: 7.6036e-04 - val_loss: 7.5503e-04 - val_mae: 0.0207 - val_mse: 7.5503e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 90/250\n",
+            "13/13 - 0s - loss: 7.6322e-04 - mae: 0.0204 - mse: 7.6322e-04 - val_loss: 7.7629e-04 - val_mae: 0.0203 - val_mse: 7.7629e-04 - 168ms/epoch - 13ms/step\n",
+            "Epoch 91/250\n",
+            "13/13 - 0s - loss: 7.5436e-04 - mae: 0.0208 - mse: 7.5436e-04 - val_loss: 7.4549e-04 - val_mae: 0.0210 - val_mse: 7.4549e-04 - 156ms/epoch - 12ms/step\n",
+            "Epoch 92/250\n",
+            "13/13 - 0s - loss: 7.8479e-04 - mae: 0.0208 - mse: 7.8479e-04 - val_loss: 8.0607e-04 - val_mae: 0.0208 - val_mse: 8.0607e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 93/250\n",
+            "13/13 - 0s - loss: 7.7194e-04 - mae: 0.0211 - mse: 7.7194e-04 - val_loss: 7.7994e-04 - val_mae: 0.0206 - val_mse: 7.7994e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 94/250\n",
+            "13/13 - 0s - loss: 7.4802e-04 - mae: 0.0205 - mse: 7.4802e-04 - val_loss: 7.2386e-04 - val_mae: 0.0201 - val_mse: 7.2386e-04 - 303ms/epoch - 23ms/step\n",
+            "Epoch 95/250\n",
+            "13/13 - 0s - loss: 7.2616e-04 - mae: 0.0203 - mse: 7.2616e-04 - val_loss: 7.2728e-04 - val_mae: 0.0204 - val_mse: 7.2728e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 96/250\n",
+            "13/13 - 0s - loss: 7.2310e-04 - mae: 0.0204 - mse: 7.2310e-04 - val_loss: 7.1349e-04 - val_mae: 0.0206 - val_mse: 7.1349e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 97/250\n",
+            "13/13 - 0s - loss: 7.0905e-04 - mae: 0.0201 - mse: 7.0905e-04 - val_loss: 7.6242e-04 - val_mae: 0.0205 - val_mse: 7.6242e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 98/250\n",
+            "13/13 - 0s - loss: 7.1839e-04 - mae: 0.0200 - mse: 7.1839e-04 - val_loss: 7.7098e-04 - val_mae: 0.0202 - val_mse: 7.7098e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 99/250\n",
+            "13/13 - 0s - loss: 7.3924e-04 - mae: 0.0208 - mse: 7.3924e-04 - val_loss: 7.8554e-04 - val_mae: 0.0206 - val_mse: 7.8554e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 100/250\n",
+            "13/13 - 0s - loss: 7.5556e-04 - mae: 0.0209 - mse: 7.5556e-04 - val_loss: 8.6021e-04 - val_mae: 0.0215 - val_mse: 8.6021e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 101/250\n",
+            "13/13 - 0s - loss: 7.9288e-04 - mae: 0.0213 - mse: 7.9288e-04 - val_loss: 7.2968e-04 - val_mae: 0.0203 - val_mse: 7.2968e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 102/250\n",
+            "13/13 - 0s - loss: 7.1861e-04 - mae: 0.0204 - mse: 7.1861e-04 - val_loss: 7.0941e-04 - val_mae: 0.0207 - val_mse: 7.0941e-04 - 260ms/epoch - 20ms/step\n",
+            "Epoch 103/250\n",
+            "13/13 - 0s - loss: 7.5092e-04 - mae: 0.0208 - mse: 7.5092e-04 - val_loss: 6.8788e-04 - val_mae: 0.0198 - val_mse: 6.8788e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 104/250\n",
+            "13/13 - 0s - loss: 7.0460e-04 - mae: 0.0200 - mse: 7.0460e-04 - val_loss: 7.2570e-04 - val_mae: 0.0200 - val_mse: 7.2570e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 105/250\n",
+            "13/13 - 0s - loss: 6.9255e-04 - mae: 0.0202 - mse: 6.9255e-04 - val_loss: 6.7411e-04 - val_mae: 0.0199 - val_mse: 6.7411e-04 - 275ms/epoch - 21ms/step\n",
+            "Epoch 106/250\n",
+            "13/13 - 0s - loss: 6.8175e-04 - mae: 0.0196 - mse: 6.8175e-04 - val_loss: 6.7593e-04 - val_mae: 0.0196 - val_mse: 6.7593e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 107/250\n",
+            "13/13 - 0s - loss: 6.7018e-04 - mae: 0.0196 - mse: 6.7018e-04 - val_loss: 6.8702e-04 - val_mae: 0.0196 - val_mse: 6.8702e-04 - 183ms/epoch - 14ms/step\n",
+            "Epoch 108/250\n",
+            "13/13 - 0s - loss: 6.7955e-04 - mae: 0.0198 - mse: 6.7955e-04 - val_loss: 7.6778e-04 - val_mae: 0.0204 - val_mse: 7.6778e-04 - 192ms/epoch - 15ms/step\n",
+            "Epoch 109/250\n",
+            "13/13 - 1s - loss: 6.8953e-04 - mae: 0.0198 - mse: 6.8953e-04 - val_loss: 6.7251e-04 - val_mae: 0.0195 - val_mse: 6.7251e-04 - 516ms/epoch - 40ms/step\n",
+            "Epoch 110/250\n",
+            "13/13 - 0s - loss: 6.6819e-04 - mae: 0.0197 - mse: 6.6819e-04 - val_loss: 6.8310e-04 - val_mae: 0.0197 - val_mse: 6.8310e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 111/250\n",
+            "13/13 - 0s - loss: 6.7136e-04 - mae: 0.0197 - mse: 6.7136e-04 - val_loss: 6.5858e-04 - val_mae: 0.0199 - val_mse: 6.5858e-04 - 208ms/epoch - 16ms/step\n",
+            "Epoch 112/250\n",
+            "13/13 - 0s - loss: 6.5784e-04 - mae: 0.0195 - mse: 6.5784e-04 - val_loss: 6.5838e-04 - val_mae: 0.0196 - val_mse: 6.5838e-04 - 215ms/epoch - 17ms/step\n",
+            "Epoch 113/250\n",
+            "13/13 - 0s - loss: 6.6861e-04 - mae: 0.0198 - mse: 6.6861e-04 - val_loss: 6.9871e-04 - val_mae: 0.0196 - val_mse: 6.9871e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 114/250\n",
+            "13/13 - 0s - loss: 6.6345e-04 - mae: 0.0196 - mse: 6.6345e-04 - val_loss: 6.8190e-04 - val_mae: 0.0196 - val_mse: 6.8190e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 115/250\n",
+            "13/13 - 0s - loss: 6.4121e-04 - mae: 0.0193 - mse: 6.4121e-04 - val_loss: 6.6493e-04 - val_mae: 0.0196 - val_mse: 6.6493e-04 - 166ms/epoch - 13ms/step\n",
+            "Epoch 116/250\n",
+            "13/13 - 0s - loss: 6.5036e-04 - mae: 0.0194 - mse: 6.5036e-04 - val_loss: 6.5858e-04 - val_mae: 0.0191 - val_mse: 6.5858e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 117/250\n",
+            "13/13 - 0s - loss: 6.4983e-04 - mae: 0.0194 - mse: 6.4983e-04 - val_loss: 7.0443e-04 - val_mae: 0.0198 - val_mse: 7.0443e-04 - 109ms/epoch - 8ms/step\n",
+            "Epoch 118/250\n",
+            "13/13 - 0s - loss: 6.4994e-04 - mae: 0.0195 - mse: 6.4994e-04 - val_loss: 6.3181e-04 - val_mae: 0.0193 - val_mse: 6.3181e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 119/250\n",
+            "13/13 - 0s - loss: 6.6252e-04 - mae: 0.0199 - mse: 6.6252e-04 - val_loss: 6.3527e-04 - val_mae: 0.0191 - val_mse: 6.3527e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 120/250\n",
+            "13/13 - 0s - loss: 6.4578e-04 - mae: 0.0193 - mse: 6.4578e-04 - val_loss: 6.3127e-04 - val_mae: 0.0189 - val_mse: 6.3127e-04 - 190ms/epoch - 15ms/step\n",
+            "Epoch 121/250\n",
+            "13/13 - 0s - loss: 6.1375e-04 - mae: 0.0191 - mse: 6.1375e-04 - val_loss: 6.5351e-04 - val_mae: 0.0192 - val_mse: 6.5351e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 122/250\n",
+            "13/13 - 0s - loss: 6.4650e-04 - mae: 0.0196 - mse: 6.4650e-04 - val_loss: 8.0733e-04 - val_mae: 0.0210 - val_mse: 8.0733e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 123/250\n",
+            "13/13 - 0s - loss: 6.5887e-04 - mae: 0.0198 - mse: 6.5887e-04 - val_loss: 6.2666e-04 - val_mae: 0.0191 - val_mse: 6.2666e-04 - 278ms/epoch - 21ms/step\n",
+            "Epoch 124/250\n",
+            "13/13 - 0s - loss: 6.1387e-04 - mae: 0.0189 - mse: 6.1387e-04 - val_loss: 6.1020e-04 - val_mae: 0.0188 - val_mse: 6.1020e-04 - 246ms/epoch - 19ms/step\n",
+            "Epoch 125/250\n",
+            "13/13 - 0s - loss: 6.1348e-04 - mae: 0.0191 - mse: 6.1348e-04 - val_loss: 6.1093e-04 - val_mae: 0.0193 - val_mse: 6.1093e-04 - 135ms/epoch - 10ms/step\n",
+            "Epoch 126/250\n",
+            "13/13 - 0s - loss: 6.1374e-04 - mae: 0.0189 - mse: 6.1374e-04 - val_loss: 6.1062e-04 - val_mae: 0.0188 - val_mse: 6.1062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 127/250\n",
+            "13/13 - 0s - loss: 6.1279e-04 - mae: 0.0190 - mse: 6.1279e-04 - val_loss: 6.4391e-04 - val_mae: 0.0190 - val_mse: 6.4391e-04 - 142ms/epoch - 11ms/step\n",
+            "Epoch 128/250\n",
+            "13/13 - 0s - loss: 6.0951e-04 - mae: 0.0189 - mse: 6.0951e-04 - val_loss: 5.9592e-04 - val_mae: 0.0188 - val_mse: 5.9592e-04 - 249ms/epoch - 19ms/step\n",
+            "Epoch 129/250\n",
+            "13/13 - 0s - loss: 6.2194e-04 - mae: 0.0192 - mse: 6.2194e-04 - val_loss: 5.9344e-04 - val_mae: 0.0188 - val_mse: 5.9344e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 130/250\n",
+            "13/13 - 0s - loss: 6.1795e-04 - mae: 0.0191 - mse: 6.1795e-04 - val_loss: 5.8880e-04 - val_mae: 0.0188 - val_mse: 5.8880e-04 - 356ms/epoch - 27ms/step\n",
+            "Epoch 131/250\n",
+            "13/13 - 0s - loss: 6.6297e-04 - mae: 0.0199 - mse: 6.6297e-04 - val_loss: 7.2306e-04 - val_mae: 0.0197 - val_mse: 7.2306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 132/250\n",
+            "13/13 - 0s - loss: 5.8788e-04 - mae: 0.0189 - mse: 5.8788e-04 - val_loss: 6.0686e-04 - val_mae: 0.0189 - val_mse: 6.0686e-04 - 102ms/epoch - 8ms/step\n",
+            "Epoch 133/250\n",
+            "13/13 - 0s - loss: 5.7425e-04 - mae: 0.0184 - mse: 5.7425e-04 - val_loss: 5.7895e-04 - val_mae: 0.0183 - val_mse: 5.7895e-04 - 239ms/epoch - 18ms/step\n",
+            "Epoch 134/250\n",
+            "13/13 - 0s - loss: 5.8783e-04 - mae: 0.0186 - mse: 5.8783e-04 - val_loss: 5.7846e-04 - val_mae: 0.0188 - val_mse: 5.7846e-04 - 285ms/epoch - 22ms/step\n",
+            "Epoch 135/250\n",
+            "13/13 - 0s - loss: 5.8541e-04 - mae: 0.0188 - mse: 5.8541e-04 - val_loss: 6.7887e-04 - val_mae: 0.0191 - val_mse: 6.7887e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 136/250\n",
+            "13/13 - 0s - loss: 5.9158e-04 - mae: 0.0185 - mse: 5.9158e-04 - val_loss: 5.9231e-04 - val_mae: 0.0188 - val_mse: 5.9231e-04 - 113ms/epoch - 9ms/step\n",
+            "Epoch 137/250\n",
+            "13/13 - 0s - loss: 5.9616e-04 - mae: 0.0192 - mse: 5.9616e-04 - val_loss: 7.0218e-04 - val_mae: 0.0212 - val_mse: 7.0218e-04 - 138ms/epoch - 11ms/step\n",
+            "Epoch 138/250\n",
+            "13/13 - 0s - loss: 6.2132e-04 - mae: 0.0190 - mse: 6.2132e-04 - val_loss: 6.3436e-04 - val_mae: 0.0186 - val_mse: 6.3436e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 139/250\n",
+            "13/13 - 0s - loss: 5.8416e-04 - mae: 0.0189 - mse: 5.8416e-04 - val_loss: 5.7793e-04 - val_mae: 0.0184 - val_mse: 5.7793e-04 - 279ms/epoch - 21ms/step\n",
+            "Epoch 140/250\n",
+            "13/13 - 0s - loss: 6.5695e-04 - mae: 0.0195 - mse: 6.5695e-04 - val_loss: 5.8062e-04 - val_mae: 0.0189 - val_mse: 5.8062e-04 - 174ms/epoch - 13ms/step\n",
+            "Epoch 141/250\n",
+            "13/13 - 0s - loss: 6.4168e-04 - mae: 0.0200 - mse: 6.4168e-04 - val_loss: 6.9879e-04 - val_mae: 0.0196 - val_mse: 6.9879e-04 - 118ms/epoch - 9ms/step\n",
+            "Epoch 142/250\n",
+            "13/13 - 0s - loss: 6.5517e-04 - mae: 0.0198 - mse: 6.5517e-04 - val_loss: 6.3928e-04 - val_mae: 0.0193 - val_mse: 6.3928e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 143/250\n",
+            "13/13 - 0s - loss: 5.8456e-04 - mae: 0.0190 - mse: 5.8456e-04 - val_loss: 5.4596e-04 - val_mae: 0.0181 - val_mse: 5.4596e-04 - 304ms/epoch - 23ms/step\n",
+            "Epoch 144/250\n",
+            "13/13 - 0s - loss: 5.9458e-04 - mae: 0.0186 - mse: 5.9458e-04 - val_loss: 5.8598e-04 - val_mae: 0.0181 - val_mse: 5.8598e-04 - 178ms/epoch - 14ms/step\n",
+            "Epoch 145/250\n",
+            "13/13 - 0s - loss: 5.6787e-04 - mae: 0.0186 - mse: 5.6787e-04 - val_loss: 5.6263e-04 - val_mae: 0.0186 - val_mse: 5.6263e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 146/250\n",
+            "13/13 - 0s - loss: 5.3545e-04 - mae: 0.0178 - mse: 5.3545e-04 - val_loss: 5.3802e-04 - val_mae: 0.0179 - val_mse: 5.3802e-04 - 396ms/epoch - 30ms/step\n",
+            "Epoch 147/250\n",
+            "13/13 - 0s - loss: 5.2310e-04 - mae: 0.0177 - mse: 5.2310e-04 - val_loss: 5.4103e-04 - val_mae: 0.0179 - val_mse: 5.4103e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 148/250\n",
+            "13/13 - 0s - loss: 5.2826e-04 - mae: 0.0176 - mse: 5.2826e-04 - val_loss: 5.9310e-04 - val_mae: 0.0181 - val_mse: 5.9310e-04 - 155ms/epoch - 12ms/step\n",
+            "Epoch 149/250\n",
+            "13/13 - 0s - loss: 5.3295e-04 - mae: 0.0179 - mse: 5.3295e-04 - val_loss: 5.4002e-04 - val_mae: 0.0176 - val_mse: 5.4002e-04 - 120ms/epoch - 9ms/step\n",
+            "Epoch 150/250\n",
+            "13/13 - 0s - loss: 5.1491e-04 - mae: 0.0174 - mse: 5.1491e-04 - val_loss: 5.9602e-04 - val_mae: 0.0179 - val_mse: 5.9602e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 151/250\n",
+            "13/13 - 0s - loss: 5.2334e-04 - mae: 0.0179 - mse: 5.2334e-04 - val_loss: 5.2811e-04 - val_mae: 0.0178 - val_mse: 5.2811e-04 - 315ms/epoch - 24ms/step\n",
+            "Epoch 152/250\n",
+            "13/13 - 0s - loss: 5.2768e-04 - mae: 0.0178 - mse: 5.2768e-04 - val_loss: 5.5139e-04 - val_mae: 0.0184 - val_mse: 5.5139e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 153/250\n",
+            "13/13 - 0s - loss: 5.2962e-04 - mae: 0.0179 - mse: 5.2962e-04 - val_loss: 5.7462e-04 - val_mae: 0.0178 - val_mse: 5.7462e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 154/250\n",
+            "13/13 - 0s - loss: 5.0260e-04 - mae: 0.0173 - mse: 5.0260e-04 - val_loss: 5.3387e-04 - val_mae: 0.0181 - val_mse: 5.3387e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 155/250\n",
+            "13/13 - 0s - loss: 5.0501e-04 - mae: 0.0175 - mse: 5.0501e-04 - val_loss: 5.0751e-04 - val_mae: 0.0172 - val_mse: 5.0751e-04 - 267ms/epoch - 21ms/step\n",
+            "Epoch 156/250\n",
+            "13/13 - 0s - loss: 5.0518e-04 - mae: 0.0173 - mse: 5.0518e-04 - val_loss: 5.5553e-04 - val_mae: 0.0174 - val_mse: 5.5553e-04 - 182ms/epoch - 14ms/step\n",
+            "Epoch 157/250\n",
+            "13/13 - 0s - loss: 5.0064e-04 - mae: 0.0172 - mse: 5.0064e-04 - val_loss: 5.1205e-04 - val_mae: 0.0172 - val_mse: 5.1205e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 158/250\n",
+            "13/13 - 0s - loss: 4.9541e-04 - mae: 0.0172 - mse: 4.9541e-04 - val_loss: 5.0799e-04 - val_mae: 0.0172 - val_mse: 5.0799e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 159/250\n",
+            "13/13 - 0s - loss: 5.4153e-04 - mae: 0.0182 - mse: 5.4153e-04 - val_loss: 5.2077e-04 - val_mae: 0.0171 - val_mse: 5.2077e-04 - 172ms/epoch - 13ms/step\n",
+            "Epoch 160/250\n",
+            "13/13 - 0s - loss: 4.8280e-04 - mae: 0.0170 - mse: 4.8280e-04 - val_loss: 5.1410e-04 - val_mae: 0.0168 - val_mse: 5.1410e-04 - 164ms/epoch - 13ms/step\n",
+            "Epoch 161/250\n",
+            "13/13 - 0s - loss: 4.8993e-04 - mae: 0.0171 - mse: 4.8993e-04 - val_loss: 5.1744e-04 - val_mae: 0.0171 - val_mse: 5.1744e-04 - 169ms/epoch - 13ms/step\n",
+            "Epoch 162/250\n",
+            "13/13 - 0s - loss: 4.8044e-04 - mae: 0.0169 - mse: 4.8044e-04 - val_loss: 5.1099e-04 - val_mae: 0.0168 - val_mse: 5.1099e-04 - 188ms/epoch - 14ms/step\n",
+            "Epoch 163/250\n",
+            "13/13 - 0s - loss: 4.9657e-04 - mae: 0.0171 - mse: 4.9657e-04 - val_loss: 4.9877e-04 - val_mae: 0.0171 - val_mse: 4.9877e-04 - 258ms/epoch - 20ms/step\n",
+            "Epoch 164/250\n",
+            "13/13 - 0s - loss: 4.8858e-04 - mae: 0.0170 - mse: 4.8858e-04 - val_loss: 5.0099e-04 - val_mae: 0.0169 - val_mse: 5.0099e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 165/250\n",
+            "13/13 - 0s - loss: 4.7747e-04 - mae: 0.0170 - mse: 4.7747e-04 - val_loss: 5.8449e-04 - val_mae: 0.0174 - val_mse: 5.8449e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 166/250\n",
+            "13/13 - 0s - loss: 4.9897e-04 - mae: 0.0171 - mse: 4.9897e-04 - val_loss: 4.9512e-04 - val_mae: 0.0173 - val_mse: 4.9512e-04 - 265ms/epoch - 20ms/step\n",
+            "Epoch 167/250\n",
+            "13/13 - 0s - loss: 4.8695e-04 - mae: 0.0173 - mse: 4.8695e-04 - val_loss: 5.0306e-04 - val_mae: 0.0165 - val_mse: 5.0306e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 168/250\n",
+            "13/13 - 0s - loss: 4.7948e-04 - mae: 0.0171 - mse: 4.7948e-04 - val_loss: 6.8895e-04 - val_mae: 0.0193 - val_mse: 6.8895e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 169/250\n",
+            "13/13 - 0s - loss: 4.8055e-04 - mae: 0.0168 - mse: 4.8055e-04 - val_loss: 4.9053e-04 - val_mae: 0.0171 - val_mse: 4.9053e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 170/250\n",
+            "13/13 - 0s - loss: 4.5980e-04 - mae: 0.0168 - mse: 4.5980e-04 - val_loss: 5.2267e-04 - val_mae: 0.0170 - val_mse: 5.2267e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 171/250\n",
+            "13/13 - 0s - loss: 4.6495e-04 - mae: 0.0168 - mse: 4.6495e-04 - val_loss: 4.6718e-04 - val_mae: 0.0165 - val_mse: 4.6718e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 172/250\n",
+            "13/13 - 0s - loss: 4.6046e-04 - mae: 0.0168 - mse: 4.6046e-04 - val_loss: 4.6731e-04 - val_mae: 0.0166 - val_mse: 4.6731e-04 - 148ms/epoch - 11ms/step\n",
+            "Epoch 173/250\n",
+            "13/13 - 0s - loss: 4.6993e-04 - mae: 0.0168 - mse: 4.6993e-04 - val_loss: 4.8190e-04 - val_mae: 0.0167 - val_mse: 4.8190e-04 - 143ms/epoch - 11ms/step\n",
+            "Epoch 174/250\n",
+            "13/13 - 0s - loss: 4.8411e-04 - mae: 0.0172 - mse: 4.8411e-04 - val_loss: 5.0800e-04 - val_mae: 0.0164 - val_mse: 5.0800e-04 - 131ms/epoch - 10ms/step\n",
+            "Epoch 175/250\n",
+            "13/13 - 0s - loss: 4.5295e-04 - mae: 0.0164 - mse: 4.5295e-04 - val_loss: 6.2583e-04 - val_mae: 0.0182 - val_mse: 6.2583e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 176/250\n",
+            "13/13 - 0s - loss: 5.3742e-04 - mae: 0.0183 - mse: 5.3742e-04 - val_loss: 5.6727e-04 - val_mae: 0.0187 - val_mse: 5.6727e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 177/250\n",
+            "13/13 - 0s - loss: 5.3634e-04 - mae: 0.0182 - mse: 5.3634e-04 - val_loss: 4.6197e-04 - val_mae: 0.0157 - val_mse: 4.6197e-04 - 316ms/epoch - 24ms/step\n",
+            "Epoch 178/250\n",
+            "13/13 - 0s - loss: 4.8847e-04 - mae: 0.0169 - mse: 4.8847e-04 - val_loss: 4.6646e-04 - val_mae: 0.0160 - val_mse: 4.6646e-04 - 214ms/epoch - 16ms/step\n",
+            "Epoch 179/250\n",
+            "13/13 - 0s - loss: 4.3622e-04 - mae: 0.0160 - mse: 4.3622e-04 - val_loss: 5.3203e-04 - val_mae: 0.0164 - val_mse: 5.3203e-04 - 181ms/epoch - 14ms/step\n",
+            "Epoch 180/250\n",
+            "13/13 - 0s - loss: 4.7108e-04 - mae: 0.0165 - mse: 4.7108e-04 - val_loss: 4.6548e-04 - val_mae: 0.0161 - val_mse: 4.6548e-04 - 144ms/epoch - 11ms/step\n",
+            "Epoch 181/250\n",
+            "13/13 - 0s - loss: 4.3932e-04 - mae: 0.0164 - mse: 4.3932e-04 - val_loss: 4.4195e-04 - val_mae: 0.0157 - val_mse: 4.4195e-04 - 302ms/epoch - 23ms/step\n",
+            "Epoch 182/250\n",
+            "13/13 - 0s - loss: 4.3340e-04 - mae: 0.0159 - mse: 4.3340e-04 - val_loss: 4.5463e-04 - val_mae: 0.0158 - val_mse: 4.5463e-04 - 216ms/epoch - 17ms/step\n",
+            "Epoch 183/250\n",
+            "13/13 - 0s - loss: 4.2639e-04 - mae: 0.0162 - mse: 4.2639e-04 - val_loss: 4.3874e-04 - val_mae: 0.0156 - val_mse: 4.3874e-04 - 296ms/epoch - 23ms/step\n",
+            "Epoch 184/250\n",
+            "13/13 - 0s - loss: 4.4119e-04 - mae: 0.0159 - mse: 4.4119e-04 - val_loss: 4.7791e-04 - val_mae: 0.0169 - val_mse: 4.7791e-04 - 195ms/epoch - 15ms/step\n",
+            "Epoch 185/250\n",
+            "13/13 - 0s - loss: 4.4805e-04 - mae: 0.0164 - mse: 4.4805e-04 - val_loss: 4.6275e-04 - val_mae: 0.0163 - val_mse: 4.6275e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 186/250\n",
+            "13/13 - 0s - loss: 4.4495e-04 - mae: 0.0163 - mse: 4.4495e-04 - val_loss: 4.4746e-04 - val_mae: 0.0155 - val_mse: 4.4746e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 187/250\n",
+            "13/13 - 0s - loss: 4.7030e-04 - mae: 0.0167 - mse: 4.7030e-04 - val_loss: 5.6234e-04 - val_mae: 0.0169 - val_mse: 5.6234e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 188/250\n",
+            "13/13 - 0s - loss: 4.4920e-04 - mae: 0.0160 - mse: 4.4920e-04 - val_loss: 4.2347e-04 - val_mae: 0.0154 - val_mse: 4.2347e-04 - 451ms/epoch - 35ms/step\n",
+            "Epoch 189/250\n",
+            "13/13 - 0s - loss: 4.1850e-04 - mae: 0.0159 - mse: 4.1850e-04 - val_loss: 4.5828e-04 - val_mae: 0.0156 - val_mse: 4.5828e-04 - 110ms/epoch - 8ms/step\n",
+            "Epoch 190/250\n",
+            "13/13 - 0s - loss: 4.2816e-04 - mae: 0.0159 - mse: 4.2816e-04 - val_loss: 4.2983e-04 - val_mae: 0.0155 - val_mse: 4.2983e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 191/250\n",
+            "13/13 - 0s - loss: 4.1442e-04 - mae: 0.0156 - mse: 4.1442e-04 - val_loss: 4.5135e-04 - val_mae: 0.0154 - val_mse: 4.5135e-04 - 173ms/epoch - 13ms/step\n",
+            "Epoch 192/250\n",
+            "13/13 - 0s - loss: 4.1126e-04 - mae: 0.0159 - mse: 4.1126e-04 - val_loss: 4.2590e-04 - val_mae: 0.0151 - val_mse: 4.2590e-04 - 149ms/epoch - 11ms/step\n",
+            "Epoch 193/250\n",
+            "13/13 - 0s - loss: 4.1197e-04 - mae: 0.0155 - mse: 4.1197e-04 - val_loss: 4.2111e-04 - val_mae: 0.0151 - val_mse: 4.2111e-04 - 243ms/epoch - 19ms/step\n",
+            "Epoch 194/250\n",
+            "13/13 - 0s - loss: 4.0958e-04 - mae: 0.0157 - mse: 4.0958e-04 - val_loss: 4.1117e-04 - val_mae: 0.0149 - val_mse: 4.1117e-04 - 272ms/epoch - 21ms/step\n",
+            "Epoch 195/250\n",
+            "13/13 - 0s - loss: 3.9243e-04 - mae: 0.0153 - mse: 3.9243e-04 - val_loss: 4.1405e-04 - val_mae: 0.0150 - val_mse: 4.1405e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 196/250\n",
+            "13/13 - 0s - loss: 4.0300e-04 - mae: 0.0153 - mse: 4.0300e-04 - val_loss: 4.3989e-04 - val_mae: 0.0150 - val_mse: 4.3989e-04 - 151ms/epoch - 12ms/step\n",
+            "Epoch 197/250\n",
+            "13/13 - 0s - loss: 4.0142e-04 - mae: 0.0154 - mse: 4.0142e-04 - val_loss: 4.3665e-04 - val_mae: 0.0151 - val_mse: 4.3665e-04 - 160ms/epoch - 12ms/step\n",
+            "Epoch 198/250\n",
+            "13/13 - 0s - loss: 3.9936e-04 - mae: 0.0153 - mse: 3.9936e-04 - val_loss: 4.2897e-04 - val_mae: 0.0149 - val_mse: 4.2897e-04 - 114ms/epoch - 9ms/step\n",
+            "Epoch 199/250\n",
+            "13/13 - 0s - loss: 4.0143e-04 - mae: 0.0153 - mse: 4.0143e-04 - val_loss: 4.0877e-04 - val_mae: 0.0148 - val_mse: 4.0877e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 200/250\n",
+            "13/13 - 0s - loss: 3.9668e-04 - mae: 0.0152 - mse: 3.9668e-04 - val_loss: 4.3571e-04 - val_mae: 0.0150 - val_mse: 4.3571e-04 - 198ms/epoch - 15ms/step\n",
+            "Epoch 201/250\n",
+            "13/13 - 0s - loss: 3.9516e-04 - mae: 0.0154 - mse: 3.9516e-04 - val_loss: 5.1984e-04 - val_mae: 0.0161 - val_mse: 5.1984e-04 - 147ms/epoch - 11ms/step\n",
+            "Epoch 202/250\n",
+            "13/13 - 0s - loss: 4.5166e-04 - mae: 0.0161 - mse: 4.5166e-04 - val_loss: 5.4696e-04 - val_mae: 0.0182 - val_mse: 5.4696e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 203/250\n",
+            "13/13 - 0s - loss: 4.5904e-04 - mae: 0.0166 - mse: 4.5904e-04 - val_loss: 4.1240e-04 - val_mae: 0.0150 - val_mse: 4.1240e-04 - 137ms/epoch - 11ms/step\n",
+            "Epoch 204/250\n",
+            "13/13 - 0s - loss: 3.9851e-04 - mae: 0.0150 - mse: 3.9851e-04 - val_loss: 4.5210e-04 - val_mae: 0.0154 - val_mse: 4.5210e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 205/250\n",
+            "13/13 - 0s - loss: 3.8760e-04 - mae: 0.0151 - mse: 3.8760e-04 - val_loss: 4.0982e-04 - val_mae: 0.0149 - val_mse: 4.0982e-04 - 121ms/epoch - 9ms/step\n",
+            "Epoch 206/250\n",
+            "13/13 - 0s - loss: 4.1937e-04 - mae: 0.0156 - mse: 4.1937e-04 - val_loss: 3.8857e-04 - val_mae: 0.0145 - val_mse: 3.8857e-04 - 294ms/epoch - 23ms/step\n",
+            "Epoch 207/250\n",
+            "13/13 - 0s - loss: 3.7173e-04 - mae: 0.0146 - mse: 3.7173e-04 - val_loss: 3.9353e-04 - val_mae: 0.0147 - val_mse: 3.9353e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 208/250\n",
+            "13/13 - 0s - loss: 3.9673e-04 - mae: 0.0153 - mse: 3.9673e-04 - val_loss: 3.9003e-04 - val_mae: 0.0145 - val_mse: 3.9003e-04 - 115ms/epoch - 9ms/step\n",
+            "Epoch 209/250\n",
+            "13/13 - 0s - loss: 4.2359e-04 - mae: 0.0155 - mse: 4.2359e-04 - val_loss: 3.9027e-04 - val_mae: 0.0146 - val_mse: 3.9027e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 210/250\n",
+            "13/13 - 0s - loss: 3.9302e-04 - mae: 0.0154 - mse: 3.9302e-04 - val_loss: 4.1320e-04 - val_mae: 0.0152 - val_mse: 4.1320e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 211/250\n",
+            "13/13 - 0s - loss: 3.6641e-04 - mae: 0.0147 - mse: 3.6641e-04 - val_loss: 3.9564e-04 - val_mae: 0.0141 - val_mse: 3.9564e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 212/250\n",
+            "13/13 - 0s - loss: 3.6259e-04 - mae: 0.0143 - mse: 3.6259e-04 - val_loss: 3.8787e-04 - val_mae: 0.0146 - val_mse: 3.8787e-04 - 309ms/epoch - 24ms/step\n",
+            "Epoch 213/250\n",
+            "13/13 - 0s - loss: 4.0665e-04 - mae: 0.0156 - mse: 4.0665e-04 - val_loss: 5.0910e-04 - val_mae: 0.0160 - val_mse: 5.0910e-04 - 158ms/epoch - 12ms/step\n",
+            "Epoch 214/250\n",
+            "13/13 - 0s - loss: 4.5758e-04 - mae: 0.0169 - mse: 4.5758e-04 - val_loss: 4.1241e-04 - val_mae: 0.0141 - val_mse: 4.1241e-04 - 125ms/epoch - 10ms/step\n",
+            "Epoch 215/250\n",
+            "13/13 - 0s - loss: 4.0666e-04 - mae: 0.0155 - mse: 4.0666e-04 - val_loss: 4.6639e-04 - val_mae: 0.0151 - val_mse: 4.6639e-04 - 177ms/epoch - 14ms/step\n",
+            "Epoch 216/250\n",
+            "13/13 - 0s - loss: 3.6615e-04 - mae: 0.0145 - mse: 3.6615e-04 - val_loss: 3.8294e-04 - val_mae: 0.0138 - val_mse: 3.8294e-04 - 253ms/epoch - 19ms/step\n",
+            "Epoch 217/250\n",
+            "13/13 - 0s - loss: 3.8135e-04 - mae: 0.0149 - mse: 3.8135e-04 - val_loss: 5.1259e-04 - val_mae: 0.0162 - val_mse: 5.1259e-04 - 136ms/epoch - 10ms/step\n",
+            "Epoch 218/250\n",
+            "13/13 - 0s - loss: 3.5877e-04 - mae: 0.0144 - mse: 3.5877e-04 - val_loss: 3.7918e-04 - val_mae: 0.0142 - val_mse: 3.7918e-04 - 254ms/epoch - 20ms/step\n",
+            "Epoch 219/250\n",
+            "13/13 - 0s - loss: 4.1097e-04 - mae: 0.0155 - mse: 4.1097e-04 - val_loss: 3.7973e-04 - val_mae: 0.0144 - val_mse: 3.7973e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 220/250\n",
+            "13/13 - 0s - loss: 3.7840e-04 - mae: 0.0149 - mse: 3.7840e-04 - val_loss: 4.7988e-04 - val_mae: 0.0153 - val_mse: 4.7988e-04 - 157ms/epoch - 12ms/step\n",
+            "Epoch 221/250\n",
+            "13/13 - 0s - loss: 3.5545e-04 - mae: 0.0143 - mse: 3.5545e-04 - val_loss: 3.7230e-04 - val_mae: 0.0136 - val_mse: 3.7230e-04 - 218ms/epoch - 17ms/step\n",
+            "Epoch 222/250\n",
+            "13/13 - 0s - loss: 3.4610e-04 - mae: 0.0141 - mse: 3.4610e-04 - val_loss: 4.1371e-04 - val_mae: 0.0142 - val_mse: 4.1371e-04 - 141ms/epoch - 11ms/step\n",
+            "Epoch 223/250\n",
+            "13/13 - 0s - loss: 3.7775e-04 - mae: 0.0149 - mse: 3.7775e-04 - val_loss: 3.8045e-04 - val_mae: 0.0142 - val_mse: 3.8045e-04 - 176ms/epoch - 14ms/step\n",
+            "Epoch 224/250\n",
+            "13/13 - 0s - loss: 3.5911e-04 - mae: 0.0145 - mse: 3.5911e-04 - val_loss: 3.5609e-04 - val_mae: 0.0134 - val_mse: 3.5609e-04 - 421ms/epoch - 32ms/step\n",
+            "Epoch 225/250\n",
+            "13/13 - 0s - loss: 3.5933e-04 - mae: 0.0144 - mse: 3.5933e-04 - val_loss: 3.5900e-04 - val_mae: 0.0134 - val_mse: 3.5900e-04 - 159ms/epoch - 12ms/step\n",
+            "Epoch 226/250\n",
+            "13/13 - 0s - loss: 3.6466e-04 - mae: 0.0144 - mse: 3.6466e-04 - val_loss: 3.5378e-04 - val_mae: 0.0135 - val_mse: 3.5378e-04 - 307ms/epoch - 24ms/step\n",
+            "Epoch 227/250\n",
+            "13/13 - 0s - loss: 3.5876e-04 - mae: 0.0144 - mse: 3.5876e-04 - val_loss: 3.6523e-04 - val_mae: 0.0133 - val_mse: 3.6523e-04 - 193ms/epoch - 15ms/step\n",
+            "Epoch 228/250\n",
+            "13/13 - 0s - loss: 3.4559e-04 - mae: 0.0142 - mse: 3.4559e-04 - val_loss: 3.5907e-04 - val_mae: 0.0139 - val_mse: 3.5907e-04 - 133ms/epoch - 10ms/step\n",
+            "Epoch 229/250\n",
+            "13/13 - 0s - loss: 3.4162e-04 - mae: 0.0142 - mse: 3.4162e-04 - val_loss: 4.2194e-04 - val_mae: 0.0141 - val_mse: 4.2194e-04 - 107ms/epoch - 8ms/step\n",
+            "Epoch 230/250\n",
+            "13/13 - 0s - loss: 3.6967e-04 - mae: 0.0146 - mse: 3.6967e-04 - val_loss: 3.7720e-04 - val_mae: 0.0138 - val_mse: 3.7720e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 231/250\n",
+            "13/13 - 0s - loss: 3.3735e-04 - mae: 0.0136 - mse: 3.3735e-04 - val_loss: 3.3976e-04 - val_mae: 0.0129 - val_mse: 3.3976e-04 - 276ms/epoch - 21ms/step\n",
+            "Epoch 232/250\n",
+            "13/13 - 0s - loss: 3.3844e-04 - mae: 0.0141 - mse: 3.3844e-04 - val_loss: 3.8716e-04 - val_mae: 0.0135 - val_mse: 3.8716e-04 - 134ms/epoch - 10ms/step\n",
+            "Epoch 233/250\n",
+            "13/13 - 0s - loss: 3.6741e-04 - mae: 0.0145 - mse: 3.6741e-04 - val_loss: 3.8668e-04 - val_mae: 0.0136 - val_mse: 3.8668e-04 - 146ms/epoch - 11ms/step\n",
+            "Epoch 234/250\n",
+            "13/13 - 0s - loss: 3.4129e-04 - mae: 0.0139 - mse: 3.4129e-04 - val_loss: 3.4933e-04 - val_mae: 0.0133 - val_mse: 3.4933e-04 - 165ms/epoch - 13ms/step\n",
+            "Epoch 235/250\n",
+            "13/13 - 0s - loss: 3.2338e-04 - mae: 0.0137 - mse: 3.2338e-04 - val_loss: 3.4566e-04 - val_mae: 0.0133 - val_mse: 3.4566e-04 - 153ms/epoch - 12ms/step\n",
+            "Epoch 236/250\n",
+            "13/13 - 0s - loss: 3.1652e-04 - mae: 0.0134 - mse: 3.1652e-04 - val_loss: 3.9728e-04 - val_mae: 0.0136 - val_mse: 3.9728e-04 - 187ms/epoch - 14ms/step\n",
+            "Epoch 237/250\n",
+            "13/13 - 0s - loss: 3.2047e-04 - mae: 0.0136 - mse: 3.2047e-04 - val_loss: 3.3756e-04 - val_mae: 0.0130 - val_mse: 3.3756e-04 - 209ms/epoch - 16ms/step\n",
+            "Epoch 238/250\n",
+            "13/13 - 0s - loss: 3.3167e-04 - mae: 0.0138 - mse: 3.3167e-04 - val_loss: 3.3191e-04 - val_mae: 0.0126 - val_mse: 3.3191e-04 - 175ms/epoch - 13ms/step\n",
+            "Epoch 239/250\n",
+            "13/13 - 0s - loss: 3.2033e-04 - mae: 0.0134 - mse: 3.2033e-04 - val_loss: 3.2969e-04 - val_mae: 0.0128 - val_mse: 3.2969e-04 - 234ms/epoch - 18ms/step\n",
+            "Epoch 240/250\n",
+            "13/13 - 0s - loss: 3.5224e-04 - mae: 0.0141 - mse: 3.5224e-04 - val_loss: 3.9061e-04 - val_mae: 0.0148 - val_mse: 3.9061e-04 - 130ms/epoch - 10ms/step\n",
+            "Epoch 241/250\n",
+            "13/13 - 0s - loss: 3.9777e-04 - mae: 0.0153 - mse: 3.9777e-04 - val_loss: 3.7065e-04 - val_mae: 0.0137 - val_mse: 3.7065e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 242/250\n",
+            "13/13 - 0s - loss: 3.2502e-04 - mae: 0.0138 - mse: 3.2502e-04 - val_loss: 3.3236e-04 - val_mae: 0.0124 - val_mse: 3.3236e-04 - 128ms/epoch - 10ms/step\n",
+            "Epoch 243/250\n",
+            "13/13 - 0s - loss: 3.0734e-04 - mae: 0.0133 - mse: 3.0734e-04 - val_loss: 3.2635e-04 - val_mae: 0.0126 - val_mse: 3.2635e-04 - 321ms/epoch - 25ms/step\n",
+            "Epoch 244/250\n",
+            "13/13 - 0s - loss: 3.2928e-04 - mae: 0.0137 - mse: 3.2928e-04 - val_loss: 3.2871e-04 - val_mae: 0.0125 - val_mse: 3.2871e-04 - 167ms/epoch - 13ms/step\n",
+            "Epoch 245/250\n",
+            "13/13 - 0s - loss: 2.9711e-04 - mae: 0.0131 - mse: 2.9711e-04 - val_loss: 3.2920e-04 - val_mae: 0.0121 - val_mse: 3.2920e-04 - 129ms/epoch - 10ms/step\n",
+            "Epoch 246/250\n",
+            "13/13 - 0s - loss: 3.2661e-04 - mae: 0.0134 - mse: 3.2661e-04 - val_loss: 3.6936e-04 - val_mae: 0.0134 - val_mse: 3.6936e-04 - 191ms/epoch - 15ms/step\n",
+            "Epoch 247/250\n",
+            "13/13 - 0s - loss: 2.9618e-04 - mae: 0.0128 - mse: 2.9618e-04 - val_loss: 3.3549e-04 - val_mae: 0.0123 - val_mse: 3.3549e-04 - 119ms/epoch - 9ms/step\n",
+            "Epoch 248/250\n",
+            "13/13 - 0s - loss: 2.9979e-04 - mae: 0.0130 - mse: 2.9979e-04 - val_loss: 3.8099e-04 - val_mae: 0.0135 - val_mse: 3.8099e-04 - 122ms/epoch - 9ms/step\n",
+            "Epoch 249/250\n",
+            "13/13 - 0s - loss: 3.0599e-04 - mae: 0.0131 - mse: 3.0599e-04 - val_loss: 3.2729e-04 - val_mae: 0.0122 - val_mse: 3.2729e-04 - 150ms/epoch - 12ms/step\n",
+            "Epoch 250/250\n",
+            "13/13 - 0s - loss: 3.1256e-04 - mae: 0.0134 - mse: 3.1256e-04 - val_loss: 3.3855e-04 - val_mae: 0.0134 - val_mse: 3.3855e-04 - 127ms/epoch - 10ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "# selected settings for regression (best fit from options above)\n",
+        "activation, optimizer, n_hidden_layers, n_nodes_per_layer = \"tanh\", \"Adam\", 4, 20\n",
+        "loss, metrics = \"mse\", [\"mae\", \"mse\"]\n",
+        "\n",
+        "# Create data objects for training using scalar normalization\n",
+        "n_inputs = len(input_labels)\n",
+        "n_outputs = len(output_labels)\n",
+        "x = input_data\n",
+        "y = output_data\n",
+        "\n",
+        "input_scaler = None\n",
+        "output_scaler = None\n",
+        "input_scaler = OffsetScaler.create_normalizing_scaler(x)\n",
+        "output_scaler = OffsetScaler.create_normalizing_scaler(y)\n",
+        "x = input_scaler.scale(x)\n",
+        "y = output_scaler.scale(y)\n",
+        "x = x.to_numpy()\n",
+        "y = y.to_numpy()\n",
+        "\n",
+        "# Create Keras Sequential object and build neural network\n",
+        "model = tf.keras.Sequential()\n",
+        "model.add(\n",
+        "    tf.keras.layers.Dense(\n",
+        "        units=n_nodes_per_layer, input_dim=n_inputs, activation=activation\n",
+        "    )\n",
+        ")\n",
+        "for i in range(1, n_hidden_layers):\n",
+        "    model.add(tf.keras.layers.Dense(units=n_nodes_per_layer, activation=activation))\n",
+        "model.add(tf.keras.layers.Dense(units=n_outputs, activation=keras.activations.linear))\n",
+        "\n",
+        "# Train surrogate (calls optimizer on neural network and solves for weights)\n",
+        "model.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
+        "mcp_save = tf.keras.callbacks.ModelCheckpoint(\n",
+        "    \".mdl_co2.keras\", save_best_only=True, monitor=\"val_loss\", mode=\"min\"\n",
+        ")\n",
+        "history = model.fit(\n",
+        "    x=x, y=y, validation_split=0.2, verbose=2, epochs=250, callbacks=[mcp_save]\n",
+        ")\n",
+        "\n",
+        "# Get the training and validation MSE from the history\n",
+        "train_mse = history.history[\"mse\"]\n",
+        "val_mse = history.history[\"val_mse\"]\n",
+        "\n",
+        "# Generate a plot of training MSE vs validation MSE\n",
+        "epochs = range(1, len(train_mse) + 1)\n",
+        "plt.plot(epochs, train_mse, \"bo-\", label=\"Training MSE\")\n",
+        "plt.plot(epochs, val_mse, \"ro-\", label=\"Validation MSE\")\n",
+        "plt.title(\"Training MSE vs Validation MSE\")\n",
+        "plt.xlabel(\"Epochs\")\n",
+        "plt.ylabel(\"MSE\")\n",
+        "plt.legend()\n",
+        "plt.show()"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "surrogate_scatter2D(keras_surrogate, data_training)\n",
-    "surrogate_parity(keras_surrogate, data_training)\n",
-    "surrogate_residual(keras_surrogate, data_training)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "INFO:tensorflow:Assets written to: keras_surrogate\\assets\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Adding input bounds and variables along with scalers and output variable to kerasSurrogate\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "\n",
+        "keras_surrogate = KerasSurrogate(\n",
+        "    model,\n",
+        "    input_labels=list(input_labels),\n",
+        "    output_labels=list(output_labels),\n",
+        "    input_bounds=input_bounds,\n",
+        "    input_scaler=input_scaler,\n",
+        "    output_scaler=output_scaler,\n",
+        ")\n",
+        "keras_surrogate.save_to_folder(\n",
+        "    keras_folder_name=\"sco2_keras_surr\", keras_model_name=\"sco2_keras_model\"\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing Surrogates\n",
+        "\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 1s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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REWbMmNFkn4OIiMioVpPx+fjjj1U/r1y5EjExMdixYwdGjBgBq9WKFStWYPXq1bjiiisAAG+//TYuvPBCfPPNN7j00kub47JbvL59+2LPnj0AgOzsbPnxxMRE/P3vf8ddd92FV155BcHBwTCbzRAEQc4cSW677Tb59z179sSLL76Iiy++GKdOnUKHDh2a5HMQEREZ0WoyPo6sVisAoFOnTgCAHTt2oKamBhkZGfIxffv2Rffu3ZGXl6d7nnPnzqGyslL1y5+IoigvXW3duhVXXnklunXrhvDwcNx8882wWCw4c+aMy3Ps2LEDkyZNQvfu3REeHo6RI0cCAI4cOdLo109EROSJVhn42Gw2ZGdnY/jw4RgwYAAA4NixYwgODnbaddSlSxccO3ZM91yLFy+G2WyWfyUkJDTmpbc4+/btQ1JSEoqKijBx4kQMGjQI69evx44dO/CPf/wDgOvlt9OnT2PcuHGIiIjAe++9h++++w7/+c9/3L6OiIioObSapS6lWbNmoaCgAF9//XWDz/XQQw/h/vvvl3+urKz0m+Dns88+w48//oj77rsPO3bsgM1mw/PPPy8PX127dq3q+ODgYKcREj///DMsFgueeuop+b59//33TfMBiIioWbjapSytyNT/HI7y8ih06mSB2VwlP95c459aXeAze/ZsbN68GV9++SXi4+Plx7t27Yrq6mpUVFSosj6///67U02KUkhICEJCQhrzkluEc+fO4dixY6rt7IsXL8bEiRNxyy23oKCgADU1NXjppZcwadIkbN++Ha+99prqHImJiTh16hQ+/fRTDB48GGFhYejevTuCg4Px0ksv4a677kJBQQEef/zxZvqURETU2IzuUp42bRr+979YPPaYGTabAJNJxMKFv2HKlJMICgpCdXU1SktLm7yLc6sJfERRxN13343//Oc/+Pzzz5GUlKR6PjU1FUFBQfj0008xdepUAMD+/ftx5MgRpKenN8cltygff/wxYmNjERgYiI4dO2Lw4MF48cUXMX36dJhMJgwePBhLlizB008/jYceeggjRozA4sWLccstt8jnGDZsGO666y5kZmbCYrHI29lXrlyJv/3tb3jxxReRkpKC5557DpMnT27GT0tERHoa2lPOaBnDmTOdMG+ePegBAJtNwKJFcbBa16oyP0DTdnFuNYHPrFmzsHr1avz3v/9FeHi4XLdjNpsRGhoKs9mMrKws3H///ejUqRMiIiJw9913Iz09vUXs6DKa0muM1N/KlSuxcuVKt8fdd999uO+++1SP3XzzzaqfX331Vbz66quqx66//npcf/31qsdEUfTuYomIqNE0ZU+5wsJAOeiRiKIJ5eWdnAKfpqwJbTWBj/RlO2rUKNXjb7/9ttwz5oUXXoDJZMLUqVNVDQxbgqioKMyePbvFDm0jIqK2ryl7yiUl1cJkElXBjyDY0KlTeYPP3RCtJvAxkkFo164d/vGPf8i7kVoaBjVERORLLXkKelycDc88Y8XcuREQRRMEwYZJkzY7ZXuaWqsJfIiIiKhec49CMuKGG87it9/eQnl5J3TqVN7sQQ/AwIeIiKhVaimjkPS2q0vM5qoWEfBIGPgQERH5KXdBizs7dw7Bpk0TVUtZKSm7Gu39fIGBDxERkR/yNGiRSLuPrdZw+fWAfcfWpk0TkZx8EGZzFaxWK2pqahr8fr7GwIeIiKgN8CSb4i5oKSsrUx3vWCSdmZmJ7duD5ddLlNvV16xZY/j9mrKLMwMfIiKiRtbYu6+MZlOkAKO8PMpl0LJhwwan186ePRsA5IJqqzUcgpCtOo/ednW99xs+fDpGjWraXc8MfIiIiAzwNnhp7N1X7rIpSlJPuaKiWrzzjmc9dhw/u9lchUmTNjsFXFrZpk6dLBAEmyr4CQgA0tKi0NQbzhj4UIN9/vnnGD16NE6ePKmak+ZKYmIisrOzkZ2d3ajXRkTkCw0JXhp795W77I2jqCh7sLF8OXDnnUBdHQz12Dlw4IDTYykpu5CcfNDtdnXHICkgQMTrrwtQjNxsMgx8/MCMGTOwatUq3HnnnU6DR2fNmoVXXnkF06dPNzTWgojIHxkNSkpKSpyOdayXMVKLYyS7JC1baWVTlNkbvfqZrCxg3DggP9+C7dtXua0L2rZtm+bjRrerK4Oku+++CqmpXdy+pjEw8PETCQkJeP/99/HCCy8gNDQUAPDHH39g9erV6N69ezNfHRFR66IXvGjVxigZqcXxJLskjULq1q0S8+ebUVcnICBAxNNPV+KGG653WzsUHw8EBFSjoKD+MzRky7nRnj5xcTaPzutLJveHUFuQkpKChIQE1X+UGzZsQPfu3TFkyBD5sXPnzuGee+5BTEwM2rVrh8suuwzfffed6lz/+9//cMEFFyA0NBSjR49GUVGR0/t9/fXXuPzyyxEaGoqEhATcc889OH36dKN9PiKiprJz5xAsXZqNVaumY+nSbOzcOcT9i6Bfi2O1hquO82RpLCoqCrGxsZgzJxJFRQK2bQOKigTMmROJ2NhYj2uGPP1sVms4CgsTYbWGe31fmhoDn2ZSXAxs22b/Z1O57bbb8Pbbb8s/v/XWW7j11ltVx8ybNw/r16/HqlWrsHPnTvTq1Qvjxo1Debk9ZXr06FFMmTIFkyZNwu7du3H77bfjwQcfVJ3j0KFDGD9+PKZOnYo9e/ZgzZo1+Prrr+UdAURErZWR4EUZDCi5qsVx955a53MUHw+MGgXDdTMWiwWlpaXyUpzRwEyiDHReeCEbGzdOcnptcXGsoWtvSlzqagYrVgAzZwI2G2Ay2QvMsrIa/31vuukmPPTQQzh8+DAAYPv27Xj//ffx+eefAwBOnz6NV199FStXrsRVV10FAHjjjTeQk5ODFStWYO7cuXj11VeRnJyM559/HgDQp08f/Pjjj3j66afl91m8eDFuvPFGuXC5d+/eePHFFzFy5Ei8+uqraNeuXeN/WCKiRuCukNjVUpa7WhwtjdX0T2s5Te+z7d3bD/367VUtXTkGSVp5FFE0YcWK2zWvXVn31NSDVBn4NLHi4vqgB7D/88477QVmjV3d3rlzZ0yYMAErV66EKIqYMGECoqOj5ecPHTqEmpoaDB8+XH4sKCgIl1xyCfbt2wcA2LdvH9LS0lTnTU9PV/38ww8/YM+ePXjvvffkx0RRhM1mQ2FhIS688MLG+HhERD7jWFwsfVG7Cl7cbSv3ZPs34Nk2dU9pLadpfTZAxCefjMeWLWPlwMVqDcdPP/V3CpKcibrX7lgL1ZSDVBn4NLEDB+qDHkldHXDwYOMHPoB9uUtacvrHP/7RKO9x6tQp3HnnnbjnnnucnmMhNRG1dI7ZkPqC3XCXwUthYaLbbeWutn877r5yl10qKyvzabbE8bMBIgBBft9Nmybi7Nl22Lo1w+l5OxsEAeefs8ExC+Rqi31jD1JVYuDTxHr3ti9vKYOfgACgV6+mef/x48ejuroagiBg3LhxqueSk5MRHByM7du3o0ePHgCAmpoafPfdd/Ky1YUXXoiNGzeqXvfNN9+ofk5JScHevXvRq6k+FBGRDym/hPWWmrSCF3dLWVOmTFFl2ZW0Ahh355OyJr7Mlkifbe/efvjkk/Gq50TRpAh6AHvQYw9+pHsj3ZegoGp5mUvr2psTi5ubWHy8vaYnIMD+c0AA8PrrTZPtsb9fAPbt24e9e/ciQLqI89q3b4+//OUvmDt3Lj7++GPs3bsXd9xxB86cOYOs80VId911Fw4cOIC5c+di//79WL16tVP/n/nz5yM3NxezZ8/G7t27ceDAAfz3v/9lcTMRtSquin3N5irMnHkB5s69HlOmTAFQnzERBPvfbB2XsqKjoxEbG6v5SytwcXc+iS+yJcoCarO5Cv367ZXft57jMhgACBg37mNkZy9FSsoumM1VSEo6jPj4UkPX3hyY8WkGUtOogwftmZ6m7lwZERGh+9xTTz0Fm82Gm2++GVVVVRg6dCg++eQTdOzYEYB9qWr9+vW477778NJLL+GSSy7Bk08+idtuu00+x6BBg/DFF19gwYIFuPzyyyGKIpKTk5GZmdnon42IyFfcLTXl5ORg9uzZiIuLk5/3ZClLj/I45fmCgqpRUxMiBycSqf7I22UvvazWpEmbsXnzJNhsAkwmEVdeudUh42MPaBwLn43ci+YkiKIoNvdFtCSVlZUwm82wWq1OAcIff/yBwsJCJCUlcWdSI+O9JqLmUlpaiuXLl8NqDcfSpdlOxb5jxuRg+PA8AMDMmTMRGxvr8yGkFosFJSUl8nKW0d1dRpe9XH1GQbAhO3spzOaq8/VNnXDllT3w669fNtouM+k+NoSr728lZnyIiIg0mM1VyMjYipycMagv4hWwdWsGBgwoUGUwfL0jKSoqSg6kPNnd5Rh86QVkUpbIXVZL+vXrr/Y2KA3N4jSkK7SvMPAhIiLSERdXCvXOJde7kxqDJ/11lIyMvvCmt5Cr2VyuApvGyhZ5ioEPERGRDm8Cg6a4Bq3+Oo6MFD172lvIFVeBjbusldH6J19g4ENERKSg/BL2NjDQWmKyWq2oqakBAAQGBiIyMtLpfV3t7nLVX0cKICoqKjyulTFSQO2Ou8Bm0KCpmlmr4cOnY9Qo3y8VusLAxwusB298vMdE5K3iYnuz2N69gdDQ+gCkpMSEwsJAJCXVytPBtYKNs2ejkJh4K374YR3M5iqXdS1Wq9Xp/SsqKrB27VrFMcbrWpTFyVq7u/T660hLb2vXrsW0adMQExPjdG5X12E2V+HQoV6K4MWGYcPykJaWr3nNjufSW44bMOAaDBtWjZqaCM0edmlpUWjCmAcAAx+PSH1vqqurERoa2sxX07ZJ/6Ny7DVERKRFyrCsXh2KefPM8hbsiRO3IyVll8tlGKnHmPr13SEI2fJxyroW5Zf+mjVr5GtQBwP2x/TeVy8IUWaJoqKiMHv2bFRXV6OsrAwbNmxAv357sWXLWJdLb1LQNW3aNPkxd/U1WrO3cnOHIzc33SkA0jpXcvJBzSXBgoIPcPSo/XVLlszBnDkdUFfX9D3slBj4eCAwMBBhYWE4ceIEgoKCYDKx/2NjsNlsOHHiBMLCwhAYyD+iROSaVMRbvzXbvgxkswnYtGkiYmKOuVyGOX78ONauXev0eq3dU3oBhF4woPW+yrEP7op8HbNRniy91dbWAjC2K0wrY2NnD4Dy8tJdfqbs7KVur2vatCpMndqh2XrYSfit4gFBEBAbG4vCwkJ5wjk1DpPJhO7du0MQBPcHE1Gbo1yucvcFKWVJ9JZbjh7t7nLLthQguNvarRdA6AVWU6eu1zyfsgmg0cGjWsteR4/GAxCQkHDU5f1x9bmk54OCzmkUUKuPd/WZyss7GdrqHh/ffAGPhIGPh4KDg9G7d+8mHajmj4KDg5lRI2rFPAlcHK1YAcycaa8HMZnsY37GjXN/Pr0dWAkJRwztzHK3g0svgDhyRDuwAkSNYMI5uDCyPT4qKgqZmZny0pon9Th6n6ukJA7//OctcoZm0KA9+OGHQdCbZiWKJhw/Hg3HAaQmkyjfI1db3VsKBj5eMJlM7CZMRKRDK3A5P+7PiRQgdegA/PabFcHB1Zg5Mxo2m7RcBdxxh32zgygKLs+ntwwkzY1ytzzkbhlJL4Do3l07sEpIKHY632WXfYWvv77cq+3x5vOFQ3r1ONJylLRsFhQUpPu5MjK2OmWe9uwZhNtvfxN79/ZHbm46nAMgEV9+ORr2XWX24EcQbFi4sARAyw52lBj4EBGRzxQX1wc9gP2fd95pz9g4ZmqUAZL9y9QM+xeqY8PA+p/t5xNx0UXHkZgY6FQDo7fcYrTjsKvjvAmsUlJ24ezZdsjJsQcZX399OQYN2oM9ewZpBldG5m7p1eM4LpvV1NTgpptuQlhYGABg4cIT+OGH0ygo+EA3e1VTE4yxY7ciLS0f+flpyMtLd9pCb5/GLmLq1LVISCjG6NFDsW1b/Xn0CrelzybxdrZYQzHwISIin7BYLPjmG8BmU3+Z1dUB+fkWhIbWF+s6Bkj1X6qOX7LO6uoEvPTSR0hKOizvyFLSW24xugzj6jhPAyurNRxbt2ZAyp5ImZWsrDdRUxPsFFxJs7kA+64sZa8faeu8dkNDyOeXls2kc0lb5GNjgcREi7zLytWyntlcJQdAP/3UD1u2OG+hb9/+DMzmKmxTRD2udo8pP5vE6GwxX2LgQ0REDabcWSUIzkMvt29fhYKCKjlQ0QqQ6gmKL2UpA6QMhEQEBdnrLJuj3tKTwMpVZiUpyfUmGWUvIMf3mTRpMzZunAjH5SitZTO9LfLdulWqtv4/8MBBhIUpexTZMzd6S3mO7+PJTDGta2sqDHyIiKjBpC8wd3Uyyq3jjgGSRBBsckbk9On2WLfuOscjUFNj3+VktVrl2hdvSbUwjcHIyAtPGhxOmzbt/G7XNUhOPqhajjLaVVrKsMyYYcFvv70gZ6mUQY8ycwPYkJx8CL/+muzyfdztimspGPgQEZFPuaqTkbaO641hUNbNADgfIOkHDjU1NYbnPGVmZjoFSb6cEaVcmiosLEROTo7bQNDTBoeRkZGIjY3F7NmzUVJSArN5A9LS8r0aN1FdXa2ZpdIqnj50qDfsu8e2O+0ek65Va0u89O+qJUxllzDwISLycw3Zeq7HSD2N84yoYKcvbyMN+5TLN3rcFdK6e/2ZM2fkImF357dYLMjJydH8nI71P942OIyKilJl2ZTb2xs6+dxVM8O8vHSkpeXLjzgGblqF2768Nl9g4ENE5Mc82XreGJQBkl72w8iOrIYWyCqDFmUApBwseubMGafholoBlfNwUu1sh97SkKsGh8qdUVKxs7vamqKiIhQWFsrZNsA+iUD5s/I6XTUzdNfQUVm4HRRUjYqKjli3biqUxd1GGjY2JgY+RER+ysjW8+JiIDfX/vthwxqv6667L29vGuMpgxgjA0qlAm3lNSkDFr0AxtXOJFe7nLR3Z7lucKi1M8pdbc2WLVvc3iutzI1WM0PlMuPRowm6hdsnT3ZyWC7TvrbmwMCHiMhPHTignpYN2LeeHzxoD3BWrADuuAMQ7f0DIQjAG280TkbI14WxyiDG3YBSKWhRZmqMLOFI59BbIjMSzLlrLAi4b3BopIDaFb3MjdTMUFk8nZGxFeXlUSgoGHB+m76aINgQFFStG/R4em2NgYEPEZEfslgsiIiohckUI3dJBoCAABHh4cfx44/BuOOOjnLQA9gDIL1mhA3l6Ze3lH0pK9Puoi8FI+6CD62gRes1P/wwGNKWer3lGinDJC1HGQnmtJbxQkP/cArUAKCwMFGzONhdHZQyUwXYMzUAkJBwFGZzlaFmhuXlnVBSEqcIyrR6Ldnft6YmxGXQo7w2XxaXG8XAh4jIzyizIVdema4qpJ0wYTM2b96FwsJEiOJ0p9cqM0JKRr/A9LaOezJ1XJmNeecdEc88U4EbbjirWW/jTSZJu7jXsZu0+hyOy2SA+2BuypQpAOyN/ZRBSseOJ1UNDg8d6nV+arx+cbBzobi9QPzQoV6Kfj+OPZHsM7769fvJbTNDAPJcL637AQDXXrsOAwbs092JN3XqOiQkFOPWW8cgOvpidm4mIqKmIWU5du4covgbvH0ZQ11/IqrGRQD2gZSieBAWSyfVl5bRnVWuGClidszG2GwC5s6NwG+/vQWzucqp3sabZSDt2ht1hsPxHHoFzcqlK8dgLjo6WvUarSW5Tp3KDTUFlN6vpCRW9X72jF39tnS1+hlfrsZoAK52etXfj4SEYgD6QeyAAfvkzx0bG6t7rsbGwIeIyA9p9WrZujUDAwYUKOpPNqm6AwuCDRMnbsaXX+7Cl186F/Ua/du7FCBVVFTgxIkTqpEHekXMo0ePxrZt29xmcBwDEE8ySa5e4y4wUHIMYDIytiIursTljDCt5bWNGydixIgv3Was1M0G6wM0V4GK4/mUu7FuvDENAwZcDOBiWK1WrFmzxmUwqHU/jM5Gaw4MfIiI/JAn9SdHj9rXtRISilVfYN6OG5ACpNjYWERGRqoCHz0dO3aE1RqO06fDIE0Gl7jL4HjzJaz1miuu+MztObQCmK1bM5CdvdTpNRUVFee7MOtlVEz48stRcJVtcg5g9WecuaIcozFgwDinjIxeIbargE4viG2Ouh4lBj5ERH7I6BKQ/ctrn+qx+mUVE5pqxeLdd0PkOhd7IGAPfoyOafBmO7zja4ycw1VAKT0vFSgrZ3G5GjxqD2a0syvulqCMMrLTymgAqdUhW9JcdT1KDHyIiPxMRUWF7hIQUL97CFB/UQPOhcWN1fDQcSfS0qW9VFkNQRAxdepapyyUN6TdWBUVFV6NVggODpazX3oBZUlJnFwcrFWg7DzCw5GAceM+Rr9+e1XX5Tpgcj3lXnl9RoJH6Tq1jpsyZQqio6NbRGDjDgMfIiI/YrFY5EyD49/glbuH7F+aIpRZleTkg06FxQ3d3q617OFYI5OenqeZRWnf/ozul7XR5ZQzZ85g+fLlivfV3j01ZswYhIeH63ZuLi21zxYz0ptHr0A5Ofmgqn2AkiDY5KBH2g329ts5TgXUzqRlQa0p9zZce+06l8Gj0fsYFxfX4gMeCQMfIiI/olX8qzV+QPklKX1RT5263unLVW97u1HK3WAVFRUoLgYee6yvvJtMFE3IzU3XzKIEBenXGBndZWa0309SUpLhnUiOAaW7eqoxY8YgJ8cexDjvvAKkHXf1W+dDsWZNV7z2WjakwDQlZQd27LjY4XUCrr3232jf/owc2OrttHK8LxJfzEFraRj4EBE1g8YYDNoQ7mpFpCyQYwAiNTy0WAK9/vKLioqSM1GFhYmw2S50OMKE9PTtcgdhQIQomrBixe1O08wLCirkVwUHB7sNVqRMjbvgpKKiwuW5HDMjjktCruqpwsPDAbjaRm8vkA4N/QMAsGhRT9UxomjCzp2p0Cr6VmZzXNXouFqqak1BjREMfIiImlhzDwbV4rpWpP5L1HEZR2p4CLieWeWOuxqZtLR89Ov3E95883Y4DrxUTjP/5z/1R1J4+vmVwcnatWtdnksrM1JWVqa5HKVXU2M2V52fkSV1iVZvTbffd0ArKySKJgwbtl01XkLvPbSWtZq7t05TYuBDRNSEjAwGbQ5atSnSl6zyS9RV1sDb7e3urkN6b62lIFE0IScnA3rTv41ek1ZxsSgCBQUDEBdXik6dLCgpKUF1dbXu0o7jhPcNGzqqOi672/5ttYZjz55BqK/Dce4WrUcKDqXxEp72zmnuLeZNiYEPEVETcjcYtDk5BjUAVF+iyh1PSUmHff7+0vmTkw8iO3up0xe4XlbG05EUepyLi03IyRkDaRv5oUObkZJin44ubdl2nPouNfyzWsMVheL1/Xyyst48H8DVj4I4e/YsAGPdkbUzPursjqtdV1paW41OQzHwISLykjd1Or1725e3lMFPQADQq1fjXKOntHrXAK4nnPvC6tWhbudRGZ1mDrgufNajXVysPZh0zZo1Lu+JXs2QtFSnPD4iIgKA61EZynYDjjve0tLy3QZ5/rSU5Q4DHyIiL3hbpxMfbz/2zjvtmZ6AAOD115s/2+OKux1PDWGxWFBUVIt582JUO7n0zu9umrlUDCwVPpeVlRnOaLirc1JmkqzWcNU4D+maY2KOIT6+1GWhsnT85s2TcN99/QDUAjDeHdmbURD+tJTlDgMfIiIPeVunI9V+XH01kJ9vQlFRIBIT7UskpaVNs+TgzRegNxPOjZAmmtt3cqknwbs6v2NWKiVlF2JijmHFits1grOlmsNLJcr74Vznoz8qIj8/DVr1Rm++eTsmT7ZncpxrptTH22wCVq78WrVsaKQ7srsO0o7LWv62lOUOAx8iIg95U6cjfck7KihQ/9yQnVFGOO4+Kisrw4YNG1y+xpsJ50a428ll9PxWaziOHOnh0fBSSVRUFDIzM+W6nI4dT8rDOktK4px2YgFAQUE/5OYO07ma+myVMogJCqpWBWauPqM34zWUuKzlGgMfIiI3HGt5vKnTMbq7yNVx3tQUab3G08DKmwnnjXV+x5ESepPJAWPBk8ViQU1NjWa9zvDheRgwoECns7U+ZcClDGIa8x6ScQx8iIhccKzlWbLkFKZNq8Izz4Ri/nwz6uoEBASIePppKwICzsJiaZxlBW9qinzZL8jIEkxwcLDXjRldnX/YsGHIzc11CHJsSE3dgZ07Ux26TWsP89Ty448n8fzzmxEUdA6bNmktkx100dlan17A5c2UeG+wnsc1Bj5ERDqKi4E77oC8xdlmA+67LwyHDy+H2VyFe+4Jl7/ETp2qwvmRTz5frvKmpsjoazz5knQ1oDIuLg4ffBDlNtBSBkYBAdrnt1rDVYNS33uvBEFBsQ6Bh0ljRAOgN8zTkT0ojDxfW6TueAw41xi5n4JubFp8Q5exXMnMzETnzp1Zz+MGAx8iIh3LltUHPRK9ZQwl5XKV9EUfEeE+U6DHm5oio69xrPmpqKhAba19l9HJkyexbds2t9cXHR2Ns2ej3AZajhmoZ54JdTqXY1ZHmhnmareVknKYp+OEd8C+tJWfb8Mdd0TLu8jsQY/rZTLXO75suP12e11QY2Zypk2bphqQqsQCZuMY+BARaSguBpYs0XrGeNGt+os+BhMnDvGq9403NUWevEb5haksii0tLTUU+FRUVOCnn4Jhs6m/eOvqgPx8C86dq0BFRQfMnBkDm80eXNhswLx5Ztx7b7gcpBw9mqDaIq7MwmjV8DhSZlsca3a6davEjBkW3Hbb9vOPO57H9TKZ3o4v6dj4+FLNaxo9erShe+gqqAEY2PgSAx8iIg1aGRMAGDYsz9Df6J2XmgSvet9YLBYEBFR7VFPkzWsaYu3atbBawyEI2U67lrZvX4WCgirNLes2m4Dy8k6qqeGuCdBalgJsuPbadfJATq2+Q3PnmhEbe9DN+9jPn5X1pmYg47hLy0iGp2PHjm4+k11kZCR3YjURBj5E5Nf0inGjo0/CZIqUMxQAYDKJSEvLN3RercDJ0943jlvgjdQUefMaX3C3M0tvy3pQULVHRcNZWW9i797+TsM4BwzYJx+n3XdIwBNP/GHgfUyoqdGve/K0RicoKMjQcSxIbjoMfIjIb+nterJYLNiw4WVMnKheLpk40fj2Y62lJqluxHFLtpLyC9Bxa7uRmiJvXqPH0y9jV7uWzOYqzQnlNTUhLoIRGwQBquPj40sRH1/qchinvabHOTO0b19/jcc93wLvic6dOztNbXfEZaymxcCHiPySq11Pp06dANCw7cfx8cDNNwOrVtU/lplZjW7dbsO8eWbYbAJMJhHPPGPFDTfYh1S2tC9Ax8JnLdJQToleoLVz5xDFTC37KIaUlF3nl8icM0FTp9qXrgDoBlKudk4NG5aH3NzhqsdF0YRhw7arskUXXrgPe/deCCM7sowYO3YsEhMTAbS8f59kx8CHiPyS3q6nHTus2L3b/Re5KxUVFSgpMeGdd2KgzCasXRuCtWtDFAW+AubPj0RmZmSLndXl7ovbPp08UTN7JXHugWOfVD5gQIHuEply6cqbQCQtLV8OcCSCYENaWr5TtsiegfNNb53ExETW6rRwbTLw+cc//oFnn30Wx44dw+DBg/HSSy/hkksuae7LIqIWRG/XU3z8H9i9u2HnXrt2rW4xryN329JbMvtSYQxstukuJ7a7m/XVGI393NUcGckeTZkyBYGBgVi7dm2Dr4dajjYX+KxZswb3338/XnvtNaSlpWHp0qUYN24c9u/fj5iYmOa+PCJqAVztegoOPm74PI7DIAH70s/y5f/D6dNhcK4nqa9Zkbjblt4SSRPVldvTld2OAahqmLRqbhxrafSCD1f1UO40NKCKjo72uM6JRcotX5sLfJYsWYI77rgDt956KwDgtddew4cffoi33noLDz74YDNfHRH5irejEdztenIzr1NFaxjk6tWhinlOIhw7+gKQsxBNMerC19xNVM/PT3PacWWnzHYZq6XRmp8lZZS0+t441hsBDe+UrKxzUjZ3VAoKCoLZbGZNTyvRpgKf6upq7NixAw899JD8mMlkQkZGBvLy8jRfc+7cOZw7d07+ubKystGvk4gapiEzqIzuevJGcbG9KV99czwBgiBi6tS1co8ZAKoshDdbzBuSBWko6f6VlMRCa0dUbm46pMyOlAWyd79WHgc5M6RHqxfPhx9OwsKFaUhMDGzSAEN6L9butA1tKvApKytDXV0dunTponq8S5cu+PnnnzVfs3jxYixatKgpLo+IfMCbuVVaGiN4sBdMq+t4RNGE9u3PGKopcQzKtJZNtLIgyuNcLbUoP3NDlmSs1nBs3ZoBdRZHPB/gONfyODLSz0irLqiuTkBVVRfoxTxcZiIj2lTg442HHnoI999/v/xzZWUlEhISmvGKiMgVb+ZWOXK1hOIJxy9ae8G0qAp+GtIXxnE7eUmJCY89FiNnlETRhM2bJ+HsWUH3NZLVq0Px2GP12+j79xe8mtReUVGhM7BTgNY4CftWdcBVfY9WrZR9V5z6Xrqrh4qKisK0adNYjEwueT81rwWKjo5GQEAAfv/9d9Xjv//+O7p27ar5mpCQEERERKh+EVHLJe3GUvKkQLikxOS0hLJp00RYreEeXce0adOcllvi44GFC3+DINgjM3d9YaQp5K7eOyoqCrGxsQgODkZhYaBTRslmE/DEE6dgsVicXiP9qquLxbx5kapt9Hfeac+eKRUXA9u2OT8usVgsWLt2rdyF2R1BsCE9PQ9jxmx1uicA5M8u1Uopf6WmdsHy5YI8wT0gAHj9dffBrat5V0RAG8v4BAcHIzU1FZ9++imuueYaAIDNZsOnn36K2bNnN+/FEZFPxMfba3ruvNOe6TH6hSgpLAx0ubXaKMddohaLBdXV1Rg9+ldYrWvd7iTSyjrpkQqKteZhAcBrr4UhNHQ5FiyYrjm365tvoDtANDTUHigZqZuSskhaW8Wdl7nsj9mbCNqQmroDSUmFSEgoxqFDveQCcGmA6Jw5zvfy6quB/HwTiooCkZhYi7g4G0pLm64xIJfO2qY2FfgAwP3334/p06dj6NChuOSSS7B06VKcPn1a3uVFRK2XL74Qk5JqNTsFOy5H6S2/FBYGok8fE6Ki6odPOu4UM5tdN93TKtzdtGkiFi48Aa36WWXAkZ7u3JEYsAduRUW12LMH6NABOHXKPm9swwbtgEk5QHTKlHswc2ZHj+qmHLeKKweNOgdCJuzYcTF27kxVja2QPvv8+WZkZtrfy/FeSgoK1D/rFYIbDVZuuukmhIWF6T7PHVptV5sLfDIzM3HixAksXLgQx44dw0UXXYSPP/7YqeCZiFoXb78QHbe9x8XZXDa2kzhuVXeVETEy90pJr6FfUVEgUlPVxxYXA998EwyrNRxmcxXS0vJVO6cAexBTUhKHSy6JUdU/mUyRmDhxCFJSdmnOyZI+87ffnoTNpp4iXlcHrFhhxZQpNgwcqD1hXFmkLQVCR4/G4/jxGHz55Sin40XRhJycDDhWWdTVCXKNltF7qXeckTEbDGr8W5sLfAD7//i4tEXUtnjzhegYrCxZcgpjx1YYamynzBz4aieZRG9SeWKiukdM/fVHQRCy5SLsyZPVgVt9UONc/7Np00ScPdtOc06W5KefPtBYQhPx6KNmLFpkwwsvnMK993aQn9HbEafM+jhuda9ncvrsvm7iyKCGXGmTgQ8RkVawct99YcjO/kheitIKeDIzM9G5c2fVl6cvdpIp6Y1TCAvrDYvF3qPG8fqVnZEdAzftXVb1r1MuLTnOydK6HmXQIoomzJnTHlOnAr//bsKWLRlyxkm5I855HpcAreBHHajZmzi+/rrQKkd2UOvEwIeI2iStYMVIEbPZbHbKGOjN9WpIlkIr67R2rT0Lc9NNN2HXrkingmTl9TsGbo5ZlHrOj2vdh5SUXYiJOYY337wdWktRs2adwaZNMRDFLqrzSMGY3hb3/v1/xN69/Z1aBwwYUIDy8k6YM+dPuktpRI2BgQ8RtUlawYo3PXVczfWSRk0YNXr0aGzbtk3+WS/r9O677+oWJGtdv17GxjG74u48FRUdod3lRMTGjdqFwFIQpbd8N3ZsDsaOzVEFeKNHj0bHjh0RGBiIyMg/UFpaCoC7qKhpMPAhombjzbwtox2XpW3v9TU+IiZOVBcxuzuXu7le0qiJzMxMQ9fesaNzZkPvGtxNF3eUnHwQU6euByAiMrICNTXBcqARGvqH6jzp6c4jfHbuHIKNGydqnFmvVsdOCqI8mYauDP4cGb2XRN5i4ENEzcKbeVtGOy5L294rKkIBmKH1xW3kXEbnetXU1Lj9vN58HqPTxY2eJz8/Dbm56cjNHY68vHSn+hznbI/jdHk1QRAxf/6vGDmyHwBg6NA6JCcv9XoaOuD9vSQyioEPETU5b3ZJ6XVcTk4+qPqCraiowNq1a1FcHIsVK26XdzpJO5yk4Zh65/JGYKCx/5UGBQXJv9fr5eP4edwNUTV6HgDIy3MeIKpfnwNcffWH+OijCU7PSVmjtLR8tGtXhfz8+ufc9TByx+i95LIYeYuBDxE1OW92SR092s5Qka4gCIplG+3jAUH3XN6IjIzE7NmzUVRUi8LCQCQl2ZsqKgUHB6sySHq9fH76qR/6999rOHjQO4/jfXH1ft27H9Gsz+nT5wACA5W1QzYMG2YPeBprKrx0L9mHhxoLAx8ianLe7JIaOtTsNADUZBKRnv4nDB1ajbg4G4KDg1FUVKuzbKMu6jXSvdkTH3wQ5XbpTiriBbR7+QAitmwZj5ycsZpLb1r1QJ06WeC4JCUINlRXByE391J0734Y8fGlLt9PEGwYNGgP9uwZ5FSfY3S5zZcY1FBjYuBDRE3KyC4prXlTjq8RBBGiCNx1V0eYTCKWL7dPG9+2zaK5bONYbKtXiHvmzBmPP1NJicnjpTt3vXM2bZqImJhjqKkJQadOFqeREHPnHkRY2L9w6FAvqGuYbOjWrRj/+tcNkHrpDB78A/7f//uvy/fbs2cQsrLeVBVFK6+1KQIeoqbAwIeImozRXVLKsRNarzl6NB7r1l0LKcthnzYuYtw4QXMWF2BDVtabiI+vz7joZTLeffdd3TlQeuxT09WPaS3dOdalSNfw00/9sGXLeNVzomg6X6PkPPtKFE147rneuO222PPZrfrARxCA4uIExWMCfvhhMC6++FtFr5474FjwLYom1NQEIynpsOHPTdQa6ZfrExH5mNYuqaSkw07ZBOVxWq9p3/4stJrs7dhhRXX1r5g0aTMEwR6JCIINkydvVgU9nry/EWbzcZhMouqxgAAR4eG/w2KxALAXdO/ZE4WRI290uob+/ffK11tPVBUsO35em03AkSPdNet2nHexCTh6tDsAoKYmRON5AGjYUh9Ra8GMDxG1Olr1KiaTiC++WHG+LgVe16VYreHYvj0Yl14KnDzZDoWFiW57BuXmrsXEieot5RMmbMZ779l3TCUlXYvHHmt/vv4nWR4cKnFe9nK9jRywB3R6Rcn2nWzK4EZEQsIR3XsHiBgzZmuLWM7ibi1qbAx8iKjV0WqW98ADBxEW1rC6FKkfzgsvmCAIANARojgdJpOIZ56x4oYbzqqOLysrw4YNGwA4L50dOtQLS5dmK+pp7JTb6h1HRkivDwqqlpe56onnf9XXJMXHl2LQoD344YfBkOp5Bg3aAwCqxwYP/kHOeGndu4yMrRg+3LmpYWObNm0aIiMj5Z+5W4uaAgMfImqVHAMNZdDjDed+OPXP2WwC5s+PRGZmpMsO01KwpT2ws57ezDBlsKY9gkJEevp2eTu51RqOH34YBGU9z549g5CdvRQXX/wtjh7tjoSEI07LfM2xUyszMxNms1n+mUEONRcGPkTUavlyt5GrCeeAZ9PY3Z3LyNZ5raGhomhCXl460tLsHQPz89Og16soKemwZl2TxJf37uqrr0aHDh1U2RslBjnUkjDwIaJGJ83kiohwv59CWWNjdH6XL2jXvtSzFysfh8US6PZLXKu3jnJwqKuZW0r2QmT9Rov2TsyOmq5IecqUKYiLi2NQQ60KAx8ialTqmVwxToW9SsoaG6kJ4NVXN811ahUYCwJUxcqbN9uv2912d63eOmPGbEVcXImhpSWpUWFQ0DnNQuSSkjhodZ8GgGHD8pqsSJlBD7VGDHyIyKeUE9cBx5lc2oW9gHONjdQEcNeudk127Y61LwA062Ck7e4lJSanXV/1Az/VvXUGDChwO3OrvDwKJSWx2Lo1Qw64+vbdh337+kFZx7N1awayst7U3NElLYM1xJQpUxAUFISamhoEBgZqLmFx+YpaKwY+ROQzjhPX77/feSaXKJowfPh0DBum7pWzfXswXnjBsTcPYLF0lGc3KXdRNZRUbOt4TsfaF71gxf5ZY2CzTVdNRDc6O0tJOV3dsaPyvn0XQq/ZoF736YaKjo5GbGxsg89D1BIx8CEin9CauP7CCzi/XFR/XEAAkJYWBeX3qsViQVJSrdMsLqmuBgj02RfxtGnTEBMT06BsRf2ICvWIieTkg5q1Qq6KmUeMuAGPPdZLniLv3FzQpHu+pKTDTb47i6i1Y+BDRD6hN3H9rrtO4Y032uvO5FKOpNBqAqisqzFqypQpiI6OdnrcV8szu3ef1sxkSbupPMnEWCydVMGeI6nPjnL5S3k+ztEi8gwDHyLyCa2J64JgQ2joctxzD3RncinHQ7jqL1NdXW24q29jF93+9NMHEIRshyUtG06fbg+rNVz3c1it4Th6NAEAkJBw9PzIjFqn++a4AywlZRcGDChosswOuydTW8bAh4gaTHt6unNmwpHWTCxXGYyoqCinYMlRUxTdao+YELBu3XWqYEX5OXbuHIKNGyehfinLPkMsM/MkFi2qw8KFXVWdlB13gHmT2Rk9ejQ6duwIADh58iS2bdvm9jXTpk1j0TK1aQx8iKhBXE1cb4zMRFN8KUs7rFzN6JKyOkePxmP9+mvlGh1lvY+rnV6ACRs3TkRy8lKYzVXIzvb9fevdu7dcG2WxWAwFPjExMT55b6KWioEPETWI1vR0XwY89du8TWiMjUaOyzrKHVbK7I0Ws7kK5eVn3e7i0u/kXH9cY9fqtJRsGVFzY+BDRC2WMgh55x0Ry5cDWVnqXkEN7e4sBQQnTpzA0aMiHnusryp7s3nzJNx6axz69u2Ampoap+30Wk0GHXdx6XeFbtwuy45BHYMaIsde6ERELYRzQ0MBd94JPPss0KMHcMUV9n+uWKF+XXExsG2b/Z+eWLNmDd5771unHVY2m4APPijAmjVrEBQUpHpu584hiinq9j37gmBDerp60rlUEyQI9RXMgiBi8mTf9N3RwlodIm3M+BBRi6S1PFRXB8yfL8oZGXt3ZxEXXXQciYmB+OCDKFUDRSlD5E51dTWs1nCcPh3mMntTU1MDoH531saNE1H/90cBgA2iCOTmDkdeXrpqmUxZEwQACQnFjbq0pTcwlMjfMfAhomalt3VarxGgczAk4KWXPkKnTuVYtuw+OWPjGBS5yn6sXh2KpUuz5R1a0vto9eBRd1l2VP+YVpGzvY5nn7tbQkSNiIEPETUp5Y4pqZhWWXQrjZBw3DLu2MhPImVkysujnJappKAoKemw7mDR4mJg3jyzonOyCaJow7XXrnXKypSVtXMR9DhzN6qiMbEXD5E2Bj5E1CSmTJmCLVsS8NhjZthsAkwmEf37C8jK0i+61Roaevp0e+TmpkMa5aDMyLhapqqurnYqirZYLPjmG8Bmc3x/E9q3P+MUsPzyi97uLOm97a/Vev/GotWlmruziPQx8CGiBjGaWSgra4d588yKpSjB0FKUtM3bcZt5evp2pKXlq5aRXI2KWL06FPPm1df/LFlyChUVL6O4OBaCcLvLXVmAtMTVUeMKRVx77b+RkFCMQ4d6NcrQUFc4UJTIMwx8iKhB3PWHsVqtWLNmDVatyoXN1lv1nN5SlGMDQccdXqJoQl5eOtLS8lXnczUqwp5psh9nswFz5rTHFVekK5bO1GMilAFL/ftrzdQS5SUxVyM33HHM3Ej3zR0uaRF5hoEPURvhy942njKyrOJuarm0FPXEE+F4/fVsVdakY8eTmk0Cjx6NR3n5WVWHZa1GgHr1Pzk5GXDclZWV9Sbi40udXq9f16Ou4/G2EaFj5iY2NpYNB4kaAQMfojZgxQp4vI27qQMld0tRK1aIWLhQhCh2kF8j7YzKynpTM2hat+5aKGt99DosG90hBphQU+OcQdFvQKhfxzN69GgEBQVhy5Ytrm6LSwxqiHyPgQ9RK2axWFBUVIuZM2M82sbtTaDkC66WopYu7aq5lCSK9mDEMWhSFhJrbR1X8nSHmNKUKVMAAIcOKYeS6i+LSYzMxSKipsfAh6iVkoaDFhYmwmabrnpOr3bG20DJl/SWolztlurUqRxJSYfloOn06fZYt+461XHuto5rBV2hoX+4LUYOCgpCTU2N6vVBQdWoqQlutEGsRNR4GPgQtVJS7YeR2hnAu0BJj6+XyfSWkhyDESloslrDXX5mvenqjkGXkWJkZYFxYw4SZZEyUdNg4EPUyrmrnZEUFdWisDDR7VBNV8W0QOMskzl+BsCGYcPyVNvVJVJQo1yqUn7mnTuHYPPmSXKvoIkTNyElZZf8uqCgc6ipCZGDosaeii7R6rcjYZEyUdNh4EPUBrjLXNiDlRjYbNMhCDYMGrQHe/YM8qjfTGMvkxnJvjj28snI2Iq4uBL5eKs1/Pz8rPpeQZs2TcTZs+10t63rFUT7GvvtELUMDHyI2gi9zEVBQQVmzuwqByuiaMKePYOQlfWm4TqVhiyTebKE4yr7otXLZ+vWDGRnL5Vfk5+fBmXnZOVx9Rmu+vvgqiB6ypQpCAwMxNq1aw1fPxG1fAx8iNoAvZoWAHjvvW9hs12oekzaKZWUdNjQ+T2tJ1Jy1eBQmstlhFYBtLKg2WoNR15eusYrtbehO77ekd6yFBG1bgx8iFo5x+Ufx+Ubd8GKJ4zWEznyRf2Ku89x9GiCZoCTmroDO3em6gQ/jT9Li4haFgY+RK2A1i6qiooKzeUfx+UbV8GKVqaopMSEn3/W37HVkLEMelxlrCSuPsfOnUPO1/aoCYINI0Z8hU6dTiInZwykZS47EWPGbNV9v+DgYLeF3p7gri2iloGBD1ELZbFYUF1dfX64Zv1E82eeseLqq0uxdu1alJcnulz+kWgFK1qZIgB47LGY8zu27O91ww1nUVFRoXoPX+yEslgssFqtqusAbBgzZiuGD8/TfI3W55CCP8faHmVgJJ1PGlEhFUYPH56HzMxMmM1m1WulXValperRFe7o7dziri2iloOBD1ELJBUT2zsaZ8sdjW02AXPnRuC3396C2ezZMpYyWNHKFG3cOBGCAJ338u12b+Xn27QpW3H9pvOZGWD48DxcddVVCA8PxxtvfKTKCCmvR6/54dSp6zBgwD755+HD8zBgQIFTpspsNuvutvI0S8OdW0QtHwMfIg9JmRg9vvjbvXR+vYLevXv7oV+/vV7X3GgHC6bzYyDU7+WqG7K3XH0+QMDWrRkYMKAAH330EQIC7jgf/GnXMJWUxELaoi6fQbAhIaHY6X21MlVlZWW6/86kwuySkhLDRdhE1LIx8CHygJSpcMdI92MjtDsai/jkk/HYsmWsHAR4WnOjfV7b+YxPw4ugjerUyQLABq0t6OXlnQAAy5bFylkoxxomqzUcW7dmwLF2JyNDv3bHkRTQ6P078+TfI+t4iFo+Bj5EHjBa7Oqroljnjsb1mQ1peSom5hji40s9ysroZYoAeJw9UvL0i99srsKYMVudCo+lgKu8PEruPyRRZqH0MkZxcSUeXQfg+t+Zqy35EtbxELUODHyIGsDIbqSGkjI6e/f2wyefjHd41oQVK273qgOxXqZI+RgAFBYmolMnC667Lh0dOnRAYGAgIiMjnc7n7Re/VHisNX4CgMsaJl9u1XeHQQ1R28DAh8hLrvrnlJWVAfBdFsBsrkK/fnuxZctYzZofvQ7EjjuWHBsGatW8SI85fr5DhzYjJWULAGDatGlOwU91dTUsFovXwY924bHrGiZva5yIyH8x8CHygrv+Ocrgwlf1PtKXvL1fjfst7PbX6O9YcsXd51u7dq1utsvbz6u3Rd5dDVNj9BUioraLgQ+RF4zstpL4sgleSsouxMQcw4oVtxta3vG22NbdeAhX2S5Xn1dqxBgRoT1CQo+7vkFNNWGdiFo/Bj5EXjC628pT0lZ5qSuzVkYlPr7U5fKO1ERPa5nNaCCkt+srKKjaULdorc+kbMQoCDFIT89AWlo+AxYialKGA5/KykrDJ42IiPDqYohaC3e7rVwFAnqUW+XtGRX93jVGlneqq6tVnYelQEhrd5LVakVNTQ1OnjyJbdu26Xw+eyF1enqeoW7Rys/k2IhRFAXk5g5Hbm46Jk/2LkgkIvKG4cAnMjISgiC4PEYURQiCgLq6ugZfGFFLpMyYuNpt5U3jPykYMZpR0Vve2bBhg8f1N1IdUGlpKbZt2yZ/PsdlNVE0nZ+Aru69o1xqU876Cghw1agQAOxb8q++Oh4jR4bJhdieTG33FfbgIfIPhgMf6X+GRP5MmTGRvpy1dls1ZEu1q/oa6XlX2+e9rb/RUlMTonkt/fv/iL17+2sOC1XO+lq40P6XIO2lM4kJd911ESZP3oy33hreLNvGb7rpJm5XJ/IThgOfkSNHNuZ1ELUajl+Q7rZUS1vbtWjV4ej1pikpicM//3mL7vIXYDxbZJReLdNPPw0EYMOwYdvlOp36966f9bVoURyys8Nd7kizs19nUdEJREX5Nvty0003ISwsTPd5Nh4k8i9eFzdXVFRgxYoV2LfPPgSwf//+uO2225ymHBP5A1c1N9KSjdHlJ61AKiNjq9zgD3AOaEaPHo1t27a53Y3ljmPA4aqWCbAve6Wl5QNwvxNMWjp78807oB4xUX9sUVEgUlPdd0o2uhQ2bdo0JCcnuz2OiPyHV4HP999/j3HjxiE0NBSXXHIJAGDJkiV44oknsGXLFqSkpPj0IolaIq0gwVfLT46BVH5+msugomPHjgAa3slYayinkVomADh9OgxatT9BQdVy9+f4+FJMnrxJlZVSHhsVdRJAlHwtDaXVYZqI/JtXgc99992HyZMn44033kBgoP0UtbW1uP3225GdnY0vv/zSpxdJ1BIZzUq4W34qLCyUj1eSAimrNRy5uelO59cKaHzRyTgqKsrpM+l1jnZcgrNnhOzBjyDYMGjQHrk4WhnwJScfRH5+2vnPVf9cVFSS4eskIvKG1xkfZdADAIGBgZg3bx6GDh3qs4sjaumMZCXcLQHl5OS4fb1WXUx6ep5XnY7dsVgssFqtTo8bWYIDBAiCiKlT1yIoqAb/+tf18rU7Bnxjx25FWlq+w3UaC3yM1gBxpxYROfIq8ImIiMCRI0fQt29f1eNHjx5FeHi4Ty6MqK0wuvykVwOk10xQqq3R4m0nY2UvIa1rcgyq9IK6kpJu57e9u643crzOkydPGpr3xWnpROQtrwKfzMxMZGVl4bnnnsOwYcMAANu3b8fcuXNx/fXX+/QCiVo75wJhQBSBQ4d6yXU+rmqAjCxfKbOvrlRUVADQDwqUgYTeNTkGK1pBnbSE5chdvdG2bduwbds2Q/O+GNQQkTe8Cnyee+45CIKAW265BbW1tQCAoKAg/OUvf8FTTz3l0wskam2kEQ3Kmp3k5IMQReVR9cs+ANxuQXe3fBUTEyNnQKxWK9asWaN5bWvXrpV/rwwuHK/ZkyaKjkFZenoecnOHa7y78XojX843IyJS8irwCQ4OxrJly7B48WIcOnQIAJCcnOyyV0ZDFBUV4fHHH8dnn32GY8eOIS4uDjfddBMWLFigWsPfs2cPZs2ahe+++w6dO3fG3XffjXnz5jXKNRFpcVwqkmjV6dTviBIMbUHXW77KzMx0mf3QW0KTggut5a2ffurv8pqk7fOAc1AGAHl56U5ZoKysNxEfXwoioubUoCGlYWFhGDhwoK+uRdfPP/8Mm82G119/Hb169UJBQQHuuOMOnD59Gs899xwA+yyxsWPHIiMjA6+99hp+/PFH3HbbbYiMjMTMmTMb/RqJAP1Mhbs6n4ZsQe/cubPuc66W0LSuWXm8umeP+pqk7fMSx6BMa2mOQQ8RtQReBT5//PEHXnrpJWzbtg3Hjx+HzWZTPb9z506fXJxk/PjxGD++vn9Iz549sX//frz66qty4PPee++huroab731FoKDg9G/f3/s3r0bS5YsYeBDhigno0tLuEpBQUEwm80eFc0qsy16dTpWazjS0/PkLInetHUtrq7F0y7Ojsfbgx578ON4vd9+2x5Wa7juslVDd5YRETUWrwKfrKwsbNmyBddeey0uueQSt8NLG4PVakWnTp3kn/Py8jBixAjV0te4cePw9NNP4+TJk05/QyVS0lui0mOk+FYr25KdvVQVDKgzLOoREJLo6Gh5iKjetSuzNlKdjqddnLUHiQoYN+5j9Ou31+l6BSFbM4Mk8XZnGRFRY/Iq8Nm8eTP+97//YfhwrQLGxnfw4EG89NJLcrYHAI4dO4akJHUPkC5dusjP6QU+586dw7lz5+SfKysrG+GKqaXztJjW3fF62Zbs7KVISjqseYzjCAiJq140rgI2T7s46x0vBT2+ngNGRNQctKYFutWtWzef9Ot58MEHIQiCy18///yz6jW//fYbxo8fj+uuuw533HFHg69h8eLFMJvN8q+EhIQGn5N8x2KxoLS0VPeXxWJp7kvU5G7CupFjpkyZoplZUt6TkpIS3WuQdlwJgn0p2l0XZ63j09Pz3F7v8OHTMXPmTEyZMkX3WoiIWgqvMj7PP/885s+fj9deew09evTw+s3nzJmDGTNmuDymZ8+e8u9LSkowevRoDBs2DMuXL1cd17VrV/z++++qx6Sfu3btqnv+hx56CPfff7/8c2VlJYOfFsLo8pNjcOC49OPISI2OVJsTFHQONTUhTjuiHMdLOJ7TSLbFyDHV1dWqhn7u7om7hoNan0HZpVk6/ssvL8eOHanIzR2OvLx0TJq0GVOmtMc774iw2eqXtgMCRCQm1iI4OFi3Dskb7LhMRI3Fq8Bn6NCh+OOPP9CzZ0+EhYUhKChI9Xx5ufHdKK52pCj99ttvGD16NFJTU/H222/DZFL/zTM9PR0LFixATU2NfD05OTno06ePy/qekJAQhISEGLoGalpGl5+Ux3kbLClp7Wxy3BGlNRl89uzZ8u+NNB10d4zyPaTrdXVPjDQcVAZGetPNCwoGYMeOoZB2dNUvaS3FxImnVe8xYcJmbN5svyeZmZm616ZFr2ibHZeJqDF5Ffhcf/31+O233/Dkk0+iS5cujV7c/Ntvv2HUqFHo0aMHnnvuOZw4cUJ+Tsrm3HDDDVi0aBGysrIwf/58FBQUYNmyZXjhhRca9dqoZfEmWFLS3tlkrJ6lurpalakwsrPJ6O4nV0taWtetdb1GtrZbreHIycmAchu7dL7y8k4ur7empsblNTqKi4tjgENETc6rwCc3Nxd5eXkYPHiwr69HU05ODg4ePIiDBw8iPj5e9Zx4vh2u2WzGli1bMGvWLKSmpiI6OhoLFy7kVvZWSKvzcVPR3tlk52pHlMToDCkA8mfcsGGD2+JgKTszbdo01eNSBuf06TCXO7jcBUbTpk3D/v2n8eqrFrgbNdHQ3VpTpkxh0ENEzcarwKdv3744e/asr69F14wZM9zWAgHAoEGD8NVXXzX+BVGj8XRbua9pDwS1k7789TohSxrzC12Z7XTM4AA2KIMWZbDibmv7+vVmLFzYR7NxISAiI2Or22DH6LwwBj1E1Jy8CnyeeuopzJkzB0888QQGDhzoVOMTERHhk4sj/9NcM5qkLIzzQFF1jc+hQ73cLhc1hLugShoToZXBsQds9uDHsV7IVSG11RqOZctiIYpSsFPfuBCwYcyYrRg+vH53l57IyEhOTCeiFs+rwEfqonzllVeqHhdFEYIgoK6uruFXRtSElEtUFRUVmD17P44eDUG7dnU4ceIMDh/+FACwdGl2g/vYKHedKZfzHDM46el5Ts0MJXoZnGuvXYv27c9o1gspu0MD9VvVy8ujVDu17NSNC41iUENELZ1XgY/0t06ils5dBkVJ+tKOjY3FhRfWP15aWorly6tQWJjoUSdkLXpLeVoZnNzc4cjNTcfkyc5ZJb0MTkJCMczmKowZMwY5OTkAHHep2dCjRyEOH06Ut6pnZGx12biQiKgt8SrwGTlypKHj/vrXv+Kxxx7zaX8PIkd6PV+M7GLyhKedkLXoLQPpF1Xbs0rBweeQkHBUDkTcbYWXxrlodYc+fDgRyt1qW7dmICNjK7ZuzdDdek9E1FY0aDq7O++++y4eeOABBj5kWEVFhe5zyuzNrbeOQXR0tFPNiBQEudvF5EmDPL36H8cAoSFN91wVVYuiCevWXecUvM2ZEykvySUknEPXrkkAkhAUFISqKvs16c3fcjx/XFyJ0xwxT7HpIBG1Bo0a+EhbzYmMsFgsWLt2reZzjtmbbt0qMWdOpNNxUq3Otm3ACy9oj1cYNcqzWhTHLeoLF55AUVEgEhNrERd3MYCL5QDMXddovcDOuajamWPwplxyPnpU+/2Cgs7BeZeWmpS1MrJNfcyYMU4z8QAWLRNR69GogQ+RJ4w2FRRFE+bPNyMzE3Bo6wTAHqhceilgMgE2W/3jAQFAWloUvPl+Vn6px8YCqanOx3izFV+ZxZKaA+bnpyE3Nx1a/XS0aopc1THV1ITAVdBjdKu6JCkpyeWkeCKilo6BDzUZb7MhWss1dXUCDh7UDnwA++PLlwN33gnU1dmDntdf1z/eFzzdiq9XgzR27FakpeXj6NF4rFt3LfR687g6h0R7Cc3zreoSLmcRUWvHwIeaREMaE2p9eQcEAL16uX5dVhYwbhxw8KD92MYMejzlrgbJ/msfqqv1a4r0zhETcwwVFfb5dAkJR53qkjIytiIursRwLY80U4vLWUTUFjDwIZ/Tyux4O35CWsZR7joKCBDx+uuCoUAmPr5lBTwSd52UJSkpuzB7dm9UVsbINUVlZUnYsGGD7jnefPN21GeJREyevKlBhcvR0dFc3iKiNsPjwKe2thZPPvkkbrvtNqe5WY5uuukmdnH2M74cOeG4jCNlKu6++yqkpnbxyXs0F72t8adPt4fVGq4KTgYMiERsrHOmRX8ZS/mzgE2bJiI7eymSkg57da1c3iKitsTjwCcwMBDPPvssbrnlFrfHvvrqq15dFLVevho5obWMs3VrBrKzlyIuzubm1S2Dq6Jjra3xogjNbevO57XK5xg0aA9++GEw1GMm1Dxpsigta0m4vEVEbY1XS11XXHEFvvjiCyQmJvr4cojsXC0FecNdYbWvv+D1io61dnE5FjG7G4VRU1MDwB5Y7dkzCPXBjnbw40mTRS5rEVFb51Xgc9VVV+HBBx/Ejz/+iNTUVLRv3171/OTJk31yceS/XHVJlpZejAYzRpffZs+e7ZPgR6/o+OzZdk7dkVNSdqG8/Cwct667ytJIU9D1mxPWT2n3tAszl7WIqK3zKvD561//CgBYsmSJ03McUkoNkZmZCbPZDADo1q0S8+ebUVcnICBAxNNPV2LGjOkeBzNGl9+qq6vlYMpqtcqZFaXAwEBERkZqZoikoEEvWyUFPdLPUlbH3SgMx2AkMjISgH5wmJX1Jioq7MdIs7uMyMzM5LIWEbV5XgU+NlvrqLGg1sdsNstLLZmZQEICIAhAerqA+PhI+ThPghmjrFYr1qxZY/h4xwyR1OG5qKgW77wjOkw8dx5HIWV1kpIOq+p9pCDvhhuud7kEpzdCIz6+FPHxpYY/h6Rz584ev4aIqLXxKvD55z//iczMTISEhKger66uxvvvv2+o8Jlal6aqkZGyGytWADNn2jsvm0z2ZoRZWQ0+vUtaGR5XpPvheG/CwiowcWK+0440ZcYHUGd1pHqf4cOnIy0t6nyQF+n2GqTXGd2q7li8LGERMxH5C68Cn1tvvRXjx49HTEyM6vGqqirceuutDHzaGE+WlYzS+gKWvnyLi+uDHsD+zzvvtDcjbGk9efTuTUoKnAKS0NA/dJsRAvYMzrBh1YiNVQdTJSUmFBYGIimpFnFxNqeeSEZmbElYvExE/s6rwEcURQiC87bZ4uJiuT6D2g5PlpWMFsfGxcXpZhgOHFDP2ALsYydcjahoLq7ujWNAoszOBAVVo6YmxKlnD6AOptyNpCAiIs94FPgMGTIEgiBAEARceeWV8u4SAKirq0NhYSHGjx/v84uk1sNxkrkWd8sqvXtrDxh1N6LCKFf9dRqb2VyFQ4d6uQxmpHvnbqwFERF5zqPA55prrgEA7N69G+PGjUOHDh3k54KDg5GYmIipU6f69AKp9XEV1EhLODt2/K5avpEEBwcjPj6q0QaMNncGxUgwY1/aSsTp02Eux1oolwsLCwuRk5PTZJ+DiKi18ijweeSRRwAAiYmJyMzMRLt27RrloqhtkpZw3AUfs2fPRlZWlM8GjErLb+6CDmUG05eUGSZ3M7pWrAAeeSQGNtt02PvxqBsSKguilfU6wcHBhgIf9ukhIn/n1f/pp0+fDsCekj9+/LjT9vbu3bs3/MqozbH3x3Gf8ZCWelwNGHX8AtdbvpKW1WbPno1t24AXXnAOOoYPn45Ro5zrdaRzBgWdQ01NiObSWEVFhcvr0Jo35th7x2QSERRUjYKCfli3rgvqAx0TABsEQdQtiJb4YomRiMgfeBX4HDhwALfddhtyc3NVj0tFz2xgSHqMTiV3R/qiP378ONauDceyZd1gswkwmUQsXPgbpkw5iaCgINXxl16qXTuUlhaFqCh7RkqiDFikrItjdurMmTNYu3at5mu0trBLTQyVjwuCDQMH7sGKFbdrdGEGABOmTl2L9u3PuN2uzqCGiMg9rwKfGTNmIDAwEJs3b0ZsbKzmDi8iACgutu/S6t3bHmS461LsqTfe+AhLl2ZDFO1/Bm02AYsWxcFqXSsHCVKjwfh4uKwdUjYgfOyxGPmcUgZGFE3YvHkSFi5MQ2JioCq7ojdUVSvIi4srQXb2Unl3l37QY783nnRfJiIi17wKfHbv3o0dO3agb9++vr4eaoGM1oU4HufYhPCZZ0J1uw1788VeXV1tKIOkDFCysuCydigqKgp79jhvp5fYbAKqqrogKgooLa3vjqx3Hcq5WYA9kAkKqpaX0I4c6eEy6PH23hARkTavAp9+/fo5NVGjtknahZWZmanqbHzq1CnU1NQgMDAQ4eHhCAy0Z0CkYKCsrB1mzuyoakI4f74Z99wT7nG3YVe8ySC5qh0CtLfTS/S21etdR0bGVnz66RjYbPalskGDlMtaUuGycwHz1Knr3GZ6WKhMROQ5rwKfp59+GvPmzcOTTz6JgQMHqmopACAiIsInF0fNy2jHZi2FhYnndybVq6sT5EyMJ92GXfFlBkniuCQmcbWtXu86UlJ2Ye7cBLz3Xr7GspZyKU1dRzRgwD6n91BuX2ehMhGRd7wKfDIyMgAAV1xxhaq+h8XNbYsnAz4d+bqWxxVfZpAkyiWx9u2B06fdb6tPTj6IqVPXAxBV2ZquXWuRlHQYhYWJustagIBx4z5Gv357da+f4yaIiBrOq8Bn27Ztvr4OamMakomxWq3y741mNtxlkLwZsqq1JKY8j3K510hjRK1gUCIINpdBDxER+YZXgc/IkSPx1Vdf4fXXX8ehQ4ewbt06dOvWDe+88w6SkpJ8fY3UTBx71HhKKxOTmZkpz3OrqKhQbQeXrFmzRvWz8jWA58s8eu/jSNr9pUdv6c/oaAnHYNBxectd0MOaHiKihvMq8Fm/fj1uvvlm3Hjjjdi1axfOnTsHwP439SeffBL/+9//fHqR1PQsFouhYMEdx0yM2Wz2eLnGMRACPJsEX1tba+g4d0t7es+721l29uxZ+XHnQaXBLpfnpLoe1vQQEfmGXsGBS3//+9/x2muv4Y033lAVNg8fPhw7d+702cVR82lIfY9R0kwqqzXc49d6Mgnesfje16QlLCVBsOH06fawWsPx0UcfqZ4zm6uQlHQY8fGlSEo67DLTExcXh9jYWAY9REQ+4lXGZ//+/RgxYoTT42azucHLI9Ty+WK6ub3Hj30mlbfDQh3HNNgDKfXg0+DgYK+COK2aIL0WDlr1TKIIrFt3nVefjVkeIqLG41Xg07VrVxw8eBCJiYmqx7/++mv07NnTF9dFLZQvppsXF0uNDes7ImvVxBghBQaOzRKXL7fvzALUjQaNMLqNXxkASktYR4/GY926ayElU735bHFxcQx4iIgaiVeBzx133IF7770Xb731FgRBQElJCfLy8vDAAw/g4Ycf9vU1UgthtIjXnQMHnJsDejOvS1IfSNl/ttnsPXjGjQNCQy2Gm21Kxxk5Xi8ALC8/C8cVZOVncyzUdsQsDxFR4/Iq8HnwwQdhs9lw5ZVX4syZMxgxYgRCQkLwwAMP4O677/b1NVILoVfEO3z4dPTvf0KzCNlRcHCwZmfkhvT40Qqk6uqAHTus2L3beAPGDRs2GDrOVQDorn+RN8XdRETkO14FPoIgYMGCBZg7dy4OHjyIU6dOoV+/fujQoYOvr49aEK0vdZNJRGJiLcxmMzIzMyGKIiIjIzVfr8xm2Dsji6irM76dW49WIBUQICIsrMSr87njahdXUtJhn3eSJiIi3/Eq8JEEBwejX79+vroWauG0ingnTtyMzZvVNT7u+uEA9vqbSy6pwPPP/7fB3Zbj44ElS07hvvvC5OuaMGEzcnM9qz0yyl1WpzE6SRMRkW80KPChtktvq7iRL3Wju6gGDuyI55+fpDreaLNBx+ubNq0Khw8vNxRseLorzfH4Q4d6QRTrn9fK6vhqFhkREfkWAx/S5LhVHLAX/W7YsMHpS10rkCguttfe9O7ter6VMjNUXAwcOxaLKVPuQXT0HwD0t6hrZZSMBBue7kpzPP6yy77CV19dDmUBsyja53QZwe7LRETNi4EP6TKyu0grkFi9OhTz5mlvLdej3o7eEcuX2x/X26LuDU93pWkd/9VXI1A/VV1Sv2tLOUHdEXdsERE1PwY+ZJjUaVnK7GgFBhs3TsTmzYLm1nK9zI/ednSbDfKSkv0xERdddFzO/EiMZlHcjZaQSBms06fDNAaKOgY96voeTlAnImrZGPiQIVqdljt2PKkRGJg0t5YfPKgf+OhtR3dUVyfgpZc+QlLSYafnMjMz3X4Gd0XJgHMGC7DB9WQX7toiImpNvJrVRf5Fr9NyUNA5pxlVgA0mk6h6JCAA6NVL//zSdnTH1wgOyRVXvX5qamqMfBSkp+fJ1+xYlKyVwbJfg+NnrL+e229/U1UjxBoeIqKWjRmfNkZrxpSSN3Umep2Wa2qCNXvWjBgxAvPnR6Kuzh7AvP66frbHYrEgIKAazzwTivnzzairExAQIOLpp60AgHnzzLDZGt7rR53JETFs2HakpeWrznf0aILmUtiIEZ/jyy9HOZ0zPT0P8fH2cRiZmZno3Lkza3iIiFo4Bj5tiNEZU0b67Ci56rSclHTYaXv7jBnDkZlpX97q1ct10KO83nvuCZfPc+qUPSC5995wQ1vUAwP1/yg7Z3IE5OWlIy0tXz5m584h2LhxotNrBcGGCy74BV99NcIhKLLJr8/MzETfvn1135+IiFoOBj5tiNH+OZ5OK//kEzj0rRHx7LOVuOGG652OlZZ6AgJK0aeP/THHGaFS1snxOrS2oxvthxMZGSlvvy8rK8Pbb+fIW+zdFTVLgZHjyq+UZYqPL3XZjdnV7C0iImpZGPiQS1J9jzrwEZCZGYnY2Ein4z3JOvlaVFQULBYLNmzoiKVLs+UgJSNjq8uiZq0lLgBYtOgX2Gz2+h1XjRtZ10NE1How8CGXtOp7bDYgP99em+PIarUaOq+nWScjLBYLnnhilRz0APbMztatGcjI2IqtWzOcMjZS7Y8jQbDh6qs7IjFxts9rpoiIqPkw8CGX9Op7tm9fhYKClrWFu7q6WndZKy6uBNnZS1UZG8fan3r2wKh9+wsQFcXaHSKitoTb2dsAi8WC0tJSlJWV+fzc8fH2jskBAfafldkSqzUchYWJsFrDff6+njpz5gzKysrkXj1K0rKW2VyFpKTD8jKVVpAEANdeuw4pKbuwZs0aWCyWJrl+IiJqGsz4tHJGa2oaIivL3nk5P9+C7dtXqZaIjM68aohp06YhMjJS9VhFRQVqa2sBAGfPnsW7774LADCb4bIQWUmroSEgwmqtf6/GWJIjIqLmw8CnlWuqL+b4eCAgoBoFBdqjKlzNvGqoyMhIeQxEcTHw/fdWfPnlv3Tfy7EQGYBq1IbEbK46P3RUOX9LwNatGRgwoIDdmImI2iAGPn6oobuQjM688tV1SMfVDzI1QxCyXWaZpG3wrjJTO3cOwddfXw7H+VvefBYiImodGPj4CWlquC92IRmZeWVEVFSU3HtHj3S9joNMjWSZXGWmAOgUNnv3WYiIqHVg4OMnfDk13GyuMlxHo0fK4iiDsOJi+/b53r2duz3rjc1wlZnRG0FRXt4JgKAZ9HDoKBFR28bAh7ziqqGfVjGyklbWqX4Zy759fvlye1G1xL6tXpQHpQKuMzOuRlBIr9HKWmVlvSnP3yIioraHgQ8Z5liTozdOIiYmxqPlNMdlLJsNuPNO+04yKfMTGmrBxInbDWWZ9EZQmEwiFi06hro6+2u0slYMeoiI2jYGPmSYJzU5ElfLVxKtZay6OvuQU+k11dXVLrNMSnojKF59tQKTJglYvtz+s5HzcRwFEVHbwsCnlfN0Z1RDeZLJcbd8JdHqDh0QYJ/s7sjd0FJXS1zp6cazVpmZmejcuTPHURARtTGCKCrHT1JlZSXMZjOsVisiIiKa+3IMsVgszTJPylU2p7gY6NHDOZgpKtLO/KxYYV/eqquzH/f66+ogqbS0FMulVI0DqzUc5eVRCAo6hxUrbnfK9phMIpYsOY177+0AoPnuFxERNR6j39/M+LRSzf3l7S6bY2T5SmKxWHD11dXIzzehqCgQiYm1iIuzobS0/rPocezTo7fENXNmR/lnBjVERP6LgU8rZHRMxezZs+UveV8GSkaKkY0uX2l9loIC5/fMzMx0ekyrTw8gQtmQUBBsSE3l2AkiIrJj4NMKGR1TUVRUiz17gOjok9iwwbNAyRUj2RxpuKnj8pVjtsfoZ6mpqXF6THvIqAAp+JF2asXFXWzoPYiIqO3jdPY2aufOIbjkkhhccQVw0UWR2LlziNvXGA1CpGyOklY2JyvLXtOzbZv9n1qFzd6yWsNx+nQYAJvGs4Lck6exBqcSEVHr1OoCn3PnzuGiiy6CIAjYvXu36rk9e/bg8ssvR7t27ZCQkIBnnnmmeS6ymUlLQFKzP5tNwKZNE2G1hvvk/FI2JyDA/rNeNgew99/p06cUAQGlKC11/lVRUWHoPQMD65OTO3cOwdKl2Vi37jo4ztmSiKIJNTXcik5ERGqtbqlr3rx5iIuLww8//KB6vLKyEmPHjkVGRgZee+01/Pjjj7jtttsQGRmJmTNnNtPVNg9vh4harVaX51XWAWVl2Wt6Dh60Z3q0gh6jtUhGREZGYvbs2fjxx5NYtKin4vNpBz7KDs3sxUNERJJWFfh89NFH2LJlC9avX4+PPvpI9dx7772H6upqvPXWWwgODkb//v2xe/duLFmyxO8CH2+HiK5Zs8btuZV1QPHx+k0JAeDEiRPGLtigqKgoiGIU3DVgMJlEPPNMJW644XpuTSciIpVWs9T1+++/44477sA777yDsLAwp+fz8vIwYsQI1d/ux40bh/379+PkyZO65z137hwqKytVv1ozqadNRsZWBATYI4SAANFngzeN1gEB2gXJ3iorK0NpaSkiIn6HyaQd+QQEAGvXAocPC5gzJxKxsbEMeoiISKVVZHxEUcSMGTNw1113YejQoSgqKnI65tixY0hKSlI91qVLF/m5jh07Or0GABYvXoxFixb5/Jqbg2NPmzlzjuPSSwMREXEcubmtu8h3w4YN8u8nThyi2MZu38El1Rldd12zXSIREbUCzRr4PPjgg3j66addHrNv3z5s2bIFVVVVeOihh3x+DQ899BDuv/9++efKykokJCT4/H18SatmRaunzfPPd0Z29lKfZHqaipSx6tTJonvdyhlb06ZNQFhYZ906IyIiIqVmDXzmzJmDGTNmuDymZ8+e+Oyzz5CXl4eQkBDVc0OHDsWNN96IVatWoWvXrvj9999Vz0s/d+3aVff8ISEhTudt6bSGhW7fHowXXvC8oLkl+eOPG7FsWTJsNgEmk4iJEzfpbkeXZmwNGVKL2NgmvlAiImq1mjXw6dy5Mzp37uz2uBdffBF///vf5Z9LSkowbtw4rFmzBmlpaQCA9PR0LFiwADU1NQgKCgIA5OTkoE+fPrrLXK2ZY+3KpZc6d0o2UtDcUlit4Vi6tCdEUb0FPzn5IMzmKkOZICIiIndaRY1P9+7dVT936GAfNpmcnIz48+sbN9xwAxYtWoSsrCzMnz8fBQUFWLZsGV544YUmv97m4NwpWcSECdoFzS0xiHC1Bf/QoV6q2qVJkzazMSEREXmlVQQ+RpjNZmzZsgWzZs1CamoqoqOjsXDhQr/ayq7srRMefhybNzsHB44F0L4MIhzngVVVGQ+q9LbgBwVVO9UuKTNBREREnmiVgU9iYiJEjWYugwYNwldffdUMV9S8iovt87N6967vrVNa6jzKQasA2tMgQq8ZoJFmha4yTWZzFSZN2ixfn73GZzNqakK8asZIRESkpVUGPlRvxYr6Sekmk325S28mlicdnfv3HwerNQbdu59D1661AOxjI6qrq2GxWJxqjNz199m5cwg2bpwIe+soGyZPds40KXdr3XhjGnJzd8FqDfeqGSMREZEWBj6tWHFxfdAD2P9555325S5pjpaS0Y7OO3cOwaJFl7hcDjM6yR2wZ3rqgx4AMGHjRu1Mk7RbKz4+Tf5ZmQmSrkd6HcdREBGRJxj4tGIHDqh3cQH2wuaDB4GBA9UBgbKj89atGXIQkZGxFeXl9gBG2j1lZDnMkw7OR48mwLlJuAlHj8YDKNZc/pJmc0nvs3DhCRQVBSIxsRZxcRcDuJjjKIiIyGMMfFqx3r2dt7AHBNiHhip7/axeHYrHHjPL/XEyMnIQF1eCkpI4VRA0adJmdOx4sslqavbvvwDr11+rm1lSBjWxsUBqqk/fnoiI/FCrmdVFzqQt7NKyljS2QepgHBUVhbq6WMybFwmbrb4/zmefjcG0aRPw6adjVJmdDz+chLFjh0EQ1GkkIzU1FRUVus8lJByFfbSE2o8/DnbKLFmt4QC4hEVERI2DgU8rl5UFFBUB27bZ/+lY2Ky9HCZg//7OcjCkfPyPPwIwadJmOfhxrKnRYrFYsHbtWt3nzeYqTJ68CYDjTjP1+4uiCcOHT/eofoiIiMgTXOpqA6Qt7Fr0lsMuuwwwmURV8CMINhQUfICUlCp5d1WnTuVul7hOnDjh9Jjj1vWUlF0IDj6Hdev0p4gGBABpaVFgzENERI2FGZ82Tm85rGdPCxYu/E03s2M2VyEp6TAAoLAwUV6CcmSxWLBmzRrVYzt3DsHSpdlYtWo6li7Nxs6dQwDYl7wcl9GkJbCAAFG1TEdERNQYmPHxA8qOzr16AaGh9c0Gs7PDdTM7Rro8O+7ucrcrzHFrekbGVsTFleDuu69CamqXRrwLREREDHz8hnI5rLS0PliR+uY4chfABAcHw2KxoKysTPU6vSaJP/3UD/3771U1KVQGW3Fxzp2miYiIfI2BD2nSC2CGD5+OUaPsP2uNqNBqkgiI2LJlPHJyxp7P8JS2qAGpRETkPxj4kExZkKwVwCiLj0tLSzXPYTZXqZok2mt47AXUomhCTs4YAAKnrBMRUbNg4EMAtOt5lPU4jj2CXJ2nPuixwbl+vj4I4pR1IiJqatzVRSgujsXGjdr1PNnZS7FunUWzR5AjaSZXfZZIyvhokzpCExERNRVmfPyclOlxjIGloCQp6TBGjYKh3jr5+WlO55GWtRyXvQBOWScioqbHwMePOe7cUhIEG268MQ0pKZMMdVG2WsORl5eu8YwNWVlvoqYmWHM2GKesExFRU2Lg44ekIENr55adVHg83PDoiKNHEzTPNX26BQ8+eCXCwsIAACUlnLJORETNh4GPH5ImtxcV1eKdd9RjK0wmEZs2WZCWZjzo2blzCDZunOj0uCDYcPfdNiQnJ8uPcco6ERE1JxY3+6moqCikpnbB8uWCapzF8uUCrr66s9ugR8oaSctljn+UpKWsyMhTjXH5REREXhFEUdTfduOHKisrYTabYbVaERER0dyX0+gsFguKimoVy0/qDsqulqEOHTqExx//GqtWTXd67tpr12LAgH0AwGnrRETU6Ix+f3Opy49ZLBZV9+WCAu3jpk2bhsjISNVjwcHBCAsL0+nUbENCQrH8k+M8LyIioubCwKeFKy4GDhwAevd23TzQ8TgjrzMakKxdu1bz8czMTHnwqL3GRwp+BBw61ItdmYmIqMVhjU8LtmIF0KMHcMUV9n+uWGHsuBkzjL2uoWpqagAAyckHIQjKZwRs2jQRVmt447wxERGRlxj4NKHiYmDbNvs/jRw7cyZgO19yY7MBd97p/Fqt41atcv86LVZrOAoLEz0OWLS2srMrMxERtURc6moiK1bUBygmE7B8uesREAcO1Acvkro64OBB9dKV1nGO6uqA/HwLQkOhW2SsNavL3VLVyZMnXW5lZ1dmIiJqaZjxaQJGszdKvXvbAySlgACgVy/3xznOxxIEG7ZvX4WXX34ZFovF6b0cOzhLs7qkzI9eJuiDD753uZWdw0eJiKilYcanCRjN3ijFx9uzQnfeaT9Wazq6xWJBQEA1nnkmFPPmmc83IrTBcR6WMgg5fvy4XNRcVlYGQLuDs7RUdehQL91MkF7n56lT18lb2YmIiFoSBj5NQMrKKIMfreyNo6wsYNw4e4DUq5dz0KPcin7vveE4ejQe69dfC1GsD3xE0V58LNHaoaW1JV0QbAgKqtbMBCUnH4TZXKX7OuVWdoBzuIiIqOXgUlcTkLI3yg7JjtkbV68dNcr5WMet6GZzFdq3P6uRgdEvMpaWsABg0qTNEAR7ZCZldmpqQlwWLUtb2R1fJ2WXpkyZwuaFRETUojDj00RcZW88VVwMfPNNMKzWcFUdjV4GRqvIWKuYOTt7KcrLO+H//b+B2L17F6zWcLfnS0nZheTkgygv74ROncpV1xMdHc2gh4iIWhRmfJqQXvbGE1LPnuuui8LSpdnYuXOI/Jy7DIxEr5gZAJKSDuOSS+Iwe/ZszJ17PZ59thIBAfZi6YAAEc8+W4lbbx2jOp/ZXIWkpMMsZiYiohaPGZ9WxHF3mGPNDeA6AyNxVcwsHS9laubMATIzpUyVgPj4SJSWnm3ET0lERNR4GPi0MK5GTWjtDnMMWAB7BsZV9sWTJTHAfh0NyVIRERG1FFzqakH0RlRIHZ87dHDu2eNNo0CjS2J6jO7S4m4uIiJqaZjxaSG0mxyKKCqqxJNPRsBmE2AyiZg69Sw2bAhFXZ3gccAyduxYbNmyBYCxJTE9UVFRmD17tsshp8HBwSxsJiKiFoeBTwuh3eRQwBNPhMt9eWw2AevWtUNW1hsYNWoCduxY41HA0rFjR9XPektiRjI1DGqIiKg1YuDTQmg1OQRsmkXIFRWRuOIKE8aPn47q6mqUlZVhw4YNbt9DFEVkZmbKU9UdBQYGIiYmBlFRUS5rjYiIiForBj4tRP2IClFexsrI2IqtWzOcgp91667FpZdWYs6cSI/eQ9m12WoNR3l5FDp1sqiyPpmZmVi5MkAegWEyiXjmGStuuOEsl6+IiKjVE0RRFN0f5j8qKythNpthtVoRERHR5O+/Y8fveOmlj+S6G2WjQaWAABFFRQLi453HV7jjahK71RqOpUuznXZ8ZWcvhdlcxU7MRETUIhn9/mbGp4WJi7MhKemw/HNKyi4EB5/DunXXqY6rqxPkIadGio2tVivWrFmj27xQ6gXkrsePq/cgIiJq6Rj4tAIJCUed+u4EBIjo1at+GKnRLIy7wMbTHj9EREStCfv4tAJafXcefvg3BASUorTU/stisRg6lxTYKCkDm4b2+CEiImrJmPFpJRz77gBVWL5cfYxW/Y3FYkFRUS127z6L4uJY1NSEqIqmpSLq8nL768zmqgb1+CEiImrJGPi0MK566LgbRaGsv7FYLDh+/DgefPDA+ZqeLgDuAFC/YywurgQlJXGqIEgqdHb3XkRERK0RA58WRlmoXFJiQmFhIMzm48jNXev2tSUlJvz8MxAdfRIbNrx8vpBZuUPLXhMkiibk5GTg9tvfVG2X1xp6SkRE1JYw8GmBoqKisGJF/QgLk6kTJk4cIm8517Jz5xA89ljM+eMjMXHiEHTseNKpkLmeCXl56W6ntBMREbUlLG5uYtLA0eJi18eo53YJ2LRpIqzWcM3jpS3qNpugOj4o6JxTIbPS3r39AegXOmvh4FEiImrNmPFpQuosjr1Tc1aW83Fac7u0MjFS9+XTp8M0Mzc1NcGYNGmzZgNE6Zhhw7bLmR/HHVyZmZkwm83y8ezcTERErR0DnyaiPX0dGDfOeRaW1twux0yMY/dle+bGufdOUtJhxMQcw5tv3g7HBJ8g2JCWlo+0tHzNHVxmsxmxsbE+ugNERETNj0tdTUR7+jpw8KDzsdLcroAA+88BAaIqE6PVfdm+W8s+fcRkUh9fUxMCrX/V6el58u6tpKTDrOshIqI2jxmfJqKVxQkIAHr10j4+K8ueDTp4EIiKqsCGDfWFzVrdlwEBomjDsGG5SEvLVwUxWt2YAXu2h4iIyJ8w49NEnLM4wOuvOy9zSSwWCwICStGlyz4AxRgzZgxGjx6N0aNHY+LEPjCZtGbL2ndqOdLqxjx5MrsxExGR/2HGpwllZQGDBgFffw1cdhlw8cXaxxmZtj5x4nHNomW97ejsxkxERMTAp0kZ3dVlZAJ6SsouzaJlV9vR2Y2ZiIj8HZe6mojeri69fj5WazgKCxN1e/cAQHx8KSZP5kBRIiIio5jxaSKudnU51vmsXh2KpUuzneZnaWnMJSw2KyQioraGgU8TcbWry2KxyMtbJSUmzJsXA1Gsn6vlbn5WQ5ewpk2bhsjISNVjbFZIRERtEQOfJiLt6rrzTnumR9rVFRqqLmQuLEyEzTZd9dqGzs+aMmUKoqOjNZ9jgENERP6EgU8TUvbm6dXLHgyVlqoLmbV67ribn+VOXFwcgxsiIiIw8Gly8fH6vXuA+p47ynEU3hYsT5kyhUEPERGRAgOfFshXBcvR0dEMeoiIiBQY+LRQjgXLQ4cOBQB8//33zXVJRERErR4Dn1aCAQ8REVHDsYFhEykuBrZtc25YWFJictuo0Fvsw0NERKTGjE8T0BtVYX88BjbbdLeNCpWmTJmCwMBA1NbWOj0XFBQEs9nMbepEREQaWlXG58MPP0RaWhpCQ0PRsWNHXHPNNarnjxw5ggkTJiAsLAwxMTGYO3euZnDQlH788SRmzhQdRlWI+N//Tpx/vL5R4caNE91mfqzWcOzfH4fw8AvRseNAlJUNRMeOAzFwoP1X3759ERsby6CHiIhIQ6vJ+Kxfvx533HEHnnzySVxxxRWora1FQUGB/HxdXR0mTJiArl27Ijc3F6WlpbjlllsQFBSEJ598slmu2WKx4PnnNzs1JKyrE/Diiztgs413eIUJ+flpGDt2q+b5du4cgk2bJuKFF0wQ7PESRNH1wFMiIiKq1yoyPrW1tbj33nvx7LPP4q677sIFF1yAfv36Ydq0afIxW7Zswd69e/Huu+/ioosuwlVXXYXHH38c//jHPwxNO28M1dXVckNCJUGwISHhCACb02vy8tI1sz5Wa7jc2wewBzyiaH/O3cBTIiIismsVgc/OnTvx22+/wWQyYciQIYiNjcVVV12lyvjk5eVh4MCB6NKli/zYuHHjUFlZiZ9++kn33OfOnUNlZaXqly9JDQkdJ6jHx5di2LA8p+Ol8RSOysujVN2cHUkDT4mIiEhfq1jq+vXXXwEAjz76KJYsWYLExEQ8//zzGDVqFH755Rd06tQJx44dUwU9AOSfjx07pnvuxYsXY9GiRY138dBvSJiWlo+8vHRD4ym0RlkoSQNPiYiISF+zZnwefPBBCILg8tfPP/8M2/nK4AULFmDq1KlITU3F22+/DUEQ8O9//7tB1/DQQw/BarXKv44ePeqLj+bEbK5CUtJhVVNCKRsUEGBfs3I1nsI5cyRCEOyvCwgQ8frrrkdhEBERUTNnfObMmYMZM2a4PKZnz54oLS0FAPTr109+PCQkBD179sSRI0cAAF27dsW3336reu3vv/8uP6cnJCQEISEh3ly+T6Sk7MLChWkoKgrExx+vR01NCKzWcM3gxzFzBED+/TXXTAfAnVxERESuNGvg07lzZ3Tu3NntcampqQgJCcH+/ftx2WWXAQBqampQVFSEHj16AADS09PxxBNP4Pjx44iJiQEA5OTkICIiQhUwtURxcTZ8/nkAVqy4XTWYVKunj+MoC+n3JSUlqK6uZv8eIiIiF1pFjU9ERATuuusuPPLII0hISECPHj3w7LPPAgCuu+46AMDYsWPRr18/3HzzzXjmmWdw7Ngx/N///R9mzZrVrBkdI0pKTJg3zwxRrO/ps2nTRCQnHzQ8oHTDhg3y72fPns3gh4iISEOrCHwA4Nlnn0VgYCBuvvlmnD17Fmlpafjss8/QsWNHAEBAQAA2b96Mv/zlL0hPT0f79u0xffp0PPbYY812zUZHRhw92k5uZCiRdnd5M5m9ubbvExERtXSCKErdYAgAKisrYTabYbVaERER0eDzWSwWzUDEPqMrEH36mNCxY0f06CGqgh9BsCE7e6lXgc/MmTMRGxvboOsmIiJqTYx+f7eajE9rpbXkpDW765lnrJg7N0JV4+NN0ENERET6GPg0seLi+qAHqO+6vGuXiN9+W+rU64eIiIh8h4FPEztwoD7okdTVARZLRyxYMN1pWaysrExVuExERETeY+DTBJR1PhERJphMMap6noAAEb16CZrLYkYLpImIiMg9Bj6NzGKx4OWXX1Y9NnHiEHngqCDYMGHCZhw5Eo2TJ+3DSQMDAxETE4OoqChERUVh9uzZqK6uZvaHiIiogRj4NDKtHV1as7tycpxfm5mZic6dO8uZIKPZH2aJiIiItDHwaWQVFRVOj1mt4Sgvj0KnThaXRcxr1qwBUN+QUJn90cPOzURERPoY+DSy2tpa1c87d6qXufRGUygpAx0GNURERN5r1uns/sZqDZeDHqB+NIXVGt7MV0ZEROQfGPg0ofLyKDnokUijKYiIiKjxMfBpQp06WSAI6iY+gmBDp07lzXRFRERE/oWBTxMym6swadJmOfjhaAoiIqKmxeLmRmSxWHDq1CnVY1pb2YmIiKhpMPBpJFqNCyVmcxUDHiIiombApa5G4qrXjqfYkJCIiMg3mPFpYaZMmYLo6Gj5ZzYkJCIi8h0GPi1MdHQ0YmNjm/syiIiI2iQudREREZHfYOBDREREfoOBDxEREfkNBj4tDHdwERERNR4GPo3EmwAmMzOTO7iIiIgaEXd1NZKoqCjMnj0b1dXVKCsrw4YNG9y+xmw2N8GVERER+S8GPo2I2RsiIqKWhUtdRERE5DcY+DQBo/U+LGwmIiJqXFzqagLKeh89HE1BRETU+Bj4NBEGNURERM2PS11ERETkNxj4EBERkd9g4ENERER+g4EPERER+Q0GPkREROQ3GPgQERGR32DgQ0RERH6DgQ8RERH5DQY+RERE5DfYudmBKIoAgMrKyma+EiIiIjJK+t6Wvsf1MPBxUFVVBQBISEho5ishIiIiT1VVVcFsNus+L4juQiM/Y7PZUFJSgvDwcAiC4PV5KisrkZCQgKNHjyIiIsKHV9h68B7Y8T7wHgC8BwDvgYT3oXHugSiKqKqqQlxcHEwm/UoeZnwcmEwmxMfH++x8ERERfvsHW8J7YMf7wHsA8B4AvAcS3gff3wNXmR4Ji5uJiIjIbzDwISIiIr/BwKeRhISE4JFHHkFISEhzX0qz4T2w433gPQB4DwDeAwnvQ/PeAxY3ExERkd9gxoeIiIj8BgMfIiIi8hsMfIiIiMhvMPAhIiIiv8HAxwOvvvoqBg0aJDdcSk9Px0cffSQ//8cff2DWrFmIiopChw4dMHXqVPz++++qcxw5cgQTJkxAWFgYYmJiMHfuXNTW1jb1R/GZp556CoIgIDs7W37MH+7Do48+CkEQVL/69u0rP+8P9wAAfvvtN9x0002IiopCaGgoBg4ciO+//15+XhRFLFy4ELGxsQgNDUVGRgYOHDigOkd5eTluvPFGREREIDIyEllZWTh16lRTfxSvJCYmOv05EAQBs2bNAuAffw7q6urw8MMPIykpCaGhoUhOTsbjjz+umpfU1v8cAPYxCdnZ2ejRowdCQ0MxbNgwfPfdd/LzbfEefPnll5g0aRLi4uIgCAI++OAD1fO++sx79uzB5Zdfjnbt2iEhIQHPPPNMwy5cJMM2btwofvjhh+Ivv/wi7t+/X/zb3/4mBgUFiQUFBaIoiuJdd90lJiQkiJ9++qn4/fffi5deeqk4bNgw+fW1tbXigAEDxIyMDHHXrl3i//73PzE6Olp86KGHmusjNci3334rJiYmioMGDRLvvfde+XF/uA+PPPKI2L9/f7G0tFT+deLECfl5f7gH5eXlYo8ePcQZM2aI+fn54q+//ip+8skn4sGDB+VjnnrqKdFsNosffPCB+MMPP4iTJ08Wk5KSxLNnz8rHjB8/Xhw8eLD4zTffiF999ZXYq1cv8frrr2+Oj+Sx48ePq/4M5OTkiADEbdu2iaLoH38OnnjiCTEqKkrcvHmzWFhYKP773/8WO3ToIC5btkw+pq3/ORBFUZw2bZrYr18/8YsvvhAPHDggPvLII2JERIRYXFwsimLbvAf/+9//xAULFogbNmwQAYj/+c9/VM/74jNbrVaxS5cu4o033igWFBSI//rXv8TQ0FDx9ddf9/q6Gfg0UMeOHcU333xTrKioEIOCgsR///vf8nP79u0TAYh5eXmiKNr/kJhMJvHYsWPyMa+++qoYEREhnjt3rsmvvSGqqqrE3r17izk5OeLIkSPlwMdf7sMjjzwiDh48WPM5f7kH8+fPFy+77DLd5202m9i1a1fx2WeflR+rqKgQQ0JCxH/961+iKIri3r17RQDid999Jx/z0UcfiYIgiL/99lvjXXwjuffee8Xk5GTRZrP5zZ+DCRMmiLfddpvqsSlTpog33nijKIr+8efgzJkzYkBAgLh582bV4ykpKeKCBQv84h44Bj6++syvvPKK2LFjR9V/D/Pnzxf79Onj9bVyqctLdXV1eP/993H69Gmkp6djx44dqKmpQUZGhnxM37590b17d+Tl5QEA8vLyMHDgQHTp0kU+Zty4caisrMRPP/3U5J+hIWbNmoUJEyaoPi8Av7oPBw4cQFxcHHr27Ikbb7wRR44cAeA/92Djxo0YOnQorrvuOsTExGDIkCF444035OcLCwtx7Ngx1X0wm81IS0tT3YfIyEgMHTpUPiYjIwMmkwn5+flN92F8oLq6Gu+++y5uu+02CILgN38Ohg0bhk8//RS//PILAOCHH37A119/jauuugqAf/w5qK2tRV1dHdq1a6d6PDQ0FF9//bVf3ANHvvrMeXl5GDFiBIKDg+Vjxo0bh/379+PkyZNeXRuHlHroxx9/RHp6Ov744w906NAB//nPf9CvXz/s3r0bwcHBiIyMVB3fpUsXHDt2DABw7Ngx1f/gpOel51qL999/Hzt37lStX0uOHTvmF/chLS0NK1euRJ8+fVBaWopFixbh8ssvR0FBgd/cg19//RWvvvoq7r//fvztb3/Dd999h3vuuQfBwcGYPn26/Dm0PqfyPsTExKieDwwMRKdOnVrNfZB88MEHqKiowIwZMwD4z38LDz74ICorK9G3b18EBASgrq4OTzzxBG688UYA8Is/B+Hh4UhPT8fjjz+OCy+8EF26dMG//vUv5OXloVevXn5xDxz56jMfO3YMSUlJTueQnuvYsaPH18bAx0N9+vTB7t27YbVasW7dOkyfPh1ffPFFc19Wkzl69Cjuvfde5OTkOP3txp9If5sFgEGDBiEtLQ09evTA2rVrERoa2oxX1nRsNhuGDh2KJ598EgAwZMgQFBQU4LXXXsP06dOb+eqa3ooVK3DVVVchLi6uuS+lSa1duxbvvfceVq9ejf79+2P37t3Izs5GXFycX/05eOedd3DbbbehW7duCAgIQEpKCq6//nrs2LGjuS+NHHCpy0PBwcHo1asXUlNTsXjxYgwePBjLli1D165dUV1djYqKCtXxv//+O7p27QoA6Nq1q9OODuln6ZiWbseOHTh+/DhSUlIQGBiIwMBAfPHFF3jxxRcRGBiILl26+MV9cBQZGYkLLrgABw8e9Js/C7GxsejXr5/qsQsvvFBe8pM+h9bnVN6H48ePq56vra1FeXl5q7kPAHD48GFs3boVt99+u/yYv/w5mDt3Lh588EH8+c9/xsCBA3HzzTfjvvvuw+LFiwH4z5+D5ORkfPHFFzh16hSOHj2Kb7/9FjU1NejZs6ff3AMlX33mxvhvhIFPA9lsNpw7dw6pqakICgrCp59+Kj+3f/9+HDlyBOnp6QCA9PR0/Pjjj6p/0Tk5OYiIiHD6AmmprrzySvz444/YvXu3/Gvo0KG48cYb5d/7w31wdOrUKRw6dAixsbF+82dh+PDh2L9/v+qxX375BT169AAAJCUloWvXrqr7UFlZifz8fNV9qKioUP2t+LPPPoPNZkNaWloTfArfePvttxETE4MJEybIj/nLn4MzZ87AZFJ/lQQEBMBmswHwrz8HANC+fXvExsbi5MmT+OSTT/CnP/3J7+4B4Lt/7+np6fjyyy9RU1MjH5OTk4M+ffp4tcwFgNvZPfHggw+KX3zxhVhYWCju2bNHfPDBB0VBEMQtW7aIomjfutq9e3fxs88+E7///nsxPT1dTE9Pl18vbV0dO3asuHv3bvHjjz8WO3fu3Kq2rmpR7uoSRf+4D3PmzBE///xzsbCwUNy+fbuYkZEhRkdHi8ePHxdF0T/uwbfffisGBgaKTzzxhHjgwAHxvffeE8PCwsR3331XPuapp54SIyMjxf/+97/inj17xD/96U+a21mHDBki5ufni19//bXYu3fvFr2F11FdXZ3YvXt3cf78+U7P+cOfg+nTp4vdunWTt7Nv2LBBjI6OFufNmycf4w9/Dj7++GPxo48+En/99Vdxy5Yt4uDBg8W0tDSxurpaFMW2eQ+qqqrEXbt2ibt27RIBiEuWLBF37dolHj58WBRF33zmiooKsUuXLuLNN98sFhQUiO+//74YFhbG7exN5bbbbhN79OghBgcHi507dxavvPJKOegRRVE8e/as+Ne//lXs2LGjGBYWJv6///f/xNLSUtU5ioqKxKuuukoMDQ0Vo6OjxTlz5og1NTVN/VF8yjHw8Yf7kJmZKcbGxorBwcFit27dxMzMTFX/Gn+4B6Ioips2bRIHDBgghoSEiH379hWXL1+uet5ms4kPP/yw2KVLFzEkJES88sorxf3796uOsVgs4vXXXy926NBBjIiIEG+99VaxqqqqKT9Gg3zyySciAKfPJYr+8eegsrJSvPfee8Xu3buL7dq1E3v27CkuWLBAtf3YH/4crFmzRuzZs6cYHBwsdu3aVZw1a5ZYUVEhP98W78G2bdtEAE6/pk+fLoqi7z7zDz/8IF522WViSEiI2K1bN/Gpp55q0HULoqhor0lERETUhrHGh4iIiPwGAx8iIiLyGwx8iIiIyG8w8CEiIiK/wcCHiIiI/AYDHyIiIvIbDHyIiIjIbzDwISIiIr/BwIeIGmzUqFHIzs5u7stodI8++iguuuii5r4MImoABj5E5Peqq6ub9P1EUURtbW2TvicR2THwIaIGmTFjBr744gssW7YMgiBAEAQUFRWhoKAAV111FTp06IAuXbrg5ptvRllZmfy6UaNG4e6770Z2djY6duyILl264I033sDp06dx6623Ijw8HL169cJHH30kv+bzzz+HIAj48MMPMWjQILRr1w6XXnopCgoKVNf09ddf4/LLL0doaCgSEhJwzz334PTp0/LziYmJePzxx3HLLbcgIiICM2fOBADMnz8fF1xwAcLCwtCzZ088/PDD8lTolStXYtGiRfjhhx/kz7ly5UoUFRVBEATs3r1bPn9FRQUEQcDnn3+uuu6PPvoIqampCAkJwddffw2bzYbFixcjKSkJoaGhGDx4MNatW+frf0VEpMDAh4gaZNmyZUhPT8cdd9yB0tJSlJaWIjw8HFdccQWGDBmC77//Hh9//DF+//13TJs2TfXaVatWITo6Gt9++y3uvvtu/OUvf8F1112HYcOGYefOnRg7dixuvvlmnDlzRvW6uXPn4vnnn8d3332Hzp07Y9KkSXKAcujQIYwfPx5Tp07Fnj17sGbNGnz99deYPXu26hzPPfccBg8ejF27duHhhx8GAISHh2PlypXYu3cvli1bhjfeeAMvvPACACAzMxNz5sxB//795c+ZmZnp0b168MEH8dRTT2Hfvn0YNGgQFi9ejH/+85947bXX8NNPP+G+++7DTTfdhC+++MKj8xKRBxo04pSISBTFkSNHivfee6/88+OPPy6OHTtWdczRo0dVU8xHjhwpXnbZZfLztbW1Yvv27cWbb75Zfqy0tFQEIObl5YmiWD8N+v3335ePsVgsYmhoqLhmzRpRFEUxKytLnDlzpuq9v/rqK9FkMolnz54VRVEUe/ToIV5zzTVuP9ezzz4rpqamyj8/8sgj4uDBg1XHFBYWigDEXbt2yY+dPHlSBCBu27ZNdd0ffPCBfMwff/whhoWFibm5uarzZWVliddff73bayMi7wQ2Z9BFRG3TDz/8gG3btqFDhw5Ozx06dAgXXHABAGDQoEHy4wEBAYiKisLAgQPlx7p06QIAOH78uOoc6enp8u87deqEPn36YN++ffJ779mzB++99558jCiKsNlsKCwsxIUXXggAGDp0qNO1rVmzBi+++CIOHTqEU6dOoba2FhERER5/fj3K9zx48CDOnDmDMWPGqI6prq7GkCFDfPaeRKTGwIeIfO7UqVOYNGkSnn76aafnYmNj5d8HBQWpnhMEQfWYIAgAAJvN5tF733nnnbjnnnucnuvevbv8+/bt26uey8vLw4033ohFixZh3LhxMJvNeP/99/H888+7fD+TyV4xIIqi/Ji07OZI+Z6nTp0CAHz44Yfo1q2b6riQkBCX70lE3mPgQ0QNFhwcjLq6OvnnlJQUrF+/HomJiQgM9P3/Zr755hs5iDl58iR++eUXOZOTkpKCvXv3olevXh6dMzc3Fz169MCCBQvkxw4fPqw6xvFzAkDnzp0BAKWlpXKmRlnorKdfv34ICQnBkSNHMHLkSI+ulYi8x+JmImqwxMRE5Ofno6ioCGVlZZg1axbKy8tx/fXX47vvvsOhQ4fwySef4NZbb3UKHLzx2GOP4dNPP0VBQQFmzJiB6OhoXHPNNQDsO7Nyc3Mxe/Zs7N69GwcOHMB///tfp+JmR71798aRI0fw/vvv49ChQ3jxxRfxn//8x+lzFhYWYvfu3SgrK8O5c+cQGhqKSy+9VC5a/uKLL/B///d/bj9DeHg4HnjgAdx3331YtWoVDh06hJ07d+Kll17CqlWrvL43ROQaAx8iarAHHngAAQEB6NevHzp37ozq6mps374ddXV1GDt2LAYOHIjs7GxERkbKS0MN8dRTT+Hee+9Famoqjh07hk2bNiE4OBiAvW7oiy++wC+//ILLL78cQ4YMwcKFCxEXF+fynJMnT8Z9992H2bNn46KLLkJubq6820sydepUjB8/HqNHj0bnzp3xr3/9CwDw1ltvoba2FqmpqcjOzsbf//53Q5/j8ccfx8MPP4zFixfjwgsvxPjx4/Hhhx8iKSnJi7tCREYIonJhmoioBfv8888xevRonDx5EpGRkc19OUTUCjHjQ0RERH6DgQ8RERH5DS51ERERkd9gxoeIiIj8BgMfIiIi8hsMfIiIiMhvMPAhIiIiv8HAh4iIiPwGAx8iIiLyGwx8iIiIyG8w8CEiIiK/wcCHiIiI/Mb/ByivaIjw4Gq5AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 3ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "13/13 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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2BQDceeed2LBhA6ZPn46LFy9iwYIFWLZsGbKzswEAixcvxtdff4133nkHTz31lGcnxgMsmfFAgkGP3BHpCPutf3yYJOHFEZ2RYNAHOWVEROSJYDQfOHLkCCoqKvC73/0OjRs3Nv+9//77KCwsNK/XpUsX83/Lw/7L0wA40r17d7fTZLmvFi1aIDIy0hzIyMvkfRcWFuLy5cvm4AeonTyyZ8+e+PHHH93etzdYMuOhUT2SkNU+DkdLK5AcG8lAhohIwxw1H/BX/n7hwgUAwJo1a9C6dWurzyIiIswBjWXDXXmQOZPJ5HT7UVFRbqfJdl+2jYYlSXJp34HGYMYLCQY9gxgiojogGM0HOnXqhIiICBw/ftxcjWTJsnRGTXh4OGpqavyRPKdSU1MRHh6O7777Dm3atAFQ22uqoKAAU6dODWhaGMwQEVG9JzcfeHrVftQIEZDmA9HR0XjyySfx+OOPw2QyoW/fvjAajfjuu+8QExNjDhAcSU5ORlFREXbv3o1rrrkG0dHRiIiI8FuaLUVFReHhhx/GU089hWbNmiEpKQkvvfQSKioqMGHChICkQcZghoiICMFpPvD8888jLi4Oubm5+Omnn9CkSRPccMMNePrpp12qzhk5ciRWrVqFAQMGoKysDEuXLsXYsWP9nm7ZvHnzYDKZcP/99+P8+fPo3r07vvzySzRt2jRgaQAASdTxqandmUKciIi059KlSygqKkJKSgoaNWoU7OSQGxz9du48v9mbiYiIiDSNwQwREVEd96c//cmq+7fl35/+9KdgJ89rbDNDRERUxz333HN48sknFT+rC00wGMwQERHVcfHx8YiPjw92MvyG1UxERESkaQxmiIioTgjFkWnJMV/9ZqxmIiIiTQsPD4dOp8PJkycRFxeH8PBw87D/FJqEEKiursaZM2eg0+kQHh7u1fYYzBARkabpdDqkpKSgpKQEJ0+eDHZyyA2RkZFISkqCTuddRRGDGSIi0rzw8HAkJSXhypUrQZuriNwTFhaGBg0a+KQUjcEMERHVCfIsz7YzPVPdxwbAREREpGkMZoiIiEjTGMwQERGRpjGYISIiIk1jMENERESaxmCGiIiINI3BDBEREWkagxkiIiLSNAYzREREpGkMZoiIiEjTGMwQERGRpjGYISIiIk1jMENERESaxmCGiIiINI3BDBEREWkagxkiIiLSNAYzREREpGkMZoiIiEjTGMwQERGRpjGYISIiIk1jMENERESaxmCGiIiINI3BDBEREWlaUIOZzZs347bbbkOrVq0gSRI++eQTq8+FEHj22WeRkJAAvV6PQYMG4fDhw8FJLBEREYWkoAYzFy9eREZGBt58803Fz1966SW8/vrrWLhwIbZu3YqoqCgMHjwYly5dCnBKiYiIKFQ1CObOs7OzkZ2drfiZEAKvvvoq/vKXv+D2228HALz//vto0aIFPvnkE9x9992BTCoRERGFqJBtM1NUVIRTp05h0KBB5mUGgwG9evXCli1bVL9XVVWF8vJyqz8iIiKqu0I2mDl16hQAoEWLFlbLW7RoYf5MSW5uLgwGg/kvMTHRr+kkIiKi4ArZYMZTM2bMgNFoNP8VFxcHO0lERETkRyEbzLRs2RIA8Msvv1gt/+WXX8yfKYmIiEBMTIzVHxEREdVdIRvMpKSkoGXLlvjmm2/My8rLy7F161ZkZmYGMWVEREQUSoLam+nChQs4cuSI+d9FRUXYvXs3mjVrhqSkJEydOhUvvPACrr32WqSkpGDmzJlo1aoVhg8fHrxEExERUUgJajCzfft2DBgwwPzvJ554AgAwZswYLFu2DNOmTcPFixfx4IMPoqysDH379sUXX3yBRo0aBSvJREREFGIkIYQIdiL8qby8HAaDAUajke1niIiINMKd53fItpkhIiIicgWDGSIiItI0BjNERESkaQxmiIiISNMYzBAREZGmMZghIiIiTWMwQ0RERJrGYIaIiIg0jcEMERERaRqDGSIiItI0BjNERESkaQxmiIiISNMYzBAREZGmMZghIiIiTWMwQ0RERJrGYMZLJcZK5BeWosRYGeykEBER1UsNgp0ALVtZcBwzVu2DSQA6CcgdkY5RPZKCnSwiIqJ6hSUzHioxVpoDGQAwCeDpVftZQkNERBRgDGY8VFR60RzIyGqEwNHSiuAkiIiIqJ5iMOOhlNgo6CTrZWGShOTYyOAkiIiIqJ5iMOOhBIMeuSPSESbVRjRhkoQXR3RGgkEf5JQRERHVL2wA7IVRPZKQ1T4OR0srkBwbyUCGiIgoCBjMeCnBoGcQQ0REFESsZiIiIiJNYzBDREREmsZghoiIiDSNwQwRERFpGoMZIiIi0jQGM0RERKRpDGaIiIhI0xjMEBERkaYxmCEiIiJNYzBDREREmsZghoiIiDSNwQwRERFpGoMZIiIi0jQGM0RERKRpDGaIiIhI0xjMEBERkaYxmCEiIiJNYzBDREREmsZghoiIiDSNwQwRERFpGoMZHygxViK/sBQlxspgJ4WIiKjeaRDsBGjdyoLjmLFqH0wC0ElA7oh0jOqRFOxkERER1RssmfFCibHSHMgAgEkAT6/azxIaIiKiAGIw44Wi0ovmQEZWIwSOllYEJ0FERET1UEgHMzU1NZg5cyZSUlKg1+uRmpqK559/HkII518OgJTYKOgk62VhkoTk2MjgJIiIiKgeCuk2M/Pnz8eCBQvw3nvv4brrrsP27dsxbtw4GAwGTJkyJdjJQ4JBj9wR6Xh61X7UCIEwScKLIzojwaAPdtKIiIjqjZAOZvLz83H77bdj6NChAIDk5GQsX74c27ZtC3LKrhrVIwlZ7eNwtLQCybGRDGSIiIgCLKSrmXr37o1vvvkGhw4dAgDs2bMHeXl5yM7OVv1OVVUVysvLrf78LcGgR2ZqcwYyREREQRDSJTM5OTkoLy9HWloawsLCUFNTg7lz5+Lee+9V/U5ubi7mzJkTwFQSERFRMIV0ycy///1v/Otf/8KHH36InTt34r333sPf/vY3vPfee6rfmTFjBoxGo/mvuLg4gCkmIiKiQJNEqHQNUpCYmIicnBxMnjzZvOyFF17ABx98gAMHDri0jfLychgMBhiNRsTExPgrqURERORD7jy/Q7pkpqKiAjqddRLDwsJgMpmClCIiIiIKNSHdZua2227D3LlzkZSUhOuuuw67du3Cyy+/jPHjxwc7aURERBQiQrqa6fz585g5cyZWr16N06dPo1WrVhg9ejSeffZZhIeHu7QNVjMRERFpjzvP75AOZnyBwQwREZH21Jk2M0RERETOMJghIiIiTWMwQ0RERJrGYIaIiIg0jcEMERERaRqDGSIiItI0BjNERESkaQxmiIiISNMYzBAREZGmMZghIiIiTWMwQ0RERJrGYIaIiIg0jcEMERERaRqDGSIiItI0BjNERESkaQxmiIiISNMYzBAREZGmMZghIiIiTWMw44USYyXyC0tRYqwMdlKIiIjqrQbBToBWrSw4jhmr9sEkAJ0E5I5Ix6geScFOFhERUb3DkhkPlBgrzYEMAJgE8PSq/SyhISIiCgIGMx4oKr1oDmRkNULgaGlFcBJERERUjzGY8UBKbBR0kvWyMElCcmyk4vpsW0NEROQ/DGY8kGDQI3dEOsKk2ogmTJLw4ojOSDDo7dZdWXAcfeatxz2Lt6LPvPVYWXA80MklIiKq0yQhhHC+mnaVl5fDYDDAaDQiJibGp9suMVbiaGkFkmMjFQOZEmMl+sxbb1UlFSZJyMsZoLg+ERER1XLn+c3eTF5IMOgdBiWO2tYwmCEiIvINVjP5kbtta4iIiMh9DGb8yJ22NUREROQZVjP52ageSchqH+ewbQ0RERF5jsFMADhrW0NERESeczmYKS8vd3mjvu41RERERKTG5WCmSZMmkCTJ4TpCCEiShJqaGq8TRkREROQKl4OZDRs2+DMdRERERB5xOZjp16+fP9NBRERE5BGPGwCXlZXhnXfewY8//ggAuO666zB+/HgYDAafJY6IiIjIGY/Gmdm+fTtSU1Pxyiuv4OzZszh79ixefvllpKamYufOnb5OIxEREZEqj+Zmuummm9CuXTssXrwYDRrUFu5cuXIFEydOxE8//YTNmzf7PKGe8ufcTEREROQf7jy/PQpm9Ho9du3ahbS0NKvlP/zwA7p3746Kigp3N+k3DGaIiIi0x53nt0fVTDExMTh+/Ljd8uLiYkRHR3uySSIiIiKPeBTMjBo1ChMmTMDKlStRXFyM4uJirFixAhMnTsTo0aN9nUYiIiIiVR71Zvrb3/4GSZLwxz/+EVeuXAEANGzYEA8//DDmzZvn0wQSEREROeJRmxlZRUUFCgsLAQCpqamIjIz0WcJ8hW1miIiItMed57dXE01GRkYiPT3dm00QERERecWjYObSpUt44403sGHDBpw+fRomk8nqc441Q0RERIHiUTAzYcIEfPXVV7jzzjvRs2dPpxNQEhEREfmLR8HM559/jrVr16JPnz6+Tg8RERGRWzzqmt26dWuOJ0NEREQhwaNg5u9//zumT5+OY8eO+To9dk6cOIH77rsPzZs3h16vR3p6OrZv3+73/RIREZE2eFTN1L17d1y6dAlt27ZFZGQkGjZsaPX52bNnfZK4c+fOoU+fPhgwYADWrVuHuLg4HD58GE2bNvXJ9omIiEj7PApmRo8ejRMnTuDFF19EixYt/NYAeP78+UhMTMTSpUvNy1JSUvyyLyIiItImjwbNi4yMxJYtW5CRkeGPNJl16tQJgwcPxs8//4xNmzahdevWmDRpEh544AGXt8FB84iIiLTH7xNNpqWlobKy0qPEueOnn37CggULcO211+LLL7/Eww8/jClTpuC9995T/U5VVRXKy8ut/oiIiKju8qhk5quvvsKcOXMwd+5cpKen27WZ8VUJSHh4OLp37478/HzzsilTpqCgoABbtmxR/M7s2bMxZ84cu+UsmSEiItIOd0pmPApmdLraAh3btjJCCEiShJqaGnc3qahNmzb43e9+hyVLlpiXLViwAC+88AJOnDih+J2qqipUVVWZ/11eXo7ExEQGM0RERBri97mZNmzY4FHC3NWnTx8cPHjQatmhQ4fQpk0b1e9EREQgIiLC30kjIiKiEOFRMNOvXz+X1ps0aRKee+45xMbGerIbPP744+jduzdefPFF3HXXXdi2bRvefvttvP322x5tj4iIiOoej6qZXBUTE4Pdu3ejbdu2Hm/j888/x4wZM3D48GGkpKTgiSeeYG8mIiKiOs7v1Uyu8kWcdOutt+LWW2/1QWqIiIioLvKoazYRERFRqGAwQ0RERJrGYIaIiIg0jcEMERERaZrbwcyVK1fw3HPP4eeff3a67n333cceRERERORXHnXNjo6Oxr59+5CcnOyHJPkWu2YTERFpj98nmrz55puxadMmjxJHRERE5EsejTOTnZ2NnJwc7Nu3D926dUNUVJTV58OGDfNJ4oiIiIic8WqiScUN+nCiSV9gNRMREZH2+H0EYJPJ5FHCiIiIiHzNozYz77//PqqqquyWV1dX4/333/c6UURERESu8qiaKSwsDCUlJYiPj7da/uuvvyI+Pp7VTEREROQVv/dmEkJAkiS75T///DMMBoMnmyQiIiLyiFttZrp27QpJkiBJEgYOHIgGDa5+vaamBkVFRRgyZIjPE0lERESkxq1gZvjw4QCA3bt3Y/DgwWjcuLH5s/DwcCQnJ2PkyJE+TSARERGRI24FM7NmzQIAJCcnY9SoUWjUqJFfEkVERETkKo+6Zo8ZMwZAbe+l06dP23XVTkpK8j5lRERERC7wKJg5fPgwxo8fj/z8fKvlcsPgUOrNFGglxkoUlV5ESmwUEgz6YCeHiIiozvMomBk7diwaNGiAzz//HAkJCYo9m+qjlQXHMWPVPpgEoJOA3BHpGNWDpVRERET+5FEws3v3buzYsQNpaWm+To9mlRgrzYEMAJgE8PSq/chqH2dXQsPSGyIiIt/xKJjp1KkTSktLfZ0WTSsqvWgOZGQ1QuBoaYVVwMLSGyIiIt/yaNC8+fPnY9q0adi4cSN+/fVXlJeXW/3VRymxUdDZ1LaFSRKSYyPN/1YrvSkxVgYwpURERHWLRyUzgwYNAgDcfPPNVu1l6nMD4ASDHrkj0vH0qv2oEQJhkoQXR3S2KpVxtfSGiIiIXOdRMLNhwwZfp6NOGNUjCVnt43C0tALJsZF2AUpKbBQkAJbxjG3pDREREbnHo2qmfv36QafTYfHixcjJyUG7du3Qr18/HD9+HGFhYb5Oo6YkGPTITG2uWNKy+dAZq39LgF3pDREREbnHo2Dm448/xuDBg6HX67Fr1y5UVVUBAIxGI1588UWfJrCukNvLWJbKSBKQ1T4uaGkiIiKqCzwKZl544QUsXLgQixcvRsOGDc3L+/Tpg507d/oscXWJUnsZkwCOllYEJ0FERER1hEfBzMGDB5GVlWW33GAwoKyszNs01Umu9HYiIiIi93kUzLRs2RJHjhyxW56Xl4e2bdt6nai6SO7tFPZb7y+l3k5ERETkPo96Mz3wwAN47LHH8O6770KSJJw8eRJbtmzBk08+iZkzZ/o6jXWGs95ORERE5D6PgpmcnByYTCYMHDgQFRUVyMrKQkREBJ588kk8+uijvk5jnZJg0DOIISIi8iFJCCGcr6asuroaR44cwYULF9CpUyc0btzYl2nzifLychgMBhiNRsTExAQ7OUREROQCd57fHpXMyMLDw9GpUydvNkFERETkFY8aABMRERGFCgYzflBirER+YSknkCQiIgoAr6qZyN7KguPmmbF1EpA7Ih2jeiQFO1lERER1FktmfEieskAe6dckgKdX7VctoWEJDhERkfdYMuNDSlMW1AiBo6UVdt2xPS3BKTFWoqj0IlJio9jFm4iICAxmfEqessAyoFGaskCtBCerfZzDAIVVWERERPZYzeRDrk5Z4KgER427VVhERET1BUtmfMyVKQtcLcGx5E4VFhERUX3Ckhk/SDDokZnaXDXI8GTSSc66TUREpIwlMwFk2XjX3Ukn5QDo6VX7USMEZ90mIiL6DYOZAFFrvOtOMMJZt4mIiOyxmikAfNl411kVFhERUX3DYCYAPOm9FGgcwI+IiLSK1UwB4EnvJUv+HiiP49cQEZGWaapkZt68eZAkCVOnTg12Utxi23tJJwHj+ya79N2VBcfRZ9563LN4K/rMW4+VBcd9mjaOX0NERFqnmWCmoKAAixYtQpcuXYKdFI+M6pGEvJwBeDArBUIAi78tchqcBCLQ0EIVGBERkSOaCGYuXLiAe++9F4sXL0bTpk2DnRyvLPm2CHLs4Cw4CUSgwfFriIhI6zQRzEyePBlDhw7FoEGDgp0Ur7gbnAQi0PBkAD8iIqJQEvINgFesWIGdO3eioKDApfWrqqpQVVVl/nd5ebm/kuY2dxsCB2qgPI5fQ0REWhbSwUxxcTEee+wxfP3112jUqJFL38nNzcWcOXP8nDLPeBKcBCrQSDDoGcQQEZEmSUII4Xy14Pjkk09wxx13ICwszLyspqYGkiRBp9OhqqrK6jNAuWQmMTERRqMRMTExAUu7IyXGSpaCEBEROVBeXg6DweDS8zukS2YGDhyIffv2WS0bN24c0tLSMH36dLtABgAiIiIQERERqCR6hKUgREREvhPSwUx0dDQ6d+5stSwqKgrNmze3Wx4K/D24HREREdkL6WBGS7Q6ii4DMCIi0jrNBTMbN24MdhLsqA1ul9U+LqQDBK0GYERERJY0Mc5MqNPiKLp7is8hh9MYEBFRHcBgxge0NoruyoLjGP5mPmz7sYV6AEZERKSEwYwP+GIU3RJjJfILS/1eMiJXiSn1xw/lAIyIiEiN5trMhCpvBrcLZNsVpSoxoHa/nMaAiIi0iMGMD3kyfkygGw8rTamgA7B6Um9kJGp7Ek8iIqqfWM0UZIFuPKxUJZY7Mp2BDBERaRZLZoLM3cknfYETSxIRUV3Ckpkg80XjYU/3m5nanIEMERFpHktmQoCWSko4YjAREYUaBjMhQguTT3LEYCIiCkWsZiKXqPW64ojBREQUbAxmyI7SAH5anLKBiIjqB1YzkRW1qqRg9LoiIiJyBUtmyMxRVVKwel0RERE5w5IZMnNUlZRg0Guq1xUREdUfDGZCULC6P7tSlaSFXldERFS/sJrJR5QazXoyE/bKguPoM2897lm8FX3mrcfKguP+SK4iViUREZEWSUIIhTmU647y8nIYDAYYjUbExMT4ZR9KjWYBuD0mS4mxEn3mrbcrGcnLGRDQgKLEWMmqJCIiCip3nt+sZvKSUqPZGav2QQhAjklcnQnbWZuVQGFVEhERaQmrmbykFICYLAIZmStjsshtViwFsvuzJ9ViREREwcZgxktKAYhOAmwWuRSUBLPNSjDb6hAREXmDbWZ8YGXBcTy9aj9qhDAHIADslrk6j1Gg26yESlsdIiIiGdvMBJja+CuejskS6DYrodJWh4iIyBMMZnxEKQDRSkNaV8aXCdbYN0RERM6wzQw5bavjansaNiAmIqJgYJsZMlNqq+Nqexq1CSqJiIg84c7zmyUzZJZg0CMztblVkOKoPY3M0QSVRERE/sZghhxyZewbVwIeIiIif2EwQw65MvZNsAf7IyKi+o29mcgpta7nMjngsR1Xh72eiIgoEBjMkEucdTN3FvAQhTIOPUCkbQxmyIo3mbpWxtUhssSeeETax2CGzJipU32j1hPP2Qz3RBRa2ACYALB7NWmXN4M1ujr0gL8Gg+RAk0S+wZIZAuDe/ExqVVFsd0CB5m1porOpPPxZWsmSUCLfYclMCAnmW5qr3avVpjZwdcoDIl9RKk2csWqfW/ePo6EH/Fla6WjbWi6t0XLaSdtYMhMigv2W5kr3arUMOK1ltGq7AwAsrSG/UCpNNAlg6XdFePr3nVzejlpPPH/OJq+27aV5R7Ek7ydNltYEOw+j+o3BTAgIlUaIzrpXq2XABUfPKWfM3xVhybdFzNzIL5SqiABgyeYijOuT4ta9o9QTz5XZ5D2ltG0dYA5kAG01Rg6VPIzqL1YzhYBQmg5AaX4mmVpVVI/kpnbLdRKweHMRGxSTR1yprkgw6DGhb4rdchPgk3vHldGvfbntiTelhEw+4ArL3yiU8jCqn1gyEwLU3jD3nihDZmpzl7YRiMa3alVRGYlN7Zb3adccmw+XWn3fV0X0VLe5U10xvm8KlnxbBMtbx5dTafhzMEjbbQPAkrwij0uCAtkA3/Y3mj4kzW+lWESukIQQwvlq2uXOFOLBtGhTIXLXHbBaFiZJyMsZ4DRjCnRddYmxUjFzl5dHhusw/M182F5YOgn4Ludml3tHUf1TYqxEn3nr7R6Kju6DlQXH7QJsrVZnenosgcwD1H6jadkd8NK6g3Xid6DQ4M7zmyUzISL9GoPdMldKMoJRV6020q+8PL+w1C6QAYCJfdsiwaDHnuJz2Hb0LHomN8OBU+fZaJDMPGl0W5em0vDkWAKdB6j9Rl1aN0FezoA68TuQ9jCYCRGeNjb0Z48LT6k1bhzXNxl//vdufLzzhOL32GiQPL0P6tJUGu4eS6DzAEe/UV36HUhb2AA4RHja2NDV8WECSelYckem43T5JdVARsZGg9rm7Tgj/mx06y/BHlvF33mA7fFp8Teiuo9tZkKMWnsUR0K1zYDtsUz+1w6s2XfK4XdcbSdEoceX7TY8uQ+CIVTGVrHMA3QSMD07DQ9lpfpku2rHp5XfiLTLnec3g5k6ItQzlhJjJXrnrldsS2Npxu99kwlTYHnScNcfaXC3Ibk3jc9D4ZgtLdpUiHnrDkDAN4FVqB0f1T9sAFwPhXpddVHpRaeBDAB0ad3E30khPwh0uw3bIMSTEhJPS1Xkff96oSpk2quVGCsx/4sD5nvMF+3PQrE9HpEaBjPkMXfeatXG0rHkrJ6fXbhDlzej5br7u9qNcZKdhvnrDtjN0ZTWMhoZiU0Vt7Gn+BxyVu2DsPiOKw9/231LgN/GuHGHPwIPf46ATORrId8AODc3Fz169EB0dDTi4+MxfPhwHDx4MNjJqvfcnVhSqdHgyBtau9yIkBNZhjZPG4W6+7sqdUO2DGRkJgEMfzNfcXsrC47XjoPk5oi1SvsGrmaiwWwI649GwGzoS1oS8m1mhgwZgrvvvhs9evTAlStX8PTTT2P//v344YcfEBUV5fT79aXNTCB5U5du27bHUVsf+Y09KjwMd7yVz7p7DXCn7ZYn11F+YSnuWbzVbrltCYna9pT26e2+7+mViNu6tA56ezV3OwK4WiIW6u3xqO6qU21mvvjiC6t/L1u2DPHx8dixYweysrKClKr6zZsibdu2PWptfSyL8yUJqm/RckDE6qfQIVxqHaV+Ha3ZW4KhXRJU5wdTqtqZNqQD5n9hX0Jje10q7ROoDYYclTqUGCtx9mK1YtC0fGsxBqbFo6j0IgAE7Rp0Z8A9d9oLhXp7PCJAA8GMLaPRCABo1qyZ4udVVVWoqqoy/7u8vDwg6dICXz30o8LDFJdHhtvXWnraw8SyOF+p7FAuQl+0+bceHBxBOOjcbVCr1o7qhTU/Yu7aH5Fj0724xFiJd/OKrNaVg5BRPZJwY9tmdtNo2Fa1qO1TAEhrGe30uCSFzwWACe/tMKfngZtSMK6ve7N22/L0XnUl8Aj2DNd8+SB/CPk2M5ZMJhOmTp2KPn36oHPnzorr5ObmwmAwmP8SExMDnEr3BGrALV+2OblYXaO4vKLa5JN9qr0927ZN+Gz3SeSuPWDXiJMzcwee2gPS2azXlm0yLAkB5K49gEWbCgHUXku9c9djsc2kkpIEZLWPAwBkJDbFvJGO23iozbQNAMPfsm9jYxdYOzwLtZ+//W0R+sxbj0WbCl26t23zAH+3D1MrEdtx9JxP96OEbd/IXzRVMjN58mTs378feXl5quvMmDEDTzzxhPnf5eXlIRvQBGrALV+/ibnSy8Gbfaptf9WkTFRUm8z76Z273u677DoaGLZv155WPcpVI2v2luCFNT/afT5v3QFERoRh1qffKwYSJgGrfWS1j8Nro68HBNAtuanivpVm2gZqA6gZH+9DbONw6MMbICU2ymG1lKPAxiRgnjhW7nGV3tpgVxrhSs8sX5eaqJVOTVmxCxerr/h1gspglgiRb4VaCZtmSmYeeeQRfP7559iwYQOuueYa1fUiIiIQExNj9ReKPHmTtf2+qyU6jh40nnCll4M3+1TbfkZiU2SmNjc/PJUeJjoJ7DrqJ/I1t2hTod3btTe9aRIMegztkgCFAhoIADM/+V61S7/lPuS3/kc+3IUpK3Zh86EzqvubNzJdMfMzobbKSD62fSeMise1ZEw3xfQqMf1WymRbGuFqzyxfT/Eh31+2x+/vkk1f50MUPKFYwhbyJTNCCDz66KNYvXo1Nm7ciJQU5SJirXH2Juso6vVF2wRvu206a2zo7T492T5Q+2YbCm8JdY3lNWdJfgDm5QxA7oh0u940rv4WCQY9crLTkLv2gMtp0klXG+26+9Y/qkcS0lpGY/hb9l20LY/tpXUHMX1IGl764qDVcQ3s2BLzLI7XVZbpUsoD5HY5/h67ZlSPJERFNMAjH+6yWh6sCSr9IdRKDuqKUC1hC/lgZvLkyfjwww/x6aefIjo6GqdO1c7tYzAYoNdr9wJ1dGM7mw/F3QtJfhPz9EEjs80cHDU29NU+1XrG2G5fB9/NR0PWSoyVyPl4n2q1ivwAVAtAXX2oPJSVCsilEw7SowMwMSsFQ9MTcLG6xrx9d6u5MhKbYt6IdMz4eJ/q/mqEQJdrmiAvZ4DdcVkeb2S4Dmv2nsKSvJ8cDgxpmS61PGDakA52wZO759IV3do0tZ/d3o8lm77KE1wRKnNm1UWhOjJ0yI8zI6mU5S5duhRjx451+v1QHmdGaVyIrPZxduNgSADyZ9yMBINedayL5Q/ciMzU5g735814Ed4M/e7uPuVeK+/kFTndH8fA8L+5a37A4m+LHK7z6eTeiqPtenLdlBgrsePoOUxZscv6QQvgjXu64oY2TbH50BmHbU0A18ci2lN8TrWExt3xjOTrce+JMry07qBiqY3lNtXGhlG6rj3tueeslNdyJGQJwLyR/n3w+/ue5ZxS/hXI81unxpkJ8VjLK0pvsvmFpYrdRqd/tBfvT+jltKjWUcbl6XgRzkqDfLnPlQXH7UoBHJU+cQwM7zn6/UqMlXgnz3EgA9j3ZJO/60lxdIJBj1sz9LhYfcXuQT+0SyvF7apVB7lybcglNLZVRjoJmJbdwaOu0ZmpzTEso1VtYPNzmWq61EqzbK/rRZsKzQ2K5WN2NGWD/JvuO2HEvLW1czYpBSpZ7eOs6rQEnP9G3pYO+fueDdWSg7oikCVs7gj5YKaus72xlQYFA4DNh0uxp/gcMhKbql5I/ipadZQ52L4he7NP+SGlFL4yM/IPZ9eMWm8eS2rtHrx9qKg96NW2q1Yd5ArLfeUdPoO3NhaaG+Q20Tf06Jq2Cmyub6WaLmcP9xJjJeats29LJE/ZYBugqLVvEgByPt5nFagoNaR39BtpofqGc0r5nzsDNAaKZnoz1RcJBj1+n95S8bPtv40DMapHEvJyBmD5AzciL2eAuVjam95Rjqj1VIkM1/l0n44enMyMfM+Va0bpt5fg2nxEvpgvSA4GbAN+te0qre/OvpJjI7FgU6Hd7NPe9jL0Jl2OZpyXS1Lk/dn+pkrrL9963Ly+O7+RP/MYX3KltyV5z5tr2h8YzISgB7PaKi7vnny1ONn2QvJnt0e1zOFidY1P96mUsQLWvVZkgRpsUCs8OR+uXDNKv/28ken4bsbNVsG0En89VPz5sPLmPvJXd1W1+0Ipfa6UpL2+/og5fe6cSy11rVZ64aO6jdVMISgjsSlG3tAaH+88YV6WdW0s4mMaqX7H30WrSsWKJcZKn+1Troe3bPcg91oZ18d6aHgtFHUHkqfnw9VrxlG7Dmf8VRztr+16eh+52z7InXYntm0UbFmmT23IAlsmUVvllNYy2uVzqbXqG7anq19CvjeTt0K5N5Mze4rPYfHmIqzZVwIB5w8qV2fN9WX3Tndn6lXbhm3PlC6tm6jOpK3Ukn7VpExcrK5xeEyWs3A7WzfUqP1m3vYs8MXvV9d4ck7c6WXobc9ApQbFtm1m5PTLBTpqmbxlo2BX8gVeLxRI7jy/GcyEME8eVM66PfqjVMObrpbuHqPaQ0OeWVvtmJQaRWqlVMfRb+ZNV31ZXe/e7ulkp+6cE1evY2+CcXfSt6f4HAqOnkOP5KaIj2mEncfOYbLNAHky267tzu6Lun69kHv8OThhneqaXZ950hvEsg2N5b8B/43c6E1xrrvHGBUeZg5cLNlONml5TGqNIkNl5EpHnP1mvij6r8vF8Z4G7/I5kdsiOcuoXe2uqna9y7N9W6bR0yEP1I55T3EZ3lYYL0iebsHy347ui1C4Xji6b2iwHEojEGMUOcJgJoR58qBylHl72lXWnxmHO8coH5tlIKMD7EZvtT0mR40iQ73Lt7PfzNlDNJCZfqg9YJQCwRkf70NURAN0a6M8CaUldwMhV9qeqA29YNt7qqzyslslJfJ5B6Aa/I7rm2I367iaUL4v2GYuNNiODK7U9T+QGMyEMHcHJ/LHW7y/Mw5Xj1GpdEUHYPGYbnjg/R0Oj8lRo8hQbsAIuBbsqT1EA5nph+IDRnHuIwCPfLjLpQDBMqN2Z8A/R5/bTn6pFNjUCGEe6M7Zvm3P+8S+KarBb2Zqc8wbme5wagpZqN4X/pwXKNSC8VC3/ehZxaB8x9FzuDUj8OePXbNDnDtdDJ11nXS3S2ugxpVw5RjVHkyR4Q1dOqaJfVPsLnYtjD/h6m9m21U/kGOC+Htf7nY7l9ePCg9T7dLsLI3v5tmXYLjaDVktvUqDQkoSoJREV/atdN6XfFukOiZUfmEpstrHIX/GzZhyczvV9IfyfeGv7uGhOAt0qFObasjV2eR9jSUzGuBqHbU3b/FKAlkt5ewYldrKyMeWmdpc9Zhs31wf7NsWQ7u0REW1STMNGD3phhzIId3d3Zc714e7JT6269/RtTU+2XVSsUuzWhrVpnDQwfkkjO5W85oE8GBWCpZ8W+SwO7VSSYlagP9g37Z4J6/IXNI5vGsr3PFWPkyiNnDKyU7D6F5J+MeGI3YN4l+/uyu6JTuvggsWR3mcpyUre4rPeVQKV5c5O5clxkqI33rL2QbnN7Sxn14jEBjM1CGuVtn4IjhSu9j9Ud2g1lZm2pCr8+YoHZPSm+s7eUUY1zdZc5mUu40uAzkmiCftnuTrY0LfFIzvm6KaYbo7dovt+p/sOolVkzJRfLbSbuJKd6ZhAIC7eyVix7FzEOIsuic3M68r3wPO2ujsO2G026ZOAtJbGzB7WCc8++kP9juF+hxRaud9XN9kjOubbJ7NWw5kgNoHT+66A8Bv96ZtXnFrRivFNIQKtTzO02lVzBNt2iwP5TZD/qaUh2e1jzNf65bnWsLVqlJ53WCdMwYzdYwvBxNLMOhxR1frwfuGd22lmnH4oj7bNkhS7YkEYP4XB9AkUn3eHF+UTmitHt0yvYGaDC7BoLfq2utquyeTABZ/W4Ql3xYp9oJw9/dTW7+i2oRbM1opTlyplMZfL1TZBQkSgA+3FuPDrcVWyywz8cRmkaptdNRK3k0CeHT5bugk5fYz0m/rzFt7AEdLL2LKwGutAnhHv3GCQXniWqB2zqnvcm72eC6rYLLN4wBYdXd3Nd8xV/tpsC2dvyjdozmr9gHi6rUuBKwa/eoA/OO32eyDeQ0xmKmDfNV1ssRYidW7TlgtW73rBFbtPKFYJOtt8KD0RqD0gJA5y7S8LZ0IxUatjizaVIh56w5YPWDlh1VkuA4Xq2tQYqz0eYazsuC4OZCRUFti5mq7J6A2Q1TqZaTWcHvvz2WKY+gora8DEBle21rKWaBv+XtLsB67SOmBZ3sPrJqUqdrQ3FmDW5Oo3Z9O1AZAut++Y/nQWL6tGMu3FWO+ReCX1T4Os2/vhDPlVRjYMd5uBm213lMmAXOjYC32crPM45QCNlfyHbXrUQf76VMc0doLjyNK58Ty2lc6XyYAzaIign7sbABMikqMlfh870nFOn61IllvJhZUK9Vx1IjTct9K5BID+fvulE5oZVI92aLNhchdZ98DBgCOn72IO97K90vjRtvzJAC89MVBxfPkaI4huQTDMn3y72dLbfu2jaXl7d7xVj4WbSpEfmEpACg+wJWOQxLAm/d0xWt3X+80GJFLgGz37w4hgDfu6YrlD9yI1+/pqrrPGR/vQ4mxEisLjqN37nrM/OR7vL7+CIa/ma/4297dM9FumSclD+40xJbzj6dX7fV7w1ql60onXQ1i3f3e6sm9XX5pqWsNh53NA6YkVEqxGMxoRCAnVpRv0LlrDth9JheHW7KcsdjTCQAdVRE4ekA4upEclRg4O59amlSvxFiJeevsf6saIbDz2Dm/BmXunCf5+nCUWdqmL721wW4dy+3b/o6jeiRh1aRMqx4VJlHbTsTRA0etMW2zqAh0T27mNIOXr0O5Z94/RndVnm38t2Vq99ENbZoiM7U5urVpql41hdrur7ZdrAVqx5iRz4V8Hy/fVmzev7wfd4L6/MJSLNpc6PJDWw6yHvlwFz7cVuz3FwLFIFbUBrGO0qmUX+WOSLcr3VLjyxeeUJk4V+lc2pJwNXAIpZ5vrGbSgEBWd6i1UQGuXrgAVOvpPW2z46hKyLK30t4TZXhp3UGn7UDUSgyGXa/e5sfV9ASSK0XYRaUXFatBdABMQvi1V5O750m+PpZ+V4Qlm4vsBjy0TZ+j7avdFxeraxTPB6BeNeloP3IGn2PTvkKuhlJqq3Jrhl6xjY7lvbH50BmH7V1ystNqG+va0AGApFx1JVcfAbC7jyU4b9tgeb1Z3idK5zCtZbTdFAxK3c8t+ath7ageSUhrGW0eSdkynY7aznjTxtBXPQZDpTpb/u3TWkbj1bszcPj0Bbz+zRG79R64qa25gXkotbViMBPivGlU60ldrlo98syhHfH7Lgnm7TjKADxps+NKY0Z5LJVhGa2c3khqGc2Oo8olFbbnc/OhM3YPrmnZHRSnifAXVzM5tbYl07PTzKUK/grK5N/NMp3O3tQSDHo8/ftOGNcnBTuOnnPYy0itETqgPtKts5mjlR44zq4/+aG389g5CAF0S659e3d0HTqbbdzZg/ShfqmABKsB9CQAuSPTzSU3toeok2q7jzsqaVL7bWyvN8uGnkrnUGkKBkejbQPWv22JsRLbj56FJEkujcjszMXqGo96JXnaxtDdQF4pP/bnIIDuUJq7zrKnkkwHmHuDhkoQI2MwE+I8jf49jfbVblDLQAbwz/wsrr4lubJvteOAwkPO9nwqvV0KcfWh4qxLsS+4ksmp9VySJw58KCsVgHIXXF+nWw783Jm2NsGgR7fk2gENl3xbW0qjNB2DbSP0T3adxIC0eNXfMTO1udUx21J74Di7/hIMegztYr/M2TF68yB9KCsVwzJaWQVR8vq2o/lKNl1j3X3Q2l5vziiVgDgKJCUAE/omA7Ce00f+zJV5fRy9oAW6NNVZAGxJLT8O5HhQatRK4wWuVo2aRG0gMz07LeSCGBmDmRDnyQ3qTbTvzg3qD74IkuQMb/qQNLz0hXWVVLc2TZ2eT0e9bgDrLsU52WlIv8bg854MzjI5pcxRrZutK0Gipz0ybAM/AeVrTWn7SgMa2o4BpHYeIBw/rC2P2dWqSSA0JlG0pRREAVePccfRc+bByixLf9y5j52VqDhjG0jaVsllXRuLvCOlePvbIsX5oeT2Po7yKGcvaMHIu1y9t9wpRdRJQOmFSx73PHTnXlbr6CETAEb3SMLyguMwCefDYQQTg5kQ58kN6m2078uxagLNNsObnp2GLq2bWB2Hs/PprJpCJgBzmwZf13U76pacHBupmDnm5QxQ7LIMeDbLsitcudYWbf6ty7jF9rPaxykOaDi0S0urjFgtmO+W3NTp7+hu1aQWye1zlLhzH6t14XaVXL1luV+5NCmxmd5u4D4lcnsfdwMCy/Wz2sfh1bszoPutMXUgfmtnAbCje8S2FFFuhyWPPeRunuLKvSwHO/tOGM0dJNToAKwoOG4OTINVDeYKBjMa4G5w4Yvi1lB8Q3VGKcN7ad1B5OUMcKmkwlG1jaP2A/K+fHmTJxj0mNQ/Ff/YUGi1/KUvDqJ1U71Hwao/6uydXWuLNhVaNWKVt//a6OsVj0GpHYZa0OLOfaHF69kXXD3uBIMeD9yUgre/LXJpu7aBj0kAn+0+WdvOB9alSWoD99lyVCLhStDs64a0vho/xtk9Yhn8PfLhLo+nVXB2L5cYK/FuXhHeyXM8dYZMnrjU9poI1dGRGcxohDuZcbCrioLFnRIp2/PprNpGrWeHK/vyxMqC43jTJpCR9+GsikVte/6os3d0rTnqMq50DIByOwxHQUt9DVL8YVzfFCyxedCFSRKmDelgHowRqG2bk5OdZtUwGbg6TYLcVksWFR7m0v5NDkoknAUEvm5I68vAyJX8OMGgR9Ooi15Nq+DoXv5sz0nkrrW/F9XoAKye1BvxMY0Ur4lQGFfGFoOZOiqrfRxeG309YNNosC7ztERKLSO0rLZxpUuxuz0ZnKVHKW5ytYrFleNTq7N3N7NSCzaKSu0zZ6D24SAfg6MA0TIjZ9Dif2oP3VE9kjDs+lZWbXPUftv56w5gWEYru5IAdygFIs4CAl82pPVHDyNXShG9vRfVvp93+Aze3Gj/YqRGPrfyeDtaeTFmMKNBzh6MoTJuQaB5WiLlakaYYLjapdi2YakOV3tq2HL391AdZt2i27MrVWWuZPS2dfaeZFZq16OjLuPyMUSGh+HR5bsVtxuqb4B1maPu5LZtcxxNk7D50Bm7Qf0s6QDFFwKZ0v3nKCDwVU8mtQaxvih1dRaQe1uirvT9adkdXCqRUWtfCGinDSWDGY1x9mBUe6tQGuCqLvLkxnM3I7RtWLo07yiW5P2Et78twpK8IkwfUtvDKSo8DMfPVrj9e6jNMbR6Um+r0UldqSob1SMJUeFhdg8etZ4/7mZWjq7HBIP1BJRy107LagilcXAA18arIf9wpRQswaA8qF+YJCEyXOdw4LyBafHonxaHWZ9+r1oqp3T/OXqJ80XVutJYK47S4w/eBg6WPdwgAecqqp1+RylvsaWFklFJCHdGhtCe8vJyGAwGGI1GxMTEBDs5XikxVlrNDgv8Voxo0cA1v7AU9yzeavddy0nz6ktJjTtWFhxXLF53Ruk3cYWz38Pd9KhdG9OyO9j1WHDn+Bxxdj1a9mKSUNvOQm4gqnasOgATs1Iwro//xvAh31m0udButvTEZpGKeZAt6bf/sX0CKV0rrpZulhgrrQIBV6t3Hd3HvrpfPOVuQ2TbCVMdZU2uju8TLO48v1kyoyFq1QVr9pZg6G+D2qkV7Wuha10wefpG5On4HJa/x4xV+xAZHobuyc3M+3U3PWrXhhxMyHQSsGpSpkvzzzjLRB02ONx90uqtXeDqdBK229JKMTbZkwf1sw0gXB3aQOlJKwDMW3d1PBNHpc3Hz1ZYjSBsWYLgTvWuqyOfB5q7VdRK07jUFwxmNEQtUHlhzY94ce2Pil1ZleqmQ7VrnRJfdY90hSdFqa6OSSNT+j3UenG4kx61qinbdJkEUFHtqLVCLVcyUbXquchwnWovJrXrTgvF2KTM9rezrfLxhMDVgGXb0bOKQfPtb+ab/21bwuBuI15XRz73FVfyNU8aIrv7ciWf57rwcstZszVEziSUZjSVL/QSY6V55t7lD9yI1ZN7283eKz9wQmGWVkfkWX9dmanXGX/NSuvoN7GkA/DmPV0Vfw+ZSQAzPt6HPcXnnKbX9nPbdIRJEqZnpyn+9p707pqxqjZdjo5dLo5XmiMHsB5Yjeo2yzxoRnaa0/tDiRywzF3jvAGrgPWM4e7Oeq92LfvjAe9qvubKMdjmAymxUVA71bemJyjOxO7ovGgJS2Y0Ri6SX7O3BC+s+dHqM7WurLYN44Z3bWUekTNU29D4snukO6NielICZFlN8t2RM3hrY6FiG5WhXWonSHT01moCcPub+ea6bqX0qh2PUnVNk8iGPundZRLA8Dfz7erXlfapVs0QyvO6kO9ZNZS/vpV9D0AXBqNUolYSKvekUqtudxbIB6K60518zdkxqOUDOdlpdj2YwiQJz9zaEQ9kpWD4W/lWVc91pdcgS2Y0KMGgx9Au9lG2own05LekVZMysXrXCbubybYEwF8lGa5y981KjSulDL4oAUow6HH87EW7QEaebTurfZz5fI7qkYRVkzIxZWA71e3Jm7D9fdQyQ8sSmszU5lZtb+TfPi9ngFuTjSqlSelasd2n7VuuDsAMm15MVL/I18hDWanm6/G7nJsxb6TzUk1bD/dPVSxhsCz5U7oG1YZOUEqnv4Jud/I1R6VFjvKBh7JSMSM7zfxwt/xeRmJTzHOxBCrYzwB3sWRGozYfOmO3zJUJ9JSGFvf3sOCe8NW4Ec5KGZTmCPKkBEh15lkB5K49YH5T0knA4Ota4ov9p8yz0jp7M7X8fTwZHMzd9ihyJqp0PK62t2KjXlJjeT3aXicAFEudLS3c+FPtCMQ2oxJbzhhuuW3boRNcyc8cldR6U4rrbr5mOdWBSQh0T24GwPnYWA/1SzWXhnkybkwoPAPcxWBGg9RGiC2rvKy4risT9/lrWHBP+WLcCEC9ga5cyqA2R5C7DaRdbXhnEsC6/aes0iFZ/LcSy9/HF0GeK5nxqB5JSGsZbZ4ryZN9sVEvucL2OhnaJQEvrv3R4cjQXa5pgvwZNyvOGG5rSd5PbuVnjh7k3j7k3c3XbOdTspyo1Vk+IG+zqPSi1b/l//Zlw+NQwGomDVJ7cM5fd8CqSFCp+sRZQzd3q3c8LYp05XueVJHYko9XqdrEco4gS56UAKlVzbhCAHjgprbm30QCzI34bH8fbxsqulOllpHY1KoaIJSHMqe6w1mjevn+TDDocWtGKwztYt/dX+ZJfqZWfeOsitdVruZrKwuOo3fueiz+tshunwCc5gOeVp+7c85CqSqKJTMalBIb5XAocUd1qs4m7nPnzd/TtxR3vueLt3tHpQyJzfSY0DfF/Obj6QPbm+6oOgDj+iZjXN9kq+J2tWJgtaJnZ1yZVde2xIbVRRQMltfd3p/L8NIXBz0qoXW3JNPRg1xA+KQUF3Cerzman03ep6N705vSFVfPWahVRTGY0aAEg/pQ4vIF56xOVe1mcrUY1NObJVhFmHIpg1qvLgnA0PSWeDCrrUsDyimxzFwiw3UoPluJKSt2Oa1+suzlY1sUrMZyFm9XMxJH14Sj7bG6iIJBqTeUuwG1bX6mk4C7elyDHcfOoVubq/eYHMhHhYc5fJD7oh2fK5bazFRtyXKfavemNxNvuvIMCMWqKAYzGvVQv1RAgt1Q4vKF5E3bClfexj29WXw5u60jzkoZIsN15kAGqC3lWrPvFNbuO+XV8N6WmUtGYlNcrL5izhRsS9MkADm/t+7l46/BtADHg9yFWsZEZMmbgDqrfRxm394JGw+cxjcHzmD5tmIs31ZsHmgPgFUgf0fX1vhk10nFB7m/Z5AuMVZi+9GzWPxtkeLnanOWuds20hlnz4BA5ePuYDCjYUpDicu8bUDrLPPw9GbxVS8lR5xNfqjWqwvw/YiYllVCj3y4y+ozCcCwjFYupduSpxmJ3VsqgGlDOqD4XGXIZUxEvrCy4Ljq7N0CwPSP95nnSQNq86VPdp3EqkmZqKg2BXQGaUcTXQK1g949c2tHu32q5RveBl6OngGByMfdxWBG4xxdcP688TwNlnzVS0mNq6UWjqYh8PWDPMGgR9Ooi/ZtnADsPHYOTaNqi7d9NZiWI6N6JKGs8jLm/VaiZ9m91VKwMyYibzlqd2LJtolbjRCoqDYhM7W54vr+qHYtMVaqBl1Abbs6pUDG07aR3vJ3Pu4JBjN1nD/bO3h6s/jzJnO11EK+GZXehPzxIFcKQCQJeOTDXarjzdQIYQ52UmKjAMBclOxpRrKn+JzV5JNKmadaUTaRlng6Cazt/e9q1a+rs3PLbXMuVteY1383r8jh0Axq96OnbSN9IdQ6BzCYqUMCOSmjzNObxV83mTulFuZBtb4rwpLNRTD9tu607A6KYzMAnp9jpYaIlkO5K2VktsGOvJ5clJyXM8DljKTEWImleUV4W6Uu3tLrd3fFrRbVX0Ra5O4ksIB9IO9K1a+r1cNq1Ui3X98Kn+0+abe+BOAf93RVHEPHUYNlT+ZA8yZfC3YQI5OE8HBaU40oLy+HwWCA0WhETExMsJPjN6HWTS5Y5If2km+vBicvjujs0oifcjfQ+V8csDuPaoNXuXuO5f2UXriER5fvtvtczpiczVsTJknIyxngUkbirC7e0+0ShbqVBceRs2qfuSRSAjD8+lZYrRA8AMA/Rl8N5EuMlegzb73di5Hl/eHKOmrrOfNgVgqe/n0nq20UlV7Evp+NVnnUkOtaYt1vI4rLx+hOJ4ZQfna48/xmyUwdEIrd5ILB9qZ8sG9bjOub7FbR8L1L/s/uPJZVXsa8tdZtS5ydY7U3HflNpsRYad+7SQJWT+qNimqTarAjc7Vdj9o0C+Z9/vb/AhwUj+oeywb4QgDdkmuHXVAKZnTS1c8B16qsXa3WdrfKSycB4/qkmP+t9kJiEsBaixHFAfc6MdSlZweDmTogFLvJBZrSTflOXhHGqUwup/Q2ktgsUvE8qjWStRwV0zJw8fhNRwDxMY3MwY6jInJX2/U4ykR1AFZP7o34mEYhU+9N5GsJBj2Gdrl6XecXliquN7FvW/PnKbFRLk398uuFKtV1LKuClNZTY/tS4eyFRImr+X9denYwmKkD/NlNLhjtcDzhzk2p9jayalKmff0z1DMgnQT8d88JLN9WbG7LMn1ImrkI2HLbtm86RaX2vZsEYNVwz7KNjfRbMY6A/QzAjn4jtXYDOgC5I9PNAwSG8m9L5EtK94QOQPPocHNVkPwSotbQXq2kRF7HchBKmQTHE8vqpNr2at2Sm1oFMp/vPel2Q2ZX8/9Q7GLtKQYzdYC/usmFcl2qLXduSrXAp6LaZHcepw3pYBWcyCTUtmn5cFuxeZlJ/DaIoc3+lIIqR+mVg5Os9nFWjXwB2M0AfEfX1li964Tqb6TU8Hiik+o3orpMKb+cNqSDeQBS4OpLSF7OALuG9molJRKAadkdkNU+TrF9jKN4RJ71+1aVcafcoYPrvRFDsYu1pzQRzLz55pv461//ilOnTiEjIwNvvPEGevbsGexkhRRfd5PTWl2qOzelo0AiM7W53XlsEtnQaqC5u3smmktjbJkAq0G4gNrMJTLcek5XtfQ6mlagxFhpNwPwxztPXN23ym8Ual0oiYLN9p5wVLIrjzdTVHoRp8svYdvRs6oDbs5fdwAXLl12KQDRScCcYdehWVS4XY8lR1VLlqU70m//I37LLzx5UbEdGf1idQ1KjJWayydCPphZuXIlnnjiCSxcuBC9evXCq6++isGDB+PgwYOIj48PdvJCjnA6RJRrtFiX6upD21ngY9ndsMRYicRmkVYjghaVXrQqkbEkd+1+ad1B84STJgB3vJVvV2pim14AVm90tsGJK40I1X6jUOpCSRQKbO8JtRccd0pITAJ4Y32hS/s3CaBdfLTi4Hxq9/rAtHh8c+C0+d8CgE5c7cItf1c+PlclGPQuzfcWys0OQj6Yefnll/HAAw9g3LhxAICFCxdizZo1ePfdd5GTkxPk1IUOX1cJabUu1dWHtiuBj9I5lTMetcZ807I74KGsVNyY0gzD38q3GiZdqdTEMr1KUyxYBieujJuhhd+IKNSoveAA8KiqxxWO7lXFdj0SrAIZmQlAs6gIjyaflblSEh/qzQ50zlcJnurqauzYsQODBg0yL9PpdBg0aBC2bNmi+J2qqiqUl5db/dV1ahdiibHS423KN3eYVNt5V8t1qWoSDLUz8qp1rVY7pwkGPSb0TbH7DgB0ad0EAHCxukZxmHS595MSOQOzZDtDru1vMvKG1nX6NyIKlFE9kpCXMwDLH7gReTkDMKpHksejCMseG9hOcbmzUbaV7nW1PEcnQXWyWFefAY5K4gH/PGN8LaRLZkpLS1FTU4MWLVpYLW/RogUOHDig+J3c3FzMmTMnEMkLGf6qEqrPbS2cndPxfVOw5FvrIcgtAw9PSrZcafej9Js8ObhDvfyNiHzNtmTXk1GEZWGShLt7JqFVE71Vm7uJWSkY1yfF6b2qVA0tD9ppaXp2Gi5W13j1DHCWX2mh2UFIBzOemDFjBp544gnzv8vLy5GYmBjEFPmfP6uE6mtbC2fnNMGgx7yRjtvdeNJLwJUA0vY3qa+/EZG/2d7HSuTxmg6cOq94v3vzUmh7b9vOej89Ow0PZaUqjkvlzjPAWX6lhWYHIT2dQXV1NSIjI/HRRx9h+PDh5uVjxoxBWVkZPv30U6fbqE/TGdheiKFUn6lFrpxTeXoCtUzK2edEFPrk+zgyXIc1+0qs5nKzzBcCcb+r7cMXzwBH6Q/GM8ad53dIBzMA0KtXL/Ts2RNvvPEGAMBkMiEpKQmPPPKISw2A60swA/DB6Q88p0RkK1TzBX+nK9DHXafmZnriiScwZswYdO/eHT179sSrr76Kixcvmns30VWsbvA9nlMishWq+YK/0xWqxw1oIJgZNWoUzpw5g2effRanTp3C9ddfjy+++MKuUTARERHVTyFfzeSt+lTNREREVFe48/wO6XFmiIiIiJxhMENERESaxmCGiIiINI3BDBEREWkagxkiIiLSNAYzREREpGkMZoiIiEjTGMwQERGRpjGYISIiIk0L+ekMvCUPcFxeXh7klBAREZGr5Oe2KxMV1Plg5vz58wCAxMTEIKeEiIiI3HX+/HkYDAaH69T5uZlMJhNOnjyJ6OhoSJLk1bbKy8uRmJiI4uLiejvPE88BzwHAcyDjeeA5AHgOAP+cAyEEzp8/j1atWkGnc9wqps6XzOh0OlxzzTU+3WZMTEy9vWBlPAc8BwDPgYzngecA4DkAfH8OnJXIyNgAmIiIiDSNwQwRERFpGoMZN0RERGDWrFmIiIgIdlKChueA5wDgOZDxPPAcADwHQPDPQZ1vAExERER1G0tmiIiISNMYzBAREZGmMZghIiIiTWMwQ0RERJpWr4OZBQsWoEuXLuZBfjIzM7Fu3Trz55cuXcLkyZPRvHlzNG7cGCNHjsQvv/xitY3jx49j6NChiIyMRHx8PJ566ilcuXIl0IfiM/PmzYMkSZg6dap5WX04D7Nnz4YkSVZ/aWlp5s/rwzkAgBMnTuC+++5D8+bNodfrkZ6eju3bt5s/F0Lg2WefRUJCAvR6PQYNGoTDhw9bbePs2bO49957ERMTgyZNmmDChAm4cOFCoA/FY8nJyXbXgiRJmDx5MoD6cS3U1NRg5syZSElJgV6vR2pqKp5//nmrOXLqw7Vw/vx5TJ06FW3atIFer0fv3r1RUFBg/ryunYPNmzfjtttuQ6tWrSBJEj755BOrz311vHv37sVNN92ERo0aITExES+99JL3iRf12GeffSbWrFkjDh06JA4ePCiefvpp0bBhQ7F//34hhBB/+tOfRGJiovjmm2/E9u3bxY033ih69+5t/v6VK1dE586dxaBBg8SuXbvE2rVrRWxsrJgxY0awDskr27ZtE8nJyaJLly7iscceMy+vD+dh1qxZ4rrrrhMlJSXmvzNnzpg/rw/n4OzZs6JNmzZi7NixYuvWreKnn34SX375pThy5Ih5nXnz5gmDwSA++eQTsWfPHjFs2DCRkpIiKisrzesMGTJEZGRkiP/7v/8T3377rWjXrp0YPXp0MA7JI6dPn7a6Dr7++msBQGzYsEEIUT+uhblz54rmzZuLzz//XBQVFYn//Oc/onHjxuK1114zr1MfroW77rpLdOrUSWzatEkcPnxYzJo1S8TExIiff/5ZCFH3zsHatWvFM888I1atWiUAiNWrV1t97ovjNRqNokWLFuLee+8V+/fvF8uXLxd6vV4sWrTIq7TX62BGSdOmTcWSJUtEWVmZaNiwofjPf/5j/uzHH38UAMSWLVuEELU/vE6nE6dOnTKvs2DBAhETEyOqqqoCnnZvnD9/Xlx77bXi66+/Fv369TMHM/XlPMyaNUtkZGQoflZfzsH06dNF3759VT83mUyiZcuW4q9//at5WVlZmYiIiBDLly8XQgjxww8/CACioKDAvM66deuEJEnixIkT/ku8Hz322GMiNTVVmEymenMtDB06VIwfP95q2YgRI8S9994rhKgf10JFRYUICwsTn3/+udXyG264QTzzzDN1/hzYBjO+Ot633npLNG3a1OpemD59uujQoYNX6a3X1UyWampqsGLFCly8eBGZmZnYsWMHLl++jEGDBpnXSUtLQ1JSErZs2QIA2LJlC9LT09GiRQvzOoMHD0Z5eTm+//77gB+DNyZPnoyhQ4daHS+AenUeDh8+jFatWqFt27a49957cfz4cQD15xx89tln6N69O/7whz8gPj4eXbt2xeLFi82fFxUV4dSpU1bnwWAwoFevXlbnoUmTJujevbt5nUGDBkGn02Hr1q2BOxgfqa6uxgcffIDx48dDkqR6cy307t0b33zzDQ4dOgQA2LNnD/Ly8pCdnQ2gflwLV65cQU1NDRo1amS1XK/XIy8vr16cA0u+Ot4tW7YgKysL4eHh5nUGDx6MgwcP4ty5cx6nr85PNOnMvn37kJmZiUuXLqFx48ZYvXo1OnXqhN27dyM8PBxNmjSxWr9FixY4deoUAODUqVNWGZb8ufyZVqxYsQI7d+60qguWnTp1ql6ch169emHZsmXo0KEDSkpKMGfOHNx0003Yv39/vTkHP/30ExYsWIAnnngCTz/9NAoKCjBlyhSEh4djzJgx5uNQOk7L8xAfH2/1eYMGDdCsWTPNnAdLn3zyCcrKyjB27FgA9ed+yMnJQXl5OdLS0hAWFoaamhrMnTsX9957LwDUi2shOjoamZmZeP7559GxY0e0aNECy5cvx5YtW9CuXbt6cQ4s+ep4T506hZSUFLttyJ81bdrUo/TV+2CmQ4cO2L17N4xGIz766COMGTMGmzZtCnayAqa4uBiPPfYYvv76a7s3kPpEfuMEgC5duqBXr15o06YN/v3vf0Ov1wcxZYFjMpnQvXt3vPjiiwCArl27Yv/+/Vi4cCHGjBkT5NQFxzvvvIPs7Gy0atUq2EkJqH//+9/417/+hQ8//BDXXXcddu/ejalTp6JVq1b16lr45z//ifHjx6N169YICwvDDTfcgNGjR2PHjh3BThrZqPfVTOHh4WjXrh26deuG3NxcZGRk4LXXXkPLli1RXV2NsrIyq/V/+eUXtGzZEgDQsmVLu14M8r/ldULdjh07cPr0adxwww1o0KABGjRogE2bNuH1119HgwYN0KJFi3pxHmw1adIE7du3x5EjR+rNtZCQkIBOnTpZLevYsaO5uk0+DqXjtDwPp0+ftvr8ypUrOHv2rGbOg+zYsWP43//+h4kTJ5qX1Zdr4amnnkJOTg7uvvtupKen4/7778fjjz+O3NxcAPXnWkhNTcWmTZtw4cIFFBcXY9u2bbh8+TLatm1bb86BzFfH66/7o94HM7ZMJhOqqqrQrVs3NGzYEN988435s4MHD+L48ePIzMwEAGRmZmLfvn1WP97XX3+NmJgYu4dCqBo4cCD27duH3bt3m/+6d++Oe++91/zf9eE82Lpw4QIKCwuRkJBQb66FPn364ODBg1bLDh06hDZt2gAAUlJS0LJlS6vzUF5ejq1bt1qdh7KyMqs31/Xr18NkMqFXr14BOArfWbp0KeLj4zF06FDzsvpyLVRUVECns348hIWFwWQyAah/10JUVBQSEhJw7tw5fPnll7j99tvr3Tnw1fFmZmZi8+bNuHz5snmdr7/+Gh06dPC4iglA/e6anZOTIzZt2iSKiorE3r17RU5OjpAkSXz11VdCiNoumElJSWL9+vVi+/btIjMzU2RmZpq/L3fBvOWWW8Tu3bvFF198IeLi4jTVBVOJZW8mIerHefjzn/8sNm7cKIqKisR3330nBg0aJGJjY8Xp06eFEPXjHGzbtk00aNBAzJ07Vxw+fFj861//EpGRkeKDDz4wrzNv3jzRpEkT8emnn4q9e/eK22+/XbFrZteuXcXWrVtFXl6euPbaa0O2K6qampoakZSUJKZPn273WX24FsaMGSNat25t7pq9atUqERsbK6ZNm2Zepz5cC1988YVYt26d+Omnn8RXX30lMjIyRK9evUR1dbUQou6dg/Pnz4tdu3aJXbt2CQDi5ZdfFrt27RLHjh0TQvjmeMvKykSLFi3E/fffL/bv3y9WrFghIiMj2TXbG+PHjxdt2rQR4eHhIi4uTgwcONAcyAghRGVlpZg0aZJo2rSpiIyMFHfccYcoKSmx2sbRo0dFdna20Ov1IjY2Vvz5z38Wly9fDvSh+JRtMFMfzsOoUaNEQkKCCA8PF61btxajRo2yGl+lPpwDIYT473//Kzp37iwiIiJEWlqaePvtt60+N5lMYubMmaJFixYiIiJCDBw4UBw8eNBqnV9//VWMHj1aNG7cWMTExIhx48aJ8+fPB/IwvPbll18KAHbHJkT9uBbKy8vFY489JpKSkkSjRo1E27ZtxTPPPGPVnbY+XAsrV64Ubdu2FeHh4aJly5Zi8uTJoqyszPx5XTsHGzZsEADs/saMGSOE8N3x7tmzR/Tt21dERESI1q1bi3nz5nmddkkIiyEdiYiIiDSGbWaIiIhI0xjMEBERkaYxmCEiIiJNYzBDREREmsZghoiIiDSNwQwRERFpGoMZIiIi0jQGM0RERKRpDGaISFH//v0xderUYCfD72bPno3rr78+2MkgIi8wmCGiOqm6ujqg+xNC4MqVKwHdJxHVYjBDRHbGjh2LTZs24bXXXoMkSZAkCUePHsX+/fuRnZ2Nxo0bo0WLFrj//vtRWlpq/l7//v3x6KOPYurUqWjatClatGiBxYsX4+LFixg3bhyio6PRrl07rFu3zvydjRs3QpIkrFmzBl26dEGjRo1w4403Yv/+/VZpysvLw0033QS9Xo/ExERMmTIFFy9eNH+enJyM559/Hn/84x8RExODBx98EAAwffp0tG/fHpGRkWjbti1mzpxpnrF32bJlmDNnDvbs2WM+zmXLluHo0aOQJAm7d+82b7+srAySJGHjxo1W6V63bh26deuGiIgI5OXlwWQyITc3FykpKdDr9cjIyMBHH33k65+IiCwwmCEiO6+99hoyMzPxwAMPoKSkBCUlJYiOjsbNN9+Mrl27Yvv27fjiiy/wyy+/4K677rL67nvvvYfY2Fhs27YNjz76KB5++GH84Q9/QO/evbFz507ccsstuP/++1FRUWH1vaeeegp///vfUVBQgLi4ONx2223moKOwsBBDhgzByJEjsXfvXqxcuRJ5eXl45JFHrLbxt7/9DRkZGdi1axdmzpwJAIiOjsayZcvwww8/4LXXXsPixYvxyiuvAABGjRqFP//5z7juuuvMxzlq1Ci3zlVOTg7mzZuHH3/8EV26dEFubi7ef/99LFy4EN9//z0ef/xx3Hfffdi0aZNb2yUiN3g9VSUR1Um2s6c///zz4pZbbrFap7i42Gp26X79+om+ffuaP79y5YqIiooS999/v3lZSUmJACC2bNkihLg6U++KFSvM6/z6669Cr9eLlStXCiGEmDBhgnjwwQet9v3tt98KnU4nKisrhRBCtGnTRgwfPtzpcf31r38V3bp1M/971qxZIiMjw2qdoqIiAUDs2rXLvOzcuXMCgNiwYYNVuj/55BPzOpcuXRKRkZEiPz/fansTJkwQo0ePdpo2IvJMg2AGUkSkHXv27MGGDRvQuHFju88KCwvRvn17AECXLl3My8PCwtC8eXOkp6ebl7Vo0QIAcPr0aattZGZmmv+7WbNm6NChA3788Ufzvvfu3Yt//etf5nWEEDCZTCgqKkLHjh0BAN27d7dL28qVK/H666+jsLAQFy5cwJUrVxATE+P28aux3OeRI0dQUVGB3/3ud1brVFdXo2vXrj7bJxFZYzBDRC65cOECbrvtNsyfP9/us4SEBPN/N2zY0OozSZKslkmSBAAwmUxu7fuhhx7ClClT7D5LSkoy/3dUVJTVZ1u2bMG9996LOXPmYPDgwTAYDFixYgX+/ve/O9yfTldbAy+EMC+Tq7xsWe7zwoULAIA1a9agdevWVutFREQ43CcReY7BDBEpCg8PR01NjfnfN9xwAz7++GMkJyejQQPfZx3/93//Zw5Mzp07h0OHDplLXG644Qb88MMPaNeunVvbzM/PR5s2bfDMM8+Ylx07dsxqHdvjBIC4uDgAQElJiblExbIxsJpOnTohIiICx48fR79+/dxKKxF5jg2AiUhRcnIytm7diqNHj6K0tBSTJ0/G2bNnMXr0aBQUFKCwsBBffvklxo0bZxcMeOK5557DN998g/3792Ps2LGIjY3F8OHDAdT2SMrPz8cjjzyC3bt34/Dhw/j000/tGgDbuvbaa3H8+HGsWLEChYWFeP3117F69Wq74ywqKsLu3btRWlqKqqoq6PV63HjjjeaGvZs2bcJf/vIXp8cQHR2NJ598Eo8//jjee+89FBYWYufOnXjjjTfw3nvveXxuiMgxBjNEpOjJJ59EWFgYOnXqhLi4OFRXV+O7775DTU0NbrnlFqSnp2Pq1Klo0qSJuVrGG/PmzcNjjz2Gbt264dSpU/jvf/+L8PBwALXtcDZt2oRDhw7hpptuQteuXfHss8+iVatWDrc5bNgwPP7443jkkUdw/fXXIz8/39zLSTZy5EgMGTIEAwYMQFxcHJYvXw4AePfdd3HlyhV069YNU6dOxQsvvODScTz//POYOXMmcnNz0bFjRwwZMgRr1qxBSkqKB2eFiFwhCctKYSKiANu4cSMGDBiAc+fOoUmTJsFODhFpEEtmiIiISNMYzBAREZGmsZqJiIiINI0lM0RERKRpDGaIiIhI0xjMEBERkaYxmCEiIiJNYzBDREREmsZghoiIiDSNwQwRERFpGoMZIiIi0jQGM0RERKRp/w8ekd4YKrY9/QAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "surrogate_scatter2D(keras_surrogate, data_training)\n",
+        "surrogate_parity(keras_surrogate, data_training)\n",
+        "surrogate_residual(keras_surrogate, data_training)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 4ms/step\n"
-     ]
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 4ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "4/4 [==============================] - 0s 5ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(keras_surrogate, data_validation)\n",
+        "surrogate_parity(keras_surrogate, data_validation)\n",
+        "surrogate_residual(keras_surrogate, data_validation)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_usr.ipynb](./surrogate_embedding_usr.ipynb) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4/4 [==============================] - 0s 5ms/step\n"
-     ]
-    },
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(keras_surrogate, data_validation)\n",
-    "surrogate_parity(keras_surrogate, data_validation)\n",
-    "surrogate_residual(keras_surrogate, data_validation)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding_usr.ipynb](./surrogate_embedding_usr.ipynb) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
\ No newline at end of file
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training.ipynb
index 59a794bf..e2f3555a 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training.ipynb
@@ -130,7 +130,8 @@
     "np.set_printoptions(precision=6, suppress=True)\n",
     "\n",
     "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
+    "\n",
+    "new_names = [\n",
     "    \"pressure\",\n",
     "    \"temperature\",\n",
     "    \"enth_mol\",\n",
@@ -138,6 +139,7 @@
     "    \"CO2_enthalpy\",\n",
     "    \"CO2_entropy\",\n",
     "]\n",
+    "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
     "data = csv_data.sample(n=500)\n",
     "\n",
     "input_data = data.iloc[:, :2]\n",
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_doc.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_doc.ipynb
index 6258ac66..3e57f64a 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_doc.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_doc.ipynb
@@ -1,667 +1,669 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# # Define labels, and split training and validation data\n",
-    "input_labels = list(input_data.columns)\n",
-    "output_labels = list(output_data.columns)\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogates with PySMO\n",
-    "\n",
-    "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
-    "\n",
-    "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -534397.59515\n",
-      "(x_ 1 )^ 1      | -2733.579691\n",
-      "(x_ 2 )^ 1      | 1036.106357\n",
-      "(x_ 1 )^ 2      | 32.409203\n",
-      "(x_ 2 )^ 2      | -2.852387\n",
-      "(x_ 1 )^ 3      | 0.893563\n",
-      "(x_ 2 )^ 3      | 0.004018\n",
-      "(x_ 1 )^ 4      | -0.045284\n",
-      "(x_ 2 )^ 4      | -3e-06\n",
-      "(x_ 1 )^ 5      | 0.000564\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 4.372684\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
-      "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
-      "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
-      "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -519.862457\n",
-      "(x_ 1 )^ 1      | -8.820865\n",
-      "(x_ 2 )^ 1      | 3.676641\n",
-      "(x_ 1 )^ 2      | 0.18002\n",
-      "(x_ 2 )^ 2      | -0.010217\n",
-      "(x_ 1 )^ 3      | -0.000783\n",
-      "(x_ 2 )^ 3      | 1.4e-05\n",
-      "(x_ 1 )^ 4      | -6.9e-05\n",
-      "(x_ 2 )^ 4      | -0.0\n",
-      "(x_ 1 )^ 5      | 1e-06\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 0.010367\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
-      "Coeff. additional_regression_features[ 2 ]:  0.0\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
-      "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
-      "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Create PySMO trainer object\n",
-    "trainer = PysmoPolyTrainer(\n",
-    "    input_labels=input_labels,\n",
-    "    output_labels=output_labels,\n",
-    "    training_dataframe=data_training,\n",
-    ")\n",
-    "\n",
-    "var = output_labels\n",
-    "trainer.config.extra_features = [\n",
-    "    \"pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature\",\n",
-    "    \"pressure/temperature\",\n",
-    "    \"temperature/pressure\",\n",
-    "]\n",
-    "# Set PySMO options\n",
-    "trainer.config.maximum_polynomial_order = 5\n",
-    "trainer.config.multinomials = True\n",
-    "trainer.config.training_split = 0.8\n",
-    "trainer.config.number_of_crossvalidations = 10\n",
-    "\n",
-    "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
-    "poly_train = trainer.train_surrogate()\n",
-    "\n",
-    "# create callable surrogate object\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
-    "# save model to JSON\n",
-    "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing surrogates\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 1,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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27YrLL78cu3fvVhzz+++/Y968eYiJiUHHjh0xdepUHD58uIVG3Db0798f+/btAwDk5ORgzJgxSEpKwsUXX4xHH30Uubm5AFzLcHa7HTabDd27d0f37t3RsWNHAMD111+PiRMnonfv3jj//PPx4osvYt26dTh58mRLXRYREbWwzp0rYLMp80htNic6dz7WQiNyaTOBz9dff4158+bh22+/RV5eHmprazFu3DicOnVKOub222/Hxx9/jH/961/4+uuvUVpaiilTprTgqFs/QRCkpav8/Hxccskl6NGjByIjI3HttdeioqIC1dXVhufYsmULJk2ahJ49eyIyMhKjR48GABw4cKDJx09ERK2T3V6FSZPWSsGPmONjt1e16LjaTI7PZ599pvh52bJl6Nq1K7Zs2YJRo0bB4XBgyZIleO+993DxxRcDAJYuXYqzzjoL3377Lc4///yWGHart2vXLiQnJ2Pfvn247LLLcPPNN+Oxxx5D586d8c033yArKws1NTW6LTpOnTqF8ePHY/z48Xj33XfRpUsXHDhwAOPHj2cHeyIiPzds2A9ISdmLY8c6o3PnYy0e9ABtKPBRczgcAIDOnV1rhVu2bEFtbS0yMjKkY/r374+ePXuioKBAN/A5c+YMzpw5I/184sSJJhx16/Lll1/ip59+wu23344tW7bA6XTi2WeflZqvistcopCQELcWEr/88gsqKirwxBNPIDExEQDw/fffN88FEBFRq2e3V7WKgEfUJgMfp9OJnJwcjBw5EoMGDQIAHDp0CCEhIW51Zrp164ZDhw7pnmvhwoVYsGBBUw63VThz5gwOHTqk2M6+cOFCXHbZZbjuuuuwY8cO1NbWYvHixZg0aRI2bdqEV155RXGOpKQknDx5El988QWGDBmC8PBw9OzZEyEhIVi8eDFuuukm7NixA4888kgLXSURETUXeYmW0tIAFBcHITm5DiEh5bqfcTgicexYDDp3Zh0fj8ybNw87duzAN9980+hz3X///bjjjjukn0+cOCHNXLQnn332GeLi4hAUFIROnTphyJAhePHFFzFz5kwEBARgyJAheO655/Dkk0/i/vvvx6hRo7Bw4UJcd9110jlGjBiBm266CZmZmaioqJC2sy9btgx//etf8eKLL2LYsGF45plnMHny5Ba8WiIiakpFRUVYvnw5AGDTpnTk5WUAEGv1FGLYMPfPqGv69OpVjdtua95xA4BNEASh+b/We9nZ2fj3v/+N//znP0hOTpZe//LLL3HJJZfg+PHjilmfXr16IScnB7fffrul8584cQJ2ux0OhwNRUVGK937//XcUFxcjOTkZHTp08GjcLV3Hp61pzL0mIqKmI3+euYKesQAaGkvbbE7k5CyC3V6FKVOmICgoCAcPAhMm9IfT2XBcYKCAwsIjSEoK8slzz+j5LddmZnwEQcAtt9yCDz/8EF999ZUi6AGA1NRUBAcH44svvsDUqVMBALt378aBAweQnp7eEkNWiImJQXZ2dotVbiYiIgIa30VAXqAwPz8D8qAHaKjVY7dXISgoCLm5uSguToLTeZbiuPp6GxYvXofk5P3N+pf+NhP4zJs3D++99x7+/e9/IzIyUsrbsdvtCAsLg91uR1ZWFu644w507twZUVFRuOWWW5Cent5qdnQxqCEiopbky9UHrQKFLg21eurq6gA01PSRHy+v6dOcu4DbTB2fl19+GQ6HAxdddBHi4uKkXytWrJCOef7553HZZZdh6tSpGDVqFLp37y5VJSYiIvJ3vuwioFWgEBAwdmy+2y6u1lTTp83M+FhJRerQoQP+8Y9/4B//+EczjIiIiKhlNXbZSr7LytMgRAxm5AnLGRn5GDmyQPP41lLTp80EPkRERNSgsctWRp3TrfI0mGkNNX3azFIXERERNWjMspVe53SHI9LjcdjtVUhO3t/iAY1VDHyIiIj8THN1Tg8ODvbp+XyBgQ8REVE74HBEorg4ydKsTWM6p4eEhFgaw8SJE1FbW2s+8GbGHB8iIqI2ztN8Ha3EZPkuq/JyZdsJeZK0vC6dw+GQdlerx1BUtPaP/J8k0+Rpo2DK1xj4UKN99dVXGDNmjFvVbCNJSUnIyclBTk5Ok46NiKg1aMzuK73PisGJXr5OSspet2BDHmDoJSY7HJF49tmtbsGKPElaPVa9Mbg2ZLsHY5mZmbDb7abX3hQY+PiBWbNm4a233sLcuXPdGo/OmzcP//znPzFz5kwsW7asZQZIRNSONWb3lZXPGuXrqAMfrS4C5eXlUs07o5kjo8BNbwzy38uDMbvdjri4OMPraioMfPxEYmIiPvjgAzz//PMICwsD4OqH9d5776Fnz54tPDoiovarMbuvPCkkqFcVWU1vdsVs5mjPnj0oLy9HUFCQNLsvzjppjUFNLxhrbkxu9hPDhg1DYmKiopL16tWr0bNnTwwdOlR67cyZM7j11lvRtWtXdOjQARdccAG+++47xbk+/fRT/OlPf0JYWBjGjBmDffv2uX3fN998gwsvvBBhYWFITEzErbfeilOnTjXZ9RERtaSKigqUlZVp/lLny3hyPvVntRKYzaoiW82f0Zu12blzAByOSGzYsAGrV69Gbm4uXnvtNbz22mvSM0VrDIB3ydNNjTM+LeTgQWDPHqBvXyAhoXm+8/rrr8fSpUtxzTXXAADefPNNzJ49G1999ZV0zD333INVq1bhrbfeQq9evfDUU09h/Pjx2Lt3Lzp37oySkhJMmTIF8+bNw5w5c/D999/jzjvvVHxPUVERJkyYgEcffRRvvvkmjh49iuzsbGRnZ2Pp0qXNc7FERM3E6lKWyKxast75jJahHn00GQ8+eBT79gUhKakO8fHnAjjXo/wZ7VkbAZ9/PgHr14+Tvk9v/OqcoaKiPrrJ0y2JgU8LWLIEmDMHcDqBgADgtdeArKym/94ZM2bg/vvvx/79+wEAmzZtwgcffCAFPqdOncLLL7+MZcuWYeLEiQCA119/HXl5eViyZAnuvvtuvPzyy0hJScGzzz4LAOjXrx9++uknPPnkk9L3LFy4ENdcc42UuNy3b1+8+OKLGD16NF5++WV06NCh6S+WiKiZeNJg08ruK08KDorLULGxsYiL64bUVOvjFpOmxVkl9U4vQIDYeV38vtOnOyA/P0N3/PLKzK2lRYUaA59mdvBgQ9ADuP45dy4wfnzTz/x06dIFl156KZYtWwZBEHDppZciNjZWer+oqAi1tbUYOXKk9FpwcDDOO+887Nq1CwCwa9cupKWlKc6bnp6u+PnHH3/E9u3b8e6770qvCYIAp9OJ4uJinHXWWU1xeURErZonu6/Un/v554GWE5it0JtVEoOVnTsH4PPPJ7h9nxj0WB1/a2hRocbAp5nt2dMQ9Ijq64G9e5tnyev6669HdnY2ADRZM9eTJ09i7ty5uPXWW93eYyI1EbV3ektBnuy+EslniOQzMIB7zox627vD4VAUENRKStZit1dhwICdWL9+nGq87snLngZf4r3ZsaNSeo3b2du5vn1dy1vy4CcwEOjTp3m+f8KECaipqYHNZsP48eMV76WkpCAkJASbNm1Cr169AAC1tbX47rvvpGWrs846C2vWrFF87ttvv1X8PGzYMOzcuRN9muuiiIh8RAweKisrUVdX5/Z+cHAw7Ha77sPaaCnL091X6hkiV9DjCn7UOTPyQoLeUAdrep3X5TM+6vFPmTIFQUFByM3N1fwO+b15+23lvdFrpNoUGPg0s4QEV07P3LmumZ7AQODVV5svwTkwMFBatgoMDFS8FxERgZtvvhl33303OnfujJ49e+Kpp55CdXU1sv5IQrrpppvw7LPP4u6778YNN9yALVu2uNX/uffee3H++ecjOzsbN9xwAyIiIrBz507k5eV5lABIRNScPE1SVj+szZayzKolq3dfac0QATaMH/8ZBgzYqZhlEVyVAr2iF6xp5eiEhf2uO35XnlGcok6QWCPI7N54kifVWAx8WkBWliunZ+9e10xPcwU9oqioKN33nnjiCTidTlx77bWoqqrC8OHD8fnnn6NTp04AXEtVq1atwu23347FixfjvPPOw+OPP47rr79eOsfgwYPx9ddfY/78+bjwwgshCAJSUlKQmZnZ5NdGROQtTx++6uPNlrKmTJmCOXNiLe++0pshEoOeKVOmIDY2FiEhIW5jUc/g6C2/WQnWjHZuaS1xac3ceLPM11QY+LSQhITmC3jMKjJ/9NFH0u87dOiAF198ES+++KLu8Zdddhkuu+wyxWuzZ89W/Hzuuedi/fr1uufQqv1DRNSWOBwORfVhs6UscUYkLg6Wdl+ZzRCJ5wOAsrIy6XPqGZzBg7dj+/bBmstv3gQkegnL1dXVutfi6TJfU2IBQyIiIg1iscCDB+M0u56vWLECFRUV0hKVrwoJqvtp5eQswsyZy5CTs0ixdVzrfFozOD/+OMRtRke8FrMu7cOHD8eYMWMwZMgQ03EvX74cFRUVmu+Z3ZvmxBkfIiIiFa3dVFp1a2pqatzyWhpbSFCrn5aa3vn08oLk5DM6ZrNK33//veb36y2dGY25tdT1YeBDREQko72byhUwrFmjXbdGHoRYXcoy4u0OJ73qy0bb4D0NSKwUYdTTGur6cKmLiIhIRnvWRBSAwsI0nfdantaS0pAhP+ouMbkSrudg9uyxSE7eL9ser73Mp5cMrV4GbM044+OFxmwbJGt4j4mopZh1Gi8oSEdaWqHhzIW6mCAARW0gsR6QXGMK+anzgtQzOBdf/KXmjE58fLzbdxot83XqdNyjZGhv8pqaGgMfD4h1b2pqahAWFtbCo2nfxP9hqGsNERE1FXWSsnK5q4HZridP6wHJmRXyq6iowNGjR3H8+HFFVWYAOP/88yEIAqKiotC5c2cA0K3cDGgHWkbLfB9/fBmyst7waHdWY/KVmgoDHw8EBQUhPDwcR48eRXBwMAICuFLYFJxOJ44ePYrw8HAEBfGPKBGZ05phARraNqgf+iLxoSt+PjMzE7W1tUhL+w0pKYtQUpKAVaum6T7o9+zZg/LycsvtIMwYBQiNLbBohdEynyAE4MCBnooKzuqlM71rb+7gxgifKh6w2WyIi4tDcXGx1OGcmkZAQAB69uwJm81mfjAR+bXGzLAAwIwZM7B8+XK31+12wG7fhZoa/V1PGzZsMD2/1g4ovV1RRhpbYNEK42U+AevXT5DaV8THl7otna1evVr33M3ZlsIIAx8PhYSEoG/fvs1aXtsfhYSEcEaNiCyx+v9jvWBDXXhPfZw6ZwYAiouTLAUtWjugAOjuiqqsrFQURTS7npKSRFRXhyE8/DQSE0savWPKfZlP3BHWsDNM7NKek7NI8/u82erenBj4eCEgIAAdOnRo6WEQEZEGrQev1S3YeseJ27C13ncFRdbbQbj2bmi3iMjNzbU0M7J161CsWXMZlJuzBUye/LHlreVyesnRwcE1OHCgJ9avn6A4Xp7nNGbMGGnmy+g+y5fBWnLpi4EPERG1G3qBiVE/KpFZ3yqt99esuQw2GzxqB6GmTpY2mxlxOCI1gh4AsGlelxUxMTHIzMyUOrzL6+1ERp5EXt443TwnsZej2f1TL4O11NIXAx8iImqV9BKWxW3h4pZwcSZB78E7deoqS1uwzfpWaSf+BkCsvqF+0Ov1p5LP+IivedKz6tixGOiV4ZOPt7y83KOZFfX2enHmrLQ0DvIKI3rtJvTuX0lJAo4dO+02I3bkyBEGPkRE1HbpBSoiTx7C3iQs68+wCJa2YJs10jSr7yN+n147CNf7wJAhDU1DxdeKivpoLgnJORwOaRyAE1rBj3y84gyLNzMrWrV8Gq4RSEnZK/0cHBwsjcv9/jilXXHqGTGry3q+xsCHiIgazWqgkp2dDcC1nCMv6CcXHBzsVqPGCr3AJTHxoGE/KpFZ3yr3QMYJV0Cg3w4iJWUvlPVYA/4IepSvGS0JqdntVZg8ea3bcpfedZltkRff15s5U/f6AhqCu8zMTGmmSO/+CIKyFpB8Ka4lEp4Z+BARUaNZfYAdOXIEubm5Hp9fb6eQ+nW9wMWoH9Xx48el35v1rVK/X1TUxzCg0lqW8qYoopo4jpKSBGlXV3R0JWprQ+FwRFo6j16watyyQxncqZfH5Pfn1KkIrFx5heJ9QXC1/Bg3Lt/KZTYJBj5ERNRs1DM8YuASHHwGtbWhmlvE9XYK6b2uF7joNchU1+Ixa6Qpf98sUPI2z0cv0Js+fTpsNhuOHz+OY8eOSd3Tt24diiVLbvCocahesGq2pJeeXqAYk7rdhHh/HI5IzfNs3mze8qMpMfAhIiKfs1Kgz6gnlPjQ1ktY7tr1kOEOotmzxyI2Nlaq3FxVVYW8vDzT8U2ZMgWxsbFuY62urkZ4eLjs8w63dhB1dXWKZSrxO7QqHQPutXysbL2Pjo6W6vyUlZXh+++/N91NZZX8nui37HAiLa1Q+knM25K3pSgvL8fq1atht1chPb0AmzePVJ3Ds9ktX2PgQ0REPmWlZo5ZTyjxoa2/U6inpZ1a6qUYs/GJiboN42wIcKqrq6XWFOJ55QnbZWVlut8xbNgWJCcXIzHxoDQ+rZkisyBGnvhcWVkJwHw3Wnl5uVs+lTqPSuue5OQsQmFhGjZvTgfgHqBlZmZK166XoJyWVih9XuTpLjZfY+BDREQ+Y3X2wawnlPjQ1k9YPmC4A0svQdhsfGIdG0+odyZpfceWLediy5ZUTJ7cEGRpLamZBTFa12W2G80sWVrvnuTkLMK4cflISyvUXcorKytz260nX/oSE7HNEsubEwMfIiI/5Mut53JmD26RUR6JMnlWO2E5IaHM0k4t9ZKW1fFp0VseO3LkCGpqalBcXKx7D1zcCyKqz2cWxGgx241mxuye6OU8yYNEefCnLoZolgfV3Bj4EBH5GU+2nnsa/Fh9cOv1hLLZnEhPL1Acq/fgNHug6lVxthpYyAMTrd1b8no0ZvdAJAYUeufTC2IA4/5gRvdCHWCpf/Yk2LLah6tLly6Kn/WCJ3VidHNg4ENE5Gesbj0vLS3VPFZrNkh8gJnNPshzaNQ9oXbuHIjNm9OxefNIFBSkK4KL2bPHSnkpVVVVqKurQ1BQECIjI6Xzie+vXr3acPnGyuyIMvFaWa/HLHlYq3ChyGZzIji4Rne5DQA6dTqOrKw3UFsbIm2ZX7Qox3THlnw3lRgkqQOswYMbiifKz+XpPTHbOaZOeNbSUv26GPgQEZEmo9yQGTNmICUlRfpZ/aB78MGj2LcvCElJdYiPPxfAuZp/u5c/rAsKGpJg1cFFcHCwpfybzMxMAMbLN2YzRe6J19br7ogzIl27HsLUqatQXJyELVtSIU8Orq0N1RxbYWEaCgrSFYFF587HPNqxpQ5O1A1Rf/xxCOQB3Jo1rh1ynt4TKzvHWqoJqRkGPkREfs7K1nO15cuXuy2FyX8fFwekpmp/VgyQKisrcfToUWzYsME0z0RdyVlvzOJxZss3RrV6zAr4qc8l0tueP3ZsPuLjS6WAQqu+jc3mVOx+EgMLq33GHI5IlJQkugUnGiNX/RyAJUtuUCy1ybf0OxwOrFixolG5Ua0NAx8iIj9mtnwhPlABIDGxxDCvwyoxQIqLi0N0dDQ2bNjgUZ6JlSUXsyW3MWPGSF3FxWanlZWVyM3N1e05pe7CbtTZXT6rkp+fgZycRbqtL8S8JnW9GzGAMrsvyoDLjLLvlvg98tmb2NhYqVaQyJuk69aKgQ8RkZ8Rm12aLV9s3TpU1Q9KwOTJH5tWBPaGWaAitpXwZMnFaPlGXa05MzNTqnOjNxajpSCr2/P1xgZAWuYSWekz5h5wmbFBq8Gp2exNY3eOtSYMfIiI/EhFRYWUK2O0fAHArQkmYPOqIrBVVgIVsyWXoCDlY029pKW3RKbOH9Ibi951W9mer/5u9djUDT4zMvJN+4xZWZZTEuD6d6qc+bEye9PatqV7i4EPEZEfkS9PGS1faDXXBHyf16HX50mLwxGJU6fCoZ6xkD+0o6OjNdsnANYrSquDE6BhaUys3NxwvCsHxmh7/qRJaw23w4uGDfsBp093kNpb5OdnICzsdyn3RmzDIb8uvWW5//f/PsGnn14K5b9DebBjcxujle3mrWlburcY+BAR+Sm7vQoZGfnIy8uAVksCrSURX+d1GG171gtaXA9sp86YtXcTWVkiMwqM+vbt65b3Aigf+Ort+eJ2dADSdnSt7x47dizy8vLgcERKQY/eGB0OBwRBkGa29Jaghg37AUFBgmpLvjqQtWH8+M8wYMBOxf2TX1Nr3pbuLQY+RER+auvWocjPbwh6MjLyFe0UJk9eq1juaqq8DrOHplbisM0mYOrUXEXvKwCKXlbyB7jZEplZYORwODQDH3lgoG5cevz4cWzYsB/FxUmG3y3WIvKmXQXgvgR15ZUXoK5uLMaNs+Haa/+LtWt/QXBwjdS9XWSzOaWgR9zJpRXEtKWgxgoGPkREfkjrQZ+fn4FBg3a4VUYuKUkAALcgo7noBQQAZDMhriWqpUvzFGOcPn06APNdSWZBx4oVK5CZmQm73e4WHMh3qQHu7UDMvltM3G7Mzin5ElRiYqKig/vPP38OAIbJyVo7udorBj5ERH7ISl0WMZjQC3iaK69DL3F45cppqKlxtXPQW6Iy26ll1CMLEPC//yUDsKFz5wpFAvT06dMVuT4icUu8nNl3i4nbWsdlZOT/kW/lHuQFB59BbW2oYf0lvaU4dXJyW8rRaSwGPkRE7YxRA1JxKchsdsEo32XKlCmIj49vtiUQ/RYQAX+85vo94P329oZ8p7GQJwBv3DgKGzeONu3PpUcMUlJS9iInZ5Hpjij5GEtL46WcH3nPLr0Eaq0yA+0xR6exGPgQEbUjVhuQGs1CmOW7xMbG+uxBaSVIA1wBQUjIGaxceYXiGK2t3PKZq5MnTyreM9o1Fh9fBvfKxsb9uYyqXpsFj4CyLYh8JufUqQgp6Vz8/jVrLpOKKFoZm8ifghorGPgQEbUj6iDC6MGsNwPSXO0JrAZposTEEs1ZKvmMj4urESgArF+/HoC1pSmjWjyA+z0wCmysBI9yWu0u3AX8ca3mYyN9DHyIiNow9YyJfJbEbMZB/fA1qg3TFO0JrAZpY8aMwYYNG3RnqQD18o+y/xTgqu+jlbwbFxeH6dOnIzc3V7cWj9Y9MAtsPAke9dpduHOqZnwatNX2ES2BgQ8RURtlNGNiZcZBbxdPS7QnMArSxJ5agPYslcMRiYkTlQX7zJZ/5OQzQWY5NlZnxTwJHq02RTXL8eFsjzUMfIiIPGCUkwI0b6Ko0YxJY5ermrM9gVmQdvr0acXx8jwdowad3i7/iOdPTt6PQYN2aN6D0tI4GM0IeRI8mrW7mDp1pWJnnVaRRH/doeUNBj5ERBZZzUnJzs5u9oRS9YxJRka+x8tVLdWewCxIW7dunfS6PLgDoBv0ANaXf4yuR+seiBWWlUtSgtRbS2Q1eDRrdzFo0C7TMQGuRqtdunRhMrMJBj5ERBYZzfR4c5yv6BUjzMjI112q0dJSW5+tLgspZ3ecGDhwp2HQo3W9ejN2mZmZqK2txenTpxWBlhbtpSkb4uNL3Y61GjzqtbuQf1YrL0t+PgY81jDwISLSYZQ43JrozZjEx5daqh0j583Ds7HLf1aWhdwTgAPw88+DoLXcpF4ako9TPmOnl0w9Y8YMhIeHKz4r7xvmmm3Sb5QKQKrybHY/srOzcfToUanRqdG/o+asndSeMfAhItJgZVnLaKu4L8fRmGKETb1cZTWY0Fr+czgc0u/NloX0E4Ddu4yrl4YA96DVKJm6pqYGKSkputdcVNQHymUuZaA2ffp09O/fX/fzcjExMSwy2MwY+BARaTh69Kjh+0YPTl/xRTFCwH2JxBcPUTEgs7p9Xv1Qr6hQtoAwCyKNa+xodxmXn1NdKNAomTo3N1c3T0v8rHKWyZVwLNKqF2SGQU3zYeBDRKSifiirmT04fcUXxQgB3zeg1JrlKSlJ9OieyK/NKGAaO3Ys8vLypOBO3i1eJO8ybuWcJSWJmkuDhYVpGDcu3218clZ2y3FXVevGwIeISOXIkSNur/lyq7g3rMwwNdcuLL2gRc3KPTELIiMjI6VjxeCusDANBQXplvOB5OcsKurzR/DkbvPmdKSlFf5RG8ihGSyaJWJPnz6dszetHAMfIiKZiooKtwaUmzalS32TrGwVl+euaPF0qcksOGip3T7uCcdK8nuizrERf/Y0iLTbqzBuXD7S0go9ygcShACUlCT8sUylVyyw4XtXrFihudxltqzozTIXNa92Gfj84x//wNNPP41Dhw5hyJAhWLx4Mc4777yWHhYRtQHqJY4vvrgIGzeOgrwhpNlWcaNlMpEntX7MggNfL2VZZVRxWH1PVq9erblUFxx8xjCIDArSfkwZ7YDSzgcSUFycbFIhWUBpaTySk/cD0F/uas7ijuR77S7wWbFiBe644w688sorSEtLw6JFizB+/Hjs3r0bXbt2benhEVEbsmlTuiLoEcm3ig8adDmGDIlAfPy5AM5VNL0E9PNyPKn101y9szylHWA4MW2a+3ZyraU6wLz9QnR0tGLLtxV2exUyMvKRlzcWDf/ubNiyJVUzIJIfk5+fgUGDdrgFMy1V3JF8r90FPs899xxuvPFGzJ49GwDwyiuv4JNPPsGbb76J++67r4VHR0RthcMR+cfyllbDyIat4hMnhiEurpvmOYzyctRLP0ZLUi3RO8sKvXGpt5NrLdU15NnIG3M6kZX1BhISyhSfN9ry7XA4UFtbi5MnT0qd2F1jc8D9310A0tM3KfKDrC6zcct5+9GuAp+amhps2bIF999/v/RaQEAAMjIyUFBQoPmZM2fO4MyZM9LPJ06caPJxElHrd+xYDLRzQQSMHdvQmkDvb/hmeTny7dUio+Wv1rq8otc0VD7Lpb0kpnVvA1Bbqz9jor43elviS0vj/mgpoWSzOZGWVijlBwUH12DJkhssz6QxqGkf2lXgU15ejvr6enTrpvzbV7du3fDLL79ofmbhwoVYsGBBcwyPiNoQvTyRCy/8D0aOdP1FSmsHT2VlJQDjvBzxfbPlr9a4vFJRUeE2W6XXNFScATp9ugPUFZZd9Jt8ioyuTX93mdZ3KWfJxH+2xpk0alrtKvDxxv3334877rhD+vnEiRNITExswRERUWvg3jjSibFj86WgB4Bm3mBdXR0A/byc0tJ4vP32dZYKH7a25RWzKs0HD8ZpznIJAqC9ZOhedVledNFqiwb33WXu3zVt2krNis6tdSaNmk67CnxiY2MRGBiIw4cPK14/fPgwunfvrvmZ0NBQhIaGNsfwiKiNMXooZmZmKh7KYiXj48ePA3AFToMHb8ePPw6B+IA/66xd0k4wwFrhQ/E79FpX1NTUoKysrFkCIKOig65rHQz1EpbxLipADHq0cnvEa1NTX6vR7jLAFXAmJh7Ufd+sRxa1L+0q8AkJCUFqaiq++OILXH755QAAp9OJL774AtnZ2S07OCJqE6wuL3Xp0kX6vVZrCYcjEtu3D4Z8x9CuXWd5VfjQausKeY6QGCiJyb9qQUFBiI6O9ipg0spfagjwlFyzXoB+7RzX59W5PWIOlFHvL5HesqTWTJInuEOrfWpXgQ8A3HHHHZg5cyaGDx+O8847D4sWLcKpU6ekXV5E1HY1tgu4Fd4sL2kdq5fjY9bVW4vV1hVHjx5FTEyMbqCk9zmrncSNrk0v6HHftu7841jj3B7Aeu8vrd1lGRn5iI8vdZupE5fQ1Oewct3UPrS7wCczMxNHjx7Fgw8+iEOHDuGcc87BZ5995pbwTERtS2O6gHuqsZ93OCJx6lS4Zo6PUeFDK4yCAbHasFagpNXmQf458Tgr99RohqWBcvlKvmRYVNTHNKHY035oVnN1YmNjGdD4uXYX+ACu/0i5tEXUvlhtamn0t/jmmDFS7i5ySgGCfJyDBu3QfEDv2bMHJSUlCAsLk5aigIaaP3r1cOTBQGlpqdt41I09tYIIT+6p1gzL4MHbsX37YMXn5Tk78iVDoyBlzJgx2LBhg1f90Kzk6nD5itpl4ENE7Ze3ndG9yZNp7NiAAAiCE9Om5SoqGes9oDds2GB4fr16OPKu4vL6QOJ4tPJr5EGE2T0VAy9xqz6gHbxcfPGXhvV85PTuQadOnQBYq1ZtNYiZPn261/lM1P4w8CGiNsXbzuhW82TUx1mZJTIaGxCAiIhq0w7lWmNRv965cwXUOUIAUFDg6ioujiE4+Axqa0Nx6lS4pQaievd0584BGDBgp2axRcA9eDGr5yPftm8UFInnMqux09q2+1PbwMCHiNoUX/StMnsoi6zOEmVmZloam7iMIzLKvdEb44gRBdi8eaTi+wUhQHEe+Y4mrUAJEBRBhF7OzuefT8D69eMMaw1pMZtBMrr/8qakVvJ2GNSQp8wKLBARtSriTIDroe7eBdyM3kPZ4Yh0O9ZqI1Fxu7jZ2MRlHMAVfD3/fA42bx7pNha9QoAOR+QfMztO1Qic2Lw5XRa4NHSSbygSKCcgJWWvdD+OHYtBRka+NG55orLe/XE4IlFcnKR534xm5czuv82m3B1mt1chOXk/6+yQz3DGh4janMZU2/V2qQzQX56xOksRHBwsncco9+bAgZ6aYywsTPsj8FFvHbdpvCZ/T811verdVRdcsBEbN17oNi71/dm0Kd1tZ5rrml3LbHo72jp3PmZ6/wVBHaRpY5IyeYuBDxG1Sd5W2/V2qcxoeSY6OtpSron4vlGlYZvNiZ49D2h2Dt+8OR3x8aXQDny0lrS0CwjabE4EB9e4zbx884170OPScH82bUpHXt5YyGeE1qy5DDabOMMkzha572gT/30Z3X+r95JLXOQtBj5E1CZY/Ru+2XFWkmbVrOwks/IgFtsvaOfUNCyNJSSUIT3dPZfHFZQImoHDBRdsxDffXOiW46MuICi+VlsbaqnAorwbvcMRiby8DLgHXgFomKixyV7T3tFmJWmZqKkw8CGiZuVtLR1f7uDxdKmsMctjWrQaoI4YUYABA35GbW2olMuzeXM61DM1iYkHNWvoNAQ9Tlx44Ub07l2suDb19TockRrBlxOpqVuwZUsqgIYKyIMG7UBxcRJOnQqHZ6mh2jva2BiUWhIDHyJqNt5WX/Y0WNI6Xl6DBtBfKquurnZ7zRc7ycRxisSHf0lJAgAbHA47liy5QTELMnmy9syIPHAIDq6RPufiWrIaPnyL7lZz8Wd18AXYsGXLubDZnEhP34S0tEIUFfXBokU50hi0ZoT+uCNu12t0j9gYlFoKAx8iajbeVF/2NFiyugVdz/Lly90CL2+Wx7TExMRg+vTpyM3NBQBFcrHWTqqcnEXIyVmkOTMiBg7FxUlez0bJg69Vq6ZBEBq+v6AgHQMG/Oy2xOcKAMXgx4mxY/MRFva723Wo75F6Kz9RS2HgQ0TNzpPqy54ESxUVFW4tG4wK5ZkVMdSaodEKQjzZYSS2oXCv8qycMRGDF/lWbq3xms1GjRs3DklJSVKX9uPHjysCELu9CseOndYMnkpKtHeXTZuWi4iIas2ltODgGtTWhrjdI/lWfqKWxMCHiJqdWc5MeXm52/KVWbC0b98+rF+/XnFOo0DJShHDpqwMbLSzC3BfJtIbr9lsVMeOHeFwOKRGpIB2RWit4Ckx0X13mZhnZLUFhUjcym+G29SpqTHwIaJmp72rybXFGmjoNyVvNmwWLKmDnoMH4xTNOeWBEgDLM06N2WGklWsk9r0y6nAu341VXJyE4OAzhuPVmo0Sg5ulS/MU16QOoNLTC5CWVqgZPCUklPlkiQ8A7HY7t6lTq8DAh4ianXtirQAgAEuW3KCb66M3K3HqVAQcjkjNh7teIT7AZhhEFRcXSwGKSN4t3coD2izXSGumJiMjH/Hxpejc+ZgiqVirRo86j8dKnyytWbPNm0di8+Z0TJ68VjOfyGiJb+zYsQCAvLw8w3th9Z4RNQcGPkTUIoYN+wFdux5S7EgymnnRChQEAVi58grDh7ucfPnIKC/GyoPcrIu7laaoekGFVpd3efKzerzq79GbHdJfXmtIpk5O3u/2rt4yVnJyMuLi4tCvXz/O5FCbwcCHiFqMXhE9vR1J8l1IK1dOg9Yylv7DXblMY7SEY9Y5HLDexwswzieaNu18REa6+lSJicfa12DTrYQ8ZcoUAK4lQqMlQb3CifJjPFnGEvNxGNRQW8LAh4iajTpx1Zv6OOIuJL2lH71zZmW9gYSEMuk1vdkWdZDiWn4qMwyCRPKcHnGpzCwpW5w1AVyVnTds2GB4DVo7pmJjYy3dU/clRrgdA7gCqaCgINTV1SE4OBh2u93tWjmLQ20VAx8iajbiLqnS0lKsXr3aUn0crV0+njzc5Ym6auolHIcj0i0hWuxLpbfzS6SX0+NN1WdPrsHqZ9XLa4WFaVJlaPUxsbGxUjBG1N4w8CGiZhUTE6NYJjJKni0vL0dsbCxmzJiB8PBwlJeXWwqYzBJyO3XqJCUqi+cEgMLCNLi3ZFAWFdTKPwL0c3qCg894VfXZk7YO8gaoVj5rt1dh3Lh8pKUVsm0E+R0GPkTUJIzaTKh3TOklz4oBCeBKJpYv6Vh5uGuds1+/fppLNA5HJAoK0g2vSV1rSO+a1Mtlgwdvx/btgw23hFdUVFi+L1OmTJHuhbjkJDZANfusp8cQtTcMfIjI56y2mdBiVE1Zveyl9+AeO3YsIiMjFVvQAeO8FLOCgi4NMzXyoEw9fnVOz/btg3XzcwDzre9q8fHxbtfhy8J/LCJI7RkDHyJqNPXsjtHshzxPRr4byexYQFlJWV2NWE6+Hd1s27nIaMeTi4CxY/PdcoLUQZpeTk9tbYjmVvHKykrU1dUpXtML/qZMmaIZ9ADWq0wDxjvSmLRM7R0DHyJqFP3ZHdcWbaMdTfKlK6v9uzx9KFvddq7Vrdxma2jMmZGRj5EjC6Tj9YI0s51q4jKVGLiJDUvNziu/HnFZSx2kMGAhMsfAh4gaxaiJaHp6geUdTd7sfpLzZDlNzqgRqWtc7jlEZkGaUeK13o4phyMSJSWJhm02nn12q25XeiKyhoEPEfmEdjuEdMs7msxmSiorK3W3WFtpOKpHXCI6evQoamtrUVVV9cfSU2/pmKCgP6Fz586ora01LRKo1zvLiHz8aoIQgMLCNBQUpOt2pSci6xj4EJFPaCcHByA9fZPbQ1srEDCbKcnNzdWc3bC6RKanoqICR48e1c0XksvMzARgrfCiXuJ1ZWUlAP0Ch+6c0v3z5vqISImBDxH5hF4wkJZWaLlejNlMyc8//4xOnTohODgYtbW1ABq3RKa3m0pv2Uz8TrMgTZ3HI6fO6THeTebEiBEF2Lx5pFfXR0TuGPgQkU+YBQNaD2mHw4EuXbq4nQdwBQTqz23YsMHtHGazL+Xl5bo7lbSKDhotK8lZWc4SBMHt/OqASns3mashqc0GRESc8qoAIhFpY+BDRD7jaW7LihUrkJ2djczMTGlmxNN8HbOAS9wqb5YEvHXrUEViMeC+rBQUpPxfppXCi/Lzq3uAjRxZoLGbrKELuyAEID8/AxkZ+cjPzzBdLiQicwx8iMinPK0GXFNTIzXB1MvXCQk5g8TEEt3u6VYCrtLSUqkIohgAifk24ve6t6tQLitFR0djxowZWL58uSe3RPO6XD3AgJEjC6Tx//zzAKxfP8Ht++PjS5GTs4jtJYh8gIEPETWK1Sq/enkz5eXlCA4OBqCfr7Ny5RXSTAcAzRkhMeByOCJRXJzk9j3q9hdAQ76NUZ6NelkpPDxc87qCg8+gtjZUczu99vltyMvLwKBBO6SxDxy4E3l543SbrzLgIWo8Bj5E1Ch6FYPlzT+Nlq/kAYlR9WRx9seVNqO9w0lrOSk+vswtGCktLVWcW+971ctK6l5aym3oYl6O+/Kc/nUpk5StdKtXY3sJIs8w8CFqJw4eBPbsAfr2BRISmve7jXJnPNlu7p7voqT32rFjnQG4V4l2LSe5ByPqHJyioj5Q5iG7dlOlpRXqzhq5b0PX7+Jut1chIyNfGo9IK0nZaNlO3pwUYHsJIm8w8CFqB5YsAebMAZxOICAAeO01ICurpUflord8VVKSALt9l9vx4oO/pCQBK1dOgzzvxjVrArfXOnc+prucJH6fXrCll9+jDnrUn/n554G6y2Na283Fdhd5eRkAzGsaab2uV/WZiKxj4EPUhlVUVGDfvjrMmdMVTqfrIe90AnPnCjjnnCNISgpq8RkBvWWeVaumoaZGe8eW68G/CzU1a92Wrk6disDmzenQCh6MmoyKwdaxY6dNm4qql6DS0tJQWFgIQHt5S01vu/nIkQUYNGiH10nKXNYiajwGPkRtlFh8r7g4CU7nTMV79fU2LF68DsnJ+xXbuOVd1EtLA1BcHITk5DrExzsBNM3Sibh8ZbZVXIt82ae0NF6xpTs9fZNiVsZoW7iLE6tWTfO4qSgAKejRXt4SVP909Sgzuh9a1ztjxgy3xGk5LmsR+QYDH6I2SgxgzB7c4nHyKsVGyca+anqpbv4ZEnIGK1deoThGvSQk3/kFQPp9587H8Pbb1ynydwoK0jFgwM+629rlgRLgBGCDIGgvfVlNKNZbThs//jMkJh7Azp0DUVCQjs2bR6KgIF1xX9X5Oep7xaCGqHkw8CFq46w+uMUAyCzZWK/ppXy2SIv64S3u9iotLcXq1auRmFhiGKC5LyEJEJez9Lq8L1lyg+629uTk/dKy0qlTEYZBl9XCi8HBZ+AKopTXMGDATgAw7KnF/Byi1oGBD1E74EnFZG96W+n1tFJTzxbFxMRIwZJRgKa9hNQwO6PV5R0QTHeKyWv7eNtUVCQGZq6gR7l13W6vQnFxktc9w4io+TDwIWon9B7cYu2ZHTsqUVychODgMx73fjKa6TE7Tr3kpRWgGTfqBNRd3tWzLoBxkGG1qahaZWUlcnNzdQIzJ6688n3067cXgLWO7UTU8hj4EDVCc9XOacz3rF69WraMdBZsNicGD96O7dsHe937Sa8Ksxa9AodAQ5FDo8KFgLLLe0lJAqqrw7Fu3f/zKMgwmhVT9+ACXAFbdHQ0AP2dXx98cJViic3T4oNE1PwY+BB5qblq5zT2e7RyerZvH4ysrDdQWxvi8bZqT5uIAsYFDgHtGRmxXo88gFDmATmlYEkdZOgFZpdfPhydOnVCVVUV8vLypNfF1hVqmZmZAPS35KuX2IyCK25FJ2odGPgQWaCecTl4sCEYAcTaOcD48b6b+TGr0RMR4bB0Hr2cntraECQn73c7vri42O01dTNPK1WYzVRUVEjnBdxnZFxjbwgg3JebAiAITkyblovExIPS9xsFZhs2bPBojLW1tQD0t+SL90BcYtNbMuOuLaLWg4EPkQmtGZfevRuCHlF9PbB3r28CH6s1eqzwNPdEPhOi5k1itBa9ZGl1ntLEiWejY8d+WL9+ve5yU0REtWKmx5vATG+GSL4ENmzYD+ja9ZC0k0wkv5fcuUXU+jHwITKgPbMjYM2acgQExEozMQAQGCggMvIIKioaXy3Zao2e6dOnS3koamL+jNluKqu5OlbG4+n1mdm8eTOmT59u+bsLC9N0AzMAmtdqNEMUHR2t2JKfkFDGPB6iNo6BD5GBPXu0ZnZsyM39BJdd1lnxALz44nwsXuzqBD5//kyfLG1oBS0ZGfk4dsx17rq6OgDmSylauSd6D3yjYKipEniNvlO8RrPvdjgi/2hloWSzOVFaGi8VQFRfq9kMkfq+Mo+HqG1j4EOko6KiAlFRdQgI6KqY2RFnGZKT9+u2U+jR4wTuvNM34zBq21BUtBbDhrk6hmdmZqJLly66AZB8GUnvgX/6dAfF+bUSl40e/A6Hw+N8FnUAlpGRLzX0BICTJ09a+m5XMOi+K2zYsC2yCs7K4Mbq0p3RzjQR83iI2gYGPkQa5Dkol13mPjMi7w8FwK2dwr332pGZ2ZAI3dgt73rf8/HHl6Fr10NISCjDihUrAFhrOaH3wNcLEOz2KowdOxaAKwdIr2aQJ2MAtAOwvDzX94jBz/r1693uhdZ3a++8ciI5eR+2bDnX7VpLShKQmHjQ8tIdgxqi9sGoYhiR35L/zX7YsB+Qk7MIM2cuQ07OIrcZEK0gor7ehsLCCrzwwkn06gVcfDHQq5crUdpbesHKG2/cgK1bh7qN3WjZRQwSlLS3a4v5MXl5eYaJz3JWc3j0el/l5WXA4Yi0dA6RuBQmXpfN5sTkyWulVhlqK1dOQ1FRH7fPMGeHqH3jjA+RBUbtDPSSbj/7bNUfO4Bcr8m3oicleZ4ArV/kT3vnktbyjF7CM+BEauoWbNmSCuXfh5w4dSoCDkek5vV7mhztyTXpNS/V+x6HIxKdOh3XrE/k2oo+Ccpu7a77lpOzCDk5i5izQ+QnGPgQNZJe0m1tbajmTJC4Fd3TLujuwUoDvS3lVhKeCwvTUFCQ/sdykICGdhCujuYrV16hme/jTSFDrWvKyMj/Y3nLPY/K6vdoHSPf7p+Sshdify058b4lJ+/H7NljFTV4mLND1D4x8CHyAa2kW7PGmGaJsnrf07XrIbzxxg1Qdwi3sqVc67zyjuKuxpsCJk78GOvWXQpBaGgUKp9VcjgiFcX8jOrlaHV1dzgaii+KuTx5eRlQV2q2suvKyjF6ic+swUPkfxj4EPmIejmsMVu/5ctU4vKUKCGhDJMnN+68Yl0avbyhurpgw1mlwsI0WGkSarWr+8iRBRg0aIel5qXq77FyjPaSmoCMjHzm8xD5GQY+RI1klH9itP3ajLjMIm/r4KvzmhVI7NnzgO5slcMRiYIC93o5gPusk9UkZ8AVKN5440TYbDZpd5iVooWdO1dA3a1dfYxWTtPYscpt88znIfIPlgOfEydOWD5pVFSUV4Mhamus5J+IM0EORySKi5M8SgQuKipSNNBUB1mNna3Qm5UyqlBcXJyk2UV9xIgCaTzl5eWKf+qNX01dhdrKrFlRUR8oc3e0Z8CMgsUZM2Ywn4fIT1gOfKKjo2Gz2QyPEQQBNpsN9fX1jR4YUUuy8rd/T/pCaQVI5eXlhgm0FRUVWL58ueE5tJKJPZ250AsI9F7Xm4VJSyuUfpYvzXk6fqvjAxr+HSgTo8VkZpcZM2YgPDxc9/xMYibyL5YDH0+7GhO1ZUaVeh0OB1asWGG56q9+gLQIdnuV7u4u+XebJROLXcHFoKesrEz32kJCQtyCI73ZI73X09ML/mgPYS3HSO8eiMUXjRjNEpn9O5g+fTpSUlIMz09E/sVy4DN69OimHAdRq2M2C2C1YafZw/nIkSOm32WWTCzuSLKaTJydnW0Y2NXW1iIoKAjR0dGK5Gr1rE16+iakpRW6BXrqQMWo+OLkyQ0zPw6HA3a7XTrGbJbI7N+BXgNXIvJfXic3V1ZWYsmSJdi1axcAYODAgbj++usV/9Mias+s7trS21FUWhqP5OT9yM3NRWZmptt/O2J+TFMkE9fU1Ohu3dZ7XWvWpqAgXbHEpReoWC2+WFtba/h96qXEpmqaSkTtl1eBz/fff4/x48cjLCwM5513HgDgueeew2OPPYb169dj2LBhPh0kUWtllH8yZswYbNiwQadInw35+RkYNGgH7PYqrFixQndJR7utgzKZWI83lZXVdXfEAMxs5sosULFSfPH48eMICgqy9H0idksnIk94FfjcfvvtmDx5Ml5//XXpf1J1dXW44YYbkJOTg//85z8+HSRRa6aXB9OpUyfp9/HxZdCrGmy3Vxku6VhJJtZidM7KykrNmR2jpTKzZSWzQEWv+KJ85kqeS2j2fdOnTzdcymLSMhFp8apJ6ffff497771XCnoAICgoCPfccw++//57nw2OqL3Qagoqr4ujNVMiNunUar7pbTKxeM7c3FxUVFS4fc69wrJrC77Yq0tvHA5HJE6dCte9RlFk5EmoA0C9zaJm1921a1fExcXp/mLQQ0RavJrxiYqKwoEDB9C/f3/F6yUlJYiM9KyjMlF7dfz4ccVSkyd1cdRLOmYFC9VLOlaWiczygfRmjNTjkB8HOKVZGq0AzdU6Qn/mSyTPeXrwwaPYty8ISUl1iI8/F8C5nM0hIq95FfhkZmYiKysLzzzzDEaMGAEA2LRpE+6++25cddVVPh0gAOzbtw+PPPIIvvzySxw6dAjx8fGYMWMG5s+fr/gf/vbt2zFv3jx899136NKlC2655Rbcc889Ph8P+Y+DB4E9e4C+fYGEBM8+++yzlfj44xxFEKDVBTw4+AzMKg8D+ktqWsX3rOw4UxcXlL9mlq8zfvxAfPvtfrfjgAAIghPTpuUiMfGgpURvm82J4GBlEGa326WluLg4IDXVbahERF7xKvB55plnYLPZcN1116Gurg4AEBwcjJtvvhlPPPGETwcIAL/88gucTideffVV9OnTBzt27MCNN96IU6dO4ZlnngHgqiw9btw4ZGRk4JVXXsFPP/2E66+/HtHR0ZgzZ47Px0Ttl5jc+957YbjnHjucThsCAgQ89ZQDV199GtXV1abn0AsccnIWKbqGi7MlrqDH1T1cPVMi1ujRojfzoZVMLAiuKsdino9WkUGR2YzRt99+q3scEICICNc9Uleqdh+XAEEIwJIlN3jV3Z2IyFNeBT4hISF44YUXsHDhQhQVFQEAUlJSDKujNsaECRMwYcIE6efevXtj9+7dePnll6XA591330VNTQ3efPNNhISEYODAgdi2bRuee+45Bj5kmZjc63BEYtGiHKk7udNpw913R+G3396E3V6lWw1YrHljZanJfbbEFfRkZb2hKOpn1jVcvgtL3tcrJWUvBEF+pH5laTWrNYr0jistjcfbb18nLX+NGFEg1fvRSnI2qnpNRORLjWpSGh4ejrPPPttXY/GIw+FA586dpZ8LCgowatQoxdLX+PHj8eSTT+L48eOKHTZyZ86cwZkzZ6SfPelJRq2fp0tVYgBhFriEh4cbBiNWAge976ittb4F22gXliufxlplafWWd6v1cbSOy8jIR35+hmL5a/PmkSgoSJdmdWprQy2NjYjI17wKfH7//XcsXrwYGzZswJEjR+B0KndybN261SeD07N3714sXrxYmu0BgEOHDiE5OVlxXLdu3aT39AKfhQsXYsGCBU03WGoxS5YAc+YATicQEAC89hqQlWXts1ZnPPRYCRysfodRLRqtXVhiEGPl/EZb3q12gE9J2YupU1cBEJCYeFC37pB8Vqex95eIyFteBT5ZWVlYv349pk2bhvPOO8+0eame++67D08++aThMbt27VLsHvvtt98wYcIEXHHFFbjxxhu9+l65+++/H3fccYf084kTJ5CYmNjo85JveTJzU1FRgX376jBnTlc4neJSFTB3roBzzjmCpKQg0x1BRoGLwxGJTz89jXPOOYz4eFfQr5VrYxY4mAVHU6ZMQXx8vNt55Utb8gRlrSDG6PxWKyMbzcBofaerQagyWVskzuokJ+83HBsLDxJRU/Eq8Fm7di0+/fRTjBw5slFffuedd2LWrFmGx/Tu3Vv6fWlpKcaMGYMRI0bgtddeUxzXvXt3HD58WPGa+HP37t11zx8aGorQ0FAPR07NwSzJWCvYEJd+iouT4HTOVLxXX2/D4sXrkJy8X7cxqJzZ1m31DEl2drbbOcwCB6PgKDY2Vvf61IySqbV2kgHWKyOrk6srKyuRm5ur+51ZWW9AvWVdJJ/VefTRZG5VJ6Jm51Xg06NHD5/U6+nSpQu6dOli6djffvsNY8aMQWpqKpYuXYqAAOX/sNPT0zF//nzU1tYiODgYAJCXl4d+/frpLnNR6yU+4A8ejMOSJTfoJhmrAxhxJsRsKcVqTyt54GI2Q2L1nEbfISdPVAZcsyB6S1unToXrBjHJyfs1z291uUkvuVovcPr1177QDnyUszribBa3qhNRc/Iq8Hn22Wdx77334pVXXkGvXr18PSY3v/32Gy666CL06tULzzzzDI4ePSq9J87mXH311ViwYAGysrJw7733YseOHXjhhRfw/PPPN/n4yPdqamqwdetQrFkjbvVuIJ+V0As2mqJ5pZUZEqtLNOpdYQ6HAytWrFAck5ub6/a5zMxM6ffq2ScrtYDUiczKreVOpKcXuH2nuJymnonRazz6n/+Mhrg1Xz4Wcbea3hIeEVFz8CrwGT58OH7//Xf07t0b4eHh0gyL6Ngx3yYo5uXlYe/evdi7dy8SVAkewh/7de12O9avX4958+YhNTUVsbGxePDBB7mVvQ2qqKjAjh2Vsvo2SlaTYK0m51plZYYkJiYG2dnZhrM/VpZy9JqLit3LtWafXGNzBT9agZ5RJebCwjQUFKS77b4ClPV+srOzpeBOv/GoWMFZUHyXuEWfQQ8RtSSvAp+rrroKv/32Gx5//HF069bN6+Rmq2bNmmWaCwQAgwcPxsaNG5t0LNS05Dk6gnCW2/ueztyY5dioGc3YWJ1FauxD3SiPSKQ3+zRtWi4iIqrdAj2jZToAKChIN0xyFtXU1CAuLg7Z2dkoLS0FsBohIWewcuUVqqsIwNSprrFcc00aBg1i/g4RtQ5eBT6bN29GQUEBhgwZ4uvxkJ8zytEB3Iv7+ZrWjI1YlBDwzSySfFeW/DsAazutAP3ZJ602EYDxMh1gs5TkLBcTEyNdQ2JiieFYBg0ab1jziIioOXkV+PTv3x+nT5/29ViIJHqzK00Z9IisbHX3dtnMqOAgYH2nlZWt8LGxsVLQZrZMp/XeqVMRUld2I02RT0VE1FS8CnyeeOIJ3HnnnXjsscdw9tlnu+X4REVF+WRw5N98naPTGhgVHLTbqzwq7Ge2FV4+y2IWnKjfEwRg5cordJfaAOWyoNFYWJOHiFoTrwIfsW/WJZdconhdEATYbDbU19c3fmTklxwOh+z32gm+Rqw+ZD15GDfFOQH9XB6jACUoSPmfrN7sk9hI1WpwIr5XUpKAlSunwUoPLV8lchMRNSevAp8NGzb4ehxEqKiokLZ0W0nwBdyDjaZ4GHtyTq38HTmxNo9RLo9RgBIdHY0ZM2Zg+fLlhmNevny5VOMoOzsbR48exYoVK0yX6U6csMOTHloMaoiorfEq8Bk9erSl4/7yl7/g73//u6LqK5EeMWCwkuBrVAumKR7GVs5plr8jZ5bLoxegeDKrJN7PmJgYRe0rLfJAU6sGD3toEVF70aju7GaWL1+Ou+66i4EPAdDezSQnzoZYSfDVaufQ0szyd+T0dq1pJRSLicrirFJZmTLB22xJUD6TpvUZAKpaPDaIwQ97aBFRe9OkgY9YXJBIPRviaVCgnnVo7Q9gvaU6+XWrqyYDNs2EYjFRuaKiAmVlZaaNSdVLguqATP2Z9PQCjW7qNowf/xkGDNiJ2bPHIjaWNXiIqH1o0sCH/JNRnRrA/GFttgNp+vTprfoBrLdUd/p0B+TnZyiuKSdnEUpKErBq1TSpH5nW0p7WMprZkqB4z+X3XuszBQXp0Gp3MWDATtjtVbq9uoiI2iIGPuRTZnkuVgv0mSX4tmZ6S3Vi0CP+LHZPj4g4bbq0p7VEaLYkKG81YfaZESM2SdWbubxFRO0ZAx/yKbM8F6sF+oDGFQpUM8ovqqyshM1mg91u13zf0yUevfwdvev2pHaP2feYfa60NA5ayctpaYVISyvEoEGXY8iQCMTHs8UEEbVPDHyoyWgtaaWk7PXqId8Ynuy20iNuDbdCa6kuIyNfMeMDNFy3N5WPxYBSfl6zzzkckcjPz4A86AEEZGTkS5+ZODEMcXHdLF0nEVFb5HHgU1dXh8cffxzXX3+9W6d0tRkzZrCKs5/SW9LKyVnU6PYG4tKL2S4xcbbCk91Weu8ZfY8WraW6sLDfda/bkyrV6oDyggs2IizsNHr2PICEhDLda9CabQNsiI8vVdwzIqL2zOPAJygoCE8//TSuu+4602NffvllrwZFbZ/RkpbRQz4zM1N3yQlQFgq0skssOztb8XmjxGqj98QEYaOlH3XQoF6qk193cHANamtDFVvXjWr3GNU42rhxFMSt54MHb8f27YMVM00jRxYAMF8aa+1J40REvuDVUtfFF1+Mr7/+GklJST4eDrVWVmdXRGYPWb2HvN1ut7SDSD4Wo4BFfpxRYjUAw6RreaKwetlLfm+mT5+O48ePIy8vT3PcdnsVior66I5XrNkjUtfu0Zu1Ecf8449DFD/n5Y0FAIwcWWC6pNa1a1fDe05E1B54FfhMnDgR9913H3766SekpqYiIiJC8f7kyZN9MjhqHazmyMhnV7zt2O3pUovVXWKA8SwUYNN87+efB2DgwJ26y15W7o1RsUD1eOU1e2pqalBTU6Oo3aOdOC1nc/s5Ly8DgwbtgN1ehUcfTcaDDx7Fvn1BSEqqYxIzEfkdrwKfv/zlLwCA5557zu09Niltf6zmt6iPM1rSUs9sAN41tPRkl5jZLJR7QCFg/foJyMsbp9srzCx/yEqxQPV4jYIpdUCp3qHl/jMANJzfFVh1Q2qq5umJiNo9rwIfp9Pp63FQO2GW5yLS67PlKU+2dJvNQukFFEazSHLqIEe9k0sQArB5c7rpeM0CTXlAWVoar9jVddZZu7Bz5wCot6uz1xYRkYtXgc/bb7+NzMxMhIaGKl6vqanBBx98YCnxmdqnpuiObsTTJTWjWSjxvZ9/HoD16ycoPmfUoRzQXnJTb193CUB6un6xQL1zqxO3xYAyOXk/Bg3aobieTZvSkZeXAcC7XXNERO2ZV4HP7NmzMWHCBLdkyKqqKsyePZuBj58zCmrE3BV1o02RN0GR2VZwq7NQ4nsDB+5EXt44j2oN6S25abWCEIsFerN1XS8Rury8XErAHjmywC0YIiIiF68CH0EQYLOp8wiAgwcPGm5FpvbBrBu4Hk+SpD0NfoyCmZiYGEyfPh25ubnSa0bX4MkskthRXm/JzajAoNb5HA4HamtrpTFaSYQGrAd3rNNDRP7Oo8Bn6NChsNlssNlsuOSSSxAU1PDx+vp6FBcXY8KECQZnoLbOSjdwPd4mSWux+gAXj5P397JyDVYKClZUVEjBlF6wNGzYD7qzL2lpaQgPD0d1dTUKCwsBACtWrJDe9yRxu7mXGImI2iqPAp/LL78cALBt2zaMHz8eHTt2lN4LCQlBUlISpk6d6tMBUuvhydZxq+fzZuYI8P5B78k1mM2aqL87JWUvpk5dBUBAYuJB08KEYrCjJt6X4OAzHrX3YFBDRGTOo8DnoYceAgAkJSUhMzMTHTp0aJJBUesiPujNZiA8WUZpzMyRyJsHvdk1WK0crebJ9RgFfOrzqCsxM1GZiKhxvMrxmTlzJgDX33iPHDnitr29Z8+ejR8ZtRri7Mq+fXV45x0BTmdDfldgoIBbbpmIpKQgy4GIr2eOPGFeUdpa5Wg5s+sZN24c1q9fD0A/QHI4IlFSkog1ay6DmAwtCAHYvn0wsrLeQG1tiNtSGfN1iIg851Xgs2fPHlx//fXYvHmz4nUx6ZkFDNufmJgYxMQAr70GzJ0L1NcDgYHAq6/akJrqWTdvT3JXfM3bitJGzK5HXBLWC5BOn+6gs/XddUxtbQiSk/crdnExX4eIyDteBT6zZs1CUFAQ1q5di7i4OM0dXtQ+ZWUB48cDe/cCffoACQmen8Ns1kVszyDnywe9J53QrbBaRFEvQBJr7miRn0e+i4uIiLzjVeCzbds2bNmyBf379/f1eKgNSEjwLuARmc26yBuCynm6zV3ePPTgwYNuY/DVdm+rs0j6fbb0gx7m9BAR+ZZXgc+AAQM0/1ZOZEQeVHgz61JaWoqamhpLsz9WawbJzZgxw3JgVVFRofhvwMr1uPfZ0mazOTF16krFzjAiIvINrwKfJ598Evfccw8ef/xxnH322QgODla8HxUV5ZPBUfui3oIurzYsp7frSX6s2eyPUfNQAJrnDw8Pt3QdekGV3iySvN7VsGE/ICTkDFauvELz3OIsz6BBu9zeYzIzEVHjeRX4ZGRkAAAuvvhiRX4Pk5vJjNmMitVt4VaLIarP6WohYQNg83obvVlHdtGUKVMQHx/v9vnExBKNJS8npk1zn+URt9czmZmIyDe8Cnw2bNjg63EQ4eDBOM1dTyEhZ5CYWOJ1kUTl0lJDsOGLbfRGgVpsbKwUrGRnZ6O0tBSrV6/WzQkSZ3nE3VsMdoiIfM+rwGf06NHYuHEjXn31VRQVFWHlypXo0aMH3nnnHSQnJ/t6jOQHtm4dqqhhIxKEAKxceYXh7Iw8iVkk5t9o7aRSn9/bbfRm9XvkOUAhISGK2R+jnKD4+HgGPERETcSrwGfVqlW49tprcc011+CHH37AmTNnALgaLD7++OP49NNPfTpIat/EAEJvdxOgPztjlsSsv5PKxWwbvUjepsIoqBKEAJSUJODYsdNYujRPMdbs7Gz20yIiamFeBT6PPvooXnnlFVx33XX44IMPpNdHjhyJRx991GeDI/9gNisj0pqdMcu3cd9J5Z7jY7aNXo9e/Z6VK6cBcF/6qqmpYR0eIqIW5lXgs3v3bowaNcrtdbvdjsrKysaOiVoxrWUlOW9mLLRnZcQ2KNYadAL6+TbDhv2A06c7yAoFOjFixGakpRVqLnFZaZ4qHpORkS9VXXZdQ8OYm7MVBxERWeNV4NO9e3fs3bsXSUlJite/+eYb9O7d2xfjolbIam0cq4UGxeUjvWRfAJZbSxjl2wBAfr68OnIACgrSkZbm3h3dbFeZwxGJwsI0FBSkS8dkZOQjPr4Up05FuG1Tb65WHEREZI1Xgc+NN96I2267DW+++SZsNhtKS0tRUFCAu+66Cw888ICvx0ithNUt5FaPU9f1efDBo/j55zPYtm2lFCjoJQCra9oY5dtERJy21BvMLFlZKwFbEAKQn5+BnJxF6Nz5mKXWFURE1HK8Cnzuu+8+OJ1OXHLJJaiursaoUaMQGhqKu+66C7fccouvx0jtmHxmKC4OSE0FLr10psfLaXpJzKtWTUNGRr7GewJKS+ORnLxfeqWkJFE3QAKguetMfkxy8n6fN0AlIiLf8irwsdlsmD9/Pu6++27s3bsXJ0+exIABA6Qu1ESN4c2uJnG5TG9G5oILNmLjxlFwJTYDgA35+RkYNGiHajZHSZyxKSxMg5VGor5ugEpERL7lVeAjCgkJwYABA3w1FiJNRgnV6n5ZWu0gBCEAYWGn0RD0NLwuzuZobaeX5xoVFKRrfr/WrI5e6woiImp5jQp8iJqap81GtdpB2GxO9Ox5QDf/Rm87/dSpKzFo0C4UFydpvj9w4E8YNy7PcpDDXltERC2PgU870xTbzfVY2fbdWFb7Yo0ZMwYbNmzQ3SGWkFCmm39z6FA3uLbPK4OixMSDAPTr9WgFPWJvLTUWJiQiah0Y+LQjvt5ubsRqM1EzZoGavC6U0Xd26tRJOk4vz0br9Q8//DN+/HEIXMtgArQKG+oFU/KgZ/r06ejatSuDGyKiVo6BTzvi6+3mauJSjdm2b6tLOp4sY5l9Z1CQ8o+yPM9Gq5oz4GqK2hD0AGLwc+WV76Nfv72K8xklLU+fPh1nnXWWpesgIqKWxcCHLBPr7mzYADz/vPu275EjZ+Kii1w/l5WV6Z5HXPbxJADTq9Mj1uKJjo6WagKVl5dL7SeMZokOHOgFdcIzYMOxYzEA9kJNL2k5Ojra8nUQEVHLYuBDHomJicH55wMBAYDT2fB6YCCQlhYDwPpym5pRzpBeno28OGBMTAwqKioU5zOaJerZcz/E5a0GAhITDwAA0tLSUFjoXt1ZjUnLRERtBwMf8khFRQUCA2vw1FNhuPdeO+rrbQgMFPDkkw4EBp7G0aMOS+dRz/aY5QxZybNRL50ZFSS026uQkFCGIUN+VOT4DBnyIxISXLNVPXr0YDd1IqJ2hoEPWaYOLG69NVLKeTl5sgqvvebdec1mZkRmxQHlAYoYSKmpZ4n+7//+jXPP/S9KSnoiMfGAFPSIGNQQEbUvDHzaAXFnlLyYX1NQz3z4qlCfWf6Ole8MCQmRxqcOpBq4zxI5HJGorQ3FgAE73c6rTpgmIqK2j/9nb+M8LfDX3KzU+jHL39GqjeNwOFBbWwsAKC/vgA0bALu9EoB2IAUA06a5ChKKzJbXunbt6t1FExFRq8XAp43zZmt6cyXjWq31Y5a/Y7fbERcXJx1fUVGBFStWaHxHJ0yaNBQpKXs1AymxICFgvrw2ffp0LnMREbVDDHz8xJQpUxAbG9tsybhW8nbkAZhR/o46UNNb0hK/IydnkWkitJXt8URE1P4w8PETsbGxilkTXzBaxrKStyPWBfJ215TRd5glQlvZHk9ERO0PAx/yitkylllgIc7ieDL7pE7iNvsOo+RrK9vjiYio/WHgQx6zkh8THR2NHj1OqGr9nMDVV1/l1XKbOolbnG3KyMhHfn6GV8GL2awQERG1Pwx8yDJxlsZsGUts1nnnnUBmJrB3L9Cnjw0JCdEAor36bq0aPWKwM2zYFiQnFyM6uhK1taFwOCJht1dhzJgx6Nq1q2JHWGVlJXJzc6WffbUln4iI2gYGPmSZmJOzb18d3nlHgNPZ0OohMFDALbdMRFJSkGI2JyHB9Utk1o3dbDZIa7Zpy5ZzsWVLKlzVlxu6qwMbAPimGz0REbUPDHzaOKtb0321hT0mJgYxMcBrrwFz5wL19a4+Xa++akNqajfDz1qtOWQUqOjV6AEaXlMvvckDrea+X0RE1Low8Gmj5DMnmZmZUjE/UVBQEKqrO6O4OAj9+gUgJqaTT78/KwsYP15cxlLO6uhRz/To7QozmhHSSmjWolf5ubE7yYiIqG1j4NMGWZk52bp1KNaunQSn04aAAOC5505i+nT9XBZvHvbqZSxPWC1uqKbejaXHaGs6gxoiIv/FwKcNMqvW3JAH48rBcTqB228Px/79rxkm8jZXLozVpqR6xN1YhYVp2Lw5Ha5lLidsNnBrOhERGWLg0w550vRTzpv2F97wdnxydnsVxo3LR1paobQd3XVubk0nIiJ9xokSrdCZM2dwzjnnwGazYdu2bYr3tm/fjgsvvBAdOnRAYmIinnrqqZYZZAsT82DkWqoqcUVFBcrKylBWVuZWeNCT8eklG9vtVUhO3i9tSxd/T0REpKXNzfjcc889iI+Px48//qh4/cSJExg3bhwyMjLwyiuv4KeffsL111+P6OhozJkzp4VG2zLEPJhPPpkkFQ+89FLzpZ/KykrD9z3NA9LLRTKrmlxeXu72XWJS8pEjRxR1eIiIiDzRpgKfdevWYf369Vi1ahXWrVuneO/dd99FTU0N3nzzTYSEhGDgwIHYtm0bnnvuOb8LfABXHsyDD6ahqqobIiOPYO1a88RhKwGFJ3lARru45FWTg4NrFIUHV69erfldrq30DbuyHA6H1KXdCLemExGRqM0EPocPH8aNN96Ijz76COHh4W7vFxQUYNSoUYqH3Pjx4/Hkk0/i+PHj6NRJezv3mTNncObMGennEydO+H7wzUgeXMTHOxEXB5SVOc0/aJG3eUB6u7iKivro7u46evSo9H2lpQEoLg5CcnId4uNd19OlSxduTSciIo+0icBHEATMmjULN910E4YPH459+/a5HXPo0CEkJycrXuvWrZv0nl7gs3DhQixYsMDnY24J6uCic+dDyMpqyK3xBYfD4XGXd71dXF27HjLc3SXO5hhtfc/OzvZ513kiImq/WjS5+b777oPNZjP89csvv2Dx4sWoqqrC/fff7/Mx3H///XA4HNKvkpISn3+Hr2kt3WgFFw8+2B1PP/2+tHTkCytWrEBFRYVHn9HbxfXrr311d3eJ9IImhyMSQPPtRCMiovahRWd87rzzTsyaNcvwmN69e+PLL79EQUEBQkNDFe8NHz4c11xzDd566y10794dhw8fVrwv/ty9e3fd84eGhrqdt7XTqj68aVMInn++cVvErfI02NCrtrxx42gATsjjb3F3l7hkd+pUeKO3vhMREYlaNPDp0qULunTpYnrciy++iEcffVT6ubS0FOPHj8eKFSuQlpYGAEhPT8f8+fNRW1uL4OBgAEBeXh769eunu8zVlqnzVs4/HwgIcBUrFOltEZfnAc2ePRZBQUGorKzE+vXrm2Ss4i6uNWsug7qnlisgcgU/4jKWOu9HLzgiIiLyVJvI8enZs6fi544dOwIAUlJSkPBHz4Srr74aCxYsQFZWFu69917s2LEDL7zwAp5//vlmH29LSEhQNw7V3sKulQdUX/+62/n0+mgZUXdel+cWDRv2A0JCzmDlyisUnxGEAEyblouIiGopmFm0KEextKUVHHG2h4iIvNEmAh8r7HY71q9fj3nz5iE1NRWxsbF48MEH/Woru7xxqNYWdq18mYceisNtt0UqAgl5cAQ4MXZsPkaOLDD8bnXNnobAqeHciYklbkteNpsTiYkHpWOKi5M0l7bkwRGDHiIi8labDHySkpIgCILb64MHD8bGjRtbYESth9g4VGsLu1aSsdNpU+TLqIMjIAB5eWMBQAp+Kisr3XZSyWd69HZhmRUuBLTzgdTBERERkbfaZOBD3tEKKgICBEW+jFZwBNiQn5+BQYN2wG6vQm5urm4hQ7MGpPLChVqzN1aCIyIiIm8x8PEjWkHFgw+WAlDOuKiTiQH3nVR6O7usNCAV+2rpMQuO5FiVmYiIPMHApx04eBDYswfo29e1zAXoBwTqoCIz8/9B3fUhNXULtmwZDsAmvWZ1J5XeUtWpUxFSSwor9IKjKVOmIDY2FgCrMhMRkecY+LRxS5YAc+a4trEHBLh2dmVludf60Wr5EBISopub45r1AQAbbDYnMjLyDYMWscGp1qySIAArV17hVnXZG7GxsazUTEREXmPg04YdPNgQ9ACuf86d69rZlZDQUOtHLzgCgF9++QWAdlKzK/gRIAgByM/PQFjY75pBS0VFhaLBaUrKXkydugrV1R3w6aeXQlw2U+f7yGdvqqursXz5ctNr5tIWERE1BgOfNmzPHmXBQsBVw2fv3oYlL6PgKCysQuqHpZ3UrCw2KA9a5Ix2dGnlCv388wAMHLjTbfaGDUeJiKipMfBpw/r2da/WHBgI9OnT8LNRcNSvX0OQoddWQk6vVYTD4fjjn5GK6syucwmQ5woBAtavn4C8vHGw20sxZ06ZFNAwqCEioqbWok1KybqKigqUlZUpfgUGluGppyoRGOiqaRQYCLz6asNsD9AQHMkFBgIxMccVlZXF3BzXLA0gLnPJaSU4V1Q0zBoVFqbB/Y+UDQ35Qg1BkCAEYMGCeDz99Pt46aWXPG58SkRE5A3O+LQB6qrIarfeGoljxzrjzjv/jLPPVvYlc29lATz77EmsXv2i23nE3BxAQGLiQbeeWfJ6OmKujbg0dfBgHDZvTtcYnRM33PAGDhzoifXrJyjekc8gscs6ERE1BwY+bYBZUCBu/Y6N/V3zfXkriz59gMDAKrz2mvIYvWrLKSl7MWjQ5RgyJALx8ecCOFdamqqoqEB5ebn0Wa0JxBEjCpCQUIbIyJPIyxvnts2dzUaJiKg5MfDxE2IrCwAoK1O+d/BgnFtujjyReeLEMMTFdVN8RpyFcu0Gy9HMDbLZnEhLKwTAisxERNQ6MPDxc3qzNXqJzCJxFkp7NxgAuAc2nlRkJiIiagoMfPyYe+2eBo2t1JyV9QYSEsrcjjdrV0FERNSUuKvLj1mdrTEqGqjeDSYuYWkFPURERC2NMz5+zGy2ZsqUKYiPjzetr8MlLCIiaisY+PgxvYRjcbYmNjZW2r2l7vllt1e6nasxAQ9bURARUXNg4NMGWA0KvDnOaLYmJCREUUNIueW9EyZNGmracHTKlCkIDw9HeHi44XhYtZmIiJoDA582QN1pXYsnwYMn5yv7Y++7OhHaqHeXHLupExFRa8LAp42QBzUHD7p6cPXtq2xP4e35rNBKhDbb8g5wCYuIiFoXBj5tzJIlDd3WAwJc7Siysnz/PWJeT3l5ORyOSJw6Fa6ZCC1ueZ8yZQpiY2MV5+ASFhERtTYMfNqQgwcbgh7A9c+5c13tKOQzP/JkZC1mAYl7Xo9YmdkpBT/qystc0iIioraAgU8bsmdPQ9Ajqq939eASAx+zhqai7Oxs3eBHDJrcCxwGQBCcmDYtF4mJB6Wgx+GIxKZNITj/fO+X3oiIiJoDCxi2IX37upa35AIDXY1HReqZHocjEsXFSXA4IhWvW+mGrl3gMAAREdVS0LN161AsWpSDK66IQa9eAp59thJlZWWoqKiwfF1ERETNhTM+bUhCgiunZ+5c10xPYCDw6qvK2Z7y8nLpeL2O61bpFTgU83rUM0JOpw133x2F3357E3Z7leGsEhERUUvgjE8bk5UF7NsHbNjg+qeY2Cwuca1evRqA/vZz9cyPEb12FOJsj9FOL8DarBIREVFz4oxPG5SQ4PpVUVGBsjJXcCGf6QGAkpJEw+3n5eXlUhXm5OQ6xMe7ghv19nOjAodmM0JEREStDQOfNkqdxOxwROLYsSR07lyBoqI+WLPmMrfPyIOSv/2tGB9/PFBzGSwzM1PxOb12FHotL9iri4iIWisGPm2UfBlJncsjCIB6FVMelJhVYa6trbU8DjYoJSKitoSBTxunFcRomTp1JQYN2gXAvApzUJBnfywa26CUiIiouTDwaeO0t5wr2WxOJCYelH42y82Jjo427OVVXl4uJVETERG1JQx82jitIAYQANj++L173o2V3BxuQyciovaIgU8bpw5ilEEPYLMBKSl73T7XmNwcq41H2aCUiIhaGwY+rZyVTuxiELNz5wB8/vkExXtGHdS9zc2JiYkxXAoD2KCUiIhaJwY+rZDYZPS998Jwzz12OJ02BAQIeOopB66++rTmTIrdXoUBA3Zi/fpxurk7Y8eORV5enk/GyKCGiIjaIgY+rYxYn8fhiMSiRTkQBNeylbodxIwZM9w+a5a7I9+t5ar7E4POnSvcZn24REVERO0VA59WRlw+MttyHh4eLi03yXdZGeXurFu3DoBxD68ZM2YgJibG0hIbERFRW8NeXa2UuFtLTt0OIiYmBnFxcYiNjVUcZ7dXITl5v2b+jlkPr+rqajz7bCV69RJw8cVgx3UiImpXGPi0UkYNQh2OSGzaFIKDf5Tm8WRpyqyx6NKlebj77ig4ncoltqeffh8vvfQSgx8iImrTuNTVimktW4nLVM8/H4CAAOC114CsLPNdVpWVlcjNzTUtXmi2xMaO60RE1JYx8Gnl5FvO1ctUTicwd66Ac845gqSkIMTFxVk6n1ECNDuuExFRe8bApw3Rmo2pr7dh8eJ1SE7ej+zsbLdt5uLW+PLycmknV0rKXuTkLNJMgGbHdSIias8Y+LQhZrMx8mWoiooKHDlyBLm5uXA4IlFYmIbNm3MAuO/kUmPHdSIiaq8Y+DQjK1vEjRKVrc7GiLWAAOXWdZEgBGDNmsuQkrJXN6hhx3UiImqPGPg0kyVLgDlzXHk5DUnJ7sdptYOwWqdHJH5WnROkFIDCwjSMG5dvWMyQiIioPWHg0wwOHmwIegAxKRkYP1575kedp1NaGoDi4iQpMLE6G6OVEyRXUJCOiIhTyM/P0CxmSERE1N4w8GkGe/Y0BD2i+npg717zqsiumaKucDpnehyYaOUEyQlCgBT0iD9//LHxEhjbWRARUVvGwKcZ9O3rWt6SBz+BgUCfPu7HyvOAAHGmyFVM0EpgIqfOCQIEADbZEe5Bkbxmz5QpUxRVodlxnYiI2jpWbm4GCQmunJ7AQNfPgYHAq6+6z/YsWQL06oU/WkUAL7zgPlMkr7JsxbBhPyAr6w0ATiiDHgEXXrjRsC1GbGws4uLipF8MeoiIqK3jjE8zycpy5fTs3eua6VEHPVp5QM8/D9hsgCA0HGdUTFBvGaq2NhTuMa4NvXsXo1MnB2v2EBGR32Dg04wSEvRzevTygG666SRefz0C9fU2BAQIePDBUkyZMhbBwcGw2+3SsUbLUEb1f5KT97NmDxER+Q0GPq2EVh6QzeZEWNhruPVWSIEJUIU/drZrVmoG3Gd+zOr/sGYPERH5CwY+rYSYBzR3rmumRys4Udu3rw7bt7sXRBRrAZWWlnpU/4eIiKi9Y+DTioh5QIWFFdi06S3D4GTr1qH4+9+7/lEQUcBTTzlw9dWnpSWvmJgYt07qnNkhIiJ/x8CnlUlIAAIDa7Bjh36A0lCR2bVLy+m04e67o/Dbb2/Cbq/SXQLzFGv2EBFRe8PApxUQO6iLysvLDY/Xqsgsr78jnstq4DJ9+nRER0crXmPNHiIiao8Y+LQweUNRq8y6tIu0+n6pMcAhIiJ/wsCnhRkFJXrNQ612aQfc+34RERH5MwY+rdTWrUPdAht5jy7u0iIiIvIcW1a0Qg3Jy8rmoQ5HpOI4u70Kycn7GfQQERFZxMCnFdJLXu7V65IWGhEREVH7wMCnFRKTl+VsNif27/+ihUZERETUPjDwaYXE5GUx+PG0eSjr7xAREWljcnMTU9foUXM4HJqvGyUvT5kyBbGxsZqf4/Z0IiIifW0q8Pnkk0/w97//Hdu3b0eHDh0wevRofPTRR9L7Bw4cwM0334wNGzagY8eOmDlzJhYuXIigoJa5TG9q9MjptZiIjY1FXFxcY4ZGRETkl9pM4LNq1SrceOONePzxx3HxxRejrq4OO3bskN6vr6/HpZdeiu7du2Pz5s0oKyvDddddh+DgYDz++OMtMmajmR45sXJyeXm51FSUiIiIfK9NBD51dXW47bbb8PTTTyMrK0t6fcCAAdLv169fj507dyI/Px/dunXDOeecg0ceeQT33nsvHn744Vad9xIdHe02g6NXvBBQtrTg0hYREZF1bSLw2bp1K3777TcEBARg6NChOHToEM455xw8/fTTGDRoEACgoKAAZ599Nrp16yZ9bvz48bj55pvx888/Y+jQoZrnPnPmDM6cOSP9fOLEiaa9GANivo9Z8UL1rJCvmpISERG1d21iV9f//vc/AMDDDz+Mv/3tb1i7di06deqEiy66CMeOufpTHTp0SBH0AJB+PnTokO65Fy5cCLvdLv1KTExsoqswVlFRgRUrVlguXihndUmNiIjI37Vo4HPffffBZrMZ/vrll1/gdLq2dc+fPx9Tp05Famoqli5dCpvNhn/961+NGsP9998Ph8Mh/SopKfHFpelyOCJRXJzkFsiIwYtR53W9z1ZWVjbpmImIiNqLFl3quvPOOzFr1izDY3r37o2ysjIAypye0NBQ9O7dGwcOHAAAdO/eHf/9738Vnz18+LD0np7Q0FCEhoZ6M3yPmS1hAfqd10tL4/H229dpfjY3N1dKkGbODxERkb4WDXy6dOmCLl26mB6XmpqK0NBQ7N69GxdccAEAoLa2Fvv27UOvXr0AAOnp6Xjsscdw5MgRdO3aFQCQl5eHqKgoRcDUUvSWsFJS9iqO0+q8npGRj/z8DM3PionPubm50jmY80NERKStTSQ3R0VF4aabbsJDDz2ExMRE9OrVC08//TQA4IorrgAAjBs3DgMGDMC1116Lp556CocOHcLf/vY3zJs3r9lmdNTkO8mMlrBCQkJw5MgR6XV18UKjz2rV+WHODxERkbY2EfgAwNNPP42goCBce+21OH36NNLS0vDll1+iU6dOAIDAwECsXbsWN998M9LT0xEREYGZM2fi73//e4uNOSYmBtnZ2aipqUFpaQDeeUeA02mT3g8MFHDnnX8G4FTM2ADuxQu1lr86dz7W5NdARETUntgEQRBaehCtyYkTJ2C32+FwOBAVFeXTcy9ZAsydC9TXA4GBwKuvAllZQFlZGV577TXDz8rzg1ycGDs2H/HxZW61fubMmcPKzkRE5FesPr/bzIxPe5CVBQweDHzzDXDBBcC552ofp1W8MCVlL5QhagDy8sYCsOkmShMREZESA59mtGQJMGcO4HQCAQHAa6+5giE5vZ1fx47FwL36gGvZTCvZmYiIiNy1iQKGbV1FRQW2bDmMOXME/FGSCE4nMHeugC1bDuPgwYMA9Hd+ORyR0jZ3PWKyMxEREelj4NPExA7tixd/pkhsBoD6ehsWL16HTz/9FIDxzi9xm3tD8KNMzWKyMxERkTkudTUxcWu5XmFCebBidsxf/hKKlJRFOHasM0pL46XaPuKSmLjM1ZobshIREbUkBj5NTGw8qlWYcNKktQCA4uIkKZF50qS1WLPmMrgm45QBTXx8PObPHy4FU6WlR7FvXxCSkuoQH38ugHNZuZmIiMgAA58mVltbK/1eXZiwqKgPFi3KUVRoDgv7HTYbIAiATbkyhqCgIEVQExcHpKY215UQERG1fQx8mplYmFArkdm1PR3Q260VHR3dMoMmIiJqJ5jc3EK0EpldAY9ymoe7tYiIiHyHgU8LMdueLuJuLSIiIt9h4NNC7PYqZGTkQ70t3cX1GndrERER+RZzfJpQRUUFqqr0KymPHFkAAMjLy4AyBrUBcCIr6w0kJJRhypQpiI+P524tIiKiRmLg00TEwoUirf5bgCv4sdsdWLnyCtUZAlBb65rhiY2NZdBDRETkAwx8mohYawfQ778lSkwsMSxcyCUuIiIi32COTxMz6r8lUrejkOf2ZGZmcraHiIjIRzjj08TM+m+J1MUNxffsdnuzjpeIiKg9Y+DTxKz06BKJxQ2JiIioaXCpq4npLWMBrh5d8iUvIiIialqc8WkGZj261MnORERE1DQY+DQTox5dH398Gbp2PYTa2lC37e7c0UVEROQ7DHyaiF7Aopfs/MYbNwAIQECAgKeecuDqq08jJCSEO7qIiIh8yCYIglbPBL914sQJ2O12OBwOREVFNepcFRUVqKmpQXl5OVavXg3Atb1dXOZqIEDenDQwENi3D0hIaNTXExER+Q2rz28mNzehmJgYxMXFITY2VnpNK9lZ3ZG9vh7Yu7c5R0pEROQfuNTVAuTJzsHBNViy5AbFDFBgINCnTwsOkIiIqJ3ijE8z0Mr3sdurkJy8HwkJZYoZoMBA4NVXucxFRETUFJjjo+LLHB85Md8HAEpLA1BcHITk5DrEx7sCnvLyDqio6IQ+fRj0EBERecrq85tLXc1E3J21ZAkwZw7gdAIBAcBrrwFZWUBcXAsPkIiIyA9wqasZHTzYEPQArn/Onet6nYiIiJoeA59mtGdPQ9Aj4g4uIiKi5sPApxn17eta3pLjDi4iIqLmw8CnGSUkuHJ6AgNdP3MHFxERUfNicnMzy8oCxo93LW9xBxcREVHzYuDTAhISGPAQERG1BC51ERERkd9g4ENERER+g4EPERER+Q0GPkREROQ3GPgQERGR32DgQ0RERH6DgQ8RERH5DQY+RERE5DcY+BAREZHfYOBDREREfoOBDxEREfkN9upSEQQBAHDixIkWHgkRERFZJT63xee4HgY+KlVVVQCAxMTEFh4JEREReaqqqgp2u133fZtgFhr5GafTidLSUkRGRsJms3l9nhMnTiAxMRElJSWIiory4QjbDt4DF94H3gOA9wDgPRDxPjTNPRAEAVVVVYiPj0dAgH4mD2d8VAICApCQkOCz80VFRfntH2wR74EL7wPvAcB7APAeiHgffH8PjGZ6RExuJiIiIr/BwIeIiIj8BgOfJhIaGoqHHnoIoaGhLT2UFsN74ML7wHsA8B4AvAci3oeWvQdMbiYiIiK/wRkfIiIi8hsMfIiIiMhvMPAhIiIiv8HAh4iIiPwGAx8PvPzyyxg8eLBUcCk9PR3r1q2T3v/9998xb948xMTEoGPHjpg6dSoOHz6sOMeBAwdw6aWXIjw8HF27dsXdd9+Nurq65r4Un3niiSdgs9mQk5MjveYP9+Hhhx+GzWZT/Orfv7/0vj/cAwD47bffMGPGDMTExCAsLAxnn302vv/+e+l9QRDw4IMPIi4uDmFhYcjIyMCePXsU5zh27BiuueYaREVFITo6GllZWTh58mRzX4pXkpKS3P4c2Gw2zJs3D4B//Dmor6/HAw88gOTkZISFhSElJQWPPPKIol9Se/9zALjaJOTk5KBXr14ICwvDiBEj8N1330nvt8d78J///AeTJk1CfHw8bDYbPvroI8X7vrrm7du348ILL0SHDh2QmJiIp556qnEDF8iyNWvWCJ988onw66+/Crt37xb++te/CsHBwcKOHTsEQRCEm266SUhMTBS++OIL4fvvvxfOP/98YcSIEdLn6+rqhEGDBgkZGRnCDz/8IHz66adCbGyscP/997fUJTXKf//7XyEpKUkYPHiwcNttt0mv+8N9eOihh4SBAwcKZWVl0q+jR49K7/vDPTh27JjQq1cvYdasWUJhYaHwv//9T/j888+FvXv3Ssc88cQTgt1uFz766CPhxx9/FCZPniwkJycLp0+flo6ZMGGCMGTIEOHbb78VNm7cKPTp00e46qqrWuKSPHbkyBHFn4G8vDwBgLBhwwZBEPzjz8Fjjz0mxMTECGvXrhWKi4uFf/3rX0LHjh2FF154QTqmvf85EARBmD59ujBgwADh66+/Fvbs2SM89NBDQlRUlHDw4EFBENrnPfj000+F+fPnC6tXrxYACB9++KHifV9cs8PhELp16yZcc801wo4dO4T3339fCAsLE1599VWvx83Ap5E6deokvPHGG0JlZaUQHBws/Otf/5Le27VrlwBAKCgoEATB9YckICBAOHTokHTMyy+/LERFRQlnzpxp9rE3RlVVldC3b18hLy9PGD16tBT4+Mt9eOihh4QhQ4Zovucv9+Dee+8VLrjgAt33nU6n0L17d+Hpp5+WXqusrBRCQ0OF999/XxAEQdi5c6cAQPjuu++kY9atWyfYbDbht99+a7rBN5HbbrtNSElJEZxOp9/8Obj00kuF66+/XvHalClThGuuuUYQBP/4c1BdXS0EBgYKa9euVbw+bNgwYf78+X5xD9SBj6+u+Z///KfQqVMnxX8P9957r9CvXz+vx8qlLi/V19fjgw8+wKlTp5Ceno4tW7agtrYWGRkZ0jH9+/dHz549UVBQAAAoKCjA2WefjW7duknHjB8/HidOnMDPP//c7NfQGPPmzcOll16quF4AfnUf9uzZg/j4ePTu3RvXXHMNDhw4AMB/7sGaNWswfPhwXHHFFejatSuGDh2K119/XXq/uLgYhw4dUtwHu92OtLQ0xX2Ijo7G8OHDpWMyMjIQEBCAwsLC5rsYH6ipqcHy5ctx/fXXw2az+c2fgxEjRuCLL77Ar7/+CgD48ccf8c0332DixIkA/OPPQV1dHerr69GhQwfF62FhYfjmm2/84h6o+eqaCwoKMGrUKISEhEjHjB8/Hrt378bx48e9GhublHrop59+Qnp6On7//Xd07NgRH374IQYMGIBt27YhJCQE0dHRiuO7deuGQ4cOAQAOHTqk+B+c+L74XlvxwQcfYOvWrYr1a9GhQ4f84j6kpaVh2bJl6NevH8rKyrBgwQJceOGF2LFjh9/cg//97394+eWXcccdd+Cvf/0rvvvuO9x6660ICQnBzJkzpevQuk75fejatavi/aCgIHTu3LnN3AfRRx99hMrKSsyaNQuA//y3cN999+HEiRPo378/AgMDUV9fj8ceewzXXHMNAPjFn4PIyEikp6fjkUcewVlnnYVu3brh/fffR0FBAfr06eMX90DNV9d86NAhJCcnu51DfK9Tp04ej42Bj4f69euHbdu2weFwYOXKlZg5cya+/vrrlh5WsykpKcFtt92GvLw8t7/d+BPxb7MAMHjwYKSlpaFXr17Izc1FWFhYC46s+TidTgwfPhyPP/44AGDo0KHYsWMHXnnlFcycObOFR9f8lixZgokTJyI+Pr6lh9KscnNz8e677+K9997DwIEDsW3bNuTk5CA+Pt6v/hy88847uP7669GjRw8EBgZi2LBhuOqqq7Bly5aWHhqpcKnLQyEhIejTpw9SU1OxcOFCDBkyBC+88AK6d++OmpoaVFZWKo4/fPgwunfvDgDo3r27244O8WfxmNZuy5YtOHLkCIYNG4agoCAEBQXh66+/xosvvoigoCB069bNL+6DWnR0NP70pz9h7969fvNnIS4uDgMGDFC8dtZZZ0lLfuJ1aF2n/D4cOXJE8X5dXR2OHTvWZu4DAOzfvx/5+fm44YYbpNf85c/B3Xffjfvuuw9XXnklzj77bFx77bW4/fbbsXDhQgD+8+cgJSUFX3/9NU6ePImSkhL897//RW1tLXr37u0390DOV9fcFP+NMPBpJKfTiTNnziA1NRXBwcH44osvpPd2796NAwcOID09HQCQnp6On376SfEvOi8vD1FRUW4PkNbqkksuwU8//YRt27ZJv4YPH45rrrlG+r0/3Ae1kydPoqioCHFxcX7zZ2HkyJHYvXu34rVff/0VvXr1AgAkJyeje/fuivtw4sQJFBYWKu5DZWWl4m/FX375JZxOJ9LS0prhKnxj6dKl6Nq1Ky699FLpNX/5c1BdXY2AAOWjJDAwEE6nE4B//TkAgIiICMTFxeH48eP4/PPP8ec//9nv7gHgu3/v6enp+M9//oPa2lrpmLy8PPTr18+rZS4A3M7uifvuu0/4+uuvheLiYmH79u3CfffdJ9hsNmH9+vWCILi2rvbs2VP48ssvhe+//15IT08X0tPTpc+LW1fHjRsnbNu2Tfjss8+ELl26tKmtq1rku7oEwT/uw5133il89dVXQnFxsbBp0yYhIyNDiI2NFY4cOSIIgn/cg//+979CUFCQ8Nhjjwl79uwR3n33XSE8PFxYvny5dMwTTzwhREdHC//+97+F7du3C3/+8581t7MOHTpUKCwsFL755huhb9++rXoLr1p9fb3Qs2dP4d5773V7zx/+HMycOVPo0aOHtJ199erVQmxsrHDPPfdIx/jDn4PPPvtMWLdunfC///1PWL9+vTBkyBAhLS1NqKmpEQShfd6Dqqoq4YcffhB++OEHAYDw3HPPCT/88IOwf/9+QRB8c82VlZVCt27dhGuvvVbYsWOH8MEHHwjh4eHczt5crr/+eqFXr15CSEiI0KVLF+GSSy6Rgh5BEITTp08Lf/nLX4ROnToJ4eHhwv/93/8JZWVlinPs27dPmDhxohAWFibExsYKd955p1BbW9vcl+JT6sDHH+5DZmamEBcXJ4SEhAg9evQQMjMzFfVr/OEeCIIgfPzxx8KgQYOE0NBQoX///sJrr72meN/pdAoPPPCA0K1bNyE0NFS45JJLhN27dyuOqaioEK666iqhY8eOQlRUlDB79myhqqqqOS+jUT7//HMBgNt1CYJ//Dk4ceKEcNtttwk9e/YUOnToIPTu3VuYP3++YvuxP/w5WLFihdC7d28hJCRE6N69uzBv3jyhsrJSer893oMNGzYIANx+zZw5UxAE313zjz/+KFxwwQVCaGio0KNHD+GJJ55o1LhtgiArr0lERETUjjHHh4iIiPwGAx8iIiLyGwx8iIiIyG8w8CEiIiK/wcCHiIiI/AYDHyIiIvIbDHyIiIjIbzDwISIiIr/BwIeIGu2iiy5CTk5OSw+jyT388MM455xzWnoYRNQIDHyIyO/V1NQ06/cJgoC6urpm/U4icmHgQ0SNMmvWLHz99dd44YUXYLPZYLPZsG/fPuzYsQMTJ05Ex44d0a1bN1x77bUoLy+XPnfRRRfhlltuQU5ODjp16oRu3brh9ddfx6lTpzB79mxERkaiT58+WLdunfSZr776CjabDZ988gkGDx6MDh064Pzzz8eOHTsUY/rmm29w4YUXIiwsDImJibj11ltx6tQp6f2kpCQ88sgjuO666xAVFYU5c+YAAO6991786U9/Qnh4OHr37o0HHnhA6gq9bNkyLFiwAD/++KN0ncuWLcO+fftgs9mwbds26fyVlZWw2Wz46quvFONet24dUlNTERoaim+++QZOpxMLFy5EcnIywsLCMGTIEKxcudLX/4qISIaBDxE1ygsvvID09HTceOONKCsrQ1lZGSIjI3HxxRdj6NCh+P777/HZZ5/h8OHDmD59uuKzb731FmJjY/Hf//4Xt9xyC26++WZcccUVGDFiBLZu3Ypx48bh2muvRXV1teJzd999N5599ll899136NKlCyZNmiQFKEVFRZgwYQKmTp2K7du3Y8WKFfjmm2+QnZ2tOMczzzyDIUOG4IcffsADDzwAAIiMjMSyZcuwc+dOvPDCC3j99dfx/PPPAwAyMzNx5513YuDAgdJ1ZmZmenSv7rvvPjzxxBPYtWsXBg8ejIULF+Ltt9/GK6+8gp9//hm33347ZsyYga+//tqj8xKRBxrV4pSISBCE0aNHC7fddpv08yOPPCKMGzdOcUxJSYmii/no0aOFCy64QHq/rq5OiIiIEK699lrptbKyMgGAUFBQIAhCQzfoDz74QDqmoqJCCAsLE1asWCEIgiBkZWUJc+bMUXz3xo0bhYCAAOH06dOCIAhCr169hMsvv9z0up5++mkhNTVV+vmhhx4ShgwZojimuLhYACD88MMP0mvHjx8XAAgbNmxQjPujjz6Sjvn999+F8PBwYfPmzYrzZWVlCVdddZXp2IjIO0EtGXQRUfv0448/YsOGDejYsaPbe0VFRfjTn/4EABg8eLD0emBgIGJiYnD22WdLr3Xr1g0AcOTIEcU50tPTpd937twZ/fr1w65du6Tv3r59O959913pGEEQ4HQ6UVxcjLPOOgsAMHz4cLexrVixAi+++CKKiopw8uRJ1NXVISoqyuPr1yP/zr1796K6uhpjx45VHFNTU4OhQ4f67DuJSImBDxH53MmTJzFp0iQ8+eSTbu/FxcVJvw8ODla8Z7PZFK/ZbDYAgNPp9Oi7586di1tvvdXtvZ49e0q/j4iIULxXUFCAa665BgsWLMD48eNht9vxwQcf4NlnnzX8voAAV8aAIAjSa+Kym5r8O0+ePAkA+OSTT9CjRw/FcaGhoYbfSUTeY+BDRI0WEhKC+vp66edhw4Zh1apVSEpKQlCQ7/838+2330pBzPHjx/Hrr79KMznDhg3Dzp070adPH4/OuXnzZvTq1Qvz58+XXtu/f7/iGPV1AkCXLl0AAGVlZdJMjTzRWc+AAQMQGhqKAwcOYPTo0R6NlYi8x+RmImq0pKQkFBYWYt++fSgvL8e8efNw7NgxXHXVVfjuu+9QVFSEzz//HLNnz3YLHLzx97//HV988QV27NiBWbNmITY2FpdffjkA186szZs3Izs7G9u2bcOePXvw73//2y25Wa1v3744cOAAPvjgAxQVFeHFF1/Ehx9+6HadxcXF2LZtG8rLy3HmzBmEhYXh/PPPl5KWv/76a/ztb38zvYbIyEjcdddduP322/HWW2+hqKgIW7duxeLFi/HWW295fW+IyBgDHyJqtLvuuguBgYEYMGAAunTpgpqaGmzatAn19fUYN24czj77bOTk5CA6OlpaGmqMJ554ArfddhtSU1Nx6NAhfPzxxwgJCQHgyhv6+uuv8euvv+LCCy/E0KFD8eCDDyI+Pt7wnJMnT8btt9+O7OxsnHPOOdi8ebO020s0depUTJgwAWPGjEGXLl3w/vvvAwDefPNN1NXVITU1FTk5OXj00UctXccjjzyCBx54AAsXLsRZZ52FCRMm4JNPPkFycrIXd4WIrLAJ8oVpIqJW7KuvvsKYMWNw/PhxREdHt/RwiKgN4owPERER+Q0GPkREROQ3uNRFREREfoMzPkREROQ3GPgQERGR32DgQ0RERH6DgQ8RERH5DQY+RERE5DcY+BAREZHfYOBDREREfoOBDxEREfkNBj5ERETkN/4/oCIjCbnlO2gAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# # Define labels, and split training and validation data\n",
+        "input_labels = list(input_data.columns)\n",
+        "output_labels = list(output_data.columns)\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogates with PySMO\n",
+        "\n",
+        "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
+        "\n",
+        "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -534397.59515\n",
+            "(x_ 1 )^ 1      | -2733.579691\n",
+            "(x_ 2 )^ 1      | 1036.106357\n",
+            "(x_ 1 )^ 2      | 32.409203\n",
+            "(x_ 2 )^ 2      | -2.852387\n",
+            "(x_ 1 )^ 3      | 0.893563\n",
+            "(x_ 2 )^ 3      | 0.004018\n",
+            "(x_ 1 )^ 4      | -0.045284\n",
+            "(x_ 2 )^ 4      | -3e-06\n",
+            "(x_ 1 )^ 5      | 0.000564\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 4.372684\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
+            "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
+            "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
+            "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -519.862457\n",
+            "(x_ 1 )^ 1      | -8.820865\n",
+            "(x_ 2 )^ 1      | 3.676641\n",
+            "(x_ 1 )^ 2      | 0.18002\n",
+            "(x_ 2 )^ 2      | -0.010217\n",
+            "(x_ 1 )^ 3      | -0.000783\n",
+            "(x_ 2 )^ 3      | 1.4e-05\n",
+            "(x_ 1 )^ 4      | -6.9e-05\n",
+            "(x_ 2 )^ 4      | -0.0\n",
+            "(x_ 1 )^ 5      | 1e-06\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 0.010367\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
+            "Coeff. additional_regression_features[ 2 ]:  0.0\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
+            "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
+            "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Create PySMO trainer object\n",
+        "trainer = PysmoPolyTrainer(\n",
+        "    input_labels=input_labels,\n",
+        "    output_labels=output_labels,\n",
+        "    training_dataframe=data_training,\n",
+        ")\n",
+        "\n",
+        "var = output_labels\n",
+        "trainer.config.extra_features = [\n",
+        "    \"pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature\",\n",
+        "    \"pressure/temperature\",\n",
+        "    \"temperature/pressure\",\n",
+        "]\n",
+        "# Set PySMO options\n",
+        "trainer.config.maximum_polynomial_order = 5\n",
+        "trainer.config.multinomials = True\n",
+        "trainer.config.training_split = 0.8\n",
+        "trainer.config.number_of_crossvalidations = 10\n",
+        "\n",
+        "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
+        "poly_train = trainer.train_surrogate()\n",
+        "\n",
+        "# create callable surrogate object\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
+        "# save model to JSON\n",
+        "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing surrogates\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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sbCw0Gg0OHDiAqKgoADXTb6Snp2PWrFl1WhYGRERERLWgTYF4ZuMpVAnh9BQIPz8/PPXUU5g9ezaqq6vRu3dvFBUV4cCBA/D395cCC3Oio6ORk5ODjIwM3HLLLfDz84O3t7dTymtO48aN8dhjj2Hu3Llo1qwZWrZsiWXLlqG0tBSTJk2q07IwICIiIqqluk6BeOGFFxAcHIyUlBT88ssvCAwMxG233YZnnnnGquao4cOHY+PGjejfvz8KCwuxdu1ajB8/3qllNiU1NRXV1dUYM2YMrl27hu7du+Obb75B06ZN67QcKiGEsLwaFRcXIyAgAEVFRfD393d1cYiIqJZu3LiBnJwcxMTEoFGjRq4uDtWCuc/S2vs3e5kRERGR4jEgIiIiIoseffRRvW7+uo9HH33U1cWrNZcGRPv27cM999yDiIgI2Rl2tUOKGz6WL18urRMdHW20PDU1VW87mZmZ6NOnDxo1aoTIyEgsW7asLnaPiIio3liyZAkyMjJkH0uWLHF18WrNpUnV169fR3x8PCZOnIhhw4YZLc/Ly9P7e9u2bZg0aRKGDx+u9/ySJUswZcoU6W8/Pz/p/8XFxRg0aBAGDhyI1atX4+TJk5g4cSICAwMxdepUB+8RERFR/RQSEoKQkBBXF8NpXBoQJScnIzk52eTysLAwvb+/+OIL9O/fX2/ES6AmADJcV+vDDz9ERUUF3n33XWg0GnTs2BEZGRl45ZVXGBARERERAA/KIbp48SK2bt0qOy5Bamoqmjdvjq5du2L58uWorKyUlqWlpSExMREajUZ6LikpCVlZWbh69arJ9ysvL0dxcbHeg4iI6h93HDWZbOOIz9BjxiF677334OfnZ9S0NnPmTNx2221o1qwZDh48iAULFiAvLw+vvPIKACA/Px8xMTF6rwkNDZWWmRrnICUlBYsXL3bCnhARkTvQaDRQq9W4cOECgoODodFopCkuyDMIIVBRUYHLly9DrVbrVX7YymMConfffRejR482Gl9gzpw50v87d+4MjUaDRx55BCkpKbUadXPBggV62y4uLkZkZKTd2yMiIveiVqsRExODvLw8XLhwwdXFoVrw9fVFy5YtoVbb3/DlEQHRd999h6ysLGzYsMHiuj179kRlZSXOnTuHtm3bIiwsDBcvXtRbR/u3qbwjoGaCPFcMY05ERHVHo9GgZcuWqKysdIu5vch2Xl5eaNCgQa1r9zwiIHrnnXfQrVs3xMfHW1w3IyMDarVayoRPSEjAs88+i5s3b0oz7u7YsQNt27at82HBiYjI/WhnZDeclZ2UxaVJ1SUlJdIYBgCkieZyc3OldYqLi/HJJ59g8uTJRq9PS0vDihUrcOLECfzyyy/48MMPMXv2bDz88MNSsDNq1ChoNBpMmjQJp0+fxoYNG7By5Uq95jAiIiJSNpfWEB05cgT9+/eX/tYGKePGjcO6desAAOvXr4cQAiNHjjR6vbe3N9avX49FixahvLwcMTExmD17tl6wExAQgO3bt2PatGno1q0bgoKC8Nxzz7HLPREREUk4uauVOLkrERGR5+HkrkRERERWYkBEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBTPpQHRvn37cM899yAiIgIqlQqbNm3SWz5+/HioVCq9x+DBg/XWuXLlCkaPHg1/f38EBgZi0qRJKCkp0VsnMzMTffr0QaNGjRAZGYlly5Y5e9eIiIjIg7g0ILp+/Tri4+PxxhtvmFxn8ODByMvLkx4ff/yx3vLRo0fj9OnT2LFjB7Zs2YJ9+/Zh6tSp0vLi4mIMGjQIUVFROHr0KJYvX45FixbhP//5j9P2i4iIiDxLA1e+eXJyMpKTk82u4+3tjbCwMNllP/74I77++mukp6eje/fuAIDXX38dd999N/7v//4PERER+PDDD1FRUYF3330XGo0GHTt2REZGBl555RW9wImIiIiUy+1ziPbs2YOQkBC0bdsWjz32GP744w9pWVpaGgIDA6VgCAAGDhwItVqNQ4cOSeskJiZCo9FI6yQlJSErKwtXr141+b7l5eUoLi7WexAREVH95NYB0eDBg/H+++9j586dWLp0Kfbu3Yvk5GRUVVUBAPLz8xESEqL3mgYNGqBZs2bIz8+X1gkNDdVbR/u3dh05KSkpCAgIkB6RkZGO3DUiIiJyIy5tMrPkoYcekv4fFxeHzp07IzY2Fnv27MGAAQOc+t4LFizAnDlzpL+Li4sZFBEREdVTbl1DZKhVq1YICgrC2bNnAQBhYWG4dOmS3jqVlZW4cuWKlHcUFhaGixcv6q2j/dtUbhJQk7vk7++v9yAiIqL6yaMCot9++w1//PEHwsPDAQAJCQkoLCzE0aNHpXV27dqF6upq9OzZU1pn3759uHnzprTOjh070LZtWzRt2rRud4CIiIjckksDopKSEmRkZCAjIwMAkJOTg4yMDOTm5qKkpARz587F999/j3PnzmHnzp2477770Lp1ayQlJQEA2rdvj8GDB2PKlCk4fPgwDhw4gOnTp+Ohhx5CREQEAGDUqFHQaDSYNGkSTp8+jQ0bNmDlypV6zWFERESkbCohhHDVm+/Zswf9+/c3en7cuHFYtWoVhg4diuPHj6OwsBAREREYNGgQXnjhBb0k6StXrmD69On48ssvoVarMXz4cLz22mto0qSJtE5mZiamTZuG9PR0BAUFYcaMGZg3b55NZS0uLkZAQACKiorYfEZEROQhrL1/uzQg8iQMiIiIiDyPtfdvj8ohIiIiInIGBkRERESkeAyIiIiISPEYEBEREZHiMSAiIiIixWNARERERIrHgIiIiIgUjwERERERKR4DIiIiIlI8BkRERESkeAyIiIiISPEYEBEREZHiMSAiIiIixWNARERERIrHgIiIiIgUjwERERERKR4DIiIiIlI8BkRERESkeAyIiIiISPEYEClEXlEZDmYXIK+ozNVFISIicjsNXF0Acr4N6blYsPEkqgWgVgEpw+Iw4vaWri4WERGR22ANUT2XV1QmBUMAUC2AZzaeYk0RERGRDgZE9VxOwXUpGNKqEgLnCkpdUyAiIiI3xIConosJagy1Sv85L5UK0UG+rikQERGRG2JAVI/lFZUhp+A65iW3g5eqJiryUqnw8rBOCA/wcXHpiIiI3AeTquspw0TqeYPbofMtgYgO8mUwREREZIA1RPWQXCL1sq+zGAwRERGZwICoHmIiNRERkW0YENVDTKQmIiKyDQOieig8wAcpw+KYSE1ERGQlJlXXUyNub4nENsE4V1DK3CEiIiILGBDVY+EBPgyEiIiIrMAmMyIiIlI8BkRERESkeAyIiIiISPFcGhDt27cP99xzDyIiIqBSqbBp0yZp2c2bNzFv3jzExcWhcePGiIiIwNixY3HhwgW9bURHR0OlUuk9UlNT9dbJzMxEnz590KhRI0RGRmLZsmV1sXtERETkIVwaEF2/fh3x8fF44403jJaVlpbi2LFjWLhwIY4dO4aNGzciKysL9957r9G6S5YsQV5envSYMWOGtKy4uBiDBg1CVFQUjh49iuXLl2PRokX4z3/+49R9IyIiIs/h0l5mycnJSE5Oll0WEBCAHTt26D3373//Gz169EBubi5atmwpPe/n54ewsDDZ7Xz44YeoqKjAu+++C41Gg44dOyIjIwOvvPIKpk6d6rid8SDaSV9jghqzFxoRERE8LIeoqKgIKpUKgYGBes+npqaiefPm6Nq1K5YvX47KykppWVpaGhITE6HRaKTnkpKSkJWVhatXr5p8r/LychQXF+s96oMN6bnolboLo9YcQq/UXdiQnuvqIhEREbmcxwREN27cwLx58zBy5Ej4+/tLz8+cORPr16/H7t278cgjj+Dll1/G008/LS3Pz89HaGio3ra0f+fn55t8v5SUFAQEBEiPyMhIB+9R3ZOb9PWZjaeQV1Tm2oIRERG5mEcMzHjz5k08+OCDEEJg1apVesvmzJkj/b9z587QaDR45JFHkJKSAm9vb7vfc8GCBXrbLi4u9vigyNykr2w6IyIiJXP7gEgbDP3666/YtWuXXu2QnJ49e6KyshLnzp1D27ZtERYWhosXL+qto/3bVN4RAHh7e9cqoHJH2klfdYMiTvpKRETk5k1m2mDozJkz+Pbbb9G8eXOLr8nIyIBarUZISAgAICEhAfv27cPNmzeldXbs2IG2bduiadOmTiu7O+Kkr0RERPJcWkNUUlKCs2fPSn/n5OQgIyMDzZo1Q3h4OB544AEcO3YMW7ZsQVVVlZTz06xZM2g0GqSlpeHQoUPo378//Pz8kJaWhtmzZ+Phhx+Wgp1Ro0Zh8eLFmDRpEubNm4dTp05h5cqVePXVV12yz67GSV+JiIiMqYQQwvJqzrFnzx7079/f6Plx48Zh0aJFiImJkX3d7t270a9fPxw7dgyPP/44fvrpJ5SXlyMmJgZjxozBnDlz9Jq7MjMzMW3aNKSnpyMoKAgzZszAvHnzbCprcXExAgICUFRUZLHZjoiIiNyDtfdvlwZEnoQBERERkeex9v7t1jlERERERHWBAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREiseAiIiIiBSvgbUrFhcXW71Rf39/uwpDRERE5ApWB0SBgYFQqVRm1xFCQKVSoaqqqtYFIyIiIqorVgdEu3fvdmY5iIiIiFzG6oCob9++ziwHERERkctYHRAZKiwsxDvvvIMff/wRANCxY0dMnDgRAQEBDiscERERUV2wq5fZkSNHEBsbi1dffRVXrlzBlStX8MorryA2NhbHjh1zdBmJiIiInEolhBC2vqhPnz5o3bo11qxZgwYNaiqZKisrMXnyZPzyyy/Yt2+fwwvqasXFxQgICEBRURF70REREXkIa+/fdgVEPj4+OH78ONq1a6f3/A8//IDu3bujtLTU9hK7OQZEREREnsfa+7ddTWb+/v7Izc01ev78+fPw8/OzZ5NERERELmNXQDRixAhMmjQJGzZswPnz53H+/HmsX78ekydPxsiRIx1dRiIiIiKnsisg+r//+z8MGzYMY8eORXR0NKKjozF+/Hg88MADWLp0qdXb2bdvH+655x5ERERApVJh06ZNesuFEHjuuecQHh4OHx8fDBw4EGfOnNFb58qVKxg9ejT8/f0RGBiISZMmoaSkRG+dzMxM9OnTB40aNUJkZCSWLVtmz24TERFRPWVXQKTRaLBy5UpcvXoVGRkZyMjIwJUrV/Dqq6/C29vb6u1cv34d8fHxeOONN2SXL1u2DK+99hpWr16NQ4cOoXHjxkhKSsKNGzekdUaPHo3Tp09jx44d2LJlC/bt24epU6dKy4uLizFo0CBERUXh6NGjWL58ORYtWoT//Oc/9uw6ERER1UfCTQAQn3/+ufR3dXW1CAsLE8uXL5eeKywsFN7e3uLjjz8WQgjxww8/CAAiPT1dWmfbtm1CpVKJ33//XQghxJtvvimaNm0qysvLpXXmzZsn2rZta1P5ioqKBABRVFRkz+4RERGRC1h7/7arhujGjRtYvnw57r77bnTv3h233Xab3sMRcnJykJ+fj4EDB0rPBQQEoGfPnkhLSwMApKWlITAwEN27d5fWGThwINRqNQ4dOiStk5iYCI1GI62TlJSErKwsXL161eT7l5eXo7i4WO9BRERE9ZNdI1VPmjQJ27dvxwMPPIAePXpYnPTVHvn5+QCA0NBQvedDQ0OlZfn5+QgJCdFb3qBBAzRr1kxvnZiYGKNtaJc1bdpU9v1TUlKwePHi2u8IERERuT27AqItW7bgq6++Qq9evRxdHrexYMECzJkzR/q7uLgYkZGRLiwREREROYtdTWYtWrRw+nhDYWFhAICLFy/qPX/x4kVpWVhYGC5duqS3vLKyEleuXNFbR24buu8hx9vbG/7+/noPIiIiqp/sCoj+9a9/Yd68efj1118dXR5JTEwMwsLCsHPnTum54uJiHDp0CAkJCQCAhIQEFBYW4ujRo9I6u3btQnV1NXr27Cmts2/fPty8eVNaZ8eOHWjbtq3J5jIiIiJSFrsCou7du+PGjRto1aoV/Pz80KxZM72HtUpKSqRu+0BNInVGRgZyc3OhUqkwa9YsvPjii9i8eTNOnjyJsWPHIiIiAkOHDgUAtG/fHoMHD8aUKVNw+PBhHDhwANOnT8dDDz2EiIgIAMCoUaOg0WgwadIknD59Ghs2bMDKlSv1msOIiIhI2ezKIRo5ciR+//13vPzyywgNDbU7qfrIkSPo37+/9Lc2SBk3bhzWrVuHp59+GtevX8fUqVNRWFiI3r174+uvv0ajRo2k13z44YeYPn06BgwYALVajeHDh+O1116TlgcEBGD79u2YNm0aunXrhqCgIDz33HN6YxURERGRstk1uauvry/S0tIQHx/vjDK5JU7uSkRE5HmcOrlru3btUFZWZnfhiIiIiNyJXQFRamoqnnzySezZswd//PEHBzAkIiIij2ZXk5laXRNHGeYOCSGgUqlQVVXlmNK5ETaZEREReR5r7992JVXv3r3b7oIRERERuRu7AqK+fftatd7jjz+OJUuWICgoyJ63ISIiIqoTduUQWeuDDz5gThERERG5PacGRHakJxERERHVOacGRERERESegAERERERKR4DIiIiIlI8BkRERESkeE4NiB5++GEOYuggeUVlOJhdgLwiTplCRETkaHaNQwQAhYWFOHz4MC5duoTq6mq9ZWPHjgUArFq1qnalIwDAhvRcLNh4EtUCUKuAlGFxGHF7S1cXi4iIqN6wa+qOL7/8EqNHj0ZJSQn8/f31pvBQqVS4cuWKQwvpDlw1dUdeURl6pe5Ctc6n5KVSYf/8/ggP8KmzchAREXkip852/+STT2LixIkoKSlBYWEhrl69Kj3qYzDkSjkF1/WCIQCoEgLnCkpdUyAiIqJ6yK6A6Pfff8fMmTPh6+vr6PKQgZigxlDrz6ELL5UK0UE89kRERI5iV0CUlJSEI0eOOLosJCM8wAcpw+Lg9WezpJdKhZeHdWJzGRERkQNZnVS9efNm6f9DhgzB3Llz8cMPPyAuLg4NGzbUW/fee+91XAkJI25vicQ2wThXUIroIF8GQ0RERA5mdVK1Wm1dZZJKpUJVVVWtCuWOnJ1UnVdUhpyC64gJasyAh4iIyEGsvX9bXUNk2LWeHIfd6omIiFzLrhyi999/H+Xl5UbPV1RU4P333691oZQkr6hMCoYAoFoACzae5ACMREREdciugGjChAkoKioyev7atWuYMGFCrQulJHLd6qsFsPZAjmsKREREpEB2BURCCL3BGLV+++03BAQE1LpQSiLXrR4A3t6Xw1oiIiKiOmLT1B1du3aFSqWCSqXCgAED0KDBXy+vqqpCTk4OBg8e7PBC1mfhAT6Y1DsGa77TrxGqBnCuoJQJ1kRERHXApoBo6NChAICMjAwkJSWhSZMm0jKNRoPo6GgMHz7coQVUgom9Y/D2dznQbTnj4ItERER1x6aA6PnnnwcAREdHY8SIEWjUqJFTCqU04QE+SB0eh2c2nkKVEBx8kYiIqI7ZNbmrVkVFhexs9y1b1r8u43UxuWteURkHXyQiInIgh49DpOvMmTOYOHEiDh48qPe8Ntm6Pg7MWBfCA3wYCBEREbmAXQHR+PHj0aBBA2zZsgXh4eGyPc6IiIiIPIVdAVFGRgaOHj2Kdu3aObo8RERERHXOrnGIOnTogIKCAkeXhYiIiMgl7AqIli5diqeffhp79uzBH3/8geLiYr0HERERkSexq5eZ7sz3uvlD9Tmpui56mREREZFjObWX2e7du+0uGLmvvKIy5BRcR0xQY/Z2IyIiRbGryaxv375Qq9VYs2YN5s+fj9atW6Nv377Izc2Fl5eXo8tIdWBDei56pe7CqDWH0Ct1Fzak57q6SERERHXGroDos88+Q1JSEnx8fHD8+HGUl5cDAIqKivDyyy87tIDR0dHS/Gm6j2nTpgEA+vXrZ7Ts0Ucf1dtGbm4uhgwZAl9fX4SEhGDu3LmorKx0aDmdJa+oDAezC5w60WteURkWbDyJ6j8bT6sF8MzGU5xcloiIFMOuJrMXX3wRq1evxtixY7F+/Xrp+V69euHFF190WOEAID09XS8n6dSpU/jb3/6Gf/zjH9JzU6ZMwZIlS6S/fX3/mgOsqqoKQ4YMQVhYGA4ePIi8vDyMHTsWDRs2dHjw5mgb0nOlQEWtAlKGxWHE7Y4fBTyn4LoUDGlVCcHJZYmISDHsqiHKyspCYmKi0fMBAQEoLCysbZn0BAcHIywsTHps2bIFsbGx6Nu3r7SOr6+v3jq6SVPbt2/HDz/8gA8++ABdunRBcnIyXnjhBbzxxhuoqKhwaFkdqS5rbWKCGkNtMLYmJ5clIiIlsSsgCgsLw9mzZ42e379/P1q1alXrQplSUVGBDz74ABMnTtTr3fbhhx8iKCgInTp1woIFC1BaWiotS0tLQ1xcHEJDQ6XnkpKSUFxcjNOnT5t8r/LycpcOJ2Cu1sbRwgN8kDIsDl5/HlNOLktEREpjV5PZlClT8MQTT+Ddd9+FSqXChQsXkJaWhqeeegoLFy50dBklmzZtQmFhIcaPHy89N2rUKERFRSEiIgKZmZmYN28esrKysHHjRgBAfn6+XjAEQPo7Pz/f5HulpKRg8eLFjt8JK2lrbXSDIku1NrXpJTbi9pZIbBPMyWWJiEiR7AqI5s+fj+rqagwYMAClpaVITEyEt7c3nnrqKcyYMcPRZZS88847SE5ORkREhPTc1KlTpf/HxcUhPDwcAwYMQHZ2NmJjY+1+rwULFmDOnDnS38XFxYiMjLR7e7bS1to8s/EUqoSwWGtjb76RYRDFQIiIiJTIroBIpVLh2Wefxdy5c3H27FmUlJSgQ4cOaNKkiaPLJ/n111/x7bffSjU/pvTs2RMAcPbsWcTGxiIsLAyHDx/WW+fixYsAapr+TPH29oa3t3ctS1071tbamMo3SmwTbDbAqaukbSIiIndnVw6RlkajQYcOHdCjRw+nBkMAsHbtWoSEhGDIkCFm18vIyAAAhIeHAwASEhJw8uRJXLp0SVpnx44d8Pf3R4cOHZxWXkcJD/BBQmxzs4GNPflG7GpPRET0l1oFRHWluroaa9euxbhx49CgwV+VWtnZ2XjhhRdw9OhRnDt3Dps3b8bYsWORmJiIzp07AwAGDRqEDh06YMyYMThx4gS++eYb/POf/8S0adNcXgPkKPb0EqvLpG0iIiJ35xEB0bfffovc3FxMnDhR73mNRoNvv/0WgwYNQrt27fDkk09i+PDh+PLLL6V1vLy8sGXLFnh5eSEhIQEPP/wwxo4dqzdukaezp5cYu9oTERH9xa7JXZXIEyZ3zSsqs6mX2Ib0XKOkbeYQERFRfeLUyV3JPdnaS4xd7YmIiGowIFI4drUnIiLykBwiIiIiImdiQERERESKx4CIiIiIFI8BERERESkeAyIiIiJSPAZEREREpHgMiIiIiEjxGBARERGR4jEgIiIiIsVjQERERESKx4CIiIiIFI8BERERESkeAyIPlldUhoPZBcgrKnN1UYiIiDwaZ7v3UBvSc7Fg40lUC0CtAlKGxWHE7S1dXSwiIiKPxBoiD5RXVCYFQwBQLYBnNp5iTREREZGdGBB5oJyC61IwpFUlBM4VlLqmQERERB6OAZEHiglqDLVK/zkvlQrRQb6uKRAREZGHY0DkgcIDfJAyLA5eqpqoyEulwsvDOiE8wMfFJVMeJrYTEdUPTKr2UCNub4nENsE4V1CK6CBfBkMuYC6xPa+oDDkF1xET1JifDRGRB2BA5MHCA3x4s3URU4ntiW2Cse/ny+wBSETkYdhkRmQHU4ntx369yh6AREQeiAERkR1MJbZXC8EegEREHogBEZEdTCW2d49uxh6AREQeiDlEboJJuJ7HVGJ7yrA4PLPxFKqEYA9AIiIPwYDIDXAaDs8ll9jOHoBERJ6HTWYuxmk46qfwAB8kxDZnMERE5CEYELkYp+EgIiJyPQZELsZpOIiIiFyPAZGLcRoOIiIi12NStRtgEi4REZFrMSByE5yGg4iIyHXYZEYOxdnfiYjIE7GGiByG4ykREZGncvsaokWLFkGlUuk92rVrJy2/ceMGpk2bhubNm6NJkyYYPnw4Ll68qLeN3NxcDBkyBL6+vggJCcHcuXNRWVlZ17tSr3E8JSIi8mQeUUPUsWNHfPvtt9LfDRr8VezZs2dj69at+OSTTxAQEIDp06dj2LBhOHDgAACgqqoKQ4YMQVhYGA4ePIi8vDyMHTsWDRs2xMsvv1zn+2KJp07hYW48JU/aDyIiUiaPCIgaNGiAsLAwo+eLiorwzjvv4KOPPsJdd90FAFi7di3at2+P77//HnfccQe2b9+OH374Ad9++y1CQ0PRpUsXvPDCC5g3bx4WLVoEjUZT17tjkrVNTu4YNGnHU9INijieEhEReQq3bzIDgDNnziAiIgKtWrXC6NGjkZubCwA4evQobt68iYEDB0rrtmvXDi1btkRaWhoAIC0tDXFxcQgNDZXWSUpKQnFxMU6fPm3yPcvLy1FcXKz3cCZrm5w2pOeiV+oujFpzCL1Sd2FDeq5Ty2UtjqdkGhPNiYjcn9vXEPXs2RPr1q1D27ZtkZeXh8WLF6NPnz44deoU8vPzodFoEBgYqPea0NBQ5OfnAwDy8/P1giHtcu0yU1JSUrB48WLH7owZ1jQ5mQqaEtsEu0XgwfGUjDHRnIjIM7h9QJScnCz9v3PnzujZsyeioqLwv//9Dz4+zrvhLliwAHPmzJH+Li4uRmRkpNPez5omJ0/I0+F4Sn9x9wCWiIj+4hFNZroCAwPRpk0bnD17FmFhYaioqEBhYaHeOhcvXpRyjsLCwox6nWn/lstL0vL29oa/v7/ew5msaXLylHnP2ERUgxP3EhF5Do8LiEpKSpCdnY3w8HB069YNDRs2xM6dO6XlWVlZyM3NRUJCAgAgISEBJ0+exKVLl6R1duzYAX9/f3To0KHOy2/OiNtbYv/8/vh4yh3YP7+/UdOKJ+TpuGuOkyt4SgBLRESASgghLK/mOk899RTuueceREVF4cKFC3j++eeRkZGBH374AcHBwXjsscfw1VdfYd26dfD398eMGTMAAAcPHgRQ0+2+S5cuiIiIwLJly5Cfn48xY8Zg8uTJNnW7Ly4uRkBAAIqKipxeW2RJXlGZW+bp5BWVoVfqLqNmv/3z+7tVOevShvRcPLPxFKqEkAJY5hAREdUda+/fbp9D9Ntvv2HkyJH4448/EBwcjN69e+P7779HcHAwAODVV1+FWq3G8OHDUV5ejqSkJLz55pvS6728vLBlyxY89thjSEhIQOPGjTFu3DgsWbLEVbtUa+6ap+MJOU51jYnmRESewe1riNyFO9UQuSvWEBERkbux9v7tcTlE5L48IceJiIhIjts3mZFnYRMRERF5IgZE9Yi7TOnhrjlOREREpjAgqic4IjIREZH9mENUD1g7DxoRERHJY0BUD3BEZCIiotphQFQP1OWIyJyWg4iI6iMGRPVAXXV357QcRERUX3FgRit5wsCMzpzSg4MuEhGRJ6o3U3eQ9ZzZ3Z3TchARUX3GJjOyCmdudzzmYxERuQ8GRGQVTsvhWMzHIiJyL8whspIn5BDVBWfmKSkF87GIiOoOc4jIKTgtR+0xH4uIyP2wyYychjky8piPRUTkfhgQkVMwR8Z0QMh8LCIi98McIisxh8h6zJGxbrJd5mMRETmftfdv1hCRwyl9bjVrJ9sND/BBQmxzBkNERG6AARE5jLaJqLHGS9E5MkoPCImIPBF7mZFDGDYR3d+1BTYdv4AqIRSXI6NNmjZsMlRKQEhEZKu8ojLkFFxHTFBjl90rGBB5AHc4UcyRayLadPwCNj6egNKKasXlyGiTpp/ZeMotAkJ3P3+ISNmsybmsCwyI3Jy7nCjmmGoiKq2oRkJsc9cUysVG3N4SiW2CXZ407QnnDxEpl6mcy8Q2wXV+3WQOkRuzNjnX1TiujjxXJ017yvlDRMrlTjmXDIjcmDudKLoMx9exZ1wdRw3ayMEfTXPX84eISMudflCzycyNuVNyrjYP5eTvRVi67SejJhhbmogc1YzD5iDz3On8ISKS4045lxyY0UquGphxQ3qu0YlS1zd93cDDkK0DLjpq0MbabkcpicbucP4QEVnizIFqOblrPWGq5sXcDd2RN3vDPBRDtk5K6qiJTWuznfpUs2Tps3aX5G4iInPcYeJwBkQewPBEMXdDd/TNXi7w0GVrE4yjmnHs3Y479WioLWs/a3e40BARuTsmVXsYcz2HHN2rKK+oDFeuV0BlYrk9bb2OmtjU3u3Ul0Rj9iAjInIs1hB5GHM3dAHhkOYoQL/2QYWah0BN4PH04LbofEug3U0wjmrGsWc79SXR2FFNj0REVIMBkYexdEOv7c0+r6gMR85d0at9EH9u9/WHuqJbdFOH3HAd1Yxj63bcqUdDbdSXwI6IyF0wIPIwlm7o1t7s5ZJxzfUmqxaASlVTM6EthyvVJnG8PiQa15fAjojIXbDbvZVc1e3eFHNdFC11X5RLxk1sE2zUjV2X6s82M21tkSt7ZtWnXmK15cyuqkRE9YG1928GRFZyh4DIEd3p5cbvUauAaf1j8fqubNnXqFWA+DMY0vJSqbDx8QRcr6iq07F8HDWOERERKQPHIapnHFUrIpeMWy0gGwypAbw+qiuqhcCMjzP0llUJgaFvHKzzGiMmExMRkTO4fbf7lJQU3H777fDz80NISAiGDh2KrKwsvXX69esHlUql93j00Uf11snNzcWQIUPg6+uLkJAQzJ07F5WVlXW5K3aT62K94LOTdnWxlps3Ro6XSoWU4XEY0jkC3aObyb5GG5c4osu3tXOSudO8N0REVH+4fUC0d+9eTJs2Dd9//z127NiBmzdvYtCgQbh+/breelOmTEFeXp70WLZsmbSsqqoKQ4YMQUVFBQ4ePIj33nsP69atw3PPPVfXu2MX2VodAGv3n7N5W4bj98hZOKQ99s/vL9X4GL5GLjiqEgJbM/PsCoo2pOeiV+oujFpzCL1Sd2FDeq7V5WcyMREROYLH5RBdvnwZISEh2Lt3LxITEwHU1BB16dIFK1askH3Ntm3b8Pe//x0XLlxAaGgoAGD16tWYN28eLl++DI1GY/F9XZlDlFdUhjtTdsHwg1KrgAPz77IrGMgrKsOxX69i+kfHjXKDTOXjaBN4fTVq3P/mQdkEbFubz+zNCXJ1MrFS5kIjIvJ01t6/3b6GyFBRUREAoFmzZnrPf/jhhwgKCkKnTp2wYMEClJb+NfJwWloa4uLipGAIAJKSklBcXIzTp0/Lvk95eTmKi4v1Hq4SHuCDKX1ijJ6vFrB7hOXwAB8M6RyB1OHW17aEB/ggIbY54iObmqxlsrX5zN6Ro7VlcUUwYkuNFhEReQaPSqqurq7GrFmz0KtXL3Tq1El6ftSoUYiKikJERAQyMzMxb948ZGVlYePGjQCA/Px8vWAIgPR3fn6+7HulpKRg8eLFTtoT203oHYO39+c4fCA+e8fk0b5ua2YeXtz6o94yW5KcrRlg0J1qY+rTXGhERPQXj6ohmjZtGk6dOoX169frPT916lQkJSUhLi4Oo0ePxvvvv4/PP/8c2dny3citsWDBAhQVFUmP8+fP17b4teLM3BnD2hZrE5xrapnCzSY5W9qWpf1yt9oYZ8yFZu3xJqL6jdcC1/KYGqLp06djy5Yt2LdvH2655Raz6/bs2RMAcPbsWcTGxiIsLAyHDx/WW+fixYsAgLCwMNlteHt7w9vb2wEldxxnjrCsrYU5+VsRln79k9Xd+82NmGztUAGm9ssda2McPWUGB5kkpXGnGl93osRrgbudC24fEAkhMGPGDHz++efYs2cPYmKMc2kMZWRkAADCw8MBAAkJCXjppZdw6dIlhISEAAB27NgBf39/dOjQwWlldwZHzQGmy9SUHdYGIHIBjexQARtPol2YH+IjmxptQ26/3HHMIUdOmeGOAR+RMynxpq/LVACgxGuBO54Lbh8QTZs2DR999BG++OIL+Pn5STk/AQEB8PHxQXZ2Nj766CPcfffdaN68OTIzMzF79mwkJiaic+fOAIBBgwahQ4cOGDNmDJYtW4b8/Hz885//xLRp09yuFqiuGX4RDVkbgBgGNKYGgBz6xkGkDq858S39OpCrjVEBOHvpmkunqnBUTZ07BnxEzqLEm74ucwFAfb4WyF3n3fVccPuAaNWqVQBqutbrWrt2LcaPHw+NRoNvv/0WK1aswPXr1xEZGYnhw4fjn//8p7Sul5cXtmzZgsceewwJCQlo3Lgxxo0bhyVLltTlrjiVvVWPcl9EXfY2B8kFM0DNYI7PbDyFwtKbFpvmDGtjtK9f+MVpPPfFaaQOr5mDzRVVro6oqeOM9aQk9fmmb4mlAKC+XgtMBYHuei64fUBkaZikyMhI7N271+J2oqKi8NVXXzmqWG6lNlWPpgIXoHaJ29pgRq72qUoIpG77yWika7lfByNub4l2YX64742Des8LAPM/Oyn9312qXG3BGetJSay96btbXokjWAoA6uO1wFwQ6K4BoNsHRGRebase5b6ITye3RecWgbVultIGM9o5z7RUf04Wq8vcr4PrFVWy29fdhLtUudrKmYnyRLXlyODEmpu+O+aVOII1AUB9uxaYCwITYpu7ZQDIgMjD2VL1aOri5swvYnxkU6QOj8P8jSf/CoJETS6Q4QjZpn4dxAQ1NlpfjjtUudrDUYny9fGXNbmOM4ITc9cad80rkaP9rjXWeOF6RZXF75y1NUDO6DTjKid/LzJ6Tvc6744BIAMiD2dt1aOli5szv4iJbYL1ohmBmloitaiZk82aEbJTh8dh/mcnzQZF7lDl6ir19Zc1uYYzgxNT1xp3zSsxJNcr15rvnDsGAM6SV1SGpdt+Mnr+6cFt9fbb3QJAjxqYkYxZM2CjqYubdvAvZw8GllNw3SiQEQJ4fVRXfDzlDr2JZE0ZcXtLHFxwF14c2lF2uVoFt6hydQVLny+RrZwxAKkl2h93utztR46pXrnWfudcOeVQXTLVWafzLYF1XhZbsIaoHrD0y8PcxW3fz5edXrNgqhbrtqimNl0YwgN88PAd0WjopZaqntUAJifGYEKvmHp/kTGlLn9Z17ZZTvf1ANjE56ZckfTqCYnF5nrlumNtlqu4a9K0JQyI6glzVY+mTk5fjbpO2uxre6EzvAkrqerZGnV18bG1Wc7wc9N9vbYiwFN7CNZ3rgpO3P27balXrrvf8OuKJwS3clTCUr92AgAUFxcjICAARUVF8Pf3d3VxbLYhPdfo5Ixs5otRaw4ZrfvxlDuQENvc4WXIKyqz6kKneyOVq8Gqi7GHPC1BWe7zdWSAkVdUhl6pu4yCrv3z+8seH8Pgad7gdtK4U3K02wJgdbKqp31Gnsja76yS6H7XtJzxnasP3OX8sfb+zYDISp4eEAHGJ6etN7m6YKoWQUuFmoRsZzbxeWqCsiMuPqZGld2SeQEvbTVOkpQLnuXOKzVqEujNmdqnFd7e/4tVyaqe+hlR/aD9rvlq1CitqHb5Dd8T1eUPGgZEDlYfAiI5lmoW6vKkPXH+qtGYRZY4OoBzxyCxrsgFGQBMTu1i6rgczC6QrXk0N3SC+s8VrHkfJX9GnsrcdcTWLuzk+er6B42192/mECmcuTb7ujxpN6Tn1oxVZOPrHJ3I6Kquv65u/jE1Ga8Q8kGMuZwAUzlNj/VrhX/vzjZaX60CJveOwX++y5Etm+Hx94Tu2a7+PN2JYa3vlD4xmNA7xiivTEutAh7q0RIJrZqhe3QzxR+/+kI38HXX8aYYENVDtl6M5RKyLY1D4sgLvva95Ooq9ZrIUHNztnZAR3u4oneEOzT/mJqMV87CIe1xd+dws+NGySVUjri9JfwaNcTSbT+hGtDrIQgAb+/PsSpZ1dbPqK6DE3f4PJ0lr6gMR3+9CiGEVcGK4XVEAPjPdzl4e38O5iW3qzkXZM67jw7l4qNDuVAB0mTQ5Ln0gmIbZyqoSwyI6hlHXYzrsqu+ua6s4s9/pv5549z382Wbey7YckOs694R7jI6r7neM7q8VCqzwZCWqZrHR/rG4t4uEbI1koYT+WoN7RphNJibtZ9RXQcn7vJ5OoJcL0HdwVHNBSva1/5RUi57TlULyAZDhgSABZ+d9MjjRzWMgmI37qHHgKgeceTFuC676lu6GQsA73x3DhN6xdjcLdeeG2Jddv11RvOPqZwMc4FheIAPJvWOwRqZZivtZ2NrcKitedQO/Kl9X1NDRJia+27T8Qt4Kkl/hFtrPqMT56/q3cDrIjjxhOY8axj1EvyzNkd310wFK4avNZU7pm1Cs9RMXg143PGjv5j6wavtaOFOXfIZENUjjrwYm/oVfr2iyuEXfMP3kguODGeGtqZW6Mi5K3YHb3U1pLyjm+hM5WTc37UFPj/+u2xgqA2U/t45HG9/l2PUJLnx8QS7e9KYyx+Rc72iyugGWSUEjp67ir/HWz/vk6mcNGcHJ546IJ0uuR9WpmpzDIMVudeqVIBKJhdNDeCxfrF4c0+22aBIDXjU8XNHtjYbO7KZ2dR3ojbXFWdhQFSPOPpinNgmGCtHdgEE0C26qfRrvzbvYc0Es74aNe5/86Dd7yEXFGi52691RzbRmZtW4LNjv+v9rQ0MDZs/h93WApuOX9ArS3xkU7v2zVz+iKmausYaL9kcg5nrj+N6RaVVzV3mctI42rJltuSTGQYrr+86Y7SuEMAbo7riYPYf+OhwrvS5VANYtdc4yV6XCkDK8DjZ42fqWlLXOWPunkBvay25o5uZTX0n7L2uOBMDonrEkRdjU1+K2ryHLRPM2vsehs0khtzx17qjmujM5WIZqhICx369avRrftPxC0a/3Oy94Jsqj6maOu35IRfI2FK7Z66KnqMtW2ZtPplhsPLW3mx8dOi80XpqFfDb1TJ8rBMMaZl6jycGtMatIX6IbOaD6xVVyCsqs6oHrKNv5pbOfXdPoLe1c8yJ81dralYdnAPnKd8JBkT1jCNOPEtfInvew9b8Jnvew1LXfXf+te6IJjprb2RAzbGoFkK2abK0oloabLE2F3xz5TGsqTNVu2XuNba8r1oFfP74nUa/Si3NrWZvMFhXTa7OYPijx5AKwJL7OmJgh1C945QqM7s5ANwbH4FUg/wjc7xUKjzUoyX2/XxZqinWPfdMXUvahflZfY2x5nO1dO57QgK9uTSKzScu1Hwu4q9m9Y3HfndaM7MnfCcYENVDtT3xrMlFsvU97MlvsuU9zDWTqAG8PqqrzZPJOpMjqtkNt2HqRualUmFo1wijprDu0c1kAwdfjVrafm0u+Pt+viz7eWjLFB3ka7E3ktxrzB0DwPoqektzqwFw61//zqT9QfLxoVy8tuus3jIBoKmvRq+G4Y+ScpMBzxcZF8wGQ9ocI90EWwAmzz1T15KdP10yeY0B/gp2DQMBuc/VmnPf3RPo84rKkH25xOh5L5UK+89cxht7/mquNGxWN1zfV6PW6xhRXzEgIiPOSAx1drKpuWaSlOFxGNI5wiHvY461QY4jqtlNbUM37yuymY9e09dTSW2NatwMA6hqAdz/5kGkDItDZDNfuy/4UoAqs0x70zPMXzLscaQ7BpVc7Z6542iphlEuv0mrWtT0ntIdObu2tQ2uZKl8ppaHB/igTZif7DZVKut6k1nqRab9XA0/q4PZBSbPPblriUoFvLZTP3DTbj/z90KMfvt7m5pvrQl23DWBPq+oDO/uzzHqIAHUlO/p5LZI/Uq+Ns+QWlUz7IVcTV19xICIjDgjMdTZyaa2NJM4g7VBjiOq2U1to7D0pjSBqqUcLS25ru7a7W18PMHuC76pAFU7qCMAvek3tL2R1AY1BaaCGmuOo7kaRkv5VtWA0Z1cLhh09xwSufLpTo5saUyxblFNjQNVFXBLUx+9jg+Gn58awEM9IvHRYZmcItR04+98S6De56p7XE/+VmT0Ou25J9crVbZmWAU82rcVUr8y31wn97laE+y4YwK94VhRumrGjeqEwrKbVjVfqgCsGdsNU94/6tbNgo7EgKies/fXqzOS4JyZWGd0kUTNdBAh/o0c9h6m2BLkOKKa3dQ2dPM0bLlwmerqXlpRbfcFXzZABRAa0MjkPggBvDC0I2KD/YxulIZjGZk6Bsd+vYqmjS2f75byrXRrp7QMb4julENialJew/LN/+yk3uTIulOzaGvG2oX5ST8iwgN8kDo8zihokht+Qwjg36O6olljb+k4rU8/b/OPlLyiMiz92rgG47F+raR9072WFJTcwIyPM4zWf+j2lnhzr/ku/doyGQb51gY7zrqm2XPdNlcrC9R8znM/PWl1GaYkxsBH08Ds96y+zT/HgMiN1bYqvra/Xp2RBOfMxDrtxWnt/nN4e/8vJrt4WzPRpC3H3JYgxxHV7KZqw+TKsDUzD0MsjCxtrkwJsc3tvuBP6h2Dd/6cjkNbyzD9o+M1A/0Nbidb5oWbTiN1eJyU1A3IDxLoq/GSrbmY/tFxvTwgU+e79oZnKpF7Sp9WiA1pbPaG6C45JKa+57JBJ6DXg8hQNYChbx5EqoXmx7dkust7qVRGeXr2dLc2VXv3xu5sRDbzlcqlvZbIDQWiBrA+3bhXm5xqAWzOuIC4WwL0BjGNbOZr1Vg5jr6mWZPMLXeNOnLuilUdKqyhVkGaUkeueVL7PdNd39k9+uoCZ7u3Ul3Pdl/bYEZuRnC1Clj5UJd6PWGipZnQzR1Xe4+5rbOvb0jPlZ3nyxaG23g6ua3JwfMs7YvRlAwq6N0Q5Zi7eL21N1uqrVIBGNkzEusPnzc6PqbKrHvs5I6tHLlcFe12AJicTf3E+atGI2OrARxYcJf0/ubykO5M2WWU93Twz9c6k+5o5HJjdmn325pjJ8dcTY6pz2TB3e3wSGKs7Pq29kg1VW5T3yvD78Ok3tEmJws2RwWgz61B2H+2oM6aQQ17OhqeU9Zcv8yNvWaO9nuj+vM/AjC6JukeW8NaRV263xtbObvpmbPdezBHVMWbGlxtxscZbpnrUFvai8qV6xUmq3irhfHI1Qs2noSvxgstm/nWalRrW5qWHFHNLreNQJ+Gsl2lLSUEG1azq0TNoJymgh5zeSkHzhbgDZ0Z7QWA9YfO1+Tk6KgSAp1bBGLlQ12Mmjt0a1msHVtJbpUqIaTaQsMfBtrzPz6yKVKHm/7sdGshDmYX6AVVslTyTzuSYe84uebOcwWlSIhtbtSMLGBcqwaZG1y1AIa+cVB2rjJTn0nnFoGy5bW1BsVc7Z1cDZxcbQ5gerJgcwSAfWcKpL+11whHN4Nqv1snfyvSy/vr1TrI5OcJGPe8W/DZSQQ10dgVDBmOFg1A9ppkTfMkUFO7uHb/OTwzpL1N5XCnpmcGRG7IEVXx5nIk3Dkxzp5qU8MbhLmmFEPaINHcjcWactga5Fh7k7A0/5jchWtrZh5e3PqjxX3JKyrDlswLxoEzoBdIGI4BYzg/2PzPavISTF2Pq2E8w7W2SS46yFe2uUN7gW4s0zRmLRVgFAxpy2zLuFqmfn3fEdPUqFxCOHfeLXO947R0m2AN901ucuR2YX4Y+uZBo+YlgZobsG5OEWD62pL5e6FeU2dtmJrXzrB5WS4415bB3FhKtqgWwNoDOXjm7g612o6WqfOpWgDf6QRjWtrvg+yPXACT3jsq+z4vDu2I5744bbKmTa750lKz4Fv7zI8svua7XzChd7RN57+7ND0DNcea3Iz2gqPL1jwT7a8sL5X8T1bdXx3uYkN6Lnql7sKoNYfQK3UXNqTnWnyNqRuE9vipTfwCNmTpxqL7fgezC5BXVGa0fniADxJim9v9JTbctj3HIzzAB0M6hxudP2oAZy9fw5bMC8grKsNbe7NxZ8ouvLTVOHlVDf1AQhtA5BWV4eivV42DAJg/vmoA85PbSeeibi2M9jzVLa5AzRhGG9JzjW6ItugZ09Tkr2bD89/UZ2duwMjvc64aPefsbtcmh5dQ/fX+hrWTuvuW2CYYKx6KxxujumL//P5/1ZINizM6Z4C/aop0z73wAB/MG9zOaN1l27Jkvxf20tbeyZ03gOmaBW0ZRtzeEvvn98c/TdRY2HLze3tfjtG+mbsWmFrHmgFIDU1OrJn7T+6+YIqXSoUB7UP17gFqANP6xeLjKXdIn70t8orKsNTE4JtaAjU/pmzhiPudo7CGyA2ZaoIBYNPgWNpfh8d+vWpUQ+IO42Xosrfa1FTi6OsPdUXzJt5mq3jlmJrZXTu2hzZJ2NHNjqZmF5dr3rMmB2xy7xi8/V1OTe0Man5JLtx02mI5TOVfaAMIe1IO5yXX5JbcGx8hWwuT2CZYrwZJWzNhKlfBWnIBi64DZy9brNGwZToUAHh6cFun/qq1d6LMvKIyrN2fgzV/jk1jeP4mtgnG4vs6yp4jAsbfxbhbAozWM1ULWZtEWXO1d9YOIDukczhe/upHk8cs8/dCLP3qJ6NmXV3aSWy172vY1KVbg2puSAO5sb0sad7EW9qXlGFxWPDZSbNl1b12WVNzbe1nZO134e39ttUS2Zpy4EwMiNyUXFW3NtHQlptxzQXBByXllW5xwgHyX0B7q01N3SDMTUZrqglGBWDxfR3RzFeD26Ka4lLxDaz5LhuF128azcjtyGZHuWBQbuwU3ea9+cnt8Ehf4wRWw8Bq1O0t8fFhyzVLgP4YQXL5F5m/F+Le+Airm7C0gZ020dZUM6Etk4kabv/zx+/ET/nXzM5fZ8qbe7Ix+o6oWnXPN+SlVhnNu+Vour33rOm5JddEoz1/24X5YUtmnl5vQMBy87E1vSUdlShr6ryxVAbd64y53m4Jsc1xb3yEbL6Z7nYzfyvEqDXfy34vF3x2Eid+K8THh85LnQkA/SENTI3tpatdWBP8lK8/uvSybVm4I6YZcq+UorF3A6wZ1w2T3ztq8hq28fEEvfPB8PhZCtpMfUZyY0PJqbah2VhblsQ2wdg/v7/L5zpjLzMr1XUvM1229mIytx1Xn3CmLpK12UdLvbaMemQNbiv9upOjVgFdIgNxLLfQ4v58POUOm/MmDAPCg9kFGLXmkE3bAPR79eQVleHIuSt4Yn2GUQKxVcEF9HuIvLU3GykG1ePaz2Pfz5elX6lqAPff1kKaFkTLXNBmyFSPSGtqiLTHX6681nhjVFeLo5jrnj/WUKn+3HeDHle21JbIrWuYKzclMQYTesWY3Za1vfR0yZ0zct9Fc9872c8UwGujuqKbA6fQMVUGU4n/lq5/2mtk5m+FWPZ1ll4vTksDPFrj4yl3IPfKdZPNZi/c1xELv7Bck9u/XTB2/3TZ5HuYuiaZmq5Gy9Q115bzyFIPRXuCsdpiL7N6xFFJZ44eL8NWcjUhus1A9labWqoWlu2R5SvfI0tbLmuCIVubHU01uyW2CbYrcXjptp9wb3yE3oXFkLU3wnnJ7fSOm7kmEbnjOTYhSi/fRwBY9nUW7u0SYXcvPQB6M28b0p0PTW4gPy21Cnisb6ze3E1a0z86jpLyStm5rLQXbt399dWo8a/tP+v1RDIkBJDy1U+AgBQQ2lJbYhT49InBkM7hRrly73x3ThorxhRbm/yAmnNmamIM3vnunN2DEppKANaOQ+Wom59cGUw1v++f39/ijxftPggIvWbII+eu1DoYMhzba96nmXrn0fDbWmBgh1A8v1k+EVrX7p8u485WzXDwlyuy7yHHmoR8U/cVc+eRXG3YfW8cxAKDH0TmgjFn9eazFQMiF7PmV6Mz5sxxxSBY1gwFYG+1qalgT3c/dS+G2gvp0XNXMeNj+R5o5qhVsKnZUW5Ife2F+unktja++1+vP/brVbNJmtoaMd1RrHUvRobNWlqmBn/UTvxqeLxNjXZd21562hw4IYDfi8qwbFuW0U1abt4rXdr98/dtaDTukWF+jLlcMW2Z3p/UEyfOX8WRc1cRHeSLz4/9ji0n843ed+m2n3Bvl5raJ1tmYTe8af3nu79yf+SOLwCT32VTTX7mAnAvlQoTetXUPln6LtrSnKXl6F6uhmWw9gekpVo43V5rKhOdUyzRHmdtLVNOwXVcKr6B6xVVWPpAZ1wqvoEj566ie3RTqUbFcFoSU+f29zlXMK1/LFbtyZaaT58eXPMe2uOiy5rg2NR9xdT1YHr/1oiPDJDt6Zay7SdABTySGGtVMObo3nz2YEDkQtb+arSUdGZrcOOq+ZesuUha8yvOWpb2MzzAB82aXLfrl9+8we30mgcsTZ5pakh9wyk3bOGlUqFaCLPBkLYJ4d4uETh67ipUKuC2qJoLr7mbneE5B+hP/Gp4vtQmaDcVtGrLMaTzX+WTS8w2d9PXbbp6JDEWEQGNZMc9OnruKjJ/yzFKJjd1846PbIoQ/0Y4cu4KtsoEQ8BfibgCxp+Rdmws3X0DTN+0ZPNFVEDmb39NXGrqHDe8wU7u3Qo9WzWVzUMxDPTtDVjkzh9dttZwSz0chbDYqcDe/KbENsEmA1e5Od20zAWX2ucHdQw1Csa17zupTyu91xjWSJrqaVktgN6tg/HwHVE1zXy/F0rvIXcuyE6KC/MTKAN/fT/nDW4nNSNqO0G8tusszMWK2lpsqxOy9+VYbAZ2JgZELmJrrypTv6BtDW5cOQiWoy+S5li7n401XrKvbxvaBFkXS2SXAX81B1nTDm6putmWLD7dX5wvD+uEC0U3jNZRA3h9VFe9aRTCA3zw93jjcYzMMTfxq+FxtLeniK3nr1yNhKmbvlxPl+7RzWRvCjPWHzf5OVia1NUU7U34UvENo3GYAGDaR8eRcb4QE3vHSLVTZy9ds7r5VAgYzV83/7OTKK+sQrPG3lKujvZzTD93FbdHN8VP+dcw5X39YEiNmu7djrwZ6dbCzlx/3O4abqOR1AHZASN16fayVKuAib2jpWWmrg0rHoo3WbOUENsc8+9uV9MUqkNb86OtuTRl2ynjoNnctVf3PE8dHod5nxnPQaY72S0AKTA2tW1T31FzEygb1pbOS26HWwJ99Hotm7t+aROsTQVjhi/V/ohgQKQw9uQFyfUWsDW4cfUgWHU1FIC1k39er6iSff2iezuhtOKmyUHPtLUK5o6/9pfVwbNm8k1s2Cc1gM+n3ak3smyv1F1G681LbmcxUdhatjSF2To4pSODc2vfOzygZgydpdt+kpLCBcxf1L1UKvhq1NKQFwAsBkNq1HTB1+3qLmfNdzl4+7scDLutBTYe+93mmkLD9QWA5774AcBfgYNueeUSaa2ZcNWQtbXS2kD8eoV9vVzlalcFanp1yZ0nhgF2YusgfHemAGu+q7mxm+r6XhNIq8zWLNXUTl7H+sPnjaa4uDc+QvaaZok1117tuT1rfQYO5fyVMzS061/5edZe1019T+SOo1wT/7JtWVjxULzV+6gbtBkGY3KJ6q4eDoYBkYvY0mXUkcGNM/KRbKVtBjE1FIAj8ptkf5GojCf/TGwTbPJ4hAf4YOlw+XE/vFQqQKaZRnv8zSU620MFIGV4nN5Ny1TuTOdbAh3zprD9fLElcd/W89fSeaH73uamHVn69U/S+Ez924dg54+XTJZRrQKSOoVKIzmrANwdF2byc9XWTjX305icW86QAPDZsd+NnjfVBd5aAsbjOZlqeimtMDeyjT57mtztna7GVO2qYU2CtknNcBR1w2k4THV9105Ma6qW0zAheKpBbZr2mvZbYZlRLZI5uh0DLF3z0s/pJ1BvOn4BTyXVjHtly/fU0nfUUhO/qcBx4+MJ2JD+G9an58o2wVmabsjVw8EACguI3njjDSxfvhz5+fmIj4/H66+/jh49erikLOaaGKy94NgT3NjbtOEMcl8QR45dYtiMontj0M1ZMnc8tGXUHaNEu063qKYmE48dGQwBNcFcYptgveecFdwaXpyddb7YUn57e2kZDu1gmNhpKhjSdmtvqFbr9U4TgGzOkG4zJWD/pKq6HHH6WFMGW86Z2tTq2RIsa5nKD9Od3sWWiU2rhEBpRbXJc9qaXmsCpnv4xbUIkH3fxFuDcODsH3rNatr3tbfZXffHg9z1TreZ0BbmmvjNBY7xkTWJ4TMGtDYZ+BqeA46Y19GRFBMQbdiwAXPmzMHq1avRs2dPrFixAklJScjKykJISIhLymRLl1FT7cz23Kzc6SQ0/FXvyPwmS5MSai8o2ukM1H9+2eWO8zND2mNC72ijY5YyLE6va3i1ANbskx/cTUtujB1LuQjatnhH5O2YYyqYcMb5Ym35bTkvzK1rTWKnbv4RUDPzuCXacmubKV/e+oNDg+HakDvXrEmkNaWum9y154jud0xbWyp3vbTEsOu74bVXLrnfln021Rtr6QOdAUBKlC6tqIavRo3cK6V6Y4eZOret+fEg/Xg7kIM1+3L0mglt+VFpMgjVSbg3d02wNfC1J1B2FsUERK+88gqmTJmCCRMmAABWr16NrVu34t1338X8+fNdVi7Dk8HWC469Nyt3Ogm1nHGx1e6n3IjV2tFnzfXSkduWrsQ2wUY/5eW6YOual9xOtqpYm4tgSxKqI4MVS4GHM84Xa8pvy3lhbl1Lo05rR+rWbvNgdoHFWhrD1+QVlWGNQU81LTWAeXe3w/UblXht11kLW3aM+7u2QI+YZlYn0lriiiZ33bxDISCNQg9Y7kquWzNjGPzpntPmaiBtbY4yF+TLvZ8huXPblh8/b+vkrNnzo9KotgnyCffueA+pLUUERBUVFTh69CgWLFggPadWqzFw4ECkpaXJvqa8vBzl5eXS38XFxU4vJ2B/M1h9ODGdebE1ldRnOF+YrRePnALbu+13bhEo+wtVW05bk1Ad9fm7KuHeUvltOS/Mras9B+RuRF4qlV5gY2pbll5j6nz4e1w4nv17eyk4//fus+Z7HsovMuuJu1rjtd1n9RLEtXkmcuN72fOZuqrJXZujY8jcZ6SGfs2Mubm8LP0QsGWfLQX5lmq1avPjx1HfYXdqRahLigiICgoKUFVVhdDQUL3nQ0ND8dNP8glwKSkpWLx4cV0UT4875fjUNWfvu+GX3BEXD5vnutK52JkLBFxxQXKHhHs5tpwXltbVbVZ4e19Nt2xT2zPclm6Ss6nXyDaZAFIwpLtduVG45QJ1Q2rAKKHfS6XCrWF+RtvT7TburO+Rq5vc5YbyMFUzI8ea64Ct+2zuu20pR6c2P34c+R2uLz+0baGIgMgeCxYswJw5c6S/i4uLERkZWSfv7U4XnLrm7H03/JLX9uIh1TqY6In29OC2enMi2RLg1fUFyZ2DcVvOC0vrhgf44Jm7O1g1ErPhtgDbBrS0NO2FthkospmP3mz1uk2qqj+rjHQDMQBG7yGX5O+sgNadbpaGAxnqHkdrWBtEOGqfTQXNhmOH2cOdv8OeQBGTu1ZUVMDX1xeffvophg4dKj0/btw4FBYW4osvvrC4DVdO7krOY2liWGvlFZXJ9kTT9m7ypODW08rrjhxxDHW3ARgHYnLv4ajzWWnq+rg5+/34HdZn7f1bEQERAPTs2RM9evTA66+/DgCorq5Gy5YtMX36dKuSqhkQ1V+OvHjwQkSuxnPQPnV93Pg51R3Odm9gzpw5GDduHLp3744ePXpgxYoVuH79utTrjJTLkdX/7tSUQMrEc9A+rmii5ufkXhQTEI0YMQKXL1/Gc889h/z8fHTp0gVff/21UaI1ERERKY9imsxqi01mREREnsfa+7e6DstERERE5JYYEBEREZHiMSAiIiIixWNARERERIrHgIiIiIgUjwERERERKR4DIiIiIlI8BkRERESkeAyIiIiISPEUM3VHbWkH9C4uLnZxSYiIiMha2vu2pYk5GBBZ6dq1awCAyMhIF5eEiIiIbHXt2jUEBASYXM65zKxUXV2NCxcuwM/PDyqVyu7tFBcXIzIyEufPn1fsnGg8BjV4HHgMAB4DgMdAi8fBOcdACIFr164hIiICarXpTCHWEFlJrVbjlltucdj2/P39FXvCa/EY1OBx4DEAeAwAHgMtHgfHHwNzNUNaTKomIiIixWNARERERIrHgKiOeXt74/nnn4e3t7eri+IyPAY1eBx4DAAeA4DHQIvHwbXHgEnVREREpHisISIiIiLFY0BEREREiseAiIiIiBSPAREREREpHgMiB1i1ahU6d+4sDSSVkJCAbdu2Sctv3LiBadOmoXnz5mjSpAmGDx+Oixcv6m0jNzcXQ4YMga+vL0JCQjB37lxUVlbW9a44TGpqKlQqFWbNmiU9V9+Pw6JFi6BSqfQe7dq1k5bX9/3X9fvvv+Phhx9G8+bN4ePjg7i4OBw5ckRaLoTAc889h/DwcPj4+GDgwIE4c+aM3jauXLmC0aNHw9/fH4GBgZg0aRJKSkrqelfsEh0dbXQuqFQqTJs2DYAyzoWqqiosXLgQMTEx8PHxQWxsLF544QW9+aTq+3kA1EwXMWvWLERFRcHHxwd33nkn0tPTpeX18Rjs27cP99xzDyIiIqBSqbBp0ya95Y7a58zMTPTp0weNGjVCZGQkli1bVruCC6q1zZs3i61bt4qff/5ZZGVliWeeeUY0bNhQnDp1SgghxKOPPioiIyPFzp07xZEjR8Qdd9wh7rzzTun1lZWVolOnTmLgwIHi+PHj4quvvhJBQUFiwYIFrtqlWjl8+LCIjo4WnTt3Fk888YT0fH0/Ds8//7zo2LGjyMvLkx6XL1+Wltf3/de6cuWKiIqKEuPHjxeHDh0Sv/zyi/jmm2/E2bNnpXVSU1NFQECA2LRpkzhx4oS49957RUxMjCgrK5PWGTx4sIiPjxfff/+9+O6770Tr1q3FyJEjXbFLNrt06ZLeebBjxw4BQOzevVsIoYxz4aWXXhLNmzcXW7ZsETk5OeKTTz4RTZo0EStXrpTWqe/ngRBCPPjgg6JDhw5i79694syZM+L5558X/v7+4rfffhNC1M9j8NVXX4lnn31WbNy4UQAQn3/+ud5yR+xzUVGRCA0NFaNHjxanTp0SH3/8sfDx8RFvvfWW3eVmQOQkTZs2FW+//bYoLCwUDRs2FJ988om07McffxQARFpamhCi5uRRq9UiPz9fWmfVqlXC399flJeX13nZa+PatWvi1ltvFTt27BB9+/aVAiIlHIfnn39exMfHyy5Twv5rzZs3T/Tu3dvk8urqahEWFiaWL18uPVdYWCi8vb3Fxx9/LIQQ4ocffhAARHp6urTOtm3bhEqlEr///rvzCu8kTzzxhIiNjRXV1dWKOReGDBkiJk6cqPfcsGHDxOjRo4UQyjgPSktLhZeXl9iyZYve87fddpt49tlnFXEMDAMiR+3zm2++KZo2bar3fZg3b55o27at3WVlk5mDVVVVYf369bh+/ToSEhJw9OhR3Lx5EwMHDpTWadeuHVq2bIm0tDQAQFpaGuLi4hAaGiqtk5SUhOLiYpw+fbrO96E2pk2bhiFDhujtLwDFHIczZ84gIiICrVq1wujRo5GbmwtAOfsPAJs3b0b37t3xj3/8AyEhIejatSvWrFkjLc/JyUF+fr7esQgICEDPnj31jkVgYCC6d+8urTNw4ECo1WocOnSo7nbGASoqKvDBBx9g4sSJUKlUijkX7rzzTuzcuRM///wzAODEiRPYv38/kpOTASjjPKisrERVVRUaNWqk97yPjw/279+viGNgyFH7nJaWhsTERGg0GmmdpKQkZGVl4erVq3aVjZO7OsjJkyeRkJCAGzduoEmTJvj888/RoUMHZGRkQKPRIDAwUG/90NBQ5OfnAwDy8/P1Lnza5dplnmL9+vU4duyYXvu4Vn5+fr0/Dj179sS6devQtm1b5OXlYfHixejTpw9OnTqliP3X+uWXX7Bq1SrMmTMHzzzzDNLT0zFz5kxoNBqMGzdO2he5fdU9FiEhIXrLGzRogGbNmnnUsQCATZs2obCwEOPHjwegjO8CAMyfPx/FxcVo164dvLy8UFVVhZdeegmjR48GAEWcB35+fkhISMALL7yA9u3bIzQ0FB9//DHS0tLQunVrRRwDQ47a5/z8fMTExBhtQ7usadOmNpeNAZGDtG3bFhkZGSgqKsKnn36KcePGYe/eva4uVp05f/48nnjiCezYscPo15BSaH/5AkDnzp3Rs2dPREVF4X//+x98fHxcWLK6VV1dje7du+Pll18GAHTt2hWnTp3C6tWrMW7cOBeXru698847SE5ORkREhKuLUqf+97//4cMPP8RHH32Ejh07IiMjA7NmzUJERISizoP//ve/mDhxIlq0aAEvLy/cdtttGDlyJI4ePerqopEBNpk5iEajQevWrdGtWzekpKQgPj4eK1euRFhYGCoqKlBYWKi3/sWLFxEWFgYACAsLM+phov1bu467O3r0KC5duoTbbrsNDRo0QIMGDbB371689tpraNCgAUJDQxVxHHQFBgaiTZs2OHv2rGLOAwAIDw9Hhw4d9J5r37691Hyo3Re5fdU9FpcuXdJbXllZiStXrnjUsfj111/x7bffYvLkydJzSjkX5s6di/nz5+Ohhx5CXFwcxowZg9mzZyMlJQWAcs6D2NhY7N27FyUlJTh//jwOHz6MmzdvolWrVoo5Broctc/O+I4wIHKS6upqlJeXo1u3bmjYsCF27twpLcvKykJubi4SEhIAAAkJCTh58qTeCbBjxw74+/sb3Vjc1YABA3Dy5ElkZGRIj+7du2P06NHS/5VwHHSVlJQgOzsb4eHhijkPAKBXr17IysrSe+7nn39GVFQUACAmJgZhYWF6x6K4uBiHDh3SOxaFhYV6v6J37dqF6upq9OzZsw72wjHWrl2LkJAQDBkyRHpOKedCaWkp1Gr9W4yXlxeqq6sBKOs8AIDGjRsjPDwcV69exTfffIP77rtPcccAcNznnpCQgH379uHmzZvSOjt27EDbtm3tai4DwG73jjB//nyxd+9ekZOTIzIzM8X8+fOFSqUS27dvF0LUdLFt2bKl2LVrlzhy5IhISEgQCQkJ0uu1XWwHDRokMjIyxNdffy2Cg4M9qoutHN1eZkLU/+Pw5JNPij179oicnBxx4MABMXDgQBEUFCQuXbokhKj/+691+PBh0aBBA/HSSy+JM2fOiA8//FD4+vqKDz74QFonNTVVBAYGii+++EJkZmaK++67T7bbbdeuXcWhQ4fE/v37xa233urWXY0NVVVViZYtW4p58+YZLVPCuTBu3DjRokULqdv9xo0bRVBQkHj66aeldZRwHnz99ddi27Zt4pdffhHbt28X8fHxomfPnqKiokIIUT+PwbVr18Tx48fF8ePHBQDxyiuviOPHj4tff/1VCOGYfS4sLBShoaFizJgx4tSpU2L9+vXC19eX3e5dbeLEiSIqKkpoNBoRHBwsBgwYIAVDQghRVlYmHn/8cdG0aVPh6+sr7r//fpGXl6e3jXPnzonk5GTh4+MjgoKCxJNPPilu3rxZ17viUIYBUX0/DiNGjBDh4eFCo9GIFi1aiBEjRuiNvVPf91/Xl19+KTp16iS8vb1Fu3btxH/+8x+95dXV1WLhwoUiNDRUeHt7iwEDBoisrCy9df744w8xcuRI0aRJE+Hv7y8mTJggrl27Vpe7USvffPONAGC0X0Io41woLi4WTzzxhGjZsqVo1KiRaNWqlXj22Wf1ukkr4TzYsGGDaNWqldBoNCIsLExMmzZNFBYWSsvr4zHYvXu3AGD0GDdunBDCcft84sQJ0bt3b+Ht7S1atGghUlNTa1VulRA6w4YSERERKRBziIiIiEjxGBARERGR4jEgIiIiIsVjQERERESKx4CIiIiIFI8BERERESkeAyIiIiJSPAZEREREpHgMiIjIafr164dZs2a5uhhOt2jRInTp0sXVxSCiWmBARERkQkVFRZ2+nxAClZWVdfqeRFSDAREROcX48eOxd+9erFy5EiqVCiqVCufOncOpU6eQnJyMJk2aIDQ0FGPGjEFBQYH0un79+mHGjBmYNWsWmjZtitDQUKxZswbXr1/HhAkT4Ofnh9atW2Pbtm3Sa/bs2QOVSoWtW7eic+fOaNSoEe644w6cOnVKr0z79+9Hnz594OPjg8jISMycORPXr1+XlkdHR+OFF17A2LFj4e/vj6lTpwIA5s2bhzZt2sDX1xetWrXCwoULpVm2161bh8WLF+PEiRPSfq5btw7nzp2DSqVCRkaGtP3CwkKoVCrs2bNHr9zbtm1Dt27d4O3tjf3796O6uhopKSmIiYmBj48P4uPj8emnnzr6IyIiHQyIiMgpVq5ciYSEBEyZMgV5eXnIy8uDn58f7rrrLnTt2hVHjhzB119/jYsXL+LBBx/Ue+17772HoKAgHD58GDNmzMBjjz2Gf/zjH7jzzjtx7NgxDBo0CGPGjEFpaane6+bOnYt//etfSE9PR3BwMO655x4pcMnOzsbgwYMxfPhwZGZmYsOGDdi/fz+mT5+ut43/+7//Q3x8PI4fP46FCxcCAPz8/LBu3Tr88MMPWLlyJdasWYNXX30VADBixAg8+eST6Nixo7SfI0aMsOlYzZ8/H6mpqfjxxx/RuXNnpKSk4P3338fq1atx+vRpzJ49Gw8//DD27t1r03aJyAa1mhqWiMiMvn37iieeeEL6+4UXXhCDBg3SW+f8+fN6s8L37dtX9O7dW1peWVkpGjduLMaMGSM9l5eXJwCItLQ0IcRfs2uvX79eWuePP/4QPj4+YsOGDUIIISZNmiSmTp2q997fffedUKvVoqysTAghRFRUlBg6dKjF/Vq+fLno1q2b9Pfzzz8v4uPj9dbJyckRAMTx48el565evSoAiN27d+uVe9OmTdI6N27cEL6+vuLgwYN625s0aZIYOXKkxbIRkX0auDIYIyJlOXHiBHbv3o0mTZoYLcvOzkabNm0AAJ07d5ae9/LyQvPmzREXFyc9FxoaCgC4dOmS3jYSEhKk/zdr1gxt27bFjz/+KL13ZmYmPvzwQ2kdIQSqq6uRk5OD9u3bAwC6d+9uVLYNGzbgtddeQ3Z2NkpKSlBZWQl/f3+b998U3fc8e/YsSktL8be//U1vnYqKCnTt2tVh70lE+hgQEVGdKSkpwT333IOlS5caLQsPD5f+37BhQ71lKpVK7zmVSgUAqK6utum9H3nkEcycOdNoWcuWLaX/N27cWG9ZWloaRo8ejcWLFyMpKQkBAQFYv349/vWvf5l9P7W6JiNBCCE9p22+M6T7niUlJQCArVu3okWLFnrreXt7m31PIrIfAyIichqNRoOqqirp79tuuw2fffYZoqOj0aCB4y8/33//vRTcXL16FT///LNU83Pbbbfhhx9+QOvWrW3a5sGDBxEVFYVnn31Weu7XX3/VW8dwPwEgODgYAJCXlyfV7OgmWJvSoUMHeHt7Izc3F3379rWprERkPyZVE5HTREdH49ChQzh37hwKCgowbdo0XLlyBSNHjkR6ejqys7PxzTffYMKECUYBhT2WLFmCnTt34tSpUxg/fjyCgoIwdOhQADU9xQ4ePIjp06cjIyMDZ86cwRdffGGUVG3o1ltvRW5uLtavX4/s7Gy89tpr+Pzzz432MycnBxkZGSgoKEB5eTl8fHxwxx13SMnSe/fuxT//+U+L++Dn54ennnoKs2fPxnvvvYfs7GwcO3YMr7/+Ot577z27jw0RmceAiIic5qmnnoKXlxc6dOiA4OBgVFRU4MCBA6iqqsKgQYMQFxeHWbNmITAwUGpiqo3U1FQ88cQT6NatG/Lz8/Hll19Co9EAqMlL2rt3L37++Wf06dMHXbt2xXPPPYeIiAiz27z33nsxe/ZsTJ8+HV26dMHBgwel3mdaw4cPx+DBg9G/f38EBwfj448/BgC8++67qKysRLdu3TBr1iy8+OKLVu3HCy+8gIULFyIlJQXt27fH4MGDsXXrVsTExNhxVIjIGiqh28BNROSB9uzZg/79++Pq1asIDAx0dXGIyAOxhoiIiIgUjwERERERKR6bzIiIiEjxWENEREREiseAiIiIiBSPAREREREpHgMiIiIiUjwGRERERKR4DIiIiIhI8RgQERERkeIxICIiIiLFY0BEREREivf/P0yxqwCkR+gAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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YtWqV6tWrp8aNG6tnz55at26dZs+erQ8++ED+/v5q27atZs6cqaeeekpt2rTR4sWL7SaWJyQkaPjw4frnP/+pqKgoTZ8+XVFRUVq4cKHefvtttW7dWmlpaZoxY4ZJ3xIAYIbCwkKlpqbahKKwsDClpKR4VCiSJIvhjPu+vUheXp4iIiKUm5ur8PBwa/uZM2e0b98+NWnSRMHBwSZWCFfj2gNA2b788kulp6fbtN15552Ki4vT8uVSWpo0bpzUu3fV1lHW7++KYigNAABUyp8nWEvShAkTrHc7p6VJGRlnf1Z1MHIWghEAAKiQJUsOa/fuV2zaOnXqpF69etm0jRv3vx4jT0EwAgAA5eaol+js2kTV7dp79/acnqJzCEYAAOAvFRUVacqUKXbtKSkpJlRTdQhGAADgvJYsWaLdu3fbtH35ZSfl5vaSl+UighEAACibo6Gzdu0eV3q6v0fNHSovghEAALCTlZWlRYsW2bWfGzrr08fVFbkGwQgAANhw1EtUWDhQTz7Z1IRqXIuVrwEAgCTJMAyHoWjixBTNmuX9oUiixwhOlJSUpJycHC1btkySdO2116pdu3Z67rnnKn1OZ5wDAPDXZsyYoVOnTtm1FxSkqEYNadQoE4oyAcHIByQlJVnHiQMCAhQXF6dBgwbpscceU7VqVfd/gffee08BAQHlOnb9+vXq2rWrTpw4ocjIyEqdAwBQOY56iZ5++iH93/9V18aNkoO79L0WwchH9OzZUwsWLFB+fr4+/PBDjRgxQgEBAUpOTrY5rqCgwGkP/KtVq5ZbnAMA4Nju3bu1ZMkSu/aCghT93/951orVzsIcIx8RFBSkmJgYNWrUSPfee6+6d++u5cuXKykpSX379tWUKVNUv359tWjRQpJ04MAB3XrrrYqMjFStWrXUp08fZWVlWc9XXFysMWPGKDIyUrVr19YjjzyiPz+P+Nprr9Xo0aOt2/n5+Xr00UcVGxuroKAgNW/eXK+++qqysrLUtWtXSVLNmjVlsViUlJTk8BwnTpzQoEGDVLNmTYWGhqpXr1764YcfrPsXLlyoyMhIpaenq1WrVqpRo4Z69uypI0eOWI9Zv369OnXqpOrVqysyMlJXXnmlfvrpJyf9SQOAZ0hNTbULRfv3t9LEiSlat07auNHzVq12BoKRjwoJCVFBQYEkac2aNdq9e7dWr16tFStWqLCwUImJiQoLC9Nnn32mL774whowzr3nmWee0cKFCzV//nx9/vnn+vXXX/X++++f9zMHDRqkN998U7Nnz9auXbv08ssvq0aNGoqNjdW7774r6ey/Xo4cOaJZs2Y5PEdSUpK++eYbLV++XBkZGTIMQ3//+99VWFhoPeb06dOaMWOGXnvtNW3YsEH79+/XQw89JOnsyq19+/ZVly5dtG3bNmVkZOjuu++2PvAQAHyBo6Gzp55KUZ8+tyo+3jd7is5hKM3HGIahNWvWKD09Xffff7+OHz+u6tWra968edYhtNdff10lJSWaN2+eNTAsWLBAkZGRWr9+vXr06KHnnntOycnJuummmyRJc+fOVXp6epmf+/333+utt97S6tWr1b17d0lS06b/u8Ph3JBZdHS0zRyjP/rhhx+0fPlyffHFF0pISJAkLV68WLGxsVq2bJluueUWSVJhYaHmzp2rZs2aSZJGjhypSZMmSZLy8vKUm5urG264wbq/VatWFf+DBAAP5CgQSdKMGSl68EHPfLaZs9FjZJLly6WEhLM/XWHFihWqUaOGgoOD1atXL/3zn//UxIkTJUmXXnqpzbyirVu3as+ePQoLC1ONGjVUo0YN1apVS2fOnNHevXuVm5urI0eOqHPnztb3VKtWTR07dizz87ds2SJ/f3916dKl0t9h165dqlatms3n1q5dWy1atNCuXbusbaGhodbQI0n16tXTsWPHJJ0NYElJSUpMTNSNN96oWbNm2QyzAYC3chSKbrnlFqWkpOi333xrgvX50GNkkrQ0KSPj7E9XpPOuXbtqzpw5CgwMVP369W3uRvvzE5FPnjypDh06aPHixXbniYqKqtTnh4SEVOp9lfHnu9gsFovN/KcFCxZo1KhRWrVqlZYuXarHH39cq1ev1hVXXOGyGgHAVY4ePaq5c+fatXvbw1+dhR4jk4wbJ5eO41avXl3NmzdXXFzcX96if9lll+mHH35QdHS0mjdvbvOKiIhQRESE6tWrp//+97/W9xQVFWnTpk1lnvPSSy9VSUmJPv30U4f7z/VYFRcXl3mOVq1aqaioyOZzf/nlF+3evVutW7c+73f6s/bt2ys5OVkbN25UmzZt9MYbb1To/QDgCVJTUx2GovR0QlFZCEYm6d3bfWf833777apTp4769Omjzz77TPv27dP69es1atQoHTx4UJL0wAMPKC0tTcuWLVNmZqbuu+8+5eTklHnOxo0ba/DgwRoyZIiWLVtmPedbb70lSWrUqJEsFotWrFih48eP6+TJk3bnuOiii9SnTx8NGzZMn3/+ubZu3ao77rhDDRo0UJ9yPrRn3759Sk5OVkZGhn766Sd9/PHH+uGHH5hnBMDrOBo6mzfvCaWnp/j05Oq/QjCCndDQUG3YsEFxcXG66aab1KpVKw0dOlRnzpxReHi4JGns2LEaOHCgBg8erPj4eIWFhekf//jHec87Z84c3XzzzbrvvvvUsmVLDRs2zLrKaoMGDZSamqpx48apbt26GjlypMNzLFiwQB06dNANN9yg+Ph4GYahDz/8sNyLQIaGhiozM1P9+vXTxRdfrLvvvlsjRozQPffcU4E/IQBwX9OnTy/zsR7Vq/u57T/K3YXF+PPiMz4uLy9PERERys3NtYYASTpz5oz27dunJk2aKDg42MQK4WpcewCewlEgysxsoS1b+qtmzbPTN7w1FJX1+7uimHwNAICHO3PmjJ566im79okTzz7nbPFi7w1EzkYwAgDAg5W1NlFBQYr1Jh9CUfkRjAAA8FCOQtEll4zWzTdHmFCNdyAYAQDgYT744ANt2bLFrp21iS4cd6VVEHPVfQ/XHIA7SU1NdRiKWJvIOegxKqdzt4OfPn3apas4w3ynT5+WZL+iNgC4kmEY1uc+/lFBQYrWrfPtB786E8GonPz9/RUZGWl95lZoaChPZPdyhmHo9OnTOnbsmCIjI+Xv7292SQB8VFkTrCdOPDvBeuNGFxfkxQhGFRATEyNJ1nAE3xAZGWm99gDgao5C0ebN/9Qll7R06aOlfAXBqAIsFovq1aun6OhoFRYWml0OXCAgIICeIgCm2LZtm95//3279vT0FHqIqhDBqBL8/f35ZQkAqDJlDZ3xnLOqRzACAMCNOApFEyZMkMViEXfjVz2CEQAAbqCsXiLWJnItghEAACZzFIratWunPn36mFCNbyMYAQBgkp9//lkvvviiXXt6egrDZiYhGAEAYAImWLsnghEAAC7mKBQ9+uijCg4OpqfIZAQjAABcZMqUKSoqKrJrb98+RcHBJhQEOwQjAABcoKyhs/btU9S7t4uLQZkIRgAAVKGioiJNmTLFrp0VrN0TwQgAgCrCBGvPQzACAKAKOApFQ4cOVcOGDZlg7cYIRgAAONHq1au10cEYGStYewaCEQAATsJjPTwfwQgAACdwFIomTkzRBx+YUAwqjWAEAMAFKKuXaNKkFN18s7gV38MQjAAAqITx46XAQPtQVL/+dRo2LIEJ1h6KYAQAQAUtXrxPgYH/tmtnLpHnIxgBAFBOy5dLmzczwdqb+ZldAAAAnsJRKEpPf0Lt2xOKvAU9RgAA/IXz3YZPR5F38coeoxdffFGNGzdWcHCwOnfurK+++srskgAAHspRKPr110b0Enkpr+sxWrp0qcaMGaO5c+eqc+fOeu6555SYmKjdu3crOjra7PIAAB7i1KlTmjFjhl07c4m8m8UwDMPsIpypc+fOuvzyy/XCCy9IkkpKShQbG6v7779f48rxxL68vDxFREQoNzdX4eHhVV0uAMANsYK153HW72+v6jEqKCjQpk2blJycbG3z8/NT9+7dlZGR4fA9+fn5ys/Pt27n5eVVeZ0AAPflKBSNGTNGYWFhJlQDV/OqYPTzzz+ruLhYdevWtWmvW7euMjMzHb5n2rRpZf7LAADgO5599k3l5X1v104vkW/xysnXFZGcnKzc3Fzr68CBA2aXBABwsdTUVEIRJHlZj1GdOnXk7++vo0eP2rQfPXpUMTExDt8TFBSkoKAgV5QHAHAzhmFo0qRJdu0EIt/lVT1GgYGB6tChg9asWWNtKykp0Zo1axQfH29iZQAAd5OamuowFM2YQSjyZV7VYySdnSA3ePBgdezYUZ06ddJzzz2nU6dO6c477zS7NACAm3A0t7So6CY999ylGjXKhILgNrwuGP3zn//U8ePHNWHCBGVnZ6tdu3ZatWqV3YRsAIDv2bBhg9atW2fXfm7obPJkV1cEd+N16xhdKNYxAgDvw8NfvR/rGAEAUE6OQhGBCI4QjAAAXosVrFFRBCMAgFdyFIpatGih/v37m1ANPAXBCADgVQ4dOqR58+bZtdNLhPIgGAEAvAZDZ7hQBCMAgFdwFIqSk5MVGBhoQjXwVAQjAIDH4jZ8OJtXPRIEAOBbCEVwNnqMAAAeZfly6emn89W9e5rdPgIRLhTBCADgUTZvTlX37vbthCI4A0NpAACP4WiCdUbGXWrfnlAE56DHCADg9pYsWaLdu3fbtdNLBGcjGAEA3BprE8GVCEYAALflKBQRiFCVCEYAALdDLxHMQjACALiNshZs3LChmx544GoTKoKvIRgBANzCt99+q82b/2PXnp6eonHjpN69TSgKPodgBAAw3fmGzhg9gysRjAAApnIUiiZMmCCLxWJCNfB1BCMAgCmYYA13xMrXAACXcxSKiooCWMEapqPHCADgMidOnNDs2bPt2uklgrsgGAEAXKKsoTN6ieBOCEYAgCrnKBQ9+OCDCg8PN6EaoGwEIwBAlUlNnSTJsGtn6AzuimAEAKgS3HUGT0QwAgA4VUlJiSZPnmzXTiCCJyAYAQCchl4ieDqCEQDAKRyFoltvvVWtWrUyoRqgcghGAIALsmLFCm3atMmunV4ieCKCEQCg0hg6g7chGAEAKsVRKCIQwdMRjAAAFUIvEbwZwQgAUG6OQlGLFi3Uv39/E6oBnI9gBAD4S3v37tXrr79u104vEbwNwQgAcF4MncGXEIwAAGVyFIratn1MffsGmFANUPUIRgAAO/QSwVf5mV0AAMC9EIrgy+gxAgBIkn7//XdNnz7drp1ABF9CMAIA0EsElGIoDQB8nKNQNHfuPUpPJxTB99BjBAA+6pVXXtHhw4ft2pcsSVFEhDRunAlFASYjGAGADzrf0BmjZ/BlBCMA8CGGYWjSpEl27cwlAs4iGAGAj2CCNfDXCEYA4MWWL5fS0qTERPtQdN111ykhIcGEqgD3RTACAC/2xhtfKTHxI7t2eokAxwhGAOClUlNT1aqVfTuhCCgbwQgAvJCj+UQTJkyQxWIxoRrAcxCMAMCLMMEauDAEIwDwEo5CUZ06dTRixAgTqgE8U4WDkb+/v44cOaLo6Gib9l9++UXR0dEqLi52WnEAgL/2888/68UXX7Rrb98+Rb17m1AQ4MEqHIwMw3DYnp+fr8DAwAsuCABQfmUNnU2cmKL4eBGMgAoqdzCaPXu2JMlisWjevHmqUaOGdV9xcbE2bNigli1bOr9CAIBDjkLR9OkPKzY2VPHxPOsMqIxyB6Nnn31W0tkeo7lz58rf39+6LzAwUI0bN9bcuXOdXyEAwEZZvUTt26eobduzgYieIqByyh2M9u3bJ0nq2rWr3nvvPdWsWbPKigIAOPZXd50RiIALU+E5RuvWrauKOgAA57FsWbG2bn3Srp3b8AHnqnAwGjJkyHn3z58/v9LFAADssTYR4DoVDkYnTpyw2S4sLNT27duVk5Ojbt26Oa0wAIDjUNSs2UDdcUdTE6oBvF+Fg9H7779v11ZSUqJ7771XzZo1c0pRAODrVq5cqW+++cau/dxt+HfcYUJRgA/wc8pJ/Pw0ZswY651rAIDKS01NdRiK2rdP4TZ8oIo57ZEge/fuVVFRkbNOBwA+ydHQWXp6ivUWfO46A6pWhYPRmDFjbLYNw9CRI0e0cuVKDR482GmFAYAvOd8Ea+ZYA65T4WC0efNmm20/Pz9FRUXpmWee+cs71gAA9hyFok6dOqlXr14mVAP4NtYxAgCT7NmzR4sXL7Zr5zZ8wDyVnmN07Ngx7d69W5LUokULRUdHO60oAPB2rE0EuKcK35WWl5engQMHqn79+urSpYu6dOmiBg0a6I477lBubm5V1KisrCwNHTpUTZo0UUhIiJo1a6aUlBQVFBTYHLdt2zZdffXVCg4OVmxsrKZPn14l9QDAhXAUih5//HFCEeAGKtxjNGzYMG3evFkrV65UfHy8JCkjI0MPPPCA7rnnHi1ZssTpRWZmZqqkpEQvv/yymjdvru3bt2vYsGE6deqUZsyYIelsYOvRo4e6d++uuXPn6rvvvtOQIUMUGRmpu+++2+k1AUBF0UsEuD+LYRhGRd5QvXp1paen66qrrrJp/+yzz9SzZ0+dOnXKqQWW5emnn9acOXP0448/SpLmzJmj8ePHKzs7W4GBgZKkcePGadmyZcrMzCz3efPy8hQREaHc3FyFh4dXSe0AfMPy5VJa2tl1hzZvJhQBVclZv78r3GNUu3ZtRURE2LVHRESoZs2alS6konJzc1WrVi3rdkZGhq655hprKJKkxMREPfXUUzpx4kSZteXn5ys/P9+6nZeXV3VFA/ApaWnStm2ntHnzDLt9BCLAPVV4jtHjjz+uMWPGKDs729qWnZ2thx9+WE888YRTiyvLnj179Pzzz+uee+6xqaFu3bo2x53b/mOtfzZt2jRFRERYX7GxsVVTNACfk5iYqocftg9F6emEIsBdVTgYzZkzR19++aXi4uLUvHlzNW/eXHFxcdq4caNefvllXXbZZdbXXxk3bpwsFst5X38eBjt06JB69uypW265RcOGDato+XaSk5OVm5trfR04cOCCzwnA9yxfLiUknP0pOZ5P1KrVSOsq1gDcU4WH0vr06SOLxeKUDx87dqySkpLOe0zTpv97gvThw4fVtWtXJSQk6F//+pfNcTExMTp69KhN27ntmJiYMs8fFBSkoKCgClYOALbS0qSMDGnDhjnavPmY3f5zQ2e33urqygBURIWD0cSJE5324VFRUYqKiirXsYcOHVLXrl3VoUMHLViwQH5+tp1d8fHxGj9+vAoLCxUQECBJWr16tVq0aOHSuU8AfBMTrAHvUOGhtKZNm+qXX36xa8/JybHp3XGmQ4cO6dprr1VcXJxmzJih48ePKzs722bu0IABAxQYGKihQ4dqx44dWrp0qWbNmmX3bDcAcDbDMByGorPPOSMUAZ6kwj1GWVlZKi4utmvPz8/XwYMHnVLUn61evVp79uzRnj171LBhQ5t951YbiIiI0Mcff6wRI0aoQ4cOqlOnjiZMmMAaRgCqVFlrE7VvTyACPFG51zFaXjqjsG/fvlq0aJHNLfvFxcVas2aNVq9ebX1MiKdiHSMA5eUoFG3b1lfvvddW8fHSxo0mFAX4KJevY9S3b19JksVi0eDBg232BQQEqHHjxnrmmWcqXQgAeIpvvvlGK1eutGtPSUnR8uXSkSPizjPAQ5U7GJWUlEiSmjRpoq+//lp16tSpsqIAwF2VNXS2ffvZobPevc++AHimCs8x2rdvX1XUAQBuz1EomjEjRSdPSjVqmFAQAKercDCaNGnSefdPmDCh0sUAgDs638NfCwqk2bOlUaNcXBSAKlHhh8i2b9/eZruwsFD79u1TtWrV1KxZM3377bdOLdDVmHwN4I8chaIjRy7R3Lk3m1ANgLKY9hDZzZs3OywmKSlJ//jHPypdCAC4k6NHj2ru3Ll27TzSA/BuFe4xKst3332nG2+8UVlZWc44nWnoMQJwvqEzAO7JWb+/K7zydVnOPYQVADyZo1A0bdo4pacTigBfUOGhtNmzZ9tsG4ahI0eO6LXXXlOvXr2cVhgAuNKkSZPkqAO9ffsUXXYZ6xIBvqLCQ2lNmjSx2fbz81NUVJS6deum5ORkhYWFObVAV2MoDfA9DJ0Bns+0ydesYwTAWxQWFmrq1Kl27RMnpig+XiIXAb6nwsFIknJycrRnzx5JUvPmzRUZGenMmgCgyp3v4a/x8QydAb6qQsEoKytLI0aMUHp6unUs3mKxqGfPnnrhhRfUuHHjqqgRAJzKUSi666671KBBA0k80gPwZeUORgcOHNAVV1yhgIAATZ48Wa1atZIk7dy5U3PmzFF8fLy+/vprNWzYsMqKBYALsXLlSn3zzTd27cwlAnBOuSdfDx06VHv27FF6erqCg4Nt9v3+++/q2bOnLrroIs2bN69KCnUVJl8D3okJ1oB3c/nk61WrVmnp0qV2oUiSQkJCNHnyZPXv37/ShQBAVXEUighEABwpdzD6+eefzzuHqGnTpvr111+dURMAOAW9RAAqqtzBqF69etq5c2eZc4i2b9+umJgYpxUGABfCUSjq3r27rrzyShOqAeApyh2M+vbtq4ceekhr1qxRVFSUzb5jx47p0UcfVd++fZ1dHwBUyJ49e7R48WK7dnqJAJRHuSdfnzhxQp07d1Z2drbuuOMOtWzZUoZhaNeuXXrjjTcUExOjL7/8UrVq1arqmqsUk68Bz8XQGeC7XD75umbNmvrvf/+rxx57TEuWLFFOTo4kKTIyUgMGDNDUqVM9PhQB8FyOQlG7dk+oTx+nPSsbgA+o8LPSpLMPjj1+/LgkKSoqShaLxemFmYUeI8Cz0EsEQDLxWWnS2dWuo6OjK/2hAOAMjkJRw4YNNXToUBOqAeANKhWMAMBMJ0+e1DPPPGPXTi8RgAtFMALgURg6A1CVCEYAPIajUDRmzBiFhYWZUA0Ab0QwAuD25s+frwMHDti100sEwNnKFYxmz55d7hOOGjWq0sUAwJ8xdAbAlcp1u36TJk3KdzKLRT/++OMFF2UmbtcH3INhGJo0aZJdO4EIgCMuvV1/3759lf4AAKiosnqJ0tNTRC4CUJUqvSRsQUGBdu/eraKiImfWA8DHOQpFTZsOUHp6isaNM6EgAD6lwpOvT58+rfvvv1+LFi2SJH3//fdq2rSp7r//fjVo0EDj+C8XgErYtGmTVqxYYdd+buhs4EBXVwTAF1W4xyg5OVlbt27V+vXrFRwcbG3v3r27li5d6tTiAPiG1NTU84YiAHCVCvcYLVu2TEuXLtUVV1xh84y0Sy65RHv37nVqcQC8n6OhMwIRALNUOBgdP37c4XPSTp065VUPkwVQtc53G/7y5VJamjRunNS7t4sLA+DTKjyU1rFjR61cudK6fS4MzZs3T/Hx8c6rDIDXchSKduy4SkuW/C8UZWSc/QkArlThHqOpU6eqV69e2rlzp4qKijRr1izt3LlTGzdu1KeffloVNQLwEj///LNefPFFu/aUlBQlJEiZmdIjj0gWi9SihbgLDYDLVbjH6KqrrtKWLVtUVFSkSy+9VB9//LGio6OVkZGhDh06VEWNALxAampqmaFIOhuC4uPPhqLMTKlWLYbRALheuVa+9iWsfA04n6Ohs9Wrx+uRR6rZhR/mFwGoDGf9/i5XMMrLyyv3CT09TBCMAOcp6+Gv7dunEHoAOJVLHwkSGRlZ7jvOiouLK10MAO/hqJeoWbNmuuOOO0yoBgDKp1zBaN26ddb/nZWVpXHjxikpKcl6F1pGRoYWLVqkadOmVU2VADxGYWGhpk6datfuaG0ihs0AuJsKzzH629/+prvuuku33XabTfsbb7yhf/3rX1q/fr0z63M5htKAyjvf2kSOJCScvS0/Pl7auLEqKwPg7Zz1+7vCd6VlZGSoY8eOdu0dO3bUV199VelCAHg2R6HogQceOO8q1ufuROO2fADuosLBKDY2Vq+88opd+7x58xQbG+uUogB4js8//7zMx3pERkae9729e5/tKWIYDYC7qPACj88++6z69eunjz76SJ07d5YkffXVV/rhhx/07rvvOr1AAO6rokNnAODuKrWO0cGDB/XSSy8pMzNTktSqVSsNHz7cK3qMmGMElA8PfwXgTly6jpEvIRgB50cvEQB35NJ1jP4sJydHr776qnbt2iVJuuSSSzRkyBBFRERUuhAA7s9RKOrfv79atGhhQjUA4HwV7jH65ptvlJiYqJCQEHXq1EmS9PXXX+v333/Xxx9/rMsuu6xKCnUVeowAez/99JMWLlxo104vEQB3YdpQ2tVXX63mzZvrlVdeUbVqZzucioqKdNddd+nHH3/Uhg0bKl2MOyAYAbYYOgPgCUwLRiEhIdq8ebNatmxp075z50517NhRp0+frnQx7oBgBPyPo1A0YcKEcj8iCABcxbQ5RuHh4dq/f79dMDpw4IDCwsIqXQgA9zF58mSVlJTYtdNLBMDbVTgY/fOf/9TQoUM1Y8YMJSQkSJK++OILPfzww3aPCQHgOc49tywx0b6XKD4+Xj169DChKgBwrQoHoxkzZshisWjQoEEqKiqSJAUEBOjee+9VWlqa0wsE4BozZ55UYuIzdu30EgHwJZVex+j06dPau3evJKlZs2YKDQ11amFmYY4RfM3y5dLmzUywBuDZTF3HSJJCQ0N16aWXVvqDAbgHR6Ho0UcfVXBwsAnVAIC5yh2MhgwZUq7j5s+fX+liALjO6tWrtXHjRrt2eokA+LJyB6OFCxeqUaNGat++vXiKCODZHN2GHxMTo3vuuceEagDAfZQ7GN1777168803tW/fPt1555264447VKtWraqsDYATnb3rrESJiZPt9tFLBABn+ZX3wBdffFFHjhzRI488ov/85z+KjY3VrbfeqvT0dHqQAA+weXMqoQgA/kKl70o79+ykf//73yoqKtKOHTtUo0YNZ9fnctyVBm/kaOjsvvvuU1RUlAnVAIDzmX5Xmp+fnywWiwzDUHFxcaULAFB1MjMztXTpUrt2eokAwLFyD6VJUn5+vt58801dd911uvjii/Xdd9/phRde0P79+72itwjwJqmpqYQiAKigcvcY3XfffVqyZIliY2M1ZMgQvfnmm6pTp05V1gagkhwNnRGIAOCvlXuOkZ+fn+Li4tS+ffvzPln7vffec1pxZmCOETyZo0AkEYoAeD+XzzEaNGjQeQMRAPOU9ViPm2++WZdccokJFQGAZ6rQAo/uID8/X507d9bWrVu1efNmtWvXzrpv27ZtGjFihL7++mtFRUXp/vvv1yOPPGJesYALnDhxQps3z7Zrp5cIACqu0nelmeWRRx5R/fr1tXXrVpv2vLw89ejRQ927d9fcuXP13XffaciQIYqMjNTdd99tUrVA1WLoDACcy6OC0UcffaSPP/5Y7777rj766CObfYsXL1ZBQYHmz5+vwMBAXXLJJdqyZYtmzpxJMIJXchSKnnjiCfn5VehmUwDAH3hMMDp69KiGDRumZcuWKTQ01G5/RkaGrrnmGgUGBlrbEhMT9dRTT+nEiROqWbOmw/Pm5+crPz/fup2Xl+f84gEnev/997Vt2za7dnqJAODCecQ/LQ3DUFJSkoYPH66OHTs6PCY7O1t169a1aTu3nZ2dXea5p02bpoiICOsrNjbWeYUDTpaammoXiq666ipCEQA4ianBaNy4cbJYLOd9ZWZm6vnnn9dvv/2m5ORkp9eQnJys3Nxc6+vAgQNO/wzgQhUWFpa5NtHf/vY3EyoCAO9k6lDa2LFjlZSUdN5jmjZtqrVr1yojI0NBQUE2+zp27Kjbb79dixYtUkxMjI4ePWqz/9x2TExMmecPCgqyOy/gTphgDQCuY2owioqKKtdDLGfPnq0nn3zSun348GElJiZq6dKl6ty5syQpPj5e48ePV2FhoQICAiRJq1evVosWLcqcXwS4O0ehqE2bh9SvX3UTqgEA7+cRk6/j4uJsts89l61Zs2Zq2LChJGnAgAFKTU3V0KFD9eijj2r79u2aNWuWnn32WZfXC1yo7777zuEq8vQSAUDV8ohgVB4RERH6+OOPNWLECHXo0EF16tTRhAkTuFUfHmP5ciktTUpMtO8lat68uW6//XYTqgIA31LuZ6X5Cp6VBrMkJBhKTJxk104vEQD8NZc/Kw1A1Zk3b54SEw/ZtROKAMC1CEaAyRxNsL7vvvvKdWMCAMC5CEaASX755Re98MILdu30EgGAeQhGgAkc9RI1aNBAd911lwnVAADOIRgBLuYoFE2YMEEWi8WEagAAf+QRz0oDvEF6enqZj/X4YyhavlxKSDj7EwDgWvQYAS7gKBDdcccdatasmV17WpqUkXH2Z+/erqgOAHAOwQioQmfOnNFTTz1l136+Cdbjxp0NRePGVWVlAABHCEZAFansw19796anCADMQjACqoCjUDR+/HhVq8ZfOQBwZ/xXGnCirVu3atmyZXbtrE0EAJ6BYAQ4iaNeosTERF1xxRUmVAMAqAyCEXCBSkpKNHnyZLt2eokAwPMQjIALkJaWpvz8fLt2QhEAeCaCEVBJjobOxo4dqxo1aphQDQDAGQhGQAUdPHhQr776ql07vUQA4PkIRkAFOOolatOmjfr162dCNQAAZyMYAeVU1nPOAADeg2AE/IWlS5cqMzPTrp1QBADeh2AEnIejXqK7775b9erVM6EaAEBV8zO7AMBdLF8uJSSc/ZmXl1fm0BmhCAC8Fz1GQKm0NCkjQ9q8OVWbN9vuCwsL05gxY8wpDADgMgQjQGd7iX79VZo40b6XaMKECbJYLCZUBQBwNYIRIOn117/RbbettGtngjUA+BaCEXxeamqqLrnEtu3mm2/WJX9uBAB4PYIRfFZxcbGefPJJu3Z6iQDAdxGM4JPmzZunQ4cO2bTVrl1bI0eONKkiAIA7IBjB5zi6Df+xxx5TQECACdUAANwJwQg+49ChQ5o3b55dO0NnAIBzCEbwCY56ifr06aN27dq5vhgAgNsiGMGrGYahSZMm2bXTSwQAcIRgBK+1YsUKbdq0ya6dUAQAKAvBCF7J0dDZ2LFjVaNGDROqAQB4Ch4iC4/2xwe/SlJubm6ZD38lFAEA/go9RvBo5x78mpZ29uGvf3bllVeqe/fuJlQGAPBEBCN4tHHjzoaixETHvUQAAFQEwQgeLSbmKyUmfmTXTigCAFQGwQgey9FcouHDh6tu3bomVAMA8AYEI3icwsJCTZ061a6dXiIAwIUiGMGj/Pvf/9a+ffts2i6//HL9/e9/N6kiAIA3IRjBYzgaOnviiSfk58eqEwAA5yAYwe0dOHBA8+fPt2tn6AwA4GwEI7g1R71Ed955p+Li4kyoBgDg7QhGcEslJSWaPHmyXTu9RACAqkQwgttZtWqV/vvf/9q0NWrUSElJSeYUBADwGQQjuBVHQ2fJyckKDAw0oRoAgK8hGMEtnDhxQrNnz7ZrZ+gMAOBKBCOYzlEv0U033aRLL73UhGoAAL6MYARTOQpF9BIBAMxCMIIpvv76a3344Yc2bYGBgUpOTjapIgAACEYwgaNeojFjxigsLMyEagAA+B+epQCnW75cSkg4+/OPfv/99zKHzghFAAB3QI8RnC4tTcrIOPvz3HafPi/qzJmfbY7r2rWrrrnmGhMqBADAMYIRnG7cuLNh6NzPxMRUnTlje8yECRNksVjMKRAAgDIQjOB0vXuffR08eFCJia/a7eeuMwCAuyIYoUo4mks0fPhw1a1b14RqAAAoH4IRnIqHvwIAPBnBCE6zc+dOvf322zZtTLAGAHgSghEuyPLl/5tg/WdPPPGE/PxYEQIA4DkIRrggM2eeVGLiMzZtF110kQYMGGBSRQAAVB7BCJX2/fffq2vXN23a7r//ftWqVcukigAAuDAEI1SYYRhauHCh9u/fb9POBGsAgKcjGKFCcnJyNGvWLJu2u+66Sw0aNDCpIgAAnIdghHL7/PPPtWbNGut2cHCwHnroIfn7+5tYFQAAzkMwwl8qKirSlClTbNp69eqlTp06mVQRAABVg2CE8/rpp5+0cOFCm7YxY8YoLCzMnIIAAKhCBCOU6a233tKuXbus2xdffLFuu+02EysCAKBqedTqeytXrlTnzp0VEhKimjVrqm/fvjb79+/fr+uvv16hoaGKjo7Www8/rKKiInOK9WAnT55UamqqTSgaNGgQoQgA4PU8psfo3Xff1bBhwzR16lR169ZNRUVF2r59u3V/cXGxrr/+esXExGjjxo06cuSIBg0apICAAE2dOtXEyj3Lpk2btGLFCpu2xx57TAEBASZVBACA61gMwzDMLuKvFBUVqXHjxkpNTdXQoUMdHvPRRx/phhtu0OHDh61PcJ87d64effRRHT9+XIGBgeX6rLy8PEVERCg3N1fh4eFO+w7urqSkRDNnztSpU6esbddee626dOliYlUAAJSPs35/e8RQ2rfffqtDhw7Jz89P7du3V7169dSrVy+bHqOMjAxdeuml1lAkSYmJicrLy9OOHTvMKNtjHDlyRJMnT7YJRffffz+hCADgczxiKO3HH3+UJE2cOFEzZ85U48aN9cwzz+jaa6/V999/r1q1aik7O9smFEmybmdnZ5d57vz8fOXn51u38/LyquAbuK+VK1fqm2++sW7Xr19fd911lywWi4lVAQBgDlN7jMaNGyeLxXLeV2ZmpkpKSiRJ48ePV79+/dShQwctWLBAFotFb7/99gXVMG3aNEVERFhfsbGxzvhqbu/MmTNKTU21CUW33nqrhg0bRigCAPgsU3uMxo4dq6SkpPMe07RpUx05ckSS1Lp1a2t7UFCQmjZtan1eV0xMjL766iub9x49etS6ryzJyckaM2aMdTsvL8/rw9HOnTvtAuW4ceMUFBRkUkUAALgHU4NRVFSUoqKi/vK4Dh06KCgoSLt379ZVV10lSSosLFRWVpYaNWokSYqPj9eUKVN07NgxRUdHS5JWr16t8PBwm0D1Z0FBQT4TCAzD0Msvv2wNjJLUqVMn9erVy8SqAABwHx4xxyg8PFzDhw9XSkqKYmNj1ahRIz399NOSpFtuuUWS1KNHD7Vu3VoDBw7U9OnTlZ2drccff1wjRozwmeBzPr/88oteeOEFm7bhw4fbzcsCAMCXeUQwkqSnn35a1apV08CBA/X777+rc+fOWrt2rWrWrClJ8vf314oVK3TvvfcqPj5e1atX1+DBgzVp0iSTKzffunXrtGHDBut2RESERo0aJT8/j7gpEQAAl/GIdYxcyZvWMSosLLRb3LJ3795q3769SRUBAFA1nPX722N6jFAxe/fu1euvv27T9tBDD6l69eomVQQAgPsjGHmh119/XXv37rVut2nTRv369TOxIgAAPAPByIvk5eXp2WeftWkbMmSI1y8/AACAsxCMvMSXX36p9PR067a/v7+Sk5Pl7+9vYlUAAHgWgpGHKy4u1lNPPaXCwkJr23XXXaeEhAQTqwIAwDMRjDzYwYMH9eqrr9q0jR49WhERESZVBACAZyMYeaj3339f27Zts243adJEAwcO5DlnAABcAIKRhzl9+rR11e9zbr/9djVv3tykigAA8B4EIw+ydetWLVu2zKYtOTlZgYGB5hQEAICXIRh5AMMwNHv2bOXk5FjbrrrqKv3tb38zrygAALwQwcjNHTt2THPmzLFpGzFihOrUqWNSRQAAeC+CkRtLT0/Xl19+ad2Ojo7W8OHDmWANAEAVIRi5ofz8fKWlpdm09evXT23atDGpIgAAfAPByM3s3r1bS5YssWl75JFHFBISYlJFAAD4DoKRmzAMQ/Pnz9fBgwetbZdddpluvPFGE6sCAMC3EIzcwIkTJzR79mybtmHDhql+/fomVQQAgG8iGJnss88+09q1a63boaGhGjt2rPz8/EysCgAA30QwMklRUZGmTJli03b99derY8eOJlUEAAAIRibIysrSokWLbNrGjBmjsLAwkyoCAAASwcjllixZot27d1u3W7Roof79+5tYEQAAOIdg5CK//fabZs6cadM2ePBgNW7c2JyCAACAHYKRi/w5FI0fP17VqvHHDwCAO+E3s4u0atVKu3btUrdu3XT11VebXQ4AAHCAYOQit956q9klAACAv8BiOQAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRi6yfLmUkHD2JwAAcE8EIxdJS5MyMs7+BAAA7olg5CLjxknx8Wd/AgAA98QjQVykd++zLwAA4L7oMQIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChVzewC3I1hGJKkvLw8kysBAADlde739rnf45VFMPqT3377TZIUGxtrciUAAKCifvvtN0VERFT6/RbjQqOVlykpKdHhw4cVFhYmi8VidjkukZeXp9jYWB04cEDh4eFml4Ny4Jp5Fq6X5+GaeZZz12vnzp1q0aKF/PwqP1OIHqM/8fPzU8OGDc0uwxTh4eH8B8DDcM08C9fL83DNPEuDBg0uKBRJTL4GAACwIhgBAACUIhhBQUFBSklJUVBQkNmloJy4Zp6F6+V5uGaexZnXi8nXAAAApegxAgAAKEUwAgAAKEUwAgAAKEUwAgAAKEUwglauXKnOnTsrJCRENWvWVN++fW3279+/X9dff71CQ0MVHR2thx9+WEVFReYUC6v8/Hy1a9dOFotFW7Zssdm3bds2XX311QoODlZsbKymT59uTpE+LisrS0OHDlWTJk0UEhKiZs2aKSUlRQUFBTbHcb3cy4svvqjGjRsrODhYnTt31ldffWV2SZA0bdo0XX755QoLC1N0dLT69u2r3bt32xxz5swZjRgxQrVr11aNGjXUr18/HT16tEKfQzDyce+++64GDhyoO++8U1u3btUXX3yhAQMGWPcXFxfr+uuvV0FBgTZu3KhFixZp4cKFmjBhgolVQ5IeeeQR1a9f3649Ly9PPXr0UKNGjbRp0yY9/fTTmjhxov71r3+ZUKVvy8zMVElJiV5++WXt2LFDzz77rObOnavHHnvMegzXy70sXbpUY8aMUUpKir799lu1bdtWiYmJOnbsmNml+bxPP/1UI0aM0JdffqnVq1ersLBQPXr00KlTp6zHPPjgg/rPf/6jt99+W59++qkOHz6sm266qWIfZMBnFRYWGg0aNDDmzZtX5jEffvih4efnZ2RnZ1vb5syZY4SHhxv5+fmuKBMOfPjhh0bLli2NHTt2GJKMzZs3W/e99NJLRs2aNW2uz6OPPmq0aNHChErxZ9OnTzeaNGli3eZ6uZdOnToZI0aMsG4XFxcb9evXN6ZNm2ZiVXDk2LFjhiTj008/NQzDMHJycoyAgADj7bffth6za9cuQ5KRkZFR7vPSY+TDvv32Wx06dEh+fn5q37696tWrp169emn79u3WYzIyMnTppZeqbt261rbExETl5eVpx44dZpTt844ePaphw4bptddeU2hoqN3+jIwMXXPNNQoMDLS2JSYmavfu3Tpx4oQrS4UDubm5qlWrlnWb6+U+CgoKtGnTJnXv3t3a5ufnp+7duysjI8PEyuBIbm6uJFn/Pm3atEmFhYU2169ly5aKi4ur0PUjGPmwH3/8UZI0ceJEPf7441qxYoVq1qypa6+9Vr/++qskKTs72yYUSbJuZ2dnu7ZgyDAMJSUlafjw4erYsaPDY7hm7mvPnj16/vnndc8991jbuF7u4+eff1ZxcbHD68G1cC8lJSUaPXq0rrzySrVp00bS2b8vgYGBioyMtDm2otePYOSFxo0bJ4vFct7XubkPkjR+/Hj169dPHTp00IIFC2SxWPT222+b/C18S3mv2fPPP6/ffvtNycnJZpfs08p7vf7o0KFD6tmzp2655RYNGzbMpMoB7zBixAht375dS5Yscfq5qzn9jDDd2LFjlZSUdN5jmjZtqiNHjkiSWrdubW0PCgpS06ZNtX//fklSTEyM3R0Z52b4x8TEOLFq31bea7Z27VplZGTYPQ+oY8eOuv3227Vo0SLFxMTY3YXBNXOu8l6vcw4fPqyuXbsqISHBblI118t91KlTR/7+/g6vB9fCfYwcOVIrVqzQhg0b1LBhQ2t7TEyMCgoKlJOTY9NrVOHr5+zJUPAcubm5RlBQkM3k64KCAiM6Otp4+eWXDcP43+Tro0ePWo95+eWXjfDwcOPMmTMur9nX/fTTT8Z3331nfaWnpxuSjHfeecc4cOCAYRj/m8xbUFBgfV9ycjKTeU1y8OBB46KLLjL69+9vFBUV2e3nermXTp06GSNHjrRuFxcXGw0aNGDytRsoKSkxRowYYdSvX9/4/vvv7fafm3z9zjvvWNsyMzMrPPmaYOTjHnjgAaNBgwZGenq6kZmZaQwdOtSIjo42fv31V8MwDKOoqMho06aN0aNHD2PLli3GqlWrjKioKCM5OdnkymEYhrFv3z67u9JycnKMunXrGgMHDjS2b99uLFmyxAgNDbWGXbjOwYMHjebNmxt/+9vfjIMHDxpHjhyxvs7hermXJUuWGEFBQcbChQuNnTt3GnfffbcRGRlpc2cuzHHvvfcaERERxvr1623+Lp0+fdp6zPDhw424uDhj7dq1xjfffGPEx8cb8fHxFfocgpGPKygoMMaOHWtER0cbYWFhRvfu3Y3t27fbHJOVlWX06tXLCAkJMerUqWOMHTvWKCwsNKli/JGjYGQYhrF161bjqquuMoKCgowGDRoYaWlp5hTo4xYsWGBIcvj6I66Xe3n++eeNuLg4IzAw0OjUqZPx5Zdfml0SDKPMv0sLFiywHvP7778b9913n1GzZk0jNDTU+Mc//mHzD5HysJR+GAAAgM/jrjQAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAqCLr16+XxWJRTk6O2aUAKCeCEQCPNXHiRLVr187sMgB4EYIRAK9XWFhodgkAPATBCIBpSkpKNG3aNDVp0kQhISFq27at3nnnHUn/G4Zas2aNOnbsqNDQUCUkJGj37t2SpIULFyo1NVVbt26VxWKRxWLRwoULJUkWi0Vz5sxR7969Vb16dU2ZMuW8dZz7rPT0dLVv314hISHq1q2bjh07po8++kitWrVSeHi4BgwYoNOnT1vfl5+fr1GjRik6OlrBwcG66qqr9PXXX1fNHxYA13DqE94AoAKefPJJo2XLlsaqVauMvXv3GgsWLDCCgoKM9evXG+vWrTMkGZ07dzbWr19v7Nixw7j66quNhIQEwzAM4/Tp08bYsWONSy65xO4p25KM6OhoY/78+cbevXuNn3766bx1nPusK664wvj888+Nb7/91mjevLnRpUsXo0ePHsa3335rbNiwwahdu7bNA15HjRpl1K9f3/jwww+NHTt2GIMHDzZq1qxp/PLLLzbnPXHiRNX8AQJwOoIRAFOcOXPGCA0NNTZu3GjTPnToUOO2226zhopPPvnEum/lypWGJOP33383DMMwUlJSjLZt29qdW5IxevToctfi6LOmTZtmSDL27t1rbbvnnnuMxMREwzAM4+TJk0ZAQICxePFi6/6CggKjfv36xvTp023OSzACPEc1s3qqAPi2PXv26PTp07ruuuts2gsKCtS+fXvr9v/93/9Z/3e9evUkSceOHVNcXNx5z9+xY8cK1/THz6pbt65CQ0PVtGlTm7avvvpKkrR3714VFhbqyiuvtO4PCAhQp06dtGvXrgp/NgD3QDACYIqTJ09KklauXKkGDRrY7AsKCtLevXslnQ0b51gsFkln5yb9lerVq1e4pj9/1h+3z7WV57MBeC4mXwMwRevWrRUUFKT9+/erefPmNq/Y2NhynSMwMFDFxcVVXKljzZo1U2BgoL744gtrW2Fhob7++mu1bt3alJoAXDh6jACYIiwsTA899JAefPBBlZSU6KqrrlJubq6++OILhYeHq1GjRn95jsaNG2vfvn3asmWLGjZsqLCwMAUFBbmg+rM9Uvfee68efvhh1apVS3FxcZo+fbpOnz6toUOHuqQGAM5HMAJgmsmTJysqKkrTpk3Tjz/+qMjISF122WV67LHHyjVk1a9fP7333nvq2rWrcnJytGDBAiUlJVV94aXS0tJUUlKigQMH6rffflPHjh2Vnp6umjVruqwGAM5lMQzDMLsIAAAAd8AcIwAAgFIEIwBeb/jw4apRo4bD1/Dhw80uD4AbYSgNgNc7duyY8vLyHO4LDw9XdHS0iysC4K4IRgAAAKUYSgMAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAACj1/1j+WUwWRiX3AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_doc.md) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_doc.ipynb) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_test.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_test.ipynb
index b237b68e..c72451dc 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_test.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_test.ipynb
@@ -1,667 +1,669 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "data": {
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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# # Define labels, and split training and validation data\n",
-    "input_labels = list(input_data.columns)\n",
-    "output_labels = list(output_data.columns)\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogates with PySMO\n",
-    "\n",
-    "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
-    "\n",
-    "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -534397.59515\n",
-      "(x_ 1 )^ 1      | -2733.579691\n",
-      "(x_ 2 )^ 1      | 1036.106357\n",
-      "(x_ 1 )^ 2      | 32.409203\n",
-      "(x_ 2 )^ 2      | -2.852387\n",
-      "(x_ 1 )^ 3      | 0.893563\n",
-      "(x_ 2 )^ 3      | 0.004018\n",
-      "(x_ 1 )^ 4      | -0.045284\n",
-      "(x_ 2 )^ 4      | -3e-06\n",
-      "(x_ 1 )^ 5      | 0.000564\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 4.372684\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
-      "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
-      "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
-      "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -519.862457\n",
-      "(x_ 1 )^ 1      | -8.820865\n",
-      "(x_ 2 )^ 1      | 3.676641\n",
-      "(x_ 1 )^ 2      | 0.18002\n",
-      "(x_ 2 )^ 2      | -0.010217\n",
-      "(x_ 1 )^ 3      | -0.000783\n",
-      "(x_ 2 )^ 3      | 1.4e-05\n",
-      "(x_ 1 )^ 4      | -6.9e-05\n",
-      "(x_ 2 )^ 4      | -0.0\n",
-      "(x_ 1 )^ 5      | 1e-06\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 0.010367\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
-      "Coeff. additional_regression_features[ 2 ]:  0.0\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
-      "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
-      "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Create PySMO trainer object\n",
-    "trainer = PysmoPolyTrainer(\n",
-    "    input_labels=input_labels,\n",
-    "    output_labels=output_labels,\n",
-    "    training_dataframe=data_training,\n",
-    ")\n",
-    "\n",
-    "var = output_labels\n",
-    "trainer.config.extra_features = [\n",
-    "    \"pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature\",\n",
-    "    \"pressure/temperature\",\n",
-    "    \"temperature/pressure\",\n",
-    "]\n",
-    "# Set PySMO options\n",
-    "trainer.config.maximum_polynomial_order = 5\n",
-    "trainer.config.multinomials = True\n",
-    "trainer.config.training_split = 0.8\n",
-    "trainer.config.number_of_crossvalidations = 10\n",
-    "\n",
-    "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
-    "poly_train = trainer.train_surrogate()\n",
-    "\n",
-    "# create callable surrogate object\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
-    "# save model to JSON\n",
-    "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing surrogates\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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FhYXcuXPn9C4iQRAEYTCkjt9BOmtAWZw/fx4bNmxA9+7dERwcDAD4+OOP0bJlS2zfvh39+vUDx3FIS0vDwoULERkZCQDIzc1FWlqaw7nS09MxefJkAEBlZSUOHDiA2bNnC98HBAQgLS0Nubm5AIADBw6gqqrK4Txt27ZF8+bNkZubi27duiE3NxcdOnRAkyZNHK4zYcIE/Prrr7jppptUqRctKCkpQWVlJQCgsDAABQVBSEq6goSEGgBASEgIoqKi9CyiZEpKSrBixQrYbI2wZMlkcFztbvc1NRZMnx6OP/9cC6v1IrKysgxzT4T32LdpVxipTRMEYSwMJcJmzpyJFStWoLy8HN26dcP27duF7/7v//4Px48fxwcffIC3334b1dXVmDJlCgYPHoy9e/cCAIqLix2EEQA0adIEZWVl+Pvvv3HhwgVUV1e7POb3338XzhESEoKIiIg6xxQXF3u8Dv+dOyoqKlBRUSH8XVZWJqVaNIMXLQDwww834eOP7wbHBcBiqcE992xHp04/AoBhRAs/8J4/HwWOc/TMc1wAzp+PhNV60eMAzSIkKqRj36YBwGZrhPPnoxAZWQKr9aLwuVHaNEEQxkJXETZr1iwsWLDA4zGHDx9G27ZtAQDTp0/H6NGjcfz4ccybNw/Dhg3D9u3bYbFYUFNTg4qKCrz99tu49tprAQBr1qxB586dceTIEbRp00b1+/GV+fPnY968eXoXwy38wG6zNRIEGFArWD7++G4kJ/9hSNESGVkCi6XGQYhZLDWIjDyvY6nkQaLCO+zbqqeJhdHaNME2LE6UWCyTP6CrCJs2bRpGjBjh8ZiWLVsK/46OjkZ0dDSuvfZatGvXDs2aNcM333yD1NRUxMfHIygoSBBgANCuXTsAtSsV27Rpg7i4uDqrGE+fPo3w8HDUr18fgYGBCAwMdHlMXFwcACAuLg6VlZUoLS11sIY5H+O8opI/J3+MK2bPno2pU6cKf5eVlaFZs2Ye60cPxCxHRsNqvYh77tleZwA24r2QqJCH2MSCIJTCeaLkDi0nSiyWyV/QVYTFxMQgJiZG1m9rampjkHj3XY8ePXDlyhXk5+cjOTkZAPDf//4XANCiRQsAQGpqKj755BOH8+Tk5CA1NRVArdLv3Lkz9uzZg4EDBwrX2bNnD7KysgAAnTt3RnBwMPbs2YNBgwYBAI4cOYITJ04I50lNTcULL7yAM2fOIDY2VrhOeHg42rdv7/aeQkNDERoaKqs+tERLy5FWs7NOnX5EcvIfOH8+EpGR53UZeJW8VxIV3mG2iQXBLlInQFpOlJyv5c6CTpM35TFETFheXh6+++473HLLLWjcuDHy8/MxZ84cJCcnC8InLS0NnTp1wqhRo7BkyRLU1NRg4sSJuOOOOwTr2Pjx47FixQrMmDEDo0aNwt69e7F582bs2LFDuNbUqVMxfPhwdOnSBV27dsWSJUtw6dIljBw5EgBgtVoxevRoTJ06FZGRkQgPD8ekSZOQmpqKbt26AQD69u2L9u3b4+GHH8bChQtRXFyMp556ChMnTjSEyBJDK8uRVNfaQw89JAhvX7BaL+o24CrtRiRR4R1mckkbFX91h7l71/XCkwWdUB5DiLCwsDBkZ2fj6aefxqVLlxAfH49+/frhqaeeEkRNQEAAPv74Y0yaNAk9e/ZEgwYNcOedd2LRokXCeZKSkrBjxw5MmTIFS5cuRdOmTfHmm28iPT1dOCYzMxNnz57F3LlzUVxcjBtvvBE7d+50CLRfvHgxAgICMGjQIFRUVCA9PR2vvfaa8H1gYCC2b9+OCRMmIDU1FQ0aNMDw4cPx7LPPalBb2qCF5cidaw2owR137EaPHrUrVt99913Dm8mVdiOSqPAOM7mkjYi/usNYEzxkQdceQ4iwDh06CCscPZGQkICtW7d6PKZ379748UfPjTwrK0twP7qiXr16WLlyJVauXOn2mBYtWtRxfZoNrSxHzh0DEICcnDsAQBBiZjGTK9UJkqjwHhZc0v6KP7rDWBQ8ZEHXHkOIMMK/cdUxABbs3p2G66//RXbnEBISouhxSuBLJ1hSUoJz584Jf5Oo8B49XdJELaxZh9SCRcFDFnTtIRFGSEYv0RIZWQKgBs67bPnaYUVFRSErK4upOBS5naA7dw6JCveUlJSgtLRU0rFaCnF/hkXrkFqwKHjIgq49JMIIyeglWqzWi7jjjt3/c0FahM+V6LBYiy+R2wlKdefw+LuokBqDlJmZiZiYGObaiVlh0TqkFqwKHrKgawuJMMIr9BqM+Niv3bvTmOqw1MBTJ3ju3DlRoevJnZORkYGEhAS/FxVSRavVatW0rvx1hSAPi9YhpbGfAHl617WcKDlfy50FXevJmz+8DyTCCMPQo0curr/+F7+YobnrBLOzswG4XyUm5s6Jjo42fKelNKzEILG8QlDNwdA+lpFV65CSsBgGwWKZWH4flIREGMEsrmZdesQ4aTEbczfD9HaVmD+5c6Ti6vnxgz5LMUisrhBUczB0dW5/cIexKBpYKxOr74PSkAgjmCUqKgoPPfQQ3n33XdFj1TKTazUb42eihYWFgrVLjoXGH9w5rnAnlEtLS7F582a3v2NVtLJknSssLHT4TMnB0N1vWHGHEWzAyvugBiTCCKZJTk7W1Uyu5WwsKipK8ibp7vAHd44zUoUyUPf5sShaWbHOuapXtQdDd+8XxTL6L6y8D2pBIoxQDaXceKx0vFrOxqRaaPg69uf8YFKFsrvnx5poZcU651yvp07FqzoYenq/KJbRf2HlfVALEmGEKpgtqFLr2ZgUC42nOvZXd467gdzT82NNtLJonfvhh5uwbdvdUDpXH4+S75c/rKjzJ1h8H5SERBihCmYLqtR6NibFrSi1jjMyMhAdHW36wcfTQC72/FgSray5lPl6dRZggHKDoVLvl9kmfwR774PSkAgjVMcMQZV6zMa8sdCIuXLi4+NVKycreBrIxZ4fL1Tt0VO0smSdc71tGBQdDJV6v8w2+SNqYel9UBoSYYSqmCWoUqvZmNSkieXl5SgvLwdgnjr2FU8DudjzY0Gospow01W9AjUYPfpNNG1apMg11Hi/1Jz86e3y1Pv6WsDq+6A0JMIIVTFTUKUWszEpSRPLy8sd0naYqY59QWwgZ302zWLCTMB9vToLMDmDoVrZ49WcmOjt8tT7+q5QQxSy+j4oDYkwQlWMHlSpx2xMrFMpKnIc/Ixex0oiJrRYn02zOqB4qldf0keoNdCqOTGR6spUy+Wp9/WdUVMUsvo+KAmJMEJVjB5UqcVsTIlZZGpqLvbvTwVgvDr2FalCOTMzE1ar1eXv/aGz9xap9epr/i416l5sYmKf0sUeOW3BXdwZoI3b0NP1tYA1UWg0SIQRiuDc2Zgpb5XasR2+zCKd415SU79GSkqe4erYF/zFbaE1Rq5XsckfvyuFK7yx2HiKOzt58iQ+/fRT0XP44jZkcdGT3qLQaJAII3xGipBg3Q2kF76s5nIV95Kbm4qUlDyH4/yhjlkUAmbAyPUqd/In1WIjFncmRYB5cz1vr68HLIpC1iERRviM1E7EOQ0Aq7NovfC2AxOLe6GtXtjFH1a36YFUFyrgu8XG27gzpS1ErC3IYVEUGgESYYTiuOtsWEgDwCpyOjCxuBcjbPVSUlKCs2fPoqqqyuX3QUFBiI2NZf4+vIHF1W1mwdmFeu7cOZeuR08THvtQCk9i2JsFMV9/nYrdu9MUtRCxtiCHNVFoFEiEEYpC5mh5yOnAWF70IMXSA0DyxttmEiQUyKwuntqJzdYIJ082c9iCyXnC4yza3LU9qe/f11+nIifnDgAWl9eTC2vvP2ui0CiQCCMUwxdztL+7Z7zpwNTKraQUUi09Q4YMqfOZP2Y4p0BmbbCfIDrjacLj3Pakvn9A7bPNyUkDL8CkXE8MVt9/1kShUSARRiiGXHM0uWe868BYX7UmVTBduXLF4W81XDasQ5ZjbXCeIDpjsdQgOLgSBQWJomJYyvtns9mwadMmnD8fBaX33GTt/ddbFBp9Ak8ijFAMueZoOSsEjf7iucKb1VxGujcplh61XDYsQ4HM2uFu/0ugto+64YZDWLNmjGQxLPX9c73lE4e0tN0+PWOW3n89RaEZJvAkwgjFUMIcLcUyYIYXj8fs+6NJeZ5quGyMgN6BzGacyLjD3QRx0KAtiIgoFQQYoKwYdu4TgRrcccdu9OiRKxxj1HfbHlas7u4mfIWFhS7bOgttnEQY4TNKmaOlWgZ8ya3FGqy5FpRE6vNUw2VjBPQMZDbTREYK7iaI119/GAUFiYqLYal94kMPPWSK+mUBTxO+7Oxst+OE3m2cRBjhM0oJCTmWATPE1Ji1E5b6PNVy2YihtyVIz0Bmf1mhKUUMqSGGjTy50vu9kIPYhM/TOKF3GycRRiiCEi+lt50hxdSwjdTnKcVlozR6WoL0DmR2hVlXaHoSQ3wOMbXEMGtCRQpGtZB6mvABYHqcIBFGMIO3naHeMTWEZ8SeZ3BwsHCs2KIEpQWJni5tNa0kcqwYZrAmy7lvFsWw3hjVQuppwsf6OEEijGAKb1YIUnJANpE6uMXExCArK0v3jPl6iBC9V4rxmMGaLNd6Y2SXoVZoZSH11QUqNuFjeZwgEUZIRq1YAbkrBP0hOaDW8RlKXM/bwU3PQc5XEcJS/Iwc6x7rVgIp+GLV9GeBJYbUrZ0A39q5Ui5QdxM+1scJEmGEJNSMFfBlRuqN5cxoaB2foeT1jDK4+SJCWI6fkWrdM5s12QyuVRYQm5y42o9Tbjv3RURLncCzPE6QCCMkoXasgDcvr9lza/FoHZ9h1HgQX/BFhLBaX95Y91i3EniDGVyrrCAW6K5W/KS3IlrKwgsed+OE3pAII2Sh52oqo8Zy+Oq6UqLOPZXB2cVg1hVz9igpQlipLynWPTMGpZvBtcoK7iYnhYUJePvtYapYGuWKaHd9ptS2q3cbJxFGeA0LJn/WBJYYvrqulKhzqWVQ6npqoXQclhKuCpbqS4p1T4mJDEvxcID5XKt64mpykpa2W9jbFVDe0qi0iDbKZJ1EGOEVYrOVc+fOMdGwWcMX15VSbhapsRdquHWUGrCVisNS0qXNmhtMqnXPl3eUxXg4M7lW9cKThVRtS6NaSXNZh0QY4RViLyLvg2ctmR9reOO6UqPz82S5Ufp6Sg7YSsVhKTlLFquv0tJSxMfHSyq3UqgdiMzq1mEsB2AbAVfvhX1slZqWRn8V0STCCK+QOlsxU/C20njrulJ6hihmuVH6emoGsPsSh6XUJEGsvjZv3qzJpESvBSt6u2L1XqjDmlvWV9yVVQuR5I8imkQY4RWuXsTUVPW2lzEqzh0zH/Qux3WldOcnZrlRu7NVKoBdi8FfykIGKfWlxaREjxgYFlyxesb+sOiWVRM1RJLeIlpvSIQRknAVK5CXl4L9+1Oxf38P5OamMhW8rSeeOmZvXH1qrWCTYulSa8WcUsJJi8Hfm4UMfH2dPNkUgAXNmp1UpAzeovVAz8qKRL0EDqtuWSVRWyQZJYBeLUiEEZLgX5TCwkIhPiA3NxUAG8HILOGpM/HG1adW5yRmucnIyEB0dLRi1+NRUjhpMfhLHWB58vNbMbNCUitoReJV9HbLqoUWIsmsAksKJMIIyURFRQkvIiszYC2RG/vhPHh74+pTq3PyZOmKjo5WJZBcyTaj9eAvNsCy4JbTAzMEUysR02X25+/PIkltSIQRshAbBPl4GXcdmNGCWeVsjgy4H7z1SI6pd+yFksJJy8FfygDrj5MSHiMHUysV0+Xr8zdaf0goB4kwQhZig6D9dhHOHZgRg1nlxH6IDd4jR97h4PZTu6PVwq3gajDxJoBdDD0yvUsZYP3NLae3oFcKpWK6fHn+RuwPCeUgEUZ4hdRB0J6zZ886dB6s7rknFamxH2KDt1puP0+o2YlLGUx8FU56BPFKGWDN4JbzBjMGU/sS0+XL8zdjcD9Z9qRDIozwCvvO9+jRo9i3b5/QUbjrPKqqqjyeU6s997SO/TCjdUSJvSedLYCAd52y1p231AHWLHswSsVMg6gSMV1m2/5KLs6TMXf9AFn2aiERRngN/+LYD7pyOw+tOh09Yj/MZh1Rau9JPSyAvuJpgM3MzITVanX7W7PM+s1s3ZAb02Xm7a/kYt9GPPUDRrLsqQmJMMJn5HYeWnY6SrlApVi39Ihb0gKpdWiWwUTqABsTE2NY8SEVs8ctybVaa7n9ldEwSz+gNiTCCJ+R23no2enIdYFKsW6ZMV7GFe7q0CyDiavnaLPZHNzrQUFBqKysRFFREQB9nqsWFiozxi3Z44vVWqvtr4yGWfoBtSERRvhMcHAFAA6Axe5TDsHB6q0o8gVfXaBSYj+MLrDE8FSHZhpMnFf1btq0SfQ3WlqD9Ii/MUPckiv0TrVhtvAFM/UDakIijPCZqqpQOAowALCgqsqzu02PTkeuiVyp2A8zxNWI1aHZBhMeFq1BWsffmM3FxFqqDb2FoJKYtR9QGhJhhGyCgmqbj9iMhz+OR2rMlM1mc3ttuWJFrolcCRejWeJqpNShmQYTV7BmDdJKHJnNxcRC6ABrQlBJzN4PKAGJMEI2sbGxAMRnPPxxPGIdX2lpKTZv3izq+pEjVnwxkVNcTS1S61CJwYRFyyGL1iCtxJEZXUx6T3i8EYIsvg9iuOsHvMGI9y0VEmGEbJw7j7lzz+LYsSAkJl5BQsLNAG52+3Io8cLIESusmMhZs6R4g1YbgLNqOWTRGqSVOGLl/WERX4SClPbL6vvgjNRJltTjzJ53jEQY4RP2jT4+HujcWflrKJHMlaW0EWKWFOekp/ZlY6Vz9VSHCQkJqohsViyHLFqDtBRH5GKqixZCQer7cPbsWV2tRkq7eM2ed4xEGKEb7maOSiSBdYaF2A8eMUuK/b6bzug529OzDlmyHLJqDVJTHJk5bkkJtBYKnq5hH8ahl9VIjXOzGAagBCTCCF2QYlpX+qVjxVQtxZLCitXHGT3qkMXOl1VrkBLxN65gaRLDMlq0VanXMJvViMUwACUgEUboghTTullfOjFLCktWHxZgpR2waA1SOv7GE/4usKSgRVuVcg25IQ8Au2KaxTAAJSARRuiOO9Eh5aUz6qoZd5YUFq0+esNK56u0NUiJtksWKvWR8px4tGirUq4hNeTBSEHurIYB+AqJMEJXxESHp5fOZrMxl8HcE1IsKaxYfVhCrB1ouZBBqfMpGcjNQts2K1KfU2ZmJgBthIKUa0gRamq5K9WcGLMaBuALJMIIXRETHZ5eOo7jJF2DlfgHT1aLc+fOITs7W7TztBcc/mTh8NQOWF3I4Ak5gdxGtfoaGanPyX4/US2Egtg1xCew6ljctVglqlbco16QCCN0RUx0uMs5FRISInnJNkuIdTxinaez4GBVZCiB1BgsgN2FDGJIHQzNniuJdbwVLWoIBW/eB8CzUFPK4u48MZC6st2b91LLuEc9IBFG6Iq35nv72X5RUZHwuZmC2V11nr6IDL0tKHKvL8VyCBj72UsdDNVOgaB3G2EdsefkvDWbO3wRClLi//jdRnjcCTUlYtfcTwwaAYBiljazxz2SCCN0x1tXk/Ns3wzB7J5mub6IDL2zbPt6fbEyGf3ZezsYit1vaWkp4uPjvSoDWdnEEXtOERERmggFsd9LFXlKxK55mhikpuYqGttq5nZnGBE2YMAAHDx4EGfOnEHjxo2RlpaGBQsWICEhAQDwzDPPYN68eXV+FxYWhkuXLgl/f/DBB5gzZw6OHTuG1q1bY8GCBbjrrruE7zmOw9NPP4033ngDpaWl6NGjB1atWoXWrVsLx5w/fx6TJk3Cxx9/jICAAAwaNAhLly5Fw4YNhWMOHTqEiRMn4rvvvkNMTAwmTZqEGTNmqFE1hkSKaV2q9ccMwezOsz3e0uOryJBqGVHLbad21nujP3tvB0Ox+928ebPXYsnsGcmVQMpzYkEoiFmN7C3ISsWuueqj9u9PZWJFsxEwjAi77bbb8MQTTyA+Ph5//vknHn/8cQwePBj79+8HADz++OMYP368w2/69OmDm2++Wfh7//79uP/++zF//nzcfffd2LhxIwYOHIgffvgB119/PQBg4cKFWLZsGd566y0kJSVhzpw5SE9Px2+//YZ69eoBAB588EEUFRUhJycHVVVVGDlyJMaNG4eNGzcCAMrKytC3b1+kpaVh9erV+PnnnzFq1ChERERg3LhxWlQX87jqLOS6mFhJYeArrjpxpUWGnnFzargNzfDsvRkMpdyvXLFkdKui2hhlZZ43YlCJ2DVXfRQQgNTUr5Gbm2qqdBJqYBgRNmXKFOHfLVq0wKxZszBw4EBUVVUhODgYDRs2dLBE/fTTT/jtt9+wevVq4bOlS5eiX79+mD59OgDgueeeQ05ODlasWIHVq1eD4zgsWbIETz31FO69914AwNtvv40mTZrgo48+wtChQ3H48GHs3LkT3333Hbp06QIAWL58Oe666y688sorSEhIwIYNG1BZWYm1a9ciJCQE1113HQ4ePIhXX32VRBjE40/kBMFKtSYYLfZFSZGhZ+yUWgO8WXIHSR0Mne8XADgOyM9v5fOzNLpVUQuMvjJPjSB3d31USkoeUlLymBetemMYEWbP+fPnsWHDBnTv3h3BwcEuj3nzzTdx7bXX4tZbbxU+y83NxdSpUx2OS09Px0cffQQAKCgoQHFxMdLS0oTvrVYrUlJSkJubi6FDhyI3NxcRERGCAAOAtLQ0BAQEIC8vD//4xz+Qm5uLnj17OjTk9PR0LFiwABcuXEDjxo2VqAbDYC98nANHXSF1MPB2U26946PkoJTI0NvKoeYAbxQLhT2+DIbJyX/AMTuLMs/SDFZFpTHbyjw1gtzF+igjvI96YigRNnPmTKxYsQLl5eXo1q0btm/f7vK4y5cvY8OGDZg1a5bD58XFxWjSpInDZ02aNEFxcbHwPf+Zp2NiY2Mdvg8KCkJkZKTDMUlJSXXOwX/nToRVVFSgoqJC+LusrMzlcUZCqvCxR+pg4G2HonZ8klooITL0tnJ4M8BLsVayuIWQN/gyGJ4/HwVA+WdpFquikphxZZ4aZfW2j2L1vdQDXUXYrFmzsGDBAo/HHD58GG3btgUATJ8+HaNHj8bx48cxb948DBs2DNu3b4fFYnH4zYcffoiLFy9i+PDhqpVdDebPn+9ycYGRERM0roSQN4OB3A6F9bQGSosMva0cUp+pN9ZKow+O3pRNq61xjGhVVBuW2xBLOPdR7ia5Dz30ENWpHbqKsGnTpmHEiBEej2nZsqXw7+joaERHR+Paa69Fu3bt0KxZM3zzzTdITU11+M2bb76Ju+++u45FKy4uDqdPn3b47PTp04iLixO+5z+zX+Z9+vRp3HjjjcIxZ86ccTjHlStXcP78eYfzuLqO/TVcMXv2bAd3aVlZGZo1a+b2eCNi/2Lm57dyK4TUHAz0ds1JQekZOAtWDinP1BtrpbepGIyIvVWwb9++2LVrl+rP0uhxT4Q2eJoAeprkhoWFaVVEQ6CrCIuJiUFMTIys39bU1ACAg/sOqI3r2rdvH7Zt21bnN6mpqdizZw8mT54sfJaTkyOIuKSkJMTFxWHPnj2C6CorK0NeXh4mTJggnKO0tBQHDhxA586dAQB79+5FTU0NUlJShGOefPJJYdEAf502bdp4jAcLDQ1FaGiojNowBs4vZm1ci3shpJaLSW/XnFSUmC16GzenNL5Y9Fi3VqqN6/xdiYiMLFF0kmK2uCdCG9RKq+NvGCImLC8vD9999x1uueUWNG7cGPn5+ZgzZw6Sk5PrWMHWrl2L+Ph43HnnnXXO89hjj6FXr15YtGgR+vfvj/fffx/ff/89Xn/9dQCAxWLB5MmT8fzzz6N169ZCioqEhAQMHDgQANCuXTv069cPY8eOxerVq1FVVYWsrCwMHTpUyFn2wAMPYN68eRg9ejRmzpyJX375BUuXLsXixYvVrSiGcfViOmMvhDxtV+SrONHbNaclese0yL0+deTS8ncpMUnxtY0YbcUxoRxapNUxO4YQYWFhYcjOzsbTTz+NS5cuIT4+Hv369cNTTz3lYDmqqanB+vXrMWLECAQGBtY5T/fu3bFx40Y89dRTeOKJJ9C6dWt89NFHQo4wAJgxYwYuXbqEcePGobS0FLfccgt27twp5AgDgA0bNiArKwt9+vQRkrUuW7ZM+N5qtWLXrl2YOHEiOnfujOjoaMydO9cQ6SnU6lBd55JxxF4IRUdHq+ZuYsE1pyV6D4BKtRd/7cjFBKn9hEXu+ym3jRg52z6JR3Xwp0muEhhChHXo0AF79+4VPS4gIAAnT570eMx9992H++67z+33FosFzz77LJ599lm3x0RGRgqJWd1xww034Msvv/RcYMZQM4WDuxeTd0lqLYQoAJltqCO/ipggFZuwqCk2pGbbLywsdDhWb4FjZPHIOv42yfUVQ4gwQhvU3OLG3YupZYyS0dMa+BPUkV/FF0GqldjwZK0DgEWLfmBK4NBWTerC2iTXfiJSWBiAgoIgJCVdQUJCbWy5npMCEmGEqkgJDLdaLyIzMxNWq1X4jRovhN7xUYR3sNaR64UvglQrseHOWpeXl1Jn6xr+mmfOnNF9YKTYQ/VgZZWt/UTE0zug16SARBjhFiX2GWRN+JDAYhup1srS0lKXvzXr8/VVkKotNlxZ64AaQYC5uia/c4aeAyPFHioHq6ts+bFH7B3Qy+pJIoxwiZLpAcw6MBLK406022w2bNq0Sfjb3dZXZo7h8cWyoLTY4N07586dE8rmbK1LTc3F/v09PF5T74HRaLGHLC8mYG3C7QyrgptEGFEHMtETeiKlkzbKllO+oKRlQUmx4S7OLDn5D0yevESw1gFwsIS5uqbeA6ORYg+NsJiA5QkQq4KbRBhRB707RoLwhFQrLctWAykoaVlQUmxIjTMDIHpNFgZGo8Qe0mIC32BVcJMII+rAQsdIEK6QaqU1gtVACkqWTWmxIfYsbLZGaNz4AkaPfhNVVSEur8nKwMhKELkUjOyp0HtixKLgJhFGCPBuDbGOUaqbxPmFs9lsqKqqEv4OCgpCRESEw/VZHhAJ/ZFqpSWrgWvciQ0+tssZT++kp2fhal/YpKTjLs+jx8DIahC5FLTwVKghlliZGLEmuEmEEQLO7o+5c8/i2LEgJCZeQULCzQBulvzySU386oyWlgm9Z2WE93hrpTWy1UAJpIoIfs8/bwZFd88iOLjS6zrXemBkPYjcE2p7KtQSSzQxcg2JMMIB+5cqPh743x7lXiP2IukdWK3m7gCEenjrvvL3+EZPYoPfcBmQNyi6exZVVaEe6zwjIwPBwcEOq131gNX32t3k0NNKVCVduGqLJa0nRqxbPUmEEZpgL7pcuSrkpr+Qi5q7AxDq4o37iuIbxcWGL4Oiq2dhszXyWOfR0dHMD4x6IdUKpYULVy2xpPXEiHWrJ4kwwgE1XHT2symgBoDlf/+x4x5SIjEtoR5yt5xiJfCbZXwdFJ2fhZQ6Z31g1AsxK1St8LraT6nZjtUSS3pMjFhuRyTCCAE1XHTOsykgoM4x9i92aWmpx82I1UDJxLSEOvgyaLO4IoolvB0UpVinpNQ5ywOj3rizQnEcAHjup+QunOLh3Z5qiSWaGDlCIowQUMNF52o25Yz9i71582ZN47D8PXDbSPjSJlhbEcUS3g6K7gSxfYwZf15v65wWy9Tizgpl/2/7fiojI0Nw8yq1cEpNsUQTo6uQCCPcooSLzt2echYLhBc7LW23blnP/T1w26xQzJF3eDsouhrofa1zqfFQQ4YMcUht43xuM4g01/2mI/b9VHR0tFcehLrbgmkfe0YTo1pIhBEuUcpF52429fff9ZCTkwaOC8Du3WmoX/+yLi5ACtw2J/4ccyTXmuTroOhrnUtdlcfvG2rUBLxScNVv8q5IHqX6KbG+XimxRBMj15AII+qghIvO/kVynk0BwJIlk8F3KHq6ACk+wbwYfSCWgzc5ntQYFJWocyn9jxnyTLkSy/ZJc537TVerytXe9cAT3oolf54YeYJEGFEHJVx0rl64Y8eOYdeuXSgoSJR9fqViRjyJRPsy+NusjDA23uR4io+PZ3JQFOt/zBDH6VksXz3O3gqlhmtQrK75WDNn5LYLfxNYUiARRtRBKReduxdO7vmVXL1JszJCDCMHiUsVKiyW310c6aVLDQSxYvQ4Tm82QbdH6Tgqsb7Y21gzwntIhBF1UNtFJ/f8Sq/eZHEAItjA6DsqGFmoOPcPfG7BLVvuExbymCWOU0ws33HHHcjJyRE9j1yLPYVj6A+JMEJASxedEqZ1d/EucjYjJgiekpISFBYWOnym9zZbrvAUU2T0BSd8/3DyZFNs3ToYHHc1ufPu3WlIS9uN3bvTDC8cxMRyUlKS6hZ7qX2xkS3DLEMijBBQ20UnN+u5KzyZ8O1zFTnDquWCYANXsTp5eSnIzU1lKpmvWEyRGSwcVutFnD//t0uRkpBQiMmTlxg+z5QUsSy1v/JGJHnbF6u1qTdBIoxwQs0XSCmRJyXehUXLBcE+zrE627bdDfu0AKwEgUuJKTJaQkxXky9PIsUMeaaUEsveiiRv+2K1N/X2Z0iEEZqihMgTM+HTNkSEr/BCX2ybLd79V1paiitXrjgcFxwcDOv/lrqp5aoRm5AYSajYCwM++74ckWK0Fc1KiGU5IklOezTDylTWIBFGGA5Ps2PqJAgl8LTdlr27yJXrW0tXjdwAfFaFird7fzqnUGA1LsnZVegct6qUWFa7/zPygg9WIRFGGA5Ps2MWcpARxsfdtjHuLDG88CosjK8TMK6mq0YspshVnidX7Zj1tu9OpBghhYJ7V2EjxROiqi2SjL7gg0VIhBGGQcrqTRZykPkTag3eeosCV2kSunfPRUpKXp3BzN79A3AArq7kU9sKK+aukyJSWAy6NtMWN1JdhUpY9dQWSWZY8MEaJMIIw+ApmNSXGBJA+Rxk/oBawlXN84oJO3ukxOo4u394AcajhavG15giFoOuzZhMWcxVqIRVTwuRZLQFH6xDIowwFFI6XTVzkBFXcR4glVqRqsZ5pVp7MjMzHX7nzg122223Yd++fR5jxwDtXDVKxBSxFk9pJIElBa3iqbQQSUZa8ME6JMIIU6BVDjLCNWrVmVLnlWrt4ThO0vliYmIAuIsdq3VJqumqUcNdR0HX6qJlPJXSIslM7mHWIBFGmAItc5ARjojVmbsdDADPz8Sb80p1TYmdMyIiQlI74r935f5JS9uNhIRCVV01arjrxETCuXPnDOcCZAk1XYVqiyQzuodZgUQYYRq0yEFG1EWszjztYAC4j+3y9rxSYsSkPF8p7aioqEj4t14xMkoPeK4WI6Sm5grf8/VNi1Pko1Zb0UIk0TNXBxJhBGEHLcH2Hql15m1sl7vzBgdXoqAgUVaMmFLPV6r729NvWIQXCfxWTfv390BubiplRVcQteKpSCQZExJhBGEHLcGuxZuVhFLqTE5sl6vz3nDDIaxZM0Z2jJhYWaW63JwtD3plzFcLfq9MoK7LtrS0lPncXCxB8VTeoXd6Gq0hEUYQkJaDDKgdbJ1/Z6YOAZCeIsJ+JaGnOvMlzs7+vMHBlYIA8/Y87s7pXFZvXG723xtZlDgP/mIu282bN5NL0gsonko6/pivkUQYQcB1R2mz2bBp0yaH4zZv3lznt0bvEMS2VHGH80pCd24Wb+Ps3Ln65OyGwN+bu21ibLZGsl2bZoFv+4WFhcjOzna74rOwMAFJSccB+Ff9KIGR+wctUSvtDcuQCCMMg9pmaikrJ83WIUiZebq7b7GVhHwCXW/jsJwFsdzziN0bpSK5SlRUlMOKz7S03cjJuQNXk89asHt3Gq6//he/c81rhb+54cTw5f00Ul2SCCMMgdpmalcvrb31xKwDttjMU+y+pdS1nDg7V+f19jye7g0ApSLxQEJCEfTI/u+vsLh1lJ74EsJgNJcmiTDCEKi5rZDYS+svucOcBVda2m5hM2rAt/tWamm+3PM431tqai6lIvEArRLWFqnJhAsLC132cSxZdpTAl1RBRnNpkggjDImS2wqJvbRiHYJzvJERO0RXQjMnJw2AfKGi1C4Gvp7H1b3l5qYCqIH9/fm7yPB2xSuhPGITvuzsbL+wkik1CTCCB4NEmJ9gJB+5GGq+WK7OnZz8h8cOwVUyUqN1iK73QAzwqSNUalWYr+dxJ6K7d/9aSMWghsgw2jsXFRWFzMxMYTEKbdSsPWITPlY2WFcbJSYBRvFgkAjzA4zmI/eEmi+Wu3NPnrzEbYfAuqlbKu5mnvYuSTkdoVLtyZfzuLu3lJQ8pKTkqSIyjPrO8XnNrv5NGzVriScLkFFEhVL4Ogkwyu4nJML8ADXjqbRGzRfL07lddQhGMHVLxd3Ms1OnH3H99b+47AiNklxSbFYtd6N3TxgtLoWHEovqi6e2KpaiRe4erWJoadFVKoQBME5cI4kwP8TdgCBnQ2StUfPFEju3fYdgxlmpu5mn1XoRI0fegejoaOFYVtuHOzzNqjMyMlS9Nz3EutyBkxKL6o+7tirWP8ndo9UTWlt0lWx/RolrJBHmZ3gaEJxf4iFDhiAiIgIAOx2vmi+W2LkzMjIA1NaTUUzdYkideSYkJDDx/L2BhXvTQ6z7OnAa7TmbEVdtVWrfp6TVVQ+LrpLtzwhxjSTC/AhvBwTn7PCZmZl1YkYAbQSa1G2FfHWTeDq3vbXEG4scywHaZrZ8sHBveoh1o7pC/Rmp/ZaYqNB60RKL4RdKujS1gESYH+FuQDh5sinOn/9b6KTdddrOW/jYo3aAsZoDqjcvrX1WcSmzUiMEaBtRYElF73vTOy7FKAOnv+Opf+N3jOBx1z/psWiJxfALFiZf3kAizI9wvSdcDbZuHSx00jfccAiHDt3gttPWc1at1kvjzUtbVFQkfCbF1E1WCf9GSfe5txZVIw2c/oqUZ5qQkCDpXHotWmKxLbEisKRAIsyPcB4QapNVWsBxtduTcFwAfvqpI/jtSpw7bTPPqqW+tL6Yus1cf4R7lIhL8caiymO0gdNMSBFXACQ/UzX2aPUGPSy6LIdxKAmJMD/AXTzVpUsNsGXLfU5Hu94vDqC99gD5pm6ySjhi9g5W6bgUORZVvV2h/opUwZyZmenwt6dnGh8fL3o+PRctKY0RwjiUgkSYH+AsHPiZk83WyIV7koO9EOM7bZpVX0XOS+8v9aekBYDF1blSUTMuRapF1ShL9M2GVMFcVVUl/FspK7maqwG1XGnoT2EcJML8BFedvatO2lVMGN/oaVYtH3+wSkidvQ4ZMkTS+ZxX5xpt1qtGWb21qBphib6ZkSKupD5TdxMcm83m8LeSqwFZWGlo9jAOEmF+iFi6h9tv3+syYaces2qzuK38wSohdVZ69uxZh7+dZ7lmnvX6ihSLKgsDJyFdXEl5pt5McHjrsT1y+0m9Vxr6KlC1KKOvkAjzQ5xfLJvN5pB+wl2nrfWs2mxxAZ7qzwi7FXiLOzG1b98+4d/Os1yx1bn+jphF9dy5c4iOjsaQIUNw5coV4Zjg4GCHHH9maWMsIzUEQYqVXKp7LiIiQlL8mFFQUqCyOk6QCPNT7BtjfHy829lOaWmpg1tIy1m1GeICpFolnHcrYLXDkIqzuEpL242EhCKHZ+dqlutpdS4hblH1tHWNfbLlyspKlJSUGLqNsY7UEARvreRauuf0FjhyBKo7WB0nSIQRANzHr3gSaDxazKqNGhfgblEEjxGFpRiuxFVOzh0ALA7PztUs193qXBJhV5FrkXaVbNnoYp9lvBFXUp+p1qus9RY4csI43PWprCJZhJWVlUk+aXh4uKzCEGyidydt9PQO7urPqMJSDE/iyv7ZuU4e7Hp1rr8j1aIKeDcIqTV4GjlGR0k8iaugIMfhV8pOHXqvstZD4Hgz6TBinypZhEVERMBisXg8huM4WCwWVFdX+1wwguDRu+NxRokBxujC0hOuxdVV+GeXlHTcq9W5/ozUbW3cDUJaDp56u7D0Rqpgjo2N9XqnDj1XWWspcORsJWfUPlWyCLMPpiUILWEpvYOcVUquRBlrwlJJ6u7M4N66JXV1LiFukXY3CP39dz3s3p2mmXXADLGcvqDmikK9VllrLXDkbCVn1D5Vsgjr1auXmuUgCLewlN5B6gAjluOKJWGpFO5SnxQWJtQRAXxdZWRkIDg4WNLqXEqp4Bl3g1BOThoAfawDRnQPKYGaFj49cr/JETi+egy8rUOj9qmyA/NLS0uxZs0aHD58GABw3XXXYdSoUQ7LoAnjwHoMB4tJJ10NMLVlFJ/1syQslcJ+9sq7yKzWi0hKOo7rr//F5bOLjo5mZvGH0XE3CClpHZC6IwJgXPcQi+id+81bgaOHS9qofaosEfb9998jPT0d9evXR9euXQEAr776Kl544QXs2rULnTp1UrSQhLo4vzDurDtax3Do3fHw2A88fD4vVwPMtm13w2KB5Fk/i8LSV/j24e2zI4HliJxJkatBKC1tt2CF5JFrHfB2T0SjuodYRO+kqd4KHC1XVYolH3d1HEvIEmFTpkzBgAED8MYbbwgrPK5cuYIxY8Zg8uTJ+M9//qNoIQl1sX8RPLkPtI7h0LvjAdwPPK5XAAaA42r/5W7Wz4qwlIpcCykLz86oeGtFEBuE6te/rIh1QOr7z++JaFT3EKvo8a4oJXDUXBhi9L5GtiXMXoABtcttZ8yYgS5duihWOEJbWHQfuHpx7IVBZWWlEJjJo+QL5y4GLDi4wuMKQMD1rN9IHYavLgUW7sEX9HLRe2tFcNWm7JMsq2UdEBtYjeoeIq6iRH+lZFwg62EzcpAlwsLDw3HixAm0bdvW4fOTJ0+iUaNGihSM0B4juA/0dJ162mIHqEHtCkDxHFdG6ST0TtSoJyylWZBiRXAug9pxdlIHVjO63FlFLYHiS/tWcmLvjTvcVWw6qwJNlgjLzMzE6NGj8corr6B79+4AgK+//hrTp0/H/fffr2gBeQYMGICDBw/izJkzaNy4MdLS0rBgwQIkJCQIx3z22Wd4+umn8euvv6JevXro2bMnFi1ahMTEROGYzz//HFOnTsWvv/6KZs2a4amnnsKIESMcrrVy5Uq8/PLLKC4uRseOHbF8+XIh9g0ALl++jGnTpuH9999HRUUF0tPT8dprr6FJkybCMSdOnMCECROwb98+NGzYEMOHD8f8+fPrJOhjCSO4D/RynbrqTA4dugGjR7+JqqoQREaeR35+K1PP+o2WidoXWEmz4IsVQa9Nlb1JQqolZrSi8LA0abBHyYm91HfN1c4QPCzmppOlCF555RVYLBYMGzZM2CQ2ODgYEyZMwEsvvaRoAXluu+02PPHEE4iPj8eff/6Jxx9/HIMHD8b+/fsBAAUFBbj33nsxdepUbNiwATabDVOmTEFGRgZ++OEH4Zj+/ftj/Pjx2LBhA/bs2YMxY8YgPj4e6enpAGof4NSpU7F69WqkpKRgyZIlSE9Px5EjRxAbGwugNiZux44d+OCDD2C1WpGVlYWMjAx8/fXXAIDq6mr0798fcXFx2L9/P4qKijBs2DAEBwfjxRdfVKV+lMBI7gOtXafuOpOqqhAkJR0HYO5Zv1apBlgcKPVKs8BieAAgPrBGREQw53JXQqSw2DZ5WJk0OKPmxN7TpJCV+5eCLBEWEhKCpUuXYv78+cjPzwcAJCcnIywsTNHC2TNlyhTh3y1atMCsWbMwcOBAVFVVITg4GAcOHEB1dTWef/55BATUPvDHH38c9957r3DM6tWrkZSUhEWLFgEA2rVrh6+++gqLFy8WRNirr76KsWPHYuTIkQCA1atXY8eOHVi7di1mzZoFm82GNWvWYOPGjbj99tsBAOvWrUO7du3wzTffoFu3bti1axd+++037N69G02aNMGNN96I5557DjNnzsQzzzzDTNC1K4wiJLR2nXqzGS8Ls34l0UoMsDib11oIlZSUCCtwWQ0PkPIusGZt8NW1zmLbdAdLudnUmth7ukeW7l8KPvnGwsLC0KFDB6XKIpnz589jw4YN6N69O4KDgwEAnTt3RkBAANatW4cRI0bgr7/+wjvvvIO0tDThmNzcXKSlpTmcKz09HZMnTwZQ+wIeOHAAs2fPFr4PCAhAWloacnNzAQAHDhxAVVWVw3natm2L5s2bIzc3F926dUNubi46dOjg4J5MT0/HhAkT8Ouvv+Kmm25yeV8VFRWoqKgQ/vZmv04l8bQvHSto7ToV60wyMjIQHR3t8rdGdnMA2okBvWLQXFk49BBCzgM9q+EBRrKYu8Nb17pR4iNZsZ6qmTbC0z0CYOL+vUGWCLt8+TKWL1+Offv24cyZM6ipqXH4nnf/Kc3MmTOxYsUKlJeXo1u3bti+fbvwXVJSEnbt2oUhQ4bgkUceQXV1NVJTU/HJJ58IxxQXFzsIIwBo0qQJysrK8Pfff+PChQuorq52eczvv/8unCMkJETYksb+mOLiYo/X4b9zx/z58zFv3jyJtaEcUl8Ed8cpbab3dD5+cNRjIPDUmfBC3xWVlZUoKSnRRYgp8WzExAD/TLw5pxS0iEETs3BoKYRcPafU1Fzs358KQFux46rd2Gw24d9GzMfEo4SlhNX4SLmTBqX7cDVXgXu6R8DCpPXYE7JE2OjRo7Fr1y4MHjwYXbt2Fd3Y2x2zZs3CggULPB5z+PBhYRXm9OnTMXr0aBw/fhzz5s3DsGHDsH37dlgsFhQXF2Ps2LEYPnw47r//fly8eBFz587F4MGDkZOTI7uMWjJ79mxMnTpV+LusrAzNmjVT/bq+vDBKr1aUej5AG9ep1LxenoJBebR2VSjlQhETvPzm0d6cUwytXApilgu9rD7O95+a+jVSUvI0ETtS283YsXfWmYyybvVVwlLEsrtLzqRBLVerWu1A7B5ZtB57QpYI2759Oz755BP06NHDp4tPmzatzspEZ1q2bCn8Ozo6GtHR0bj22mvRrl07NGvWDN988w1SU1OxcuVKWK1WLFy4UDj+3XffRbNmzZCXl4du3bohLi4Op0+fdjj/6dOnER4ejvr16yMwMBCBgYEuj4mLiwMAxMXFobKyEqWlpQ4dkPMx3377bZ1z8N+5IzQ0FKGhoR7rQy3kvjBKr1aUej4etV2nUgSqfU4mgJ2gUF9dKFJcCmrcq54uFVf3o3WcpKv7z81NRUpKHoBa13dCQoJqg5zUZxcREYH4+HhVyqAWvrqXWXH3uUPOpMEorlYesXs0mqtclgi75pprFMkHFhMTg5iYGFm/5V2gfAxVeXm5EJDPExgY6HCss3sSAHJycpCamgqgdtDp3Lkz9uzZg4EDBwq/3bNnD7KysgDUxp4FBwdjz549GDRoEADgyJEjOHHihHCe1NRUvPDCCzhz5oywojInJwfh4eFo3769rPtlHaU7J1/Pp6SVwJvBjuVZsrcuFFcClN8TElDvXvUKSPd0P1ouuBC7/+joaE2tTay63uTgq3uZ1cUS9vg6aWD1eUuNMzPK4jIeWSJs0aJFmDlzJlavXo0WLVooXaY65OXl4bvvvsMtt9yCxo0bIz8/H3PmzEFycrIgfPr374/Fixfj2WefFdyRTzzxBFq0aCEEwo8fPx4rVqzAjBkzMGrUKOzduxebN2/Gjh07hGtNnToVw4cPR5cuXdC1a1csWbIEly5dElZLWq1WjB49GlOnTkVkZCTCw8MxadIkpKamolu3bgCAvn37on379nj44YexcOFCFBcX46mnnsLEiRN1s3SpjdKdk9j5WAyEZ3mWLFcwuatHNe9VqTgsNTebVtMaxVJAPsuTCjn46l72Nj6SR+0+Sant0Fh+3lFRURgyZIjgdfDkBTHSKnVZIqxLly64fPkyWrZsibCwsDpByefPK9tZhIWFITs7G08//TQuXbqE+Ph49OvXD0899ZQgam6//XZs3LgRCxcuxMKFCxEWFobU1FTs3LkT9evXB1AbvL9jxw5MmTIFS5cuRdOmTfHmm28K6SmA2kS0Z8+exdy5c1FcXIwbb7wRO3fudAi0X7x4MQICAjBo0CCHZK08gYGB2L59OyZMmIDU1FQ0aNAAw4cPx7PPPqtovbCE0gOH2Pmio6Mlu0K0yu/D6ixZDcGk5r0qEYel1GbTJ082xfnzf9exCqhpjWJl9SHLkwpvUWq1npz4SB41Y0KVCIQ3wvN2jkF0Z7VzNUlnNV5Rlgi7//778eeff+LFF19EkyZNVA9679ChA/bu3St63NChQzF06FCPx/Tu3Rs//uhZ2WdlZQnuR1fUq1cPK1euxMqVK90e06JFizquTzOj9MCh1Pm0zO/DkgXDHm8Fk5TVqWrcq5LL2qUmrxTbbHrLlsGwX5molVWABZcKq5MKOfgqUqS2TU+oHVPla/9ltOftyWrnzSRdb2SJsP379yM3NxcdO3ZUujyEgVF64FDifFpmktbCgiHHqueNYJIqWtW4V7WWtUtd4OF8PxwHANpZBZRyKUlBCaGtl+tNLr6UyVPbtI+TBNiNqRJDjYmVWl4II1jtpCJLhLVt2xZ///230mUhTIDSqxXlno9/+e0HCi3iHdS0YMi16nkjmLwRo2rcq9KDtzf7HNrfz6VLDbBly30O51LbKqBmbiV7lBLaerne9ELK/bAcUyWG0hMrNb0QRrPaeUKWCHvppZcwbdo0vPDCC+jQoUOdmLDw8HBFCkewj6+JXtU4zlWusZMnm6k2c9LKguGtVU8J957YrJ71AFhv9znkrRo2WyNdXMtaCBclhTYr6VhYwKjWGbWy26uZ+oLV0A85yBJh/fr1AwD06dPH4XOO42CxWFBdXe17yQhDoPTsXYnzucs15oxSMyetLBj2SJlx+1ouT9dgcXWqK+Tuc8hKcLwWeBPcrEWKEqNiVOuMVv2Xkm5aM72fskTYvn37lC4HYWCUHnCVOp/zzNQZJWdOWudtkjrjllsusWsYJfDV285azT3vWERucLNRrT5qYmTrjNr9l1KC3YzvpywR1qtXL0nH/fOf/8Szzz7rdsZMEGriambKY+SZkxYzbqPO6l3hTeyaHlZNvfBFSJmpffhKaWkpAHNZZ5REScFuxvdTlgiTyrvvvovHH3+cRBihC65mpkANBg/egmbNThm2c9Rixm3kWT3gW5yekTpwX/BFSLHcPrTKC8hfy37LMtasM1rWhTuUFuyeysvfb1FRkcvvWRRoqoowrnaNN0HogruZ6fXXH65zrJHM11rMuI0+qzfjjFlpfBFSrLYPLfMCAq6Dyl0J/szMTM3bmtZ14Q6tBDsr9+stqoowgtAbTzNTPvDYiIOx0ukh+BmkzWaTdA0jiFajPVOt8VVIsZBQ1hkt8wK6wt31rFarKtfzBCsbc2sl2Fm5X28hEUaYHneuKKMEl/OolQrD0wzS/hpDhgxBRESEIUUrcRVfgpu1TCjrK1qv3mR9tajWSWT1DqI3StJcEmGE6VA6JxkrqOVikzozjIiIMJRo1QoW4m68wZd2pJeb19s61nr1JuurRfUQiN60FaXfIdYFsT0kwgjTYeZ4IC3KbJQZJAtIjUPhrYiu0KMt+rqFj5Z4E+vDo/XqTZZXi4oJRPtdRZRui1LOpXQsF+uC2BlVRdhDDz1E2fMJXTCiwGIBI80gWUBqDJL9CjpXsBYszBJyYn20Xr3J8mpRMYHovP2U1m1R6vMtLCwEIN63syyIXSFbhJWWluLbb7/FmTNnUFNT4/DdsGHDAACrVq3yrXQEQWiG0WaQrOGLgGUtWJhlpFhq5QaDy3WLsbpaFPBeILLaFnmxKCYSWRbErpAlwj7++GM8+OCD+OuvvxAeHg6LxSJ8Z7FYBBFGEIRxEJtBlpaWMhcTxko8llQBq7Wrl5X6UQpvhK63qzfluMX0Dj6XgjuBCAAFBYnMhR2IvSNiIpFlQewKWSJs2rRpGDVqFF588UWEhYUpXSaC0BX7gauwMAAFBUFISrqChIRai6/RBi6piM0gN2/ezJTbjKW8QFJcIFq7elmqHyWQInR9Wb0pJ70Fy/GnngRifn4rLFky2WVbtNlsuk22fHlHpApifocD+9/p2f5libA///wTjz76KAkwwnTYD1yeOgSjDFze4GoGmZa2W5P8SnLQOyeUPWICVg9XL0v1owRShK5SosgbMcBqP+BcF/zm62JtcdOmTbr0b67KtW3b3YiNLUbTpq4z4Nvj6tnbbDZs2rTJ4ThX8Zl69ueyRFh6ejq+//57tGzZUunyEISu8C+wWEfF4sAl1/XkPIP8++96yMlJA8cFYPfuNNSvf1m2xUYrd5jeCwrEXCB6BwvrXT9KIDXWx9f2ZKbYSFd1IaUt6tG/ud7rNwBr1oyR3F7lPns9+3PJImzbtm3Cv/v374/p06fjt99+Q4cOHRAcHOxw7IABA5QrIUHogFhHZZ9Z3hVam7idXU/urB6uZnxRUVHIzMzEpk2bYLM1wu7daQB8H4C0coexMmh6coHoGSysVf2oLbi1ivXRWzCrjbs9dfUOXHddLmXbK4vpdySLsIEDB9b57Nlnn63zmcViQXV1tU+FIohTp4CjR4HWrYGmTbW/vtigaW/i9kbwqIX94OfJ6uFukOS3VVFyANLKHabnoCk1BknPYGEt6kdNwa118LvRVtd5C98Wt227G/xkC7AgP7+VLtZR/rm5LlctSrRXVq3BkkWYcxoKglAafia9cWN9zJhhRU2NBQEBHBYutOGBB/7W1LokddCUI3jUxFerh1oDkJodoJ6DplgMkn1Mil6r57SoHzUFt9bB70ZbXScV+zaWnPwHLBaA4/hPLLq5XPnnW5sHLBuxscVYs2aMou2VFWu5K2TFhL399tvIzMxEaGiow+eVlZV4//33KUUF4TX8TNpma/S/VTu1aU9qaiyYPj0cf/65FlbrRU2tS2JL3Fl8sX21eqgxAKldT3oPmp7aY3x8vO6r57SuHzUEt9ZB0yxuTu4rUVFRGDJkCDZv3sycy9X++TZtWuSxvcqZsLB2v/bIEmEjR45Ev379EBsb6/D5xYsXMXLkSBJhhNfwg5TYy6K1dcmdewlg88VWwuqh9ACkRT2xPGiysHpOq/phcWIiFSNtTi4XfussFl2uzhbPuXPP4tixICQmXkFCws0AbpY9YWHxfnlkiTCO4xwStPKcOnVKiC0hCDmw/LI4w2JZ5Vo91ByA1Konfxg0fUGP+hET3GruU+gr3ro9jZwI1xfrqJr3bf+7+Higc2dZp6mD3tZyT3glwm666SZYLBZYLBb06dMHQUFXf15dXY2CggL069dP8UIS/oPeL4s3A5LeZXWHHKuHmnE3atWTc5lLS0tx5coVh2OCg4NRWVmJoqIipgdFNdAjkaiY4NZ7n0IxpJbFqIlwfV3kYLT7NsKOBl6JMH6F5MGDB5Geno6GDRsK34WEhCAxMRGDBg1StICE/6Gna0nKwFVaWiok/PNUVvtZP49WQsCTG9UdapZLrWdqb5UQ2yQb0HZwYMFSovVA6O0WOSzm25OCnE3FWcBXYa7GfattWdM7JlMMr0TY008/DQBITExEZmYm6tWrp0qhCEKqiFBjiyFX7gb7c4eEOFpb3JV13boczVJXSJ3JaTnj09Idxlp2eKNZDJTEmy1yfIEFkcvDYv4pdyhZJ77etxbvCevvl6yYsOHDhwOo7dDOnDlTJ31F8+bNfS8ZQYig5hZDns+dh06dPP9e69QVLM749CoTC/mAjGopkYs7wa1WoD5LIpeF9qYHSty3v70nrpAlwo4ePYpRo0Zh//79Dp/zAfuUrJXQAjW3GJJ67oyMDERHRwOQvjebUrBkCXAHC/vPsbA6z0iWEjm426dQrZWxrAzerLY3tfHX+1YDWSJsxIgRCAoKwvbt2xEfH+9ypSRBeIMv7jQ1UyCInTs6Ohrx8fGalYdHqiVgyJAhwrJ0Z1gQaUrDYtoQby0GRhDXrnBVJq1WEOslcllsb1og976d27Zz3KzZJyuukCXCDh48iAMHDqBt27ZKl4fwU3xxXanZ0cs5N0sZysWC1c0Wk8Ra2hBvLQYsudmUQIsVxHq6A1lrb1oh577F2raSz9FIExlZIqx9+/YuV34RhC/IfSnU7OjlnJvFDOV6B6prBWtpQ7y1GLDiZlMSNVc76+0WY629aYWc+/bUZpV8jkabyMgSYQsWLMCMGTPw4osvokOHDggODnb4Pjw8XJHCEYRU1Ozo5ZybpQzl/hY4zFL2fF8tJe7E87lz55iazTuj1cpYvdyBRsg/pQZK3rd921byORptIiNLhKWlpQEAbr/9dod4MArMJ/RETm4sNc+tZnl4xDovvS0FWsFq9nxfLCWexDOf9JSV2bwzWq2M1csdyOJqZC1Q6r6d23Za2m7VniPrcWayRNi+ffuULgdBuOXUKeDoUaB1a6BpU71L4x49cnWJDUL+EjjM2qDoq8XAlXjetu1uxMYWo2nTIuE4VmbzrtAqKbFe7kCzCSyp+Hrfrtr27t1pSEvbjd270xTbtBswhhdAlgjr1asXvvzyS/zrX/9Cfn4+tmzZgmuuuQbvvPMOkpKSlC4j4YfwgZUbN9bHjBlW1NRYEBDAYeFCGx544G+EhISoKnrknFsPIeA8CAG1s0q+8/KnwGGWBkVf24Ir8QwEYM2aMUwOJFqjhjvQSMHcRsbdxDAhoRCTJy9BcnI6unWL9nnTbqN4AWSJsK1bt+Lhhx/Ggw8+iB9//BEVFRUAAJvNhhdffBGffPKJooUk1Ecta5Oc8/KBlTZbo/9l2q51edfUWDB9ejj+/HMtrNaLyMrKUlz02HfEQ4YMcbkXIb9Jvatz69FJd+r0I/7+u54wi9y9Ow31619Gp04/iloK9Nxayez4UoeuxDPA7kCiNUpPeIwWzG1kPE0Mazd534LERN/r2ZvN5O3Ruv+TJcKef/55rF69GsOGDcP7778vfN6jRw88//zzihWO0IY1a4Bx44CaGiAgAHj9dWD0aP3Oy3esYi9RZWVlnRxdvuDcEbuLJRDriNXYSskZ+xm+zdZIEGBA3YHak6XAeUNlqffoj2hpKeHF87ZtdwMwvztZDkq2T9a2vWIFNdq8FBeyEvXs7Wby9mjZ/8kSYUeOHEHPnj3rfG61WlFaWuprmQiNKCkpwbFjVzBuXCxqanhrE/DIIxxuvPEMEhODZDVEpc6rtSvN/sWXu+2Qmlsp2RMVFYUhQ4Zg8+bNkuK+3AWq02AjDa0sJc5uttjYYqxZM8Yv3MmsoHUcEatuUKXbvCsX8smTTQFY0KzZSV+K6hIpYo+F/k+WCIuLi8Mff/yBxMREh8+/+uortGzZUolyESpTUlKCF154C7/+eh1qatIdvquutmD58k+RlHTc60GFf3ELChJRUzPcp/PqFXTrSyyBmlspOcNnwhcTq662VgKMEbTKClpZSng3W2FhIbKzs9G0aZFf5qHSC63jiFh2gyqd6sF+4ggA+fmtVOl/pMYLstL/yRJhY8eOxWOPPYa1a9fCYrGgsLAQubm5ePzxxzFnzhyly0iowPr1gf+LtwoAwAG4mmrEfgD3dlDhjxcTBlLP6+ol4gfAwsIAKOiNFFBiRaHUcygxCxYTq662VjJK0CqLqN15R0VFObQJlvKemR2tVxMbKaeVEqke+Imjmv2Pp3hBrff3lYIsETZr1izU1NSgT58+KC8vR8+ePREaGorHH38ckyZNUrqMhILwrsIZM2KFgPdaAVYrxJSaaStpxbJ3pdkPgO+8w2HhwlJhtaRSM0Ul3KBSzqFUDBrg/UDtL6krlEas8y4tLVUkTlHpvGesurxYQ+/VxKzmtFJ64qF2/yPWllnq/2SJMIvFgieffBLTp0/HH3/8gb/++gvt27dHw4YNlS4foSCeXIWABenpO9G+/W+KNUKlZ/DOA6Cr1ZJKDCRKCEhvg0/lxqA5X1NqGfUebIyKWOe9efNmRdqhkqv/WHZ5sYaeecdYcY85o4bVSO/+R+/r2yNLhPGEhISgffv2SpWFUBkxV6GSAoxHyazxUlZLKoUSAlLqOeR2cr7kSfPXPe98RUrnrVQ7VEoQGcnlxQJ6uH9Zco85IzfVA+B+oqB3/6P39e3xSYQRxoSlBugKd+JC69mLEgJSyjnkmsZ9tZZQrJH31E2OC3BcbZAxC1YLKbDq8tITvbe9Ysk95owvqR4ARwsrS3tustL/kQjzU1hpgK5wFhd8MKXa4lGPbYcA38Slt9YSvQcbM5Cc/Ac4zv4T6VYLvWOzWHV56Y3e216x5B5zxtd+175O9a5nFvs/EmF+jBYbTMtFD+uNEh2E1Je3vLwc5eXlALS1TOrdCbKMJ4Fks9mEf58/HwU5CVT1js1iyeWltxh1hZ5tnkXvhFSrFY9UC6ue9cxi/0cijPCItzMCLaxJcsWjFpnspbzk5eXlePfddx0+09Iy6Y8CSwypAgmQb7XQOys7Ky4vvcUoS7DknnNGrC/TOuegUsKdtTZFIoyoA5/cU44oYXGmAWiXyR4Qf8mLiooc/rYfjJOSjvt0bUIe3ggfJawWergFWXF56S1GWYLV/pJHynW1sLCaWbiTCCPq4Cq5pzew+BJomcneG6QMxhSfpT1irhVfLJd6uQXVdHnJtVJQjBqb/aU3+GJhldpuzCzcSYT5EXoFnvuKkuVmxSUDiA/GGRkZSEhIMHwnbTSkCgO5Qb1at0G1XV5yrRQsxagR8pFrYfWm3dhjNuFOIsyPYN307Q4ly82KSwYQH4yjo6OZexZmR0wYZGZmwmq1uv29lHaodRtU+72Xa6VgaUJkFvRY8CDXwiq13RQWFjocYzbhTiLMzzDqoK5UuVlahcSSICRqERMGVqvV522J9GiD9u+Pq4G6srJSiFX0ZaD2xkpB7V9ZtI6bUtLC6qnd2OchM6NwJxFG+B2s5EhjSRAStWglDPRqg2oO1N5aKaj9K4vWcVNKWVjdtZvY2GJUVYU6lN+Mwp1EGMEUp04BR48CrVsDTZuqdx1WcqSxIgiJWtQUBiwkilRzoJZjpaD2rw5axU0pYVFz127efHMMAMfym1G4kwgjdId3j2zcWB8zZlhRU2NBQACHhQtteOCBv5mMU/MFFgZjwhEt8jWxFpOp9EAt1UrhbftnMbEryxgtbspVuwE48AmRnctvNuFOIozQFd49YrM1wpIlk8FxFgBATY0F06eH488/18JqvehzHANLK0NZG4yVQsvBUulrafVMWHmmagzUUq0U3tS1mfNDqYXR4qZctRux8ptp4koijNAVviMW6zh8jWNgTfiYbcDQcrBU61pmeyaeUGuglmqlkFrXZs4PpRZGjJuybzfBwZVYs2aM2/LzycSdMeLEFSARRjCCFh2HEV9QoyB1EFRisNTyWmZFyfdNK/e62fJDqYVR4qY8tRtP5fc1mThrkAgjmMAoHYdR0TquRupmvka7lllQ8n3TwspstDgnpZD73hohbsq53djvRSm1/GaIFyQRRnhEq9WKgDE6DiOidVyNlhYLso7IR8n3Te2BzmhxTkrg7XtrxAU/9u1GzoIN+/pxNxljPV6QRBhRBz1XK7KSOsJMaBlXo6TFwt0s99y5c4pfy18w4kANGDPOyVe8fW9Zi3v1Fm/Lb3+cp8kY62EJJMIIB8RWK37zTQ6aNTuJcePugtVqZfqlJuqituVIKYuFFCuAP1pHfMWoA7W/hytIfW89PTd+UsPvjOAMC89dzvWNPhkjEUY4ILZaccuW+2Cx1CA//2onwLq5V09YilnQorNSymIhZfbqj9YRJTDqu+qv4QpKvLdmTvVh9MlYgPghbDBgwAA0b94c9erVQ3x8PB5++GGHjT0BYPPmzbjxxhsRFhaGFi1a4OWXX65zns8//xydOnVCaGgoWrVqhfXr19c5ZuXKlUhMTES9evWQkpKCb7/91uH7y5cvY+LEiYiKikLDhg0xaNAgnD592uGYEydOoH///ggLC0NsbCymT5+OK1eu+F4RGsEPcK7gOwGbrREAzwNmSUkJioqK3P5XXl4uqTysuUekwHd8r7/+utv/VqxYgZKSEk3K46mzUgreYsG3HaUsFjZbIxQUJAptTs1rEezgyn2alHS8zjM2Yv8gFSXe2zNnzjj87ep9Ath33bnC1VhlpMmYYSxht912G5544gnEx8fjzz//xOOPP47Bgwdj//79AIBPP/0UDz74IJYvX46+ffvi8OHDGDt2LOrXr4+srCwAQEFBAfr374/x48djw4YN2LNnD8aMGYP4+Hikp6cDADZt2oSpU6di9erVSElJwZIlS5Ceno4jR44gNjYWADBlyhTs2LEDH3zwAaxWK7KyspCRkYGvv/4aAFBdXY3+/fsjLi4O+/fvR1FREYYNG4bg4GC8+OKLOtSe9zib/52RMtOQGjj50EMPISwszO15WDCTy4G1VApqWo7UzDjvyRWjVnZ7gg2M6j5VEl/f25KSEmzevFn4W4mQBJYs/EZ3VRtGhE2ZMkX4d4sWLTBr1iwMHDgQVVVVCA4OxjvvvIOBAwdi/PjxAICWLVti9uzZWLBgASZOnAiLxYLVq1cjKSkJixYtAgC0a9cOX331FRYvXiyIsFdffRVjx47FyJEjAQCrV6/Gjh07sHbtWsyaNQs2mw1r1qzBxo0bcfvttwMA1q1bh3bt2uGbb75Bt27dsGvXLvz222/YvXs3mjRpghtvvBHPPfccZs6ciWeeecYwgwM/wJ082RRbtgyGveFUSicgNXAyLCzMVHlf3KF3KgU1Oyu1BksxV4wREzeyNIAZASXrwoh17+t7a3+/ZnVtGtlVbRgRZs/58+exYcMGdO/eHcHBwQCAioqKOtaU+vXr49SpUzh+/DgSExORm5uLtLQ0h2PS09MxefJkALWN9cCBA5g9e7bwfUBAANLS0pCbmwsAOHDgAKqqqhzO07ZtWzRv3hy5ubno1q0bcnNz0aFDBzRp0sThOhMmTMCvv/6Km266yeV9VVRUoKKiQvi7rKxMRu0oS+3qqcOorJTfCRg9cFIJWEmloGZnpUaHKxbvoVXiRqUGbxYHMH/ByHWv1Hubl5fic/wUq7sYGHVlvaFE2MyZM7FixQqUl5ejW7du2L59u/Bdeno6pkyZghEjRuC2227DH3/8IVi8ioqKkJiYiOLiYgdhBABNmjRBWVkZ/v77b1y4cAHV1dUuj/n9998BAMXFxQgJCUFERESdY4qLi4VjXJ2D/84d8+fPx7x587yoEe3wpRMweuCkr+gtQo2algBgI/heycGbNRe1P6GkeNDCoqb0e2uzNcL+/al1PvflfdJzcsnSfsC+oKsImzVrFhYsWODxmMOHD6Nt27YAgOnTp2P06NE4fvw45s2bh2HDhmH79u2wWCwYO3Ys8vPzcffdd6Oqqgrh4eF47LHH8MwzzyAgwBjrD2bPno2pU6cKf5eVlaFZs2Y6lsgRd53AuXPnPHY6LAykeqK3CDVyXA0L8R5qCie9XdT+ii/iQSuLmtLv7fnzUXC1Fi81NVdW29N7cmnkfs0eXUXYtGnTMGLECI/HtGzZUvh3dHQ0oqOjce2116Jdu3Zo1qwZvvnmG6SmpsJisWDBggV48cUXUVxcjJiYGOzZs8fhHHFxcXVWMZ4+fRrh4eGoX78+AgMDERgY6PKYuLg44RyVlZUoLS11sIY5H+O8opI/J3+MK0JDQxEaGuqxPtRGyqzBeeDgt5pw1+mwMJDqCQsilPWOyBk1A/19RSnhpJcVwYhxUUriq3jQ0h2n5HNw1Q8BNUhJyZN1Pr0nl4Dx+jVX6CrCYmJiEBMTI+u3NTW1S1LtY6gAIDAwENdccw0A4L333kNqaqpwjdTUVHzyyScOx+fk5CA1tdZEGxISgs6dO2PPnj0YOHCgcJ09e/YIKyw7d+6M4OBg7NmzB4MGDQIAHDlyBCdOnBDOk5qaihdeeAFnzpwRVlTm5OQgPDwc7du3l3W/WmE/uygtLXVYVQPIz0xs5MBJX/F3ESoHVme5SgknvawIesRFsSb6lBQPSrUH5zqy2WyoqqoS/g4KCnKY9MupMyn9kDeTGhYml2bAEDFheXl5+O6773DLLbegcePGyM/Px5w5c5CcnCwIn3PnzmHLli3o3bs3Ll++jHXr1uGDDz7AF198IZxn/PjxWLFiBWbMmIFRo0Zh79692Lx5M3bs2CEcM3XqVAwfPhxdunRB165dsWTJEly6dElYLWm1WjF69GhMnToVkZGRCA8Px6RJk5Camopu3boBAPr27Yv27dvj4YcfxsKFC1FcXIynnnoKEydO1N3S5Qp3nWRERASGDBmC0tJS7Nq1y+eBw6iBk3Jh2ZpjBFib5Yq1f347JUB8kNTLiqB1UDWLwfBKiQelhLTUOnJGTp156ocyMzO9Oh9NLpXBECIsLCwM2dnZePrpp3Hp0iXEx8ejX79+eOqppxxEzVtvvYXHH38cHMchNTUVn3/+Obp27Sp8n5SUhB07dmDKlClYunQpmjZtijfffFNITwHUNsSzZ89i7ty5KC4uxo033oidO3c6BNovXrwYAQEBGDRoECoqKpCeno7XXntN+D4wMBDbt2/HhAkTkJqaigYNGmD48OF49tlnVa4p7/GmA/B24NA7cFLvGTir1hxCHmLtn3fL83gaJJUQAr62by3coSyupFNKPCglpMXqyNc6kxrgL8cr5c8eDqUwhAjr0KED9u7d6/GY6OhoIY2EJ3r37o0ff/Tc0WRlZQnuR1fUq1cPK1euxMqVK90e06JFizquTxaR2kkC3g8ceooQVmbgLOc40lukGg137T84uBIFBYleDZK+CgFf27ce7lBW0rQAyogHNdxxznV0ww2HcOjQDT7VmdL9sJFXW7OIIUQYoQ1inaScgUOvQdxsqQCUFpWsiFQj4ar933DDIaxZM0byIKmUi9pXC5PW7lC9V9KVlJTAZrM5fOareFDaHeeqjn76qSMAi/C33DpT8h1mxcJvlkkkiTACgPRO0qjmZ6OlAnDuYOzjjTyhtPg0ikhVE3fCKTi4UhBggLRBUo0BTI6FSeugaj1X0kmdcAwZMgSxsbFe1b2S/aGrOuIFGA8r+RX1FjdSt8QzwiSSRJgfYj/A84O7N52k0QLsWXKDSEFuoK4vGE2kaomzcDp37hyys7NRUJAoS1goOSjItTBpHVSt50o6qVbDiIgIl8/GeUJUWlrq8L1S7jjXKSQ42AsxWn1Yi9Qt8YwwiSQR5me4G+CV6CRZjAHQ2w0iBykdh5KiyWgiVQ9cDc5i74wr66XSLhJfLExaWrVZWUnnbVuXOiHKzMyE1WoV/lYqhYSrmDBW+y09MGL/7gyJMD/D3QAv1kkOGTKkzlZN9rDqf2choaCvOAsuJUWTGToxvRB7Z5xXS/Io6SLxdvKkZ1C13qEMctq6VCua1WpVZA9TV3V0++17DRf+oRVm6N9JhBECnjrJiIgITTZKVhqjJxR0Flxpabuxe3eaYqLJDJ2YnsgRFkq6SLy1MGkdVM3SSjpf27paFmOxOqLVh+4xev8OkAgjnDDbC8+KG0QOrmbuOTlpcN7/zRfRZIZOTGukCgut4uy8FYJaWqxZWUkH+NbW1bQYu6ojNTLmmxEj9+88JML8HHcDRUZGBqKjowEY84U3Q7Z616ulAhQVTWboxLTGnbDgA/YB9ePsWLIwiaFl3+EqbQEfm+dLW1fbYuxcR0b0OuiF3m5uXyER5sd4Giiio6MN3RGwNAOXi7uZu71L0nkgkbNLgVFFqjNa5g3ydB4t4uzM0L6VxnPagtrP5A7YZDFmG6Ot2LeHRJif4g8B2UYfgNzN3Dt1+hHXX/8Lrr9+IDp2bICEhJsB3OzVoGu2QZyl5LNaxdkZ5dlohdS0BXKshma2GBsx6aneW+IpCYkwP4UCstlFipXKar2Ie++1+tQ5stax+gJLyWfJaqIvYhNM+1ALHnuh4SqPIqCM24s1wWPUpKdmmkSSCPMz+AFebKAwwgzCF1jrDO0xUwejF3omnzWz1cQIiE0wPYVauBYlV/cF9SX2jkXBY+Skp2bp/0iE+Rn2A/w115Rh5kwrqqstCAzksGBBGR544H7TD/Asua7cYeb6Vxu9ks+aMc7OiPhiiZQqSuQsXGJZ8PhDeAqrkAjzQ/gOY9o0IDMT+OMPoFUrC5o2jQAQoWfRNIEl15URYNlq6IyegwlZMNlACUukWDvyZeESi4KHwlP0g0SYn9O0ae1/BOEKI1gN7dF7MGGhDgjf47fUbEd6t1FXUByjfjgnISIIghAwmtWQH0zsocHEP7FaLyIp6bhPSYztUaodsdhGeeshXy6KY9QOsoQRhAEwkktQTygo3n9RMm2Bmu2I1TZq9KSnRoVEGOH36LmSTgosuQRZrSt/DIonYe6I0jF5aooSVgWPWNJTanPKQyKM8Gv0WknnDay4BFmuK38LimdJmLOE0veqZiZ2FrK8e2M9ZDHFhhkgEUb4LSyuUmIVI9SVP3X8zmLT3YDISqyeUVAzEzuLWd69mbwUFRUJn7GWYsPIkAgj/A6+kxNbpWQm15WvsLiii6iFZQul0qjtDlPTomoWa60RJmRGgkQYIRujxgfwneGxY1fwzjscamoswneBgRwmTboTiYlBTJZdL2gJO5v404ColTtMzfeetT7FmzrloQmZspAII2Rh9JiUqKgoREUBr78OPPIIUF0NBAYC//qXBZ07N9G7eB7RMjietwaKregiq6E+iA2I9nsfsjopkgrLGeeNipw6pQmZspAII2TBSrC4r4weDaSn87sGsJ+4VmvXk7MLZe7cszh2LAiJiVeQkHAzgJsNP7gbGXcDYnBwJQoKErFuXY4hg6ZdWdl5QelP1j+t8KZOWU2xYVRIhBF+j1F2DdBr8LEftOPjgc6dVbsU4SWuBsQbbjiENWvGGNZK5NlFRu4wNfC2TllNsWFESIQRqmLvDgGM7xLRA1pIQHjCfkAMDq4UBBhgTCuRmIssOfkPcocpjBwXIwspNswAiTBCVbKzs+t8ZhSXCCvQQgLCGWfBzQ+IBQWJprESubP8Tp68hNxhCiPFxchiig0zQCKM0BwjuERYw8gLCQjlcY7VO3fuHLKzsxULmmZh5bMnyy+5w5RHrE7NkmKDNUiEEYSBMNpCAkI9XA12SgRNs5IZXUxQkjtMecTqlASW8pAIIwgvYMFCoNRCAhbuhVAeX61ErKSCkCso5bjD7N+FwsIAFBQEISnpChISaoRzmvFdIBej/pAII2Thjy+l0XOj2ePrvZCAYxslrEQspILwJCgzMjIQHR3tcLycdmf/LngSnUZ4r72Bf4czMzNx8iSHEydC0bx5BeLirgAAgoKCEBERQe+yypAII2ThKj6Aj0uRitEGcrPkRgN8uxcziVGzoIZFQ69UEKWlpQ5/uxOU0dHRiI+P9/l6fBsXE51GeK+l4q/Ck0VIhBGy8eXlpIHcePCi2TntiDvMNGixjhpB03pkRi8pKcHmzZuFvz3tDqG0Nd6f8o/5o/BkFRJhhCKcOgV8800IbLZGkjosM1mVnOFFCmuWPF+QKpq1wGgWVK1Q+p71yIwuNR4tMzMTAFBUVARAmTguf9yOx5+EJ6uQCCN8Zs0aYNw4oKYmChbLZNGtdEJCQgwprqRi75I1iiVPbD9KT89Ly70syYKqLXqlgpASj6a0O80ft+PxR+HJGiTCCJ84dYoXYLV/c1wAduy4B3PnpggzUnv42Sk/gzU7RhCbvuxHqfVelma2oLKKHqkgxCw0Fy5cAFAr1rZtuxuAMu40f8s/5o/CkzVIhBE+cfToVQHGU11twcWLTaBAzCzTaGkBUgtfVsCxsHrODM+ANVhIWyBmodm1axcAIC8vBbwA4/HVneZv+cf8TXiyBokwwidatwYCAhyFWGBgbSLRU6dqRVrr1uZLKqq1BUgt5MaE2GyN8Ouv1+kaT2KWZ8AaLGRGl2KhsdkaITc31cWvyZ3mLf4mPFmCRBjhE02butpKB/jss6tuyoCA2mNGj9a7tL7Bz/xZsAD5Cn8vYhYHV9YOe/EDcAAsLn/rDiUC683wDFiGhXg6MQuNqwkEAHTvnutVG2DB8kf4LyTCCJ9x3koHAFq0uGodq6mpFWnp6ca2iPEWgn37gMWLjb2iyN7acc01ZZg504rqagsCAzksWFCGBx6436UYchY/tQKsVog5WytcDVpSA+uHDBmC2NhYt2KAVnX5B54sNO4mECkpeV5dgwXLn9aQ8GQHEmGEIthvpbNvn6s4sVqRxh9j1E4gKioK3boBAQEcamq8swCxBj+oTJsGZGbyItqCpk0jAES4/I1r64MF6ek70b79bxg58g5ER9/sdtCSGijN54pyt7qNVnWZE2/edyWDys0ksKTgj8KTVUiEEYrjKU6Mx8idQNOmwMKFNkyfHi50/mlpu3H+fG1ZjWiJEduPUsx92b79b7BaLyIhIcGrZyY3NQat6jIn9v2CzWbDpk2bhO9ctRUKKpcPi32rVMwUb0wijFAcd3Fizi+LkTuBESOq8eefS3D+fCQKCxOwe3eaywBx1ix5cpHrvvSEY2xZDbp3z0VKSp7HgdS+Pj0NwGapd3/EVRvytAjDk8uS2oF54GNJN26sjxkzrKipsSAggMPChTY88MDfzE7axbBwHMfpXQjCNWVlZbBarbDZbAgPD9e7OF5z6tTVODGx2YoRZzYlJSU4duwKunaNdXBNBgZyyMs7g8TEIEN2ClLw5tnaU1RUhNdffx02WyMsWTK5jmvTeYAdN25cnf0BKWO+f+CprVgsNZg8eYlHwT5kyBC0a9dOi6ISKsPHkoq1BZaSNEsdv8kSRqiGmIuL52rGfWOtpIyKisKhQ+7zpDHSF6iC1GfrDncr26SscmSlkyW0wd0ijLy8FPTtu9vt72JjY9UuGqER/KRLbEGOEZM0kwgjdMU5477SKynVtppIiX8j6uIqtoyHVjkS9rhrK/v3pwru64yMDERHRwvfkTXUnJhxQQ6JMEJXXGfcd1xJKRct9hmUGv9GOMIH1ttvOcNj9E6VUBar9SJSU3Oxf38Pp2+uivXo6Og6bmvCfJhxQQ6JMEJX1LQkabXPoHOeNBJg7nEVWJ+Xl4Lc3FTTdKqE8qSk5GH//lTYC3YS6/6J2VbEkggjdMUsliRfY6T8BX6V5dmzZ7Fp0yZYrRfRt+9upKTk0SpHwi1W60UMGGAuCwghHzNts0QijNAdsiT5F1FRUYbOE0dog7MAN5sFhCAAEmEEI5AlyVgoseDB3wWWfR0WFgagoCAISUlXkJBQ65v3dxEaFRWFzMxMh4StZrKAEARAIowgCC9xXvDgLus9Szl7WMO+Dj0lIvX3OrRarXoXgWAAo25zJwUSYYTfILZFDnEVT5auc+fOCf/2JCCMmLNHK/i6cd4Q3TlPmr/XoZkHX3/G2+TcZg5fIBFG+AWexALhiFRLl5iAIMQRSz7p75h58PU3fN12yKzPmEQYYVr42bGYWDDTLFqJWC3733sSryQgfMeMySeVxqyDrz9Rd9uh2m3eamosmD49HH/+uZa5bYe0gkQYYVr4WfS+fcDixXXFQo8ew9G7t3k6eaVjtcTEq5iAsHdbkrXCNWZMPmkPLT4gAHNvO+QrJMIIUxMVFYVu3VwnhE1JiTLV/o5SLVhSOzqxDtOdgACAgoJErFuXQ4H6EjBr6gVafEA4Q5bfupAII0yPWRLCSkWpWC0pHaazgMjPb/U/dwMF6nuDGVMv0OIDwhmzW37lQCKM8Av8KSGsUrFaUjtMXkBQoD7hCoodJOxR2/JrNBc4iTDCb/CXhLBKmvy96TBpsJWOP6VekBo7yMqAqcTiFsIzall+jegCJxFGECZDaZO/uw4zIyMD0dHROHfuHLKzsynewwv8KfWCWHvMzs5mZsCkRMTGxogucBJhBOEGbxMKsoQvJn+p1peEhASHgYjiPbzDKIO4Eu4dT+2RpQFT6cUtzpCVTRuMZJUnEUYQdviaUJAl5Jr8fbHSmHWln7+ipHvHXXtkccBUI77Rn61sWrvfjWSVJxFGEP/D6AkFve3oPFn6fLk/M67081e0cO+wOGCqIQzVtrKxjNbudyNZ5Q0nwioqKpCSkoKffvoJP/74I2688Ubhu0OHDmHixIn47rvvEBMTg0mTJmHGjBkOv//ggw8wZ84cHDt2DK1bt8aCBQtw1113Cd9zHIenn34ab7zxBkpLS9GjRw+sWrUKrVu3Fo45f/48Jk2ahI8//hgBAQEYNGgQli5dioYNG3pVFoItjJ5QUEpHV15ejsrKSixaVKqYpc+fgsz9FTmiROrzZnHAVFMY+usqYq0nrkaxyhtOhM2YMQMJCQn46aefHD4vKytD3759kZaWhtWrV+Pnn3/GqFGjEBERgXHjxgEA9u/fj/vvvx/z58/H3XffjY0bN2LgwIH44YcfcP311wMAFi5ciGXLluGtt95CUlIS5syZg/T0dPz222+oV68eAODBBx9EUVERcnJyUFVVhZEjR2LcuHHYuHGj5LIQ7MLizFwqnjq6kpISvP7664pb+vwpyNxfkfNOiLULfkEHwN6AqaYwZNH9alaMYJU3lAj79NNPsWvXLmzduhWffvqpw3cbNmxAZWUl1q5di5CQEFx33XU4ePAgXn31VUH4LF26FP369cP06dMBAM899xxycnKwYsUKrF69GhzHYcmSJXjqqadw7733AgDefvttNGnSBB999BGGDh2Kw4cPY+fOnfjuu+/QpUsXAMDy5ctx11134ZVXXkFCQoKksihFTU0Ns5YZo1FVVYUGDRqgQYMajBixE/v29UZ1dQCKi4Nw552fMP8yi6GmpY8ElrmRK0q8aResDZhqCUMjT/II5TGMCDt9+jTGjh2Ljz76CGFhYXW+z83NRc+ePR1M4Onp6ViwYAEuXLiAxo0bIzc3F1OnTnX4XXp6Oj766CMAQEFBAYqLi5GWliZ8b7VakZKSgtzcXAwdOhS5ubmIiIgQBBgApKWlISAgAHl5efjHP/4hqSyuqKioQEVFhfB3WVmZxzqprKxEQUEBauz34yFkU11djR49egAAevQARo/+GTU1Abh8uRw//HAYly/rXECFoEGAkANr1iotUEMYsuh+NQtGDI0whAjjOA4jRozA+PHj0aVLFxw7dqzOMcXFxUhKSnL4rEmTJsJ3jRs3RnFxsfCZ/THFxcXCcfa/c3dMbGysw/dBQUGIjIx0OEasLK6YP38+5s2b57oSnOA4DkVFRQgMDESzZs0QEBAg/iPCI5WVlSgtLXX4jOM4XLhwAW3atKnjAjcKfAB+eHhtG6FBgJCLkqKExQFTqzL5o6DVAiOGRugqwmbNmoUFCxZ4PObw4cPYtWsXLl68iNmzZ2tUMn2YPXu2g6WurKwMzZo1c3nslStXUF5ejoSEBJeWQcJ7AgICEBRU95WwWq2IiYlBSEiI4Vy/a9YA48bVbl4eEBCLu+++CZ06/UiDgA4YbTsVtWFxwNSyTKy5X82C0d4hXUXYtGnTMGLECI/HtGzZEnv37kVubi5CQ0MdvuvSpQsefPBBvPXWW4iLi8Pp06cdvuf/jouLE/7v6hj77/nP4uPjHY7hV2HGxcXhzJkzDue4cuUKzp8/L3od+2u4IjQ0tM49uqO6uhoAW2ZVsxIQEICAgAAEBwf7JMK0TP5aUlKCY8euYNy4WNTUXA3At1+FRYOAdhhxOxVAfcsQS/fKo1aZWLT8EfqjqwiLiYlBTEyM6HHLli3D888/L/xdWFiI9PR0bNq0CSkpKQCA1NRUPPnkk6iqqkJwcDAAICcnB23atBHcf6mpqdizZw8mT54snCsnJwepqakAgKSkJMTFxWHPnj2C6CorK0NeXh4mTJggnKO0tBQHDhxA586dAQB79+5FTU2NV2VRCovFouj55FBZCVy+DNSrBxi5/3Dn0nWuYzmdpKNFCnj99dpNxdWAH/ALChJRUzPc4TtahaUPRtxOBWDTWmVUqC4JVxgiJqx58+YOf/P5uJKTk9H0fyaFBx54APPmzcPo0aMxc+ZM/PLLL1i6dCkWL14s/O6xxx5Dr169sGjRIvTv3x/vv/8+vv/+e7z++usAagfbyZMn4/nnn0fr1q2FFBUJCQkYOHAgAKBdu3bo168fxo4di9WrV6OqqgpZWVkYOnQoEhISJJfFLJw9Cxw/fvXvFi0ACbqaSYKCghAbG1tnocPly5dRVlaGIUOGoEGDBl53kqdOXRVgQO3/H3kESE9XxyLGd/IUgM8eRkxPQKJAOaguCWdME81ttVqxa9cuFBQUoHPnzpg2bRrmzp3rkBKie/fu2LhxI15//XV07NgRW7ZswUcffSTkCANq85BNmjQJ48aNw80334y//voLO3fuFHKEAbXpMNq2bYs+ffrgrrvuwi233CIIOallMQOVlY4CDKj929NkfsSIEbBYLLBYLAgODkaTJk1wxx13YO3atV6t8ly/fj0iIiLkFdwDQUFBCAkJqfNfYGAgYmNjZXWiR49eFWA81dXAH38oVGg38AH4FkvtxaUG4JM7RD14YWwPCWOC8F8MYQlzJjExERzH1fn8hhtuwJdffunxt/fddx/uu+8+t99bLBY8++yzePbZZ90eExkZKSRmdYeUshgddykbKio8uyX79euHdevWobq6GqdPn8bOnTvx2GOPYcuWLdi2bZvL4Hgj07p1rQvSXogFBgKtWql/bU8B+BkZGYiOjnY4Xkt3iJE3SJcLrUwlCMIec412hGTsV2q5QspgbGccdEBsbUFoaKiwQOGaa65Bp06d0K1bN/Tp0wfr16/HmDFj8Oqrr2LdunX4v//7P0RGRuKee+7BwoUL0bBhQ3z++ecYOXIkgKvxWk8//TSeeeYZvPPOO1i6dCmOHDmCBg0a4Pbbb8eSJUvqpBXRipKSEgQGVmLhwvqYOdOK6moLAgM5LFhgQ2Dg3ygpUV/0uAvAj46OdliAoiVaxsixBq1MJQiCh0SYH2K/UssTYiu1QkJqY8CcY8LkeLNuv/12dOzYEdnZ2RgzZgwCAgKwbNkyJCUl4f/+7//wz3/+EzNmzMBrr72G7t27Y8mSJZg7dy6OHDkC4GqcYFVVFZ577jm0adMGZ86cwdSpUzFixAh88skn3hfKR5zr+dFHGwkD719/XQTvwWZtRZyauF61CTzyCIcbbzyDxMQgv6gLWplKENqihOFBDUiE+SFSV2BJOS4mBrBaa12QoaG+rY5s27YtDh06BAAOK1gTExPx/PPPY/z48XjttdcQEhICq9UKi8VSJ+XHqFGjhH+3bNkSy5YtE2L77DdY1wLn+nM38LK2Ik4tPK3arK62YPnyT5GUdNyvRKk/weogqDT+cp9GQinDgxqQCCN8JiREmdQUHMcJ7sXdu3dj/vz5+P3331FWVoYrV67g8uXLKC8v95ic9sCBA3jmmWfw008/4cKFC0Kw/4kTJ9C+fXvfC0nIRuqqTTOKUn/PEcXyIKgk/nKfRkNJw4PSkAgjmOHw4cNISkrCsWPHcPfdd2PChAl44YUXEBkZia+++gqjR49GZWWlWxF26dIlpKenIz09HRs2bEBMTAxOnDiB9PR0Uw7s7mB9wPfH4HR/zxHlfN82WyOcPx+FyMgSh+du9PeU5cGeuIq79qcHJMIIJti7dy9+/vlnTJkyBQcOHEBNTQ0WLVokJFDdvHmzw/EhISHCrgE8v//+O0pKSvDSSy8J2z19//332twAQxhhwGctOF2LLYXMKrC8xdOOAQShNqy1PxJhhOZUVFSguLjYIUXF/Pnzcffdd2PYsGH45ZdfUFVVheXLl+Oee+7B119/jdWrVzucIzExEX/99Rf27NmDjh07IiwsDM2bN0dISAiWL1+O8ePH45dffsFzzz2n013qixEGfFaC0426pZAREdsxwGywZHEh2Gx/JMIIWVy5csVjclV3m2EDwM6dOxEfH4+goCA0btwYHTt2xLJlyzB8+HAEBASgY8eOePXVV7FgwQLMnj0bPXv2xPz58zFs2DDhHN27d8f48eORmZmJkpISIUXF+vXr8cQTT2DZsmXo1KkTXnnlFQwYMEDx+yfMg1G3FHIF60HhRtwxQC6sWVwINtsfiTDCa65cuVJnE3NXxMbG1hFi69evx/r160V/O2XKFEyZMsXhs4cfftjh71WrVmHVqlUOn91///24//77HT5zldiXIJxhsYP2BiMEhYstyrDZbLrlrlMSFi0uBJtbuZlm2yJCOr4GbkvdXsibbYjMiK/1fOoUsG9f7f8J9TH6lkKugt8LChJhszXyeJyWiG2ltWnTJpSUlOhWPqXwJOgJ/ZC7lZuakCXMDzFC4LYZ8KWezZhRnlZtagfLrjCxRRlGcPuKwaLFxZ+x71M8tT89+h4SYX4KCSxtkFPPp05dFWAAn1EeSE839h6LRhD/rK3alIPWrjApcWjOgxsrizKUhr9PMUFv1nxwrMJy30MijCAY4+hRx82+AaC6GvjjD+VEmF6bZxtB/LsTCOfOnZPcUesZIK9lbJs3cWhDhgxxSDVjxpWDzoP93LlncexYEBITryAh4WYAN+s+0fBXWK1zEmEEwRitW9e6IO2FWGAg0KqVMuc3o6tTC7KzswGIB7brHSCvpSvMm+SkERERwt8su0t9xf6ZxscDnTvLOw/rK10JZSARRhAMUVJSgsDASixcWB8zZ1pRXW1BYCCHBQtsCAz8GyUl8jte2jzbNe5cQ3KzuuudHZ712DZaOSiO3kKe0A4SYQTBCM4d76OPNhJik/766yJef732czkdL22e7R7ehVRYWChYu5Sy1Ohl8ZET26aE5UWKi9HoqUC0gLY/8h9IhBFew28lpNRxRC3OHaq72CQ5Ha8/b54thaioKMlJW6WitcVHavC7K8ufEpYXqYKTVg4SxFVIhBFeExQUhNjYWNkZ8wn9YN1VxQJKWWq0tvj4sgLMV8uLFMGp9cpBiqkijACNkoQsWBVYn3/+OW677TZcuHDBIRDYE4mJiZg8eTImT56satlYgbU0DKwNlkpZavSw+OglKqQITi1XDlJMFWEU2BxJCdMyYsQIvPXWW3jkkUfqbMo9ceJEvPbaaxg+fLikrY0I+bCSp4nFwVIpa6E/WR2lCk6lVg6KQTFVhFEgEUZoTrNmzfD+++9j8eLFqF+/PgDg8uXL2LhxI5o3b65z6Qgt0XsloTuUshayZnVUGkpOqg1mzKlG1EIijNCcTp06IT8/H9nZ2XjwwQcB1OZgat68OZKSkoTjKioqMH36dLz//vsoKytDly5dsHjxYtx8883CMZ988gkmT56MkydPolu3bhg+fHid63311VeYPXs2vv/+e0RHR+Mf//gH5s+fjwYNGqh/s4Rk9M4d5Utguxrn0ROpgz4lJ1Ufvd8LQl1IhBG6MGrUKKxbt04QYWvXrsXIkSPx+eefC8fMmDEDW7duxVtvvYUWLVpg4cKFSE9Pxx9//IHIyEicPHkSGRkZmDhxIsaNG4fvv/8e06ZNc7hOfn4++vXrh+effx5r167F2bNnkZWVhaysLKxbt07LWyY8wELuKKW2NmF5ixQpeDvoa+Vi9Cd4gS72XrAs5AlpkAgjdNnC5qGHHsLs2bNx/PhxAMDXX3+N999/XxBhly5dwqpVq7B+/XrceeedAIA33ngDOTk5WLNmDaZPn45Vq1YhOTkZixYtAgC0adMGP//8MxYsWCBcZ/78+XjwwQeFoPvWrVtj2bJl6NWrF1atWoV69eppc8MSUHODa9Y3z2Yld5RSwohVgSUGC2KYuCrk9+0DFi+u+1706DEcvXsbt50RVyER5ufotYVNTEwM+vfvj/Xr14PjOPTv3x/R0dHC9/n5+aiqqkKPHj2Ez4KDg9G1a1ccPnwYAHD48GGkpKQ4nDc1NdXh759++gmHDh3Chg0bhM84jkNNTQ0KCgrQrl07NW5PFmpaUFi3zlDuKH3hxbeYGCbLi3ZERUWhWzfXW5ilpESB9Jc5IBHmx5w6dVWAAfwWNkB6ujYWsVGjRiErKwsAsHLlSlWu8ddff+GRRx7Bo48+Wuc7FhcBqCmCWJ41+9NKQhbhRfqxY1fwzjucsK0VAAQGcpg06U5Db2tl1MD2pk1rJ8aPPAJUV9cKsH/9SzuPBaE+JML8mKNHHWdYQO2L/scf2rzk/fr1Q2VlJSwWC9LT0x2+S05ORkhICL7++mu0aNECAFBVVYXvvvtOcC22a9cO27Ztc/jdN9984/B3p06d8Ntvv6GVUrtfE6ph9pWErBMVVWtdqTvoW9C5cxO9i+cV9hY7TzFuRrDsjR5dOzH+4w+gVSsSYGaDRJgf07q1a1O3VnolMDBQcC0GBgY6fNegQQNMmDAB06dPR2RkJJo3b46FCxeivLwco//nLx0/fjwWLVqE6dOnY8yYMThw4ECd/GIzZ85Et27dkJWVhTFjxqBBgwb47bffkJOTIyk/FaEuZlhJaDbMMOjbW/aefTYWHFdr2eO4AOzYcQ/mzk0xlGWvaVNjPgdCHBJhfgwLpu7w8HC337300kuoqanBww8/jIsXL6JLly747LPP0LhxYwC17sStW7diypQpWL58Obp27YoXX3wRo0aNEs5xww034IsvvsCTTz6JW2+9FRzHITk5GZmZmarfGyEO67Fq/ooZBv2oqCgcOuTK2m/BxYtNKKaKYAILx3Gc3oUgXFNWVgar1QqbzVZHrFy+fBkFBQVISkryeYXfqVPGnvWqjZJ1TRCEdpw6BbRoUdfaf+wY9XWEungav+0JcPsN4Tc0bQr07k2dEkEQ5oK39vPRDhTYTrAGuSMJgiAI02KGGDfCvJAIIwiCIEyNGWLcCHNC7kiCIAiCIAgdIBFGEARBEAShAyTCDA4tblUfqmOCIAhCDUiEGRQ+uamn/EqEMvB17JxQliAIgiB8gQLzDUpQUBDCwsJw9uxZBAcHIyCA9LQa1NTU4OzZswgLC0NQEL0uBEEQhHLQqGJQLBYL4uPjUVBQgOPHj+tdHFMTEBCA5s2bw2KxiB9MEARBEBIhEWZgQkJC0Lp1a3JJqkxISAhZGgmCIAjFIRFmcAICAmgrHYIgCIIwIDS9JwiCIAiC0AESYQRBEARBEDpAIowgCIIgCEIHKCaMYfgkoWVlZTqXhCAIgiAIqfDjtliybxJhDHPx4kUAQLNmzXQuCUEQBEEQ3nLx4kVYrVa331s42pOFWWpqalBYWIhGjRr5ZY6qsrIyNGvWDCdPnkR4eLjexTEsVI/KQPXoO1SHykD1qAxq1iPHcbh48SISEhI8pjgiSxjDBAQEoGnTpnoXQ3fCw8Opo1EAqkdloHr0HapDZaB6VAa16tGTBYyHAvMJgiAIgiB0gEQYQRAEQRCEDpAII5glNDQUTz/9NEJDQ/UuiqGhelQGqkffoTpUBqpHZWChHikwnyAIgiAIQgfIEkYQBEEQBKEDJMIIgiAIgiB0gEQYQRAEQRCEDpAIIwiCIAiC0AESYYTu/Oc//8E999yDhIQEWCwWfPTRRw7fcxyHuXPnIj4+HvXr10daWhqOHj2qT2EZRawOR4wYAYvF4vBfv3799Cksw8yfPx8333wzGjVqhNjYWAwcOBBHjhxxOOby5cuYOHEioqKi0LBhQwwaNAinT5/WqcRsIqUee/fuXadNjh8/XqcSs8mqVatwww03CMlEU1NT8emnnwrfU1uUhlg96tkWSYQRunPp0iV07NgRK1eudPn9woULsWzZMqxevRp5eXlo0KAB0tPTcfnyZY1Lyi5idQgA/fr1Q1FRkfDfe++9p2EJjcEXX3yBiRMn4ptvvkFOTg6qqqrQt29fXLp0SThmypQp+Pjjj/HBBx/giy++QGFhITIyMnQsNXtIqUcAGDt2rEObXLhwoU4lZpOmTZvipZdewoEDB/D999/j9ttvx7333otff/0VALVFqYjVI6BjW+QIgiEAcB9++KHwd01NDRcXF8e9/PLLwmelpaVcaGgo99577+lQQvZxrkOO47jhw4dz9957ry7lMTJnzpzhAHBffPEFx3G1bS84OJj74IMPhGMOHz7MAeByc3P1KibzONcjx3Fcr169uMcee0y/QhmUxo0bc2+++Sa1RR/h65Hj9G2LZAkjmKagoADFxcVIS0sTPrNarUhJSUFubq6OJTMen3/+OWJjY9GmTRtMmDABJSUleheJeWw2GwAgMjISAHDgwAFUVVU5tMe2bduiefPm1B494FyPPBs2bEB0dDSuv/56zJ49G+Xl5XoUzxBUV1fj/fffx6VLl5CamkptUSbO9cijV1ukDbwJpikuLgYANGnSxOHzJk2aCN8R4vTr1w8ZGRlISkpCfn4+nnjiCdx5553Izc1FYGCg3sVjkpqaGkyePBk9evTA9ddfD6C2PYaEhCAiIsLhWGqP7nFVjwDwwAMPoEWLFkhISMChQ4cwc+ZMHDlyBNnZ2TqWlj1+/vlnpKam4vLly2jYsCE+/PBDtG/fHgcPHqS26AXu6hHQty2SCCMIP2Do0KHCvzt06IAbbrgBycnJ+Pzzz9GnTx8dS8YuEydOxC+//IKvvvpK76IYGnf1OG7cOOHfHTp0QHx8PPr06YP8/HwkJydrXUxmadOmDQ4ePAibzYYtW7Zg+PDh+OKLL/QuluFwV4/t27fXtS2SO5Jgmri4OACos+Ln9OnTwneE97Rs2RLR0dH4448/9C4Kk2RlZWH79u3Yt28fmjZtKnweFxeHyspKlJaWOhxP7dE17urRFSkpKQBAbdKJkJAQtGrVCp07d8b8+fPRsWNHLF26lNqil7irR1do2RZJhBFMk5SUhLi4OOzZs0f4rKysDHl5eQ7+fMI7Tp06hZKSEsTHx+tdFKbgOA5ZWVn48MMPsXfvXiQlJTl837lzZwQHBzu0xyNHjuDEiRPUHu0Qq0dXHDx4EACoTYpQU1ODiooKaos+wtejK7Rsi+SOJHTnr7/+cphxFBQU4ODBg4iMjETz5s0xefJkPP/882jdujWSkpIwZ84cJCQkYODAgfoVmjE81WFkZCTmzZuHQYMGIS4uDvn5+ZgxYwZatWqF9PR0HUvNHhMnTsTGjRvx73//G40aNRJia6xWK+rXrw+r1YrRo0dj6tSpiIyMRHh4OCZNmoTU1FR069ZN59Kzg1g95ufnY+PGjbjrrrsQFRWFQ4cOYcqUKejZsyduuOEGnUvPDrNnz8add96J5s2b4+LFi9i4cSM+//xzfPbZZ9QWvcBTPereFnVZk0kQduzbt48DUOe/4cOHcxxXm6Zizpw5XJMmTbjQ0FCuT58+3JEjR/QtNGN4qsPy8nKub9++XExMDBccHMy1aNGCGzt2LFdcXKx3sZnDVR0C4NatWycc8/fff3P//Oc/ucaNG3NhYWHcP/7xD66oqEi/QjOIWD2eOHGC69mzJxcZGcmFhoZyrVq14qZPn87ZbDZ9C84Yo0aN4lq0aMGFhIRwMTExXJ8+fbhdu3YJ31NblIanetS7LVo4juPUl3oEQRAEQRCEPRQTRhAEQRAEoQMkwgiCIAiCIHSARBhBEARBEIQOkAgjCIIgCILQARJhBEEQBEEQOkAijCAIgiAIQgdIhBEEQRAEQegAiTCCIAiCIAgdIBFGEARBEAShAyTCCIIgZFBZWal3EerAYpkIgnAPiTCCIAgAvXv3RlZWFrKysmC1WhEdHY05c+aA39ktMTERzz33HIYNG4bw8HCMGzcOAPDVV1/h1ltvRf369dGsWTM8+uijuHTpknDe1157Da1bt0a9evXQpEkTDB48WPhuy5Yt6NChA+rXr4+oqCikpaUJv+3duzcmT57sUMaBAwdixIgRwt9yy0QQBBuQCCMIgvgfb731FoKCgvDtt99i6dKlePXVV/Hmm28K37/yyivo2LEjfvzxR8yZMwf5+fno168fBg0ahEOHDmHTpk346quvkJWVBQD4/vvv8eijj+LZZ5/FkSNHsHPnTvTs2RMAUFRUhPvvvx+jRo3C4cOH8fnnnyMjIwPebufrbZkIgmAH2sCbIAgCtZanM2fO4Ndff4XFYgEAzJo1C9u2bcNvv/2GxMRE3HTTTfjwww+F34wZMwaBgYH417/+JXz21VdfoVevXrh06RI++eQTjBw5EqdOnUKjRo0crvfDDz+gc+fOOHbsGFq0aOGyPDfeeCOWLFkifDZw4EBERERg/fr1ACCrTPXq1fOpngiCUA6yhBEEQfyPbt26CQIMAFJTU3H06FFUV1cDALp06eJw/E8//YT169ejYcOGwn/p6emoqalBQUEB7rjjDrRo0QItW7bEww8/jA0bNqC8vBwA0LFjR/Tp0wcdOnTAfffdhzfeeAMXLlzwuszelokgCHYgEUYQBCGRBg0aOPz9119/4ZFHHsHBgweF/3766SccPXoUycnJaNSoEX744Qe89957iI+Px9y5c9GxY0eUlpYiMDAQOTk5+PTTT9G+fXssX74cbdq0EYRSQEBAHddkVVWVz2UiCIIdSIQRBEH8j7y8PIe/v/nmG7Ru3RqBgYEuj+/UqRN+++03tGrVqs5/ISEhAICgoCCkpaVh4cKFOHToEI4dO4a9e/cCACwWC3r06IF58+bhxx9/REhIiOBajImJQVFRkXCt6upq/PLLL6L3IKVMBEGwAYkwgiCI/3HixAlMnToVR44cwXvvvYfly5fjsccec3v8zJkzsX//fmRlZeHgwYM4evQo/v3vfwtB8Nu3b8eyZctw8OBBHD9+HG+//TZqamrQpk0b5OXl4cUXX8T333+PEydOIDs7G2fPnkW7du0AALfffjt27NiBHTt24Pfff8eECRNQWloqeg9iZSIIgh2C9C4AQRAEKwwbNgx///03unbtisDAQDz22GNC2gdX3HDDDfjiiy/w5JNP4tZbbwXHcUhOTkZmZiYAICIiAtnZ2XjmmWdw+fJltG7dGu+99x6uu+46HD58GP/5z3+wZMkSlJWVoUWLFli0aBHuvPNOAMCoUaPw008/YdiwYQgKCsKUKVNw2223id6DWJkIgmAHWh1JEAQB16sRCYIg1ITckQRBEARBEDpAIowgCIIgCEIHyB1JEARBEAShA2QJIwiCIAiC0AESYQRBEARBEDpAIowgCIIgCEIHSIQRBEEQBEHoAIkwgiAIgiAIHSARRhAEQRAEoQMkwgiCIAiCIHSARBhBEARBEIQOkAgjCIIgCILQgf8HFkwbEKpg6twAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 1,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# # Define labels, and split training and validation data\n",
+        "input_labels = list(input_data.columns)\n",
+        "output_labels = list(output_data.columns)\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogates with PySMO\n",
+        "\n",
+        "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
+        "\n",
+        "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -534397.59515\n",
+            "(x_ 1 )^ 1      | -2733.579691\n",
+            "(x_ 2 )^ 1      | 1036.106357\n",
+            "(x_ 1 )^ 2      | 32.409203\n",
+            "(x_ 2 )^ 2      | -2.852387\n",
+            "(x_ 1 )^ 3      | 0.893563\n",
+            "(x_ 2 )^ 3      | 0.004018\n",
+            "(x_ 1 )^ 4      | -0.045284\n",
+            "(x_ 2 )^ 4      | -3e-06\n",
+            "(x_ 1 )^ 5      | 0.000564\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 4.372684\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
+            "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
+            "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
+            "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -519.862457\n",
+            "(x_ 1 )^ 1      | -8.820865\n",
+            "(x_ 2 )^ 1      | 3.676641\n",
+            "(x_ 1 )^ 2      | 0.18002\n",
+            "(x_ 2 )^ 2      | -0.010217\n",
+            "(x_ 1 )^ 3      | -0.000783\n",
+            "(x_ 2 )^ 3      | 1.4e-05\n",
+            "(x_ 1 )^ 4      | -6.9e-05\n",
+            "(x_ 2 )^ 4      | -0.0\n",
+            "(x_ 1 )^ 5      | 1e-06\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 0.010367\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
+            "Coeff. additional_regression_features[ 2 ]:  0.0\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
+            "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
+            "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Create PySMO trainer object\n",
+        "trainer = PysmoPolyTrainer(\n",
+        "    input_labels=input_labels,\n",
+        "    output_labels=output_labels,\n",
+        "    training_dataframe=data_training,\n",
+        ")\n",
+        "\n",
+        "var = output_labels\n",
+        "trainer.config.extra_features = [\n",
+        "    \"pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature\",\n",
+        "    \"pressure/temperature\",\n",
+        "    \"temperature/pressure\",\n",
+        "]\n",
+        "# Set PySMO options\n",
+        "trainer.config.maximum_polynomial_order = 5\n",
+        "trainer.config.multinomials = True\n",
+        "trainer.config.training_split = 0.8\n",
+        "trainer.config.number_of_crossvalidations = 10\n",
+        "\n",
+        "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
+        "poly_train = trainer.train_surrogate()\n",
+        "\n",
+        "# create callable surrogate object\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
+        "# save model to JSON\n",
+        "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing surrogates\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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8eTMAwMvLC8HBwWjfvj0GDx6MESNGmD06bdOmTUhLS0NhYaEdS0tERK4mPz8fa9eu1T1XqwNQUBCC4OB8qFTFuu2pqakuH34YfBzImWm5V69e2LhxIyorK3H9+nV89dVXmDx5Mj799FN88cUX8PLiR4GIiAyr/t114kRH7NzZF0J4QKHQoF+/XUhIOFnrOFfFbzsHqZmWjbFXWvbx8dFN5NikSRMkJCTgoYcewhNPPIFNmzZhzJgxWL58OTZu3Ijff/8dwcHB6NevH15//XU0bNgQ3377LUaOHAngr47Hc+fOxbx587BlyxasWrUKmZmZ8Pf3R/fu3bFy5Uo0btxY8usgInK0+tLEIwW1OkAXegBACA/s3NkX8fEX9Gp+XBmDj4OYm4IdmZa7d++ODh06ID09HWPGjIGHhwdWr16NuLg4/P7773j++ecxffp0vPXWW+jSpQtWrlyJOXPmIDMzEwDQsGFDAEB5eTkWLFiAVq1a4caNG5gyZQpGjBiBL7/80mHXQkRkD87+o9XVFBSE6EKPlhAeKCgIZvAh99C6dWucPn0aAJCWlqbbHhsbi9deew3jx4/HW2+9BaVSCZVKBYVCUWsJkFGjRul+bt68OVavXo0HHngAt2/f1oUjIiJ35Ip/tDpTcHA+FAqNXvhRKDQIDi5wYqksw+HsMieE0DVd7d+/H0888QSaNGmCgIAADBs2DPn5+SgpKTF5juPHj6Nfv35o1qwZAgIC0K1bNwDApUuX7F5+IiJyHJWqGP367YJCUbVepbaPj7vU9gCs8ZG9c+fOIS4uDhcvXkTfvn0xYcIELFy4EMHBwTh8+DBGjx6NsrIyo0t03LlzB8nJyUhOTsaHH36IsLAwXLp0CcnJybL5C4iISE4SEk4iPv4CCgqCERxc4FahB2DwkbVvvvkGZ86cwYsvvojjx49Do9Fg2bJluuHtH3/8sd7xSqWy1hISv/76K/Lz87FkyRI0bdoUAPDTTz855gKIiMgpVKpitws8WmzqkonS0lLk5ubi6tWrOHHiBBYtWoS///3v6Nu3L5599lm0aNEC5eXlWLNmDX7//Xds2bIF69ev1ztHbGwsbt++jQMHDiAvLw8lJSVo1qwZlEql7nVffPEFFixY4KSrJCKyL7U6ANnZsVCrA5xdFIcyd41Kd1jLkjU+MvHVV18hMjISXl5eaNSoETp06IDVq1dj+PDh8PDwQIcOHbB8+XIsXboUs2bNQteuXbF48WI8++yzunN06dIF48ePR0pKCvLz83XD2Tdt2oSXX34Zq1evRkJCAt58803079/fiVdLRCQ9U/PXSM3VhtCHhIQgNTVVr0yFhYWoqKjQPff29kZZWRlycnKcUkZzKYQQwtmFcCVFRUVQqVRQq9UIDAzU23f37l1kZ2cjLi4ODRo0sOi8HBJpGVvuNRGRVHJycvDOO+9ArQ7AypVptUYzpaWthEpVjLFjxyIyMlKS93SH7wtXnMnZ1Pd3dazxcRBDabkmV03HRERypW26qWv+GimbeNxhCL07z+TM4ONADDVERO5F+0frxYsV2LJFQKNR6PZ5egpMmtQbsbFedv3/u7HaFFfgjjM5M/gQERGZEBISgpAQ4J13gHHjgMpKwNMTePttBRITw+363qZqU/Ly8gBY31ogRT8id5zJmcGHiIjIDKNHA8nJwIULQIsWQHS0fd+vrtqU9PR03bGW9qWRqh+RO87kzOBDRERkpuho+wceLUtqU2rW3NRVm6NWq80qQ119dLQzOdeslXLV2h6AwYeIiMglGapNATS4c8cfanWA0XBhbm1Odbb0I3K3mZwZfIiIiFxQzdoUQANAgU8/fcrkPEKWjqSSYn4id5rJmcGHiIjIhVQfGq+tTbl8ORo7dvwDQlSNKrNk9JSp2hxrR2WZO3y/sLAQJSUlRtd71J7LkaOeGXyIiEg2pJoR2Z4zK1ef9y0vLw/p6ekoKPjTqtFTddXmWDsqS1vGmzdvYvv27UaPq7nmoytMdMjgQzb79ttv8fjjj+PWrVsICgoy6zWxsbFIS0tDWlqaXctGRKQl1UgmR8ysXPN11oyeMlWbA1SFHm/vUqtHZYWEhNQKf6Zql1xlokMuUioDI0aMgEKhwPjx42vtmzhxIhQKBUaMGOH4ghEROZBUMyIb+rI3tHCplF/m2v4+CoUGAMwaPWWsNufo0c5YuTINmzcPx4YNY9C+/WmLzmvMiRMddedduTINJ0501O0zFsKcsdgra3xkomnTpti2bRtWrFgBX19fAFXrYW3duhXNmjVzcumIiBxPihmRLe0YbGkTmaH+PoZGTxnqc2NsVFhGRpJeADl9uj1Gj/5/KC9XmnVeQ+rqK+RKEx0y+MhEQkICsrKykJ6ejiFDhgAA0tPT0axZM8TFxemOKy0txbRp07Bt2zYUFRWhU6dOWLFiBR544AHdMV9++SXS0tJw+fJlPPTQQxg+fHit9zt8+DBmzZqFn376CaGhofi///s/LF68GP7+/va/WCKiOkgxksnSjsHWNJHZss6joTl2kpIycOTIw3rHCeGB8nIl4uL+wOOPP47GjRtDpVJZ1E+prmDjShMdsqnLSa5cAQ4erPrXUUaNGoWNGzfqnr/33nsYOXKk3jHTp0/Hjh07sHnzZpw4cQItWrRAcnIyCgqqPpyXL1/GgAED0K9fP5w6dQpjxozBzJkz9c6RlZWFXr16YeDAgTh9+jS2b9+Ow4cPIzU11f4XSURuJT8/Hzk5OUYf+fn5kr+nVM0upr7sDbG2qS0kJASRkZFGHzXDSc1aorS0lRg+fBPS0laic+ejumYtreoB5ODBg9i+fbvFnbO1wcbYea1pqrMX1vg4wYYNwNixgEYDeHhUrf8yerT933fo0KGYNWsW/vjjDwDADz/8gG3btuHbb78FANy5cwfr1q3Dpk2b0Lt3bwDAu+++i3379mHDhg2YNm0a1q1bh/j4eCxbtgwA0KpVK5w5cwZLly7Vvc/ixYsxZMgQXcflli1bYvXq1ejWrRvWrVuHBg0a2P9iicjlOaKTsCFSNbu4Ui1GdYZqibSjwwCYNdOyqZBWvblOu16YOTM4u8pEhww+Dnblyl+hB6j6d9y4qvVf7D0NelhYGPr06YNNmzZBCIE+ffogNDRUtz8rKwvl5eV4+OG/qkG9vb3x4IMP4ty5cwCAc+fOoXPnznrnTUpK0nv+888/4/Tp0/jwww9124QQ0Gg0yM7Oxr333muPyyMiNyNVZ2NLSRVYbF2uwZ6rrtdVC6QNIN7eZSgv9zE5E3R1psKqOcHGFSY6ZPBxsPPn/wo9WpWVVYveOWL9l1GjRumanP71r3/Z5T1u376NcePG4YUXXqi1jx2picgYY0FAW6ugZeuEd1KuL2VJLUZhYaHuZ1N9jAoLCxEZGWlxWUzR1gJdu3YN6enpUKmKkZXVwuJ+Tuas3WXNfTS3E7UUGHwcrGXLquat6uHH07NqpV9H6NWrF8rKyqBQKJCcnKy3Lz4+HkqlEj/88ANiYmIAAOXl5Th27Jiu2eree+/FF198ofe6//znP3rPExIS8Msvv6CFoy6KiNyeqSBQfRVyLWuav2wZIWXsPIDxL/uax1VUVACou1O09jipVZ93x9oZm2syFlYHDBiga1HgzM0yFx1d1adn3Liqmh5PT+Dttx232q+np6eu2crT01Nvn7+/PyZMmIBp06YhODgYzZo1w+uvv46SkhKM/l8npPHjx2PZsmWYNm0axowZg+PHj2PTpk1655kxYwYeeughpKamYsyYMfD398cvv/yCffv2WbxwHhHVf9Z8CVvT/GXLCCkpz+MKQ7ulKIO5I+P8/PwcHm5MYfBxgtGjq/r0XLhQVdPjqNCjFRgYaHTfkiVLoNFoMGzYMBQXF6NTp074+uuv0ahRIwBVTVU7duzAiy++iDVr1uDBBx/EokWLMGrUKN052rdvj0OHDmH27Nl49NFHIYRAfHw8UlJS7H5tROR+6hodJWU/GKm+fG05T3BwPgABQKHb5uhO0Zb2c9J2aNY2O9Y1K/SyZSecuiyFKQw+ThId7bjAU7NGpqbPP/9c93ODBg2wevVqrF692ujxffv2Rd++ffW21RwW/8ADD2Dv3r1Gz3Hx4kWTZSIi+TD2JXztWhTef/9Zm+bacSXe3t7VnukHHyGMHWc9Q5MlWjIKq/p5atbWm5oVWjtBojOXpTCFwYeIiJzK0Jdwjx77sX9/D5v7oLgSlUoFoCo01J5G769mJu1xtjBnqgBz+zkZCizGwuqRI0nQXpur/s4YfIiIyClMdTa2pQ+KPVdOl4Ij5v8xt3Zl5Mi/6U1rAtR9f7QdmquHU1OzQjtjWQpTGHyIiMgp6ppoz5pw4KxJES0h5XB6W4WGhlo0dL5mh+YePfYjKuqa7vdSfR0wwDUmdKyJwYeIiJzGWPiwNhwYWjndUOdoZ/Q3MXc4ffX5fqq/1pagJsVkiYY6NO/f3wNpaSt153SVQGcKg48VRPVeaGQXvMdE8iTVXDuANAuRSsnYMHi1Wo3t27frnn/88ccGX29tLZVU98Gc5kdXWZbCFAYfC2jnvSkrK4Ovr6+TS1O/af/HUHOuISKq36Saa0eqCfqkZk5wkbKWSsr7YG7fJFdYlsIUBh8LeHl5wc/PDzdv3oS3tzc8PLi4vT1oNBrcvHkTfn5+8PLiR5RIbqToe+MKkwRaQ+paKinvg619kxy5LIUp/FaxgEKhQGRkJLKzs3UrnJN9eHh4oFmzZlAoFHUfTERUg6uunG6KpbUzpkavaefrkeI+mNv8OGjQIAQFBRk9hytMXggw+FhMqVSiZcuWLjMRU32lVCpZo0ZEVnOlkVPmsqR2xtzRa3XdB3NqYaRqfnQVDD5W8PDwQIMGDZxdDCIiMsEdOtpWZ0ntjLl/fA8YMABjx4ZizpybuHjRC7GxFYiKegDAAxaFFXcJNeZg8CEiIqeScsJBa1dOdwX2qKXSztMTGQkkJkpYWDfG4ENEREbZexZkqSccdPdmGWtrqaSYp0cuGHyIiMggR8yCbI8JB1011Bhjay2Vq81X5OoYfIiIZMicmhxHz4Is1y9wW2qpXHW+IlfG4ENEJDPm1uSkpKTofrZ3KJH7F7i1tVTuOl+RM3G8MBGRzBiqycnOjoVaHaC3vby8XLffUCipebwtTH2Bk3HakWDVufp8Rc7GGh8iIhkzpybHEbUK7jjhoDNp+/tIMU+P3DD4EBHZkb1HRdnC3OYlR4QSd5xwsC72/N3X7Bdk6zw9csLgQ0RkJ44YFWWLumpybt26BcBxocRdJhw0J9AAsPvvvvrrOE+P+Rh8iIjsxNzRTs5aAqeumpyDBw/qttsrlLjbhIPmhtlBgwbpPbf3iDgyH4MPEZFMmVOTU/MLW+pQ4owJB21pgjJ3iH9FRYXuZ7kO03dVDD5ERA7iirPrmqrJMfWFPWDAAISGhkoSShzZzFezxsbY78ScJihzAo3ch+m7IgYfIiIHcKW/+s1pXqrrC1u7BpS7qV5jY+p3UlZWZrBmKC8vD4D5gYbz7LgeBh8iIjtztb/6TTUv5eXlIT093SFf2NWDRWFhoa55KDfXC5cu+SA+XoNWrfwBSN/cVdfvpLCwEB9//LHR15t7fzhM3/Uw+BAR2Zmj/uq3pO9KXSHC1i/suspSUlKCDz74QPdc2+R07Vok9u/vYbAWRsrRb3X9Tqr30alePm2TmLn3pz4O03d3DD5ERHbmiL/6pR46b8sXtrn9aLSqNzkBAoACQO1aGEtGQBkLXtqmKkt+J8aaxMy9P+4yTF8uGHyIiOzEkbPr2mNBUWu/sM3tR6MtZ/UmJ23o0bKmZsyc4GVusDPVJGbq/nh7e+udx9WH6csJgw8RkZ04a3ZdWzpSSzmvjjl9mww1OVVnTc2YucHLnGBXV5OYsfsTFhbm8GH6ZB4GHyIiO3L07Lq2dqSWcl4dc/o2GWpy0jZ32dofxpx7YSy4aNXVJKYd1l8dA41rY/AhIqpHpOhILdWXtjn9aAw1OfXosR9RUdds7g9jy73QNlXV1STmrsP65axeBp9//etfeOONN5Cbm4sOHTpgzZo1ePDBB51dLCIiu3Ol4dPm9qOxV+dfa2prgKoam+o1XuycXL/Uu+Czfft2TJkyBevXr0fnzp2xcuVKJCcnIzMzE40bN3Z28YjICVx5hXSp2Wv4tLX30NzQUFeTkzVsqa3Jz883q3zsnOx+6l3wWb58OZ577jmMHDkSALB+/Xrs3r0b7733HmbOnOnk0hGRozl6hXRXCFlS11DYusyDVKGmpKQEOTk5RvcburfW3gtnrCFGjlGvgk9ZWRmOHz+OWbNm6bZ5eHigR48eyMjIMPia0tJSlJaW6p4XFRXZvZxE5DiOXCHd0SGrOnuucm7JMg+WvMfQoUPh5+cHQH/mZi1vb2+oVCoAxic8NBS+arI2eDHU1E/1Kvjk5eWhsrIS4eHhetvDw8Px66+/GnzN4sWLMX/+fEcUj4hcgD0XCrXHXDrmckQNhbkjxqwpS10dhKvX9NQVvswNXmymkqd6FXysMWvWLEyZMkX3vKioCE2bNnViiYjIXhy5UKgzFiW1dw2FJaOk7FUWc8IXm6nIlHoVfEJDQ+Hp6Ynr16/rbb9+/ToiIiIMvsbHxwc+Pj6OKB4ROZEjFwp1tUVJpeIKI8bMDV8MNWSM8eky3ZBSqURiYiIOHDig26bRaHDgwAEkJSU5sWRE5GymvjDd+b0cSTtKSqHQAIBTFtzUhq/quNo5WaJe1fgAwJQpUzB8+HB06tQJDz74IFauXIk7d+7oRnkRkTw5srbCFWpG7MXUKCntAqDXrnkgO9sLcXEViIqqCilSNS1xtXOyVb0LPikpKbh58ybmzJmD3Nxc3H///fjqq69qdXgmInlx5Bdmff9yNjZKKj093WTfJqlGs3FCQbJFvQs+QNV/XIaGNBKR/FQfuWPqC1PqET716cvZ3HtTV98mKUez2WPCQ5KHehl8iIi0HDnCx55z6ThTXfcwLy8P6enpkqwTZgyHqJNUGHyIqN5z1Aif+jyM2pwy27NvU32+t+RYDD5ERBKS8xevvfs2yfneknQYfIiISDL1qW8T1U8MPkRUL7jC4qBURdu3Sa0OQHZ2rG7Jjry8PP4eyOkYfIjI7TlzcVAyzNCwdiAdAH8P5FwMPkTk9py5OKirsqUGrPprzZmMsOZIKkcOayeyFIMPEdUrzlgc1NXUrAEzFgQN1bxUf625kxFqR1xdu3bN7sPaiWzF4ENE9UZ9XRzUUtVrVEyFF0M1L9ptltbahISE6LbV5yU7yP0x+BBRveEuNQ2O6ohtSxC05V7W9yU7yL0x+BBRveGomgZb+884qiO2LeHF1nvJYe3kqhh8iKjecERNg63BxdaO2OaELi1bwosU95LraZErYvAhonrF3jUN5o5IMuc4Sztim9tpedCgQQBsDy+staH6iMGHiNyeMxcHNRY+zHmdpf1v6uq0XBVSQvDf/6p1x9kaXiypteFCouQOGHyIyO05awFLUzU2eXl5Jt/blv43hkLTF1/0hUJR9fP772vQr98NXVmMhRepZ1LmQqLkDhh8iKhecPSXaV01Nunp6XrH1+zzY0v/G0OhCfCAEDBYluplrl47pS1j9bLZWmvDUEOujsGHiMgKxmpsLl+ORkHBn3V2Vral/42h0FRTzdojc+fzYa0N1XcMPkREVjAcPjTYseMfZndWNtX/pnpTGVAVNtTqqr47NUMToAGg+N+jSvXaI0v7EzHUUH3G4ENEZAVj4UOIqvBhLFyY0xFbrQ7AsmUnTHaYjo+/gIEDdwAQaNr0CrKyWhitPXKXiR2JHIHBh4jIAtWDS/Uamzt3/PHpp0/pHWsoXBhqSsrLy9P1tzFniLuxY4zVHnEJCaK/MPgQEVmgZnDRhha1OsDscGGsKcmcJqm6jjFUg8MlJIj+wuBDRGQhQ8FFinBhTpOUtc1WnIyQqAqDDxGRRGwNF+Y0Sdm6DAUDD8kdgw8RkQ2knDXanFqjrKwWuvl6ANQ6ZsCAAQgNDQUAqNVqbN++3eJrIKrPGHyIiGwg9bw3pmqNtP17gL9qe4SoGuGlFRoaisjISABAZGQk5+QhqoHBh4jITOasjC5FiDBWa2RsxmZT/XsYaoj0MfgQEZmh5sroxtRcmsIc5jY1mdO/h81WRKYx+BARmaFmTY+xVdlN1QgZU1dzmXbIfF19gFJSUljDQ1QHBh8iIguZM8mgpaToA6RSqWwqA5EcGF/hjoiIajE2gaBaHeCwMqhUxYiL+4ND04mswOBDRGQBUxMI2ou5/XbYv4eobmzqIiKLOGpkk6tyxrpXUg+ZJ5IzBh8iMlvNkU3GOvhaM7LJXThr3av6ej+JHI3Bh4jMVr3GwVQHX2tGNrkTrntF5L7Yx4eILOYKHXwdzdDSFIY6GLOfDZFrY40PEVnM2hXCq3N0XyFb34/9bIjqBwYfIrKYrR187TkLsj3fj6GGyP2xqYuILKbt4KtQaADUXiG8Lub2AZKqr5Cj34+IXBdrfIjIKlJ28DU2OsxeHP1+ROQ6GHyIyGrGVhG3hD2Wf3Cl9yMi18KmLiIym9QzCDt6dJgcR6MRkT7W+BCR2aQe2STF6DBLOPr9iMj1MPgQkUWkHNnk6OUfnLHcBBG5FjZ1EZHT2Do6zNXfj4hcD2t8iNxE9Qn4rl3zQHa2F+LiKhAVVfUl7k6T51XvA2RqdJhUsyA7+v2IyHUphBDC2YVwJUVFRVCpVFCr1QgMDHR2cYgA6E/AZ2pUkjstDupuMzcTkWsz9/ubNT5EbkD7hW1sVFJ8/AWoVMVuNQGfo0MGQw0RAQw+RG7FVUclsTaFiNwFgw+RG3HEqCRLQ4yj190iIrIFgw+RG9GOSqrZx0eq2h5rQgzXwSIid8LgQ+RmpFwjqyYpQgzXwSIiV8bgQ+SGpFgjyxyWhhiug0VEro7Bh4gMsjTE1DXijIjIFXDmZiI3IPXioHWxZjFPUyPOiIhcBWt8iJzI3BFUUi8OaqwseXl5AKwbNs91sIjIHTD4EDlJzRFUxvrTaEdQ2XMoeM2yWBNi7D3ijIhICgw+RE5SvfbGVH8aU7U8Uk0cWPMcloQYroNFRO6EwYfIyaztFGzPiQPV6gA0anQLo0f/P5SXK02GGEc0wxERSYXBh8jJrF2GombQMNZUZunEgYZqn+Li/gAADBgwAFFRUbVCDEMNEbkLBh8iJ5OiU7BU8+fUVfsUGhrKkENEbo3D2YmcTNufRqHQAIDFnYKtGXpuDIekE1F9xxofIhdgyzIUUq7YziHpRFTfscaHyEWoVMWIi/vD6rBSnbVhxdbaJyIiV8caHyInkWo2Zinmz+GQdCKSCwYfIieRchi4rSu2c0g6EckFgw+RE9kSJGrWvhhbsd3cWhqGGiKSAwYfIjdlay2NVLM+ExG5E7cIPhcvXsSCBQvwzTffIDc3F1FRURg6dChmz56t99fs6dOnMXHiRBw7dgxhYWGYNGkSpk+f7sSSk7u4cgU4fx5o2RKIjnZ2acxnbTCx56zPRESuzC2Cz6+//gqNRoO3334bLVq0wNmzZ/Hcc8/hzp07ePPNNwEARUVF6NmzJ3r06IH169fjzJkzGDVqFIKCgjB27FgnXwG5Im2Nx9atvpg+XQWNRgEPD4HXX1fjmWf+rNc1HubO5mzprM9ERK7OLYJPr1690KtXL93z5s2bIzMzE+vWrdMFnw8//BBlZWV47733oFQq0bZtW5w6dQrLly9n8KFatDUeanUAVq5MgxAKAIBGo8C0aYG4evU9qFTFsqnxMLbcBRFRfWN28CkqKjL7pIGBgVYVxhJqtRrBwX/NJpuRkYGuXbvqNX0lJydj6dKluHXrFho1amTwPKWlpSgtLdU9t+Q6yb7s2fykrcmoa/I/OdR4mFruIi8vT+/Y+lwLRkTyYHbwCQoKgkKhMHmMEAIKhQKVlZU2F8yUCxcuYM2aNbraHgDIzc1FXFyc3nHh4eG6fcaCz+LFizF//nz7FZassmEDMHYsoNEAHh7AO+8Ao0dL/z5yn6m4rrW50tPTa71GLrVgRFQ/mR18Dh48KPmbz5w5E0uXLjV5zLlz59C6dWvd86tXr6JXr1546qmn8Nxzz9lchlmzZmHKlCm650VFRWjatKnN5yXr5Ofn4+LFCowd2xgajbb5CRg3TuD++28gNtZL0i9dKSb/c2fWLHchh1owIqq/zA4+3bp1k/zNp06dihEjRpg8pnnz5rqfr127hscffxxdunTBO++8o3dcREQErl+/rrdN+zwiIsLo+X18fODj42NhycketP1usrNjodEM19tXWanAmjV7EBf3h+Q1DrZO/mcpVxpGbk2NV15eHpu8iMhtWd25ubCwEBs2bMC5c+cAAG3btsWoUaOgUqnMPkdYWBjCwsLMOvbq1at4/PHHkZiYiI0bN8LDQ/+v1KSkJMyePRvl5eXw9vYGAOzbtw+tWrUy2sxFrkUbBur6MrZHjYOxyf+k5mrDyE3VeBnr8Kxt/mKTFxG5I6uCz08//YTk5GT4+vriwQcfBAAsX74cCxcuxN69e5GQkCBpIa9evYrHHnsMMTExePPNN3Hz5k3dPm1tzjPPPIP58+dj9OjRmDFjBs6ePYtVq1ZhxYoVkpaF7K8+Nz+5yjDyutbmMtXh2VFlJCKyB6uCz4svvoj+/fvj3XffhZdX1SkqKiowZswYpKWl4bvvvpO0kPv27cOFCxdw4cIFRNcY3iOEAACoVCrs3bsXEydORGJiIkJDQzFnzhwOZXdTjm5+chZnDSMPCQnBoEGD8PHHHwPQr/Gqq8MzEZE7s7rGp3roAQAvLy9Mnz4dnTp1kqxwWiNGjKizLxAAtG/fHt9//73k70/OYc/mJ6lWRreFJcPItWWRsmkpKChI77k2hN2542eww/Ply9FQqc5J9v5ERM5gVfAJDAzEpUuX9EZbAcDly5cREBAgScGI7MnZq5FbM4wcsF+/muohDNAAEAD0p6/YseMfKCur3eRFROROrAo+KSkpGD16NN5880106dIFAPDDDz9g2rRpGDx4sKQFJLIXZ3bMrWsYubEmsLr61VgzYqxmCAOqh5+/ysgmLyKqD6wKPm+++SYUCgWeffZZVFRUAAC8vb0xYcIELFmyRNICEtVHpkaumdOx2BBrR4wZCmGAB7p2PYjvvntcb2tdc/wQEbm6mv+3M4tSqcSqVatw69YtnDp1CqdOnUJBQQFWrFjBOXHIaq7Q78ZRtCPXFAoNAOgCDgCDTWBqdd1NyNVHO5pSs0ZIG8KqUyg0uOee8wa3y2VWayKqn2xapNTPzw/t2rWTqiwkc87ud+MIdQ0jz86OtXgmZaCqtmf79u1WlcXY9AHR0TkmpxWoDwGUiOTHquBz9+5drFmzBgcPHsSNGzeg0ej/VXjixAlJCkfy486hxhzGwl1eXh7S09OtXjvMUFisa6h8zbLMmXMTFy96ITa2Av7+96C8PA6DBnnpbY+KegDAA24fQIlIvqwKPqNHj8bevXvxj3/8Aw8++GCdi5cS0V9MBQapJm80t59Q9bJERgKJidpn4XrH/bWdiMi9WRV8du3ahS+//BIPP/yw1OUhkj1bJ29UqwPwxRd9oe3Cx9FYRER/sSr4NGnShPP1EEmoZn8ZY5M3mtOv5ujRzqg5boGjsYiIqlgVfJYtW4YZM2Zg/fr1iImJkbpMRLIjVcdutToAGRlJBvZwNBYREWBl8OnUqRPu3r2L5s2bw8/PT7caulZBAf8HS2QpKToLG56TB+jSJYOjsYiIYGXwGTx4MK5evYpFixYhPDycnZuJXISxUWGdOx8FAAwaNIijsYhI1qwKPkeOHEFGRgY6dOggdXmIyAp1zcmjre1p3LixM4tJROR0VgWf1q1b488//5S6LERkJVNz8nDuHSKiv1gVfJYsWYKpU6di4cKFaNeuXa0+PoGBgZIUjshRrFnc09UYn5OHiIi0FEIIYemLPDyq+g/U7NsjhIBCoUBlZaU0pXOCoqIiqFQqqNVqBjiZsHZxTyIich3mfn9bVeNz8OBBqwtG5Gpq1vQYW+rBVI0QERG5B6uCT7du3cw67vnnn8err76K0NBQa96GyOHMXeqBiIjcU+0JPyT0wQcfoKioyJ5vQSQZtTpAF3qAv5Z6UKs5SzkRUX1h1+BjRfchIqcxNPmfdqkHIiKqH+wafIjciXbyv+oUCi71QERUnzD4EP2PdvI/bfipOfkfERG5P6s6NxPVVwkJJxEffwEFBcEIDi5g6CEiqmcYfEj2ai7aqVIVGww8XNyTiMj9WRx8KioqsGjRIowaNQrR0dEmjx06dCgnASTJ2Gt25ZrLPUh5biIici1WzdwcEBCAM2fOIDY21g5Fci7O3OyaOLsyERGZYteZm7t3745Dhw7Vy+BDtbnCOlacXZmIiKRgVfDp3bs3Zs6ciTNnziAxMRH+/v56+/v37y9J4cjxaoacwsJCfPzxx3W+zpE1LZxdmYiIrGVV8Hn++ecBAMuXL6+1z90XKZUzc5uTDLl27ZpeYLJXLZCx2ZXj4y9wBBYREdXJquCj0WjqPojcji3NROnp6bW22aMWyNTsyvYIPq7QzEdERNKxKvi8//77SElJgY+Pj972srIybNu2Dc8++6wkhSPHyc/PR15enqTntEd/G+3sytXDj71mV2aHaiKi+seqmZtHjhwJtVpda3txcTFGjhxpc6HIsbRf8IZqbVyNI2dXNtShOjs7ttaipexQTUTkPqyq8RFCQKFQ1Np+5coVqFQqmwtFjuVuX9zOmF3ZVIdqYzVlbAYjInI9FgWfjh07QqFQQKFQ4IknnoCX118vr6ysRHZ2Nnr16iV5Icl1GBpGbmxouZTsPbuyob482kBTV4dqUzVlbAYjInItFgWfJ598EgBw6tQpJCcno2HDhrp9SqUSsbGxGDhwoKQFJOepGWgM1XoAcMjQcnvOrlxXXx5zOlRzXiEiIvdgUfCZO3cuACA2NhYpKSlo0KCBXQpFzlcz5PTosR/79/fQq/X44ou+UCjgsKHl9qo5qWtyxLo6VHNeISIi92FVH5/hw4cDqPrCuHHjRq3h7c2aNbO9ZOQ0hpp2qoeev3ig5oIn9hxa7gjGQky/frtqbVepijmvEBGRm7Eq+Jw/fx6jRo3CkSNH9LZrOz1zAkP3ZqxpR6EQEKJ6p3aNXo0PoF8T4m6rmZsKMcY6VDt6XiEiIrKNVcFnxIgR8PLywq5duxAZGWlwhBe5L2NNO7NnF2PxYhUqKwFPT4GlS4sAADNmqFBZqdBte+aZwW45oqmuEGOoQ7Uj5xUiIiLbWRV8Tp06hePHj6N169ZSl4ecwFDNTFJSBjIykvSadtLSHsa4ccCFC0CLFgpERwcBAFJSam4LcmTxJVNXiBkwYABCQ0MBVI34Sk9P180rZKgZjIiIXI9VwadNmzaSz/JLzlN9xNTWrb549VUVNBoFFAqB8eNvY8yYO4iNfVhXgxMdrf/66Oja29xRXSEmNDQUkZGRtV7njHmFiIjIOlYFn6VLl2L69OlYtGgR2rVrB29vb739gYGBkhSOHCckJARXrgDTpwPavupCKPDuuw0xe3ZDuFmrldXMDTH2nleIiIjsw6rg06NHDwBA9+7d9fr3sHOzezt//q/Qo1VZWdWMVR9qdIyxJsTYc14hIiKyH6uCz8GDB6UuB7mAli0BDw/98OPpCbRo4bwyOYK1IYahhojI/VgVfLp164bvv/8eb7/9NrKysvDpp5+iSZMm2LJlC+Li4qQuIzlIdDTwzjvAuHH438gt4O2363dtjxZDDBGRPFi1OvuOHTuQnJwMX19fnDx5EqWlpQAAtVqNRYsWSVpAcqzRo4GLF4GDB6v+HT3a2SUiIiKSjlXB57XXXsP69evx7rvv6nVsfvjhh3HixAnJCkfOER0NPPaYPGp6iIhIXqwKPpmZmejatWut7SqVCoWFhbaWiYiIiMgurAo+ERERuHDhQq3thw8fRvPmzW0uFBEREZE9WBV8nnvuOUyePBlHjx6FQqHAtWvX8OGHH+Kll17ChAkTpC4jERERkSSsGtU1c+ZMaDQaPPHEEygpKUHXrl3h4+ODl156CZMmTZK6jCRj+fn5nCuHiIgkoxBCCGtfXFZWhgsXLuD27dto06YNGjZsKGXZnKKoqAgqlQpqtZozUDtZfn4+1q5dq3uuVgegoCAEwcH5ehMMpqamMvwQEcmcud/fVtX4aCmVSrRp08aWUxAZVb2m58SJjrXW0EpIOFnrOFOq1x5du+aB7GwvxMVVICqqasZG1h4REdV/NgUfIkdQqwN0oQcAhPDAzp19ER9/ASpVscEFc2uGmOq1R6ZCFGuPiIjqNwYfcnkFBSG60KMlhAcKCoKhUhVj48Z9dTaBaWt66gpR5tYeERGRe2LwIZcXHJwPhUKjF34UCg2CgwssbgKrK0QREVH9ZtVwdiJHUqmK0a/fLigUVX1xtAEHgMHaG7U6wOi5tCGqOm2IIiKi+o81PuSS8vPz9fruJCScRHz8BRQUBCM4uAAqVTGys2Mtrr3RhqiatUSs7SEikgcGH3I5poaxx8X9odtuqgnMFEMhioiI5IHBh1yOucPYbam9UamKGXiIiGSIwYdcVl0jsADW3hARkWUYfMhlmTsCy5zaG6VSadZ7mnscERG5JwYfclnW9uHRqh5iQkJCkJqaynW/iIhkjsGHHK6uhUfVajWAuvvwDBgwAKGhoQbPYSjEMNQQERGDDzmUuQuPapnqwxMaGorIyEiHlJuIiOoHBh9yKHNHbFXHEVhERCQVztxMTmFsxJapWZdrYkdkIiKylNvV+JSWlqJz5874+eefcfLkSdx///26fadPn8bEiRNx7NgxhIWFYdKkSZg+fbrzCktG1TVia9CgQQgKCjL6enZEJiIia7hd8Jk+fTqioqLw888/620vKipCz5490aNHD6xfvx5nzpzBqFGjEBQUhLFjxzqptGRMXSO2goKC2H+HiIgk51bBZ8+ePdi7dy927NiBPXv26O378MMPUVZWhvfeew9KpRJt27bFqVOnsHz5cgYfB6prxFZhYSEArplFRETO4TbB5/r163juuefw+eefw8/Pr9b+jIwMdO3aVa/fR3JyMpYuXYpbt26hUaNGjiyuLEk5YouIiMge3CL4CCEwYsQIjB8/Hp06dcLFixdrHZObm4u4uDi9beHh4bp9xoJPaWkpSktLdc+LioqkK7jMcMQWERG5OqeO6po5cyYUCoXJx6+//oo1a9aguLgYs2bNkrwMixcvhkql0j2aNm0q+XvIDUdsERGRq3Jqjc/UqVMxYsQIk8c0b94c33zzDTIyMuDj46O3r1OnThgyZAg2b96MiIgIXL9+XW+/9nlERITR88+aNQtTpkzRPS8qKqpX4aeuPjf2GB1V14itlJQUqFQqh5aJiIgIcHLwCQsLQ1hYWJ3HrV69Gq+99pru+bVr15CcnIzt27ejc+fOAICkpCTMnj0b5eXl8Pb2BgDs27cPrVq1Mtm/x8fHp1agqi9q9rkxJjU1VdKgYWrEllodgB9+UOL++z0QFaUBwKBDRESO4xZ9fJo1a6b3vGHDhgCA+Ph4REdHAwCeeeYZzJ8/H6NHj8aMGTNw9uxZrFq1CitWrHB4eV2FqZoea44zl7ERW1lZLYz2+5E6fBERERniFsHHHCqVCnv37sXEiRORmJiI0NBQzJkzh0PZnaTmiC0AWLkyrVa/n/j4C1CpiiUPX0RERIa4ZfCJjY2FEKLW9vbt2+P77793QonIkOojtrKzY032+yEiInIErtVFkjE1Ekvb76e66jM1ExEROYJb1viQawoJCUFqaqpes1VeXh7S09M5UzMREbkEBh+SlKkOypypmYiInI3BR0bqWkLCEThTMxERORODTz1Wvc+NqSUkOEsyERHJBYNPPabtc3PxYgVefbUxhFAAqBpNtXt3P8yZ0xmxsV52nT/H3FDF8EVERI7A4FPPhYSE4PRpQKM/oAqVlQoUF4fD3nMGGurwXBNnbiYiIkdh8JGBli0BDw/98OPpCbRo4Zj3Z6ghIiJXwXl8ZCA6GnjnnaqwA1T9+/bbVduJiIjkhDU+MjF6NJCcDFy4UFXTw9BDRERyxOAjI9HRDDxERCRvbOoiIiIi2WDwISIiItlg8CEiIiLZYPAhIiIi2WDwISIiItlg8CEiIiLZYPAhIiIi2WDwIatduQIcPFj1LxERkTtg8CGL5OfnIycnB8uWFSImRqB7dyAmRmDZskLk5OQgPz/f2UUkIiIyijM3y0x+fr7VK6Xn5+dj7dq1UKsDsHJlGoRQAAA0GgWmTQvE1avvQaUqRmpqKhcmJSIil8TgIyPa4KKlVgegoCAEwcH5UKmKdduNBRdtYCooCIEQ+pWFQnigoCAYKlWxyWBFRETkTAw+MlI9kJw40RE7d/aFEB5QKDTo128XEhJO1jrOkODgfCgUGr3wo1BoEBxcYJ+CExERSYR9fGRIrQ7QhR6gqrZm586+UKsDzHq9SlWMfv12QaHQAIAuOFWvNSIiInJFrPGRobqaqsyRkHAS8fEXUFAQjODgAoYeIiJyCww+MiRVU5VKVczAQ0REboVNXTLEpioiIpIr1vjIFJuqiIhIjhh8ZMzSpiqlUinpcURERI7G4CMjtgaXkJAQpKamWj0BIhERkbMphBDC2YVwJUVFRVCpVFCr1QgMDHR2cSRny8zNRERErsrc72/W+MiMJaHmyhXg/HmgZUsgOtqOhSIiInIQjuoigzZsAGJi8L9FSKueExERuTsGH9KTn5+P48evY+xYAU3VaHdoNMC4cQLHj1/n6utEROTW2NRFOtpFTLOzY6HRDNfbV1mpwJo1exAX9wdXXyciIrfFGh/S0XZ61s7sXF31mZ25+joREbkrBh+qhTM7ExFRfcWmLjKIMzsTEVF9xOBDRnERUiIiqm/Y1EVERESyweBDREREssHgQ0RERLLB4EM6XH2diIjqO3ZuJh2uvk5ERPUdgw/pYaghIqL6jE1dREREJBsMPkRERCQbDD5EREQkGww+REREJBsMPi7qyhXg4MGqf4mIiEgaDD4uaMMGICYG6N696t8NG2ofw2BERERkOQYfF3PlCjB2LKDRVD3XaIBx46q25+fnIycnB8uWFSImRvwvGAksW1aInJwc5OfnO7fwRERELo7z+LiY8+f/Cj1alZXA8eNqnDq1Fmp1AFauTIMQCgCARqPAtGmBuHr1PahUxUhNTeVcPEREREawxseF5OfnIzDwOjw8hN52T08BP79rAICCghAIof9rE8IDBQXBAGBy1mUiIiK5Y42Pi8jPz8fatWsBAH37dsTOnX0hhAcUCg369NmFI0dOAgCCg/OhUGj0wo9CoUFwcIFTyk1EROROGHxcRPWamoSEk4iPv4CCgmAEBxdApSrW7VOpitGv3y69YNSv3y69Y4iIiMgwBh8XpVIVGw0z8fEXMHDgDgACTZteYeghIiIyE4OPmzlxomOt2p6EhJPOLhYREZFbYOdmN6JWB+hCD1DVqXnnzr5QqwOcXDIiIiL3wODjRuoa0UVERESmMfi4Ee2IrupqjuhSKpWOLhYREZHbYPBxI9oRXdrwU3NEV0pKCicvJCIiMoGdm12EuTU1poe6q+xVPCIionqBwcdFhISEIDU11eDMy3l5eUhPT9c9NzXUnYiIiIxj8HEhbKYiIiKyL/bxcQPmNoOxYzMREZFprPFxA6aawbSUSiVrjIiIiOrgVjU+u3fvRufOneHr64tGjRrhySef1Nt/6dIl9OnTB35+fmjcuDGmTZuGiooK5xRWYiEhIYiMjDT6YOghIiKqm9vU+OzYsQPPPfccFi1ahO7du6OiogJnz57V7a+srESfPn0QERGBI0eOICcnB88++yy8vb2xaNEiJ5aciIiIXIVCCCGcXYi6VFRUIDY2FvPnz8fo0aMNHrNnzx707dsX165dQ3h4OABg/fr1mDFjBm7evGl2/5eioiKoVCqo1WoEBgZKdg1ERERkP+Z+f7tFU9eJEydw9epVeHh4oGPHjoiMjETv3r31anwyMjLQrl07XegBgOTkZBQVFeG///2vM4pNRERELsYtgs/vv/8OAJg3bx7++c9/YteuXWjUqBEee+wxFBRULdeQm5urF3oA6J7n5uYaPXdpaSmKior0HkRERFQ/OTX4zJw5EwqFwuTj119/hUZTtUTD7NmzMXDgQCQmJmLjxo1QKBT45JNPbCrD4sWLoVKpdI+mTZtKcWlERETkgpzauXnq1KkYMWKEyWOaN2+OnJwcAECbNm102318fNC8eXNcunQJABAREYEff/xR77XXr1/X7TNm1qxZmDJliu55UVERww8REVE95dTgExYWhrCwsDqPS0xMhI+PDzIzM/HII48AAMrLy3Hx4kXExMQAAJKSkrBw4ULcuHEDjRs3BgDs27cPgYGBeoGpJh8fH/j4+EhwNUREROTq3GI4e2BgIMaPH4+5c+eiadOmiImJwRtvvAEAeOqppwAAPXv2RJs2bTBs2DC8/vrryM3NxT//+U9MnDiRwYaIiIgAuEnwAYA33ngDXl5eGDZsGP7880907twZ33zzDRo1agQA8PT0xK5duzBhwgQkJSXB398fw4cPx6uvvurkkhMREZGrcIt5fByJ8/gQERG5n3o1jw8RERGRFBh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDa8nF2A+iw/Px9lZWVG9yuVSoSEhDiwRERERPLG4GMn+fn5WLt2bZ3HpaamMvwQERE5CJu67MRUTY81xxEREZHtGHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHzsRKlUSnocERER2Y4TGNpJSEgIUlNTOXMzERGRC2HwsSOGGiIiItfCpi4HuXIFOHiw6l8iIiJyDgYfB9iwAYiJAbp3r/p3wwZnl4iIiEieGHzs7MoVYOxYQKOpeq7RAOPGseaHiIjIGRh87Oz8+b9Cj1ZlJXDhgnPKQ0REJGcMPnbWsiXgUeMue3oCLVo4pzxERERyxuBjZ9HRwDvvVIUdoOrft9+u2k5ERESOxeHsDjB6NJCcXNW81aIFQw8REZGzMPg4SHQ0Aw8REZGzsamLiIiIZIPBh4iIiGSDwYeIiIhkg8GHiIiIZIPBh4iIiGSDwYeIiIhkg8GHiIiIZIPBh4iIiGSDwYeIiIhkg8GHiIiIZIPBh4iIiGSDa3XVIIQAABQVFTm5JERERGQu7fe29nvcGAafGoqLiwEATZs2dXJJiIiIyFLFxcVQqVRG9ytEXdFIZjQaDa5du4aAgAAoFAqzXlNUVISmTZvi8uXLCAwMtHMJXRfvQxXeB94DLd6HKrwPvAda9rwPQggUFxcjKioKHh7Ge/KwxqcGDw8PREdHW/XawMBAWX+gtXgfqvA+8B5o8T5U4X3gPdCy130wVdOjxc7NREREJBsMPkRERCQbDD4S8PHxwdy5c+Hj4+PsojgV70MV3gfeAy3ehyq8D7wHWq5wH9i5mYiIiGSDNT5EREQkGww+REREJBsMPkRERCQbDD5EREQkGww+Rqxbtw7t27fXTbKUlJSEPXv26PbfvXsXEydOREhICBo2bIiBAwfi+vXreue4dOkS+vTpAz8/PzRu3BjTpk1DRUWFoy9FMkuWLIFCoUBaWppum1zuw7x586BQKPQerVu31u2Xy324evUqhg4dipCQEPj6+qJdu3b46aefdPuFEJgzZw4iIyPh6+uLHj164Pz583rnKCgowJAhQxAYGIigoCCMHj0at2/fdvSlWC02NrbWZ0GhUGDixIkA5PNZqKysxCuvvIK4uDj4+voiPj4eCxYs0FsnSQ6fh+LiYqSlpSEmJga+vr7o0qULjh07pttfH+/Bd999h379+iEqKgoKhQKff/653n6prvn06dN49NFH0aBBAzRt2hSvv/66NBcgyKAvvvhC7N69W/z2228iMzNTvPzyy8Lb21ucPXtWCCHE+PHjRdOmTcWBAwfETz/9JB566CHRpUsX3esrKirEfffdJ3r06CFOnjwpvvzySxEaGipmzZrlrEuyyY8//ihiY2NF+/btxeTJk3Xb5XIf5s6dK9q2bStycnJ0j5s3b+r2y+E+FBQUiJiYGDFixAhx9OhR8fvvv4uvv/5aXLhwQXfMkiVLhEqlEp9//rn4+eefRf/+/UVcXJz4888/dcf06tVLdOjQQfznP/8R33//vWjRooUYPHiwMy7JKjdu3ND7HOzbt08AEAcPHhRCyOOzIIQQCxcuFCEhIWLXrl0iOztbfPLJJ6Jhw4Zi1apVumPk8HkYNGiQaNOmjTh06JA4f/68mDt3rggMDBRXrlwRQtTPe/Dll1+K2bNni/T0dAFAfPbZZ3r7pbhmtVotwsPDxZAhQ8TZs2fFRx99JHx9fcXbb79tc/kZfCzQqFEj8f/+3/8ThYWFwtvbW3zyySe6fefOnRMAREZGhhCi6oPh4eEhcnNzdcesW7dOBAYGitLSUoeX3RbFxcWiZcuWYt++faJbt2664COn+zB37lzRoUMHg/vkch9mzJghHnnkEaP7NRqNiIiIEG+88YZuW2FhofDx8REfffSREEKIX375RQAQx44d0x2zZ88eoVAoxNWrV+1XeDuaPHmyiI+PFxqNRjafBSGE6NOnjxg1apTetgEDBoghQ4YIIeTxeSgpKRGenp5i165detsTEhLE7NmzZXEPagYfqa75rbfeEo0aNdL7b2LGjBmiVatWNpeZTV1mqKysxLZt23Dnzh0kJSXh+PHjKC8vR48ePXTHtG7dGs2aNUNGRgYAICMjA+3atUN4eLjumOTkZBQVFeG///2vw6/BFhMnTkSfPn30rheA7O7D+fPnERUVhebNm2PIkCG4dOkSAPnchy+++AKdOnXCU089hcaNG6Njx4549913dfuzs7ORm5urdx9UKhU6d+6sdx+CgoLQqVMn3TE9evSAh4cHjh496riLkUhZWRk++OADjBo1CgqFQjafBQDo0qULDhw4gN9++w0A8PPPP+Pw4cPo3bs3AHl8HioqKlBZWYkGDRrobff19cXhw4dlcQ9qkuqaMzIy0LVrVyiVSt0xycnJyMzMxK1bt2wqIxcpNeHMmTNISkrC3bt30bBhQ3z22Wdo06YNTp06BaVSiaCgIL3jw8PDkZubCwDIzc3V+x+bdr92n7vYtm0bTpw4oddmrZWbmyub+9C5c2ds2rQJrVq1Qk5ODubPn49HH30UZ8+elc19+P3337Fu3TpMmTIFL7/8Mo4dO4YXXngBSqUSw4cP112Hoeusfh8aN26st9/LywvBwcFucx+q+/zzz1FYWIgRI0YAkNd/EzNnzkRRURFat24NT09PVFZWYuHChRgyZAgAyOLzEBAQgKSkJCxYsAD33nsvwsPD8dFHHyEjIwMtWrSQxT2oSaprzs3NRVxcXK1zaPc1atTI6jIy+JjQqlUrnDp1Cmq1Gp9++imGDx+OQ4cOObtYDnP58mVMnjwZ+/btq/UXjdxo/4oFgPbt26Nz586IiYnBxx9/DF9fXyeWzHE0Gg06deqERYsWAQA6duyIs2fPYv369Rg+fLiTS+ccGzZsQO/evREVFeXsojjcxx9/jA8//BBbt25F27ZtcerUKaSlpSEqKkpWn4ctW7Zg1KhRaNKkCTw9PZGQkIDBgwfj+PHjzi4aGcGmLhOUSiVatGiBxMRELF68GB06dMCqVasQERGBsrIyFBYW6h1//fp1REREAAAiIiJqjeTQPtce4+qOHz+OGzduICEhAV5eXvDy8sKhQ4ewevVqeHl5ITw8XBb3wZCgoCDcc889uHDhgmw+D5GRkWjTpo3etnvvvVfX5Ke9DkPXWf0+3LhxQ29/RUUFCgoK3OY+aP3xxx/Yv38/xowZo9sml88CAEybNg0zZ87E008/jXbt2mHYsGF48cUXsXjxYgDy+TzEx8fj0KFDuH37Ni5fvowff/wR5eXlaN68uWzuQXVSXbM9/zth8LGARqNBaWkpEhMT4e3tjQMHDuj2ZWZm4tKlS0hKSgIAJCUl4cyZM3q/3H379iEwMLDWl4ereuKJJ3DmzBmcOnVK9+jUqROGDBmi+1kO98GQ27dvIysrC5GRkbL5PDz88MPIzMzU2/bbb78hJiYGABAXF4eIiAi9+1BUVISjR4/q3YfCwkK9v4a/+eYbaDQadO7c2QFXIZ2NGzeicePG6NOnj26bXD4LAFBSUgIPD/2vEE9PT2g0GgDy+zz4+/sjMjISt27dwtdff42///3vsrsHgHS/96SkJHz33XcoLy/XHbNv3z60atXKpmYuABzObszMmTPFoUOHRHZ2tjh9+rSYOXOmUCgUYu/evUKIqiGrzZo1E99884346aefRFJSkkhKStK9XjtktWfPnuLUqVPiq6++EmFhYW43ZLWm6qO6hJDPfZg6dar49ttvRXZ2tvjhhx9Ejx49RGhoqLhx44YQQh734ccffxReXl5i4cKF4vz58+LDDz8Ufn5+4oMPPtAds2TJEhEUFCT+/e9/i9OnT4u///3vBoexduzYURw9elQcPnxYtGzZ0qWH7hpSWVkpmjVrJmbMmFFrnxw+C0IIMXz4cNGkSRPdcPb09HQRGhoqpk+frjtGDp+Hr776SuzZs0f8/vvvYu/evaJDhw6ic+fOoqysTAhRP+9BcXGxOHnypDh58qQAIJYvXy5Onjwp/vjjDyGENNdcWFgowsPDxbBhw8TZs2fFtm3bhJ+fH4ez29OoUaNETEyMUCqVIiwsTDzxxBO60COEEH/++ad4/vnnRaNGjYSfn5/4v//7P5GTk6N3josXL4revXsLX19fERoaKqZOnSrKy8sdfSmSqhl85HIfUlJSRGRkpFAqlaJJkyYiJSVFb/4audyHnTt3ivvuu0/4+PiI1q1bi3feeUdvv0ajEa+88ooIDw8XPj4+4oknnhCZmZl6x+Tn54vBgweLhg0bisDAQDFy5EhRXFzsyMuw2ddffy0A1Lo2IeTzWSgqKhKTJ08WzZo1Ew0aNBDNmzcXs2fP1ht+LIfPw/bt20Xz5s2FUqkUERERYuLEiaKwsFC3vz7eg4MHDwoAtR7Dhw8XQkh3zT///LN45JFHhI+Pj2jSpIlYsmSJJOVXCFFtmk0iIiKieox9fIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iIiISDYYfIiIiEg2GHyIiIhINhh8iMhmjz32GNLS0pxdDLubN28e7r//fmcXg4hswOBDRLJXVlbm0PcTQqCiosKh70lEVRh8iMgmI0aMwKFDh7Bq1SooFAooFApcvHgRZ8+eRe/evdGwYUOEh4dj2LBhyMvL073usccew6RJk5CWloZGjRohPDwc7777Lu7cuYORI0ciICAALVq0wJ49e3Sv+fbbb6FQKLB79260b98eDRo0wEMPPYSzZ8/qlenw4cN49NFH4evri6ZNm+KFF17AnTt3dPtjY2OxYMECPPvsswgMDMTYsWMBADNmzMA999wDPz8/NG/eHK+88opudehNmzZh/vz5+Pnnn3XXuWnTJly8eBEKhQKnTp3Snb+wsBAKhQLffvutXrn37NmDxMRE+Pj44PDhw9BoNFi8eDHi4uLg6+uLDh064NNPP5X6V0RE1TD4EJFNVq1ahaSkJDz33HPIyclBTk4OAgIC0L17d3Ts2BE//fQTvvrqK1y/fh2DBg3Se+3mzZsRGhqKH3/8EZMmTcKECRPw1FNPoUuXLjhx4gR69uyJYcOGoaSkRO9106ZNw7Jly3Ds2DGEhYWhX79+uoCSlZWFXr16YeDAgTh9+jS2b9+Ow4cPIzU1Ve8cb775Jjp06ICTJ0/ilVdeAQAEBARg06ZN+OWXX7Bq1Sq8++67WLFiBQAgJSUFU6dORdu2bXXXmZKSYtG9mjlzJpYsWYJz586hffv2WLx4Md5//32sX78e//3vf/Hiiy9i6NChOHTokEXnJSILSLLUKRHJWrdu3cTkyZN1zxcsWCB69uypd8zly5f1VjTv1q2beOSRR3T7KyoqhL+/vxg2bJhuW05OjgAgMjIyhBB/rQq9bds23TH5+fnC19dXbN++XQghxOjRo8XYsWP13vv7778XHh4e4s8//xRCCBETEyOefPLJOq/rjTfeEImJibrnc+fOFR06dNA7Jjs7WwAQJ0+e1G27deuWACAOHjyoV+7PP/9cd8zdu3eFn5+fOHLkiN75Ro8eLQYPHlxn2YjIOl7ODF1EVD/9/PPPOHjwIBo2bFhrX1ZWFu655x4AQPv27XXbPT09ERISgnbt2um2hYeHAwBu3Lihd46kpCTdz8HBwWjVqhXOnTune+/Tp0/jww8/1B0jhIBGo0F2djbuvfdeAECnTp1qlW379u1YvXo1srKycPv2bVRUVCAwMNDi6zem+nteuHABJSUl+Nvf/qZ3TFlZGTp27CjZexKRPgYfIpLc7du30a9fPyxdurTWvsjISN3P3t7eevsUCoXeNoVCAQDQaDQWvfe4cePwwgsv1NrXrFkz3c/+/v56+zIyMjBkyBDMnz8fycnJUKlU2LZtG5YtW2by/Tw8qnoMCCF027TNbjVVf8/bt28DAHbv3o0mTZroHefj42PyPYnIegw+RGQzpVKJyspK3fOEhATs2LEDsbGx8PKS/n8z//nPf3Qh5tatW/jtt990NTkJCQn45Zdf0KJFC4vOeeTIEcTExGD27Nm6bX/88YfeMTWvEwDCwsIAADk5ObqamuodnY1p06YNfHx8cOnSJXTr1s2ishKR9di5mYhsFhsbi6NHj+LixYvIy8vDxIkTUVBQgMGDB+PYsWPIysrC119/jZEjR9YKDtZ49dVXceDAAZw9exYjRoxAaGgonnzySQBVI7OOHDmC1NRUnDp1CufPn8e///3vWp2ba2rZsiUuXbqEbdu2ISsrC6tXr8Znn31W6zqzs7Nx6tQp5OXlobS0FL6+vnjooYd0nZYPHTqEf/7zn3VeQ0BAAF566SW8+OKL2Lx5M7KysnDixAmsWbMGmzdvtvreEJFpDD5EZLOXXnoJnp6eaNOmDcLCwlBWVoYffvgBlZWV6NmzJ9q1a4e0tDQEBQXpmoZssWTJEkyePBmJiYnIzc3Fzp07oVQqAVT1Gzp06BB+++03PProo+jYsSPmzJmDqKgok+fs378/XnzxRaSmpuL+++/HkSNHdKO9tAYOHIhevXrh8ccfR1hYGD766CMAwHvvvYeKigokJiYiLS0Nr732mlnXsWDBArzyyitYvHgx7r33XvTq1Qu7d+9GXFycFXeFiMyhENUbpomIXNi3336Lxx9/HLdu3UJQUJCzi0NEbog1PkRERCQbDD5EREQkG2zqIiIiItlgjQ8RERHJBoMPERERyQaDDxEREckGgw8RERHJBoMPERERyQaDDxEREckGgw8RERHJBoMPERERyQaDDxEREcnG/wdmed262Vc8gQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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gDAaD1bHr16+LI0eOiOvXr1f5fOYuXboksrKy7H5dunSpRuetzIwZM8SoUaNEdna2OHfunEhNTRUvvPCCaNOmjRg9erQoKSmp0nk+/PBDodPp6uQaLd3sZ01ERI2D/Lvv1VcvC43GKAAhNBqjePXVy7X6u6+i39/mmmSLiry8PHz66acYNGiQ0jJg69at6NSpE7Zt24ZRo0ZBCIGoqCgsW7YMnp6eAIDk5GRERUWpzhUTE4P4+HgApuanqampeOyxx5TjGo0GUVFRSE5OBgCkpqaipKREdZ7u3bujQ4cOSE5OxsCBA5GcnIzevXvDz89P9Tr3338/fv/9d/Tr169OPpeqys3NxcqVKysdN2/ePHh5edX66zs5OaFdu3YAgPbt2yM8PBwDBw7E7bffjtWrV2P27Nn4z3/+gw8//BB//PEHPD09MW7cOCxbtgxt2rTB999/j7vuugtAedH8008/jSVLluDjjz/GihUrcPz4cbi6uuK2227D8uXL4evrW+vvg4iIGr/c3FwUFxcjPz8f//vfN8jMDMLGjRMBmH5/GI0SFi50x59/fgCdrrDOfvfZ0mSWIwHg0UcfhaurK7y8vHD27Fl89dVXyrE//vgDZ86cwYYNG/DRRx9h9erVSE1NVS1Z5uTkqIIRAPj5+aGgoADXr1/HpUuXUFZWZnNMTk6Ocg5HR0erpTDLMbbOIR+zp6ioCAUFBaqvulDVbY7qczuk2267DX379sXmzZsBmMLvG2+8gd9//x1r1qzBd999h0WLFgEABg0ahOXLl8Pd3R3Z2dnIzs7GI488AgAoKSnBc889h19//RVffvklTp8+jZkzZ9bb+yAiosYjPT0dK1euxHvvvYfFi09i+fJ4bNz4T1jGHyE0yMszTdhcvHix3q6vQUPY4sWLlfoge1/Hjh1Txi9cuBAHDx7Ezp074eDggDvvvBNCCACmzuZFRUX46KOPMHToUNx66614//33sXv3bhw/fryh3mK1LF26FDqdTvkKCgpq6EuqV927d8fp06cBAPHx8RgxYgSCg4Nx22234fnnn8f69esBmPp26XQ6SJKEdu3aoV27dmjTpg0A4O6778bo0aPRqVMnDBw4EG+88Qa++eYbXLlypaHeFhERNYDc3Fx88sknAACDwQ1bt46FEPZijxGennkATP+Yry8Nuhz58MMPVzpL0alTJ+XP3t7e8Pb2RteuXdGjRw8EBQXhp59+gl6vh7+/P1q1aoWuXbsq43v06AHAdKdit27d0K5dO6u7GM+fPw93d3c4OzvDwcEBDg4ONsfIy2ft2rVTpjXNZ8Msx1jeUSmfUx5jy2OPPYYFCxYo3xcUFLSoICaEUJYXExMTsXTpUhw7dgwFBQUoLS3FjRs3cO3atQp3CEhNTcWSJUvw66+/4vLly0qx/9mzZxEWFlYv74OIiBqe+WpOSkpkBQEMaKh2kA06E+bj44Pu3btX+GWvI7z8y7WoqAgAMHjwYJSWliI9PV0Zc+LECQBAx44dAQB6vR67du1SnSchIQF6vR6AaYYlIiJCNcZoNGLXrl3KmIiICGi1WtWY48eP4+zZs8oYvV6P3377TXVHZUJCAtzd3SsMAk5OTnB3d1d9tSRHjx5FSEgITp8+jbFjx6JPnz7YtGkTUlNT8d///hdAxUukV69eRUxMDNzd3fHpp59i//79+OKLLyp9HhERNW25ubnIzs7GsWPH8Ntvv+G3337DyZMnAZhmwZKS9BU+33w5sj41icL8lJQU7N+/H0OGDEHbtm2Rnp6OJ598EqGhoUrwiYqKQnh4OO6++24sX74cRqMRc+fORXR0tDI7dt9992HlypVYtGgR7r77bnz33XdYv349tm/frrzWggULMGPGDPTv3x8DBgzA8uXLcfXqVaUQXKfTYdasWViwYAE8PT3h7u6OBx54AHq9HgMHDgQAjBw5EmFhYZg+fTqWLVuGnJwcPPHEE5g7dy6cnJzq+dNrGr777jv89ttvmD9/PlJTU2E0GvHaa68pG5PLS5EyR0dHq22Ejh07htzcXLz00kvKDOIvv/xSP2+AiIgaRHp6urLsCJhCV16eF7TaIpSUBOPqVRdUNuckSeXLkfWpSYQwFxcXbN68GU8//TSuXr0Kf39/jBo1Ck888YQSajQaDbZu3YoHHngAw4YNg6urK0aPHo3XXntNOU9ISAi2b9+O+fPnY8WKFQgMDMSqVasQExOjjImLi8PFixfx1FNPIScnB7fccgt27NihKrR//fXXodFoMHHiRBQVFSEmJgZvvfWWctzBwQHbtm3D/fffD71eD1dXV8yYMQPPPvtsPXxajV9RURFycnJQVlaG8+fPY8eOHVi6dCnGjh2LO++8E2lpaSgpKcGbb76JcePGYd++fXjnnXdU5wgODsaVK1ewa9cu9O3bFy4uLujQoQMcHR3x5ptv4r777kNaWhqee+65BnqXRERU18zrvgBg3z49EhKiYApdAoAESTICMMJ+EDNi3Lht0OkK6/x6LUlCrmynRqegoAA6nQ4Gg8FqafLGjRvIyMhASEgIWrduXa3zZmdn47333qt03Jw5c+Dv71+tc1dm5syZWLNmDQCgVatWaNu2Lfr27Yt//etfmDFjhjLz9frrr+OVV15Bfn4+hg0bhqlTp+LOO+/E5cuXlVq8+++/Hxs2bEBubq7SouLzzz/Hv//9b2RnZyM8PByPPfYYxo8fj4MHD+KWW26p0TXfzGdNRER1x/z3mSmARUNuPaEmRx3rY5MmrUevXkeV72NjY9G7d++buq6Kfn+bYwhrxOoqhDV0n7CmhiGMiKjxkPt+AcClS5ewefNmGAxuWL48vsLie9uMmD9/uWoWbPLkycqNfTVV1RDWJJYjqXZ5eXlh3rx5FRarOzo6MoAREVGjYm8SIS/PqwoBzLQ8af59dHSi1TJkfTb3ZghroRiwiIioqbGcPDAvwpckYyVBTFLGSJIRUVGJGDw4WTkaGxuLgICAev39yBBGREREjZL50qPBYFAaegPAgQP9zBqwGtGjx1EcO9ZD+d4061U+8yVJRsyatQolJY7w9MyzmgGr7wAGMIQRERFRI1RR/bJ1B3wNjh4Nw9ChP6JTpwx4euYhPb2zMkaSTHdABgZmAwBGjBiBtm3bAgC0Wi18fHwaZIWIIYyIiIgaDXn269KlS6rH5aVHT89cZGYG2Vh6lLB371D0758Kna4Q4eEHERp6Cnl5nlYzX126dKn1u/9rgiGMiIiIGgV7s1+WS4+221CUd76XA5dOV2iz/5e93XjqG0MYERERNQq2Cu8zM4OwZctYlDdbrWgPyPLO9/KSY6tWrVR7PTemu/8ZwoiIiKhByEuPBoMBJSUluHz5snJMPftVObnuS575aixLjhVhCCMiIqJ6V73C+8qY7nyUC++biuq2liVq1L7//ntIkoT8/PwqPyc4OBjLly+vs2siIiJrtpYeMzKCce6cP37/vWe1Atj48dusAlhjqfuqCGfCqF7Je0fee++9Vptyz507F2+99RZmzJiB1atXN8wFEhFRvVMvPcqd7S073FsS6N37V0RFfacqvm+Ipqs1xRBG9S4oKAhr167F66+/DmdnZwCm/Rk/++wzdOjQoYGvjoiIapt509X8/HyUlpbizz//BGBr6VEy+6+9IGZEdLS6472sqQQwgMuR1ADCw8MRFBSEzZs3K49t3rwZHTp0QL9+/ZTHioqK8OCDD8LX1xetW7fGkCFDsH//ftW5vv76a3Tt2hXOzs4YMWKEqpuybO/evRg6dCicnZ0RFBSEBx98EFevXq2z90dEROXk2q/33nsP7733HtavX4/NmzcjJSUFQGX7PspBTGZERMR+zJ+/3CqA/f3vf8e8efOaTAADGMIIwLlzwO7dpv/Wl7vvvhsffvih8v0HH3yAu+66SzVm0aJF2LRpE9asWYMDBw6gc+fOiImJQV6e6fbjzMxMxMbGYty4cTh06BBmz56NxYsXq86Rnp6OUaNGYeLEiTh8+DDWrVuHvXv3Yt68eXX/JomIyKr2y5KnZy4kyVjBCAnDhu3GpEnrMX/+cowb97Vq+XH06NGYN28e/va3vzWpAAYwhLV4778PdOwI3Hab6b/vv18/rztt2jTs3bsXZ86cwZkzZ7Bv3z5MmzZNOX716lW8/fbbeOWVVzB69GiEhYXhf//7H5ydnfH+Xxf59ttvIzQ0FK+99hq6deuGqVOnYubMmarXWbp0KaZOnYr4+Hh06dIFgwYNwhtvvIGPPvoIN27cqJ83S0TUwuTm5iI7OxvZ2dlIS0tTHZML8A0GN6UL/pAhe8yCmFCNlyQjIiIOolevo1aNV6dNm4YBAwY0ufAlY01YC3buHDBnDmD86+feaATuvReIiQECA+v2tX18fDBmzBisXr0aQgiMGTMG3t7eyvH09HSUlJRg8ODBymNarRYDBgzA0aNHAQBHjx5FZGSk6rx6vV71/a+//orDhw/j008/VR4TQsBoNCIjIwM9evSoi7dHRNTimPf8Wrdunc0x1gX4Aqb5ILn2y4guXU7i5MkuADRWvb/kBqwNud9jbWIIa8FOniwPYLKyMuDUqboPYYBpSVJeFvzvf/9bJ69x5coV3HvvvXjwwQetjvEmACKi2lFZz6+8PC9otUU2CvDNi/ABQINTp7pg9uxVKClxbLR7PtYWhrAWrEsXQKNRBzEHB6Bz5/p5/VGjRqG4uBiSJCEmJkZ1LDQ0FI6Ojti3bx86duwIACgpKcH+/fsRHx8PAOjRowe2bNmiet5PP/2k+j48PBxHjhxB5/p6U0RELZC9ui/rPR8rr4ISQoOSEkeEhJyxOtYUen9VB0NYCxYYCLz3nmkJsqzMFMDefbd+ZsEAwMHBQVladHBwUB1zdXXF/fffj4ULF8LT0xMdOnTAsmXLcO3aNcyaNQsAcN999+G1117DwoULMXv2bKSmplr1F3v00UcxcOBAzJs3D7Nnz4arqyuOHDmChIQEu/9qIyKiqsnNzcXFixdx7Ngx1ePyno/qmS/zZUf7zPd/jI2NVUpVGtOej7WFIayFmzXLVAN26pRpBqy+ApjM3d3d7rGXXnoJRqMR06dPR2FhIfr3749vv/0Wbdu2BWBaTty0aRPmz5+PN998EwMGDMCLL76Iu+++WzlHnz598MMPP+Dxxx/H0KFDIYRAaGgo4uLi6vy9ERE1Z+np6fjkk0+sHq94z0d7AcwUzixrwLy9vZvV8qMlSQghKh9GDaGgoAA6nQ4Gg8EqrNy4cQMZGRkICQlB69atG+gKWwZ+1kREJnLxfX5+PtavX291/Nw5f6xaNRvVab4gSUYMGbIHnTplWNWANbW+X7KKfn+b40wYERERVaqi4nsA2LdPj4SEaFS23FhO4O9/34Zu3U5a9f0KCgpqlsuPlhjCiIiIyC559uvSpUuqx+W7Hj09c/HLLxHYs2cYqhPAwsKOYMCAAwBMrSe6dOnSIoKXOYYwIiIissne7Jd1vy+g8gBW3gts6NA9uP3275Uj7du3b9a1X/YwhBEREZFNlq0nbN/1WPnslyQZERWViICALKu6r/HjxyM0NLQ2L7vJYAhr4nhfRd3jZ0xELY28BHn69GnlsYrverRHICLiFwwbtkcVvOLi4qDT6Vrc8qMlhrAmSu6rVVxcDGdn5wa+muZN/pegZS8zIqLmyNYSpMHgVoMAZkR0dCIGD05WHpk8eTJ8fX1bdPAyxxDWRLVq1QouLi64ePEitFotNBruxV4XjEYjLl68CBcXF7Rqxf+7EFHzlpubixMnTqgeMxjc8PvvPasRwAQmTdqAoKBzqtmvadOmtdhlR3v4W6WJkiQJ/v7+yMjIwJkz1ls7UO3RaDTo0KEDJKmqd/0QETU9tmbArAvwK/t70Ijx47ehVy/Tbih9+vRBjx49msVm23WBIawJc3R0RJcuXezu2UW1w9HRkTONRNRs5Obm4sKFCzh37pzq98fly5dV486d88eWLWNR3njVfgCTJCP0+mRERqaoZr8GDhzYIu96rCqGsCZOo9GwizsREVVJZQ1XZQcO9LMIYPYYMWnSRqulR1lz23C7tjGEERERtRBVWTkxGNyqHMDMlx7NxcbGIiAggEuQlWAIIyIiasbk5cfS0lKrJUe571dubluUlbVC164ncORIT1QWwCTJiFmzViEwMNvmcQawqmEIIyIiaqYqWn40LTmOg3mt148/Dq/0nJJkxLhx25QANmLECPj4+MDDwwMAWnzvr+pgCCMiImpG5EarBoNB1WxVZt713rrYvqK7H223nujZsydDVw0xhBERETUTlRXe79unR0JCFCqv91KTZ7/k+q/IyEj07duXs143iSGMiIiomaio8N4UwKJRtY22BUxBzYhBg6xbT3Ts2JGtJ2oBQxgREVETJi8/AkBGRobqmMHghrw8LxQXt6pyAOvb91fcdtt3yMvztNpsW+br61tLV9+yMYQRERE1UZUV3le12/0tt/wCd/dCdO16Uim4txW+uPdj7WIIIyIiaqLsLT9ab7hdcbf7ESN+hE5XiODgYLRp0wtt2rRB27ZtERQUpIxj/VftYwgjIiJqQqqy/JiWFlalDbflgnt51mvkyJGs9apHDGFERESNWG5uLi5evIiSkhIUFhYiISHB5jjr5ceK9ez5G0aOTLC57Ej1gyGMiIioEZI73a9fv97uGHnmS6stqvLyo4nRZgDjXo/1iyGMiIiokanKRtvVKbw3MY2xXIKMjo5GSEgIa74aAEMYERFRI5Kbm4usrCybx8r3evTA7t23o7zpqq0AJgczU6+vsLDfUVLiaNV2IiQkhHVgDYQhjIiIqJGofK/Hsahqt/uIiF/Qq9fvdnt9ybgE2XAYwoiIiBoJey0nzp3zr1YAA4wYNmyPzfAVFxcHnU4HgG0nGhpDGBERUSORn5+v+t5gcENKSiSSkgah8povmUB0dKKq7URwcDAAhq7GhiGMiIioEcjNzVXdCVnd5UcTgaFDf8TgwcnKI8HBwaz5aqQYwoiIiOqZecNV2aVLl5Q/GwxuVQxg5ZttS5IRUVGJqgAGsOarMWMIIyIiqgdy8MrPz6+w9xcA/PjjUFQWwIYN242IiIMAYHez7WnTpnH5sRFjCCMiIqpjFd31KDdc9fTMhU5XCIPBDampEZWc0YiIiINK6LK32XZoaOjNXjrVIYYwIiKiOmbvrkfzhqvycqIkmZYX7TNi/PhtlW435OvrW/MLpnrBEEZERFRH5CVI83ovwDT7dfx4V3z99d8hBy4hNEhIiIbpLkjLDvgCvXv/im7dTiAo6JwqgMXGxsLb21t1ft4F2TQwhBEREdUiOXgZDAasW7fO6njFdz1KZv8t73gfHW1dcC8LCAhg4GqiGMKIiIhqSWW1X5mZQdVoOyEhJmYHwsKOWC09yrNfnPFq2hjCiIiIaoll7ZdcdJ+V5Y/ExKi/NtuuGkky2gxgAGe/mguGMCIiohqy7Pd1+vRp5c/mRffWNV6VEYiKKu96P2LECLRt2xatWrWCr68vA1gzwRBGRERUA5UtPaqXHasTwKxrwLp06cKu980QQxgREVE15ebmIisry+7xlJRIVFz3JdCt2xGcONHjr5kyIyIiUhESkmF19yM1XwxhRERE1WBvBkwuvM/La/vXhtsVkTBw4H78/e/f2u12b45bDzVPDGFERESVyM3NxcWLF1FSUoI///xTdcxgcENKSiSSkvSo+mbbRiV4VRS+Ro8ejdDQUNaANVMMYURERBWoqPZLXXxfVQLR0YkVhq/JkyezAL8FqM5PTYMaP348OnTogNatW8Pf3x/Tp09XrccvWbIEkiRZfbm6uqrOs2HDBnTv3h2tW7dG79698fXXX6uOCyHw1FNPwd/fH87OzoiKisLJkydVY/Ly8jB16lS4u7vDw8MDs2bNwpUrV1RjDh8+jKFDh6J169YICgrCsmXLavkTISKi+mCr7URGRjDOnfPHli3jqh3Ahg79UVV0Hxsbizlz5ihf8+bNQ48ePRjAWoAmE8JGjBiB9evX4/jx49i0aRPS09MxadIk5fgjjzyC7Oxs1VdYWBj++c9/KmOSkpIwZcoUzJo1CwcPHsSECRMwYcIEpKWlKWOWLVuGN954A++88w5SUlLg6uqKmJgY3LhxQxkzdepU/P7770hISMC2bdvw448/Ys6cOcrxgoICjBw5Eh07dkRqaipeeeUVLFmyBO+9914df0pERFSXDhzoh+XL47FmzQysWnUPqn/XYwJuv/171aPe3t7w9/dXvhi+Wg5JCCEa+iJqYsuWLZgwYQKKioqg1Wqtjv/666+45ZZb8OOPP2Lo0KEAgLi4OFy9ehXbtm1Txg0cOBC33HIL3nnnHQghEBAQgIcffhiPPPIIAMBgMMDPzw+rV6/GHXfcgaNHjyIsLAz79+9H//79AQA7duzA3//+d5w7dw4BAQF4++238fjjjyMnJ0cpply8eDG+/PJLHDt2rMrvsaCgADqdDgaDAe7u7jX+rIiIqGJyv6/8/HyUlpaqjl2+fBm7d++GweCG5cvjqznzBQBGTJq00e5dj/PmzWPwamaq+vu7SdaE5eXl4dNPP8WgQYNsBjAAWLVqFbp27aoEMABITk7GggULVONiYmLw5ZdfAgAyMjKQk5ODqKgo5bhOp0NkZCSSk5Nxxx13IDk5GR4eHkoAA4CoqChoNBqkpKTg//2//4fk5GQMGzZMdTdLTEwMXn75ZVy+fBlt27atjY+BiIhuUm5uLi5cuID169dXOjYvz6sKAcyI7t2P4dix7gA0kCQjxo3bhl69jtocPW3aNAawFqxJhbBHH30UK1euxLVr1zBw4EDVjJa5Gzdu4NNPP8XixYtVj+fk5MDPz0/1mJ+fH3JycpTj8mMVjfH19VUdb9WqFTw9PVVjQkJCrM4hH7MXwoqKilBUVKR8X1BQYHMcERHdvIoK7oHyLYc8PXOh0xXC0zMXgBH2K3mE0mTV9NyKW09MmzYNoaGhN/0+qOlq0JqwxYsX2yymN/8yX75buHAhDh48iJ07d8LBwQF33nknbK2mfvHFFygsLMSMGTPq8+3ctKVLl0Kn0ylfQUFBDX1JRETNlmXBvcxgcMPOnVF4/XVT7dfy5fE4cKAfACAiIhWmLYgsqQvudbpChIScsbnxtlx8zwBGDToT9vDDD2PmzJkVjunUqZPyZ29vb3h7e6Nr167o0aMHgoKC8NNPP0Gv16ues2rVKowdO9ZqRqtdu3Y4f/686rHz58+jXbt2ynH5MfPtIc6fP49bbrlFGXPhwgXVOUpLS5GXl6c6j63XMX8NWx577DHVcmlBQQGDGBFRPbHX70sIDbZsGQtJgtLd3kQuyrfeZsgebrxN5ho0hPn4+MDHx6dGzzUaTf8nMF++A0x1Xbt378aWLVusnqPX67Fr1y7Ex8crjyUkJCghLiQkBO3atcOuXbuU0FVQUICUlBTcf//9yjny8/ORmpqKiIgIAMB3330Ho9GIyMhIZczjjz+OkpISpWYtISEB3bp1q7AezMnJCU5OTjX4NIiI6GZU3u9Lg/KFF1MQ+/vft8HF5brdgvvJkyfDw8ND+d7R0ZEBjFSaRE1YSkoK9u/fjyFDhqBt27ZIT0/Hk08+idDQUKtZsA8++AD+/v4YPXq01XkeeughDB8+HK+99hrGjBmDtWvX4pdfflFaR0iShPj4eDz//PPo0qULQkJC8OSTTyIgIAATJkwAAPTo0QOjRo3CPffcg3feeQclJSWYN28e7rjjDgQEBAAA/vWvf+GZZ57BrFmz8OijjyItLQ0rVqzA66+/XrcfFBERVZvB4FaDhqsa+PjkIiTkjNURdrmnqmoSIczFxQWbN2/G008/jatXr8Lf3x+jRo3CE088oZo5MhqNWL16NWbOnAkHBwer8wwaNAifffYZnnjiCfz73/9Gly5d8OWXX6JXr17KmEWLFuHq1auYM2cO8vPzMWTIEOzYsQOtW7dWxnz66aeYN28ebr/9dmg0GkycOBFvvPGGclyn02Hnzp2YO3cuIiIi4O3tjaeeekrVS4yIiOqO3HLCnmvXrillIlW761HAvCeYJJm2HQJMdV7e3t4AONtF1dNk+4S1BOwTRkRUfZXd9Wjp3Dl/rFo1G/bvVTPVfCUmRkGI8rYT4eEHAQBz5sxR1RETNes+YURERPZUNAMmMxjckJkZhIyMYKSmRqAqbSd69UqrtO0EUXUwhBERUYuyb58eCQlRqLxLk0B0dIKq7QTDF9UmhjAiImo2cnNzcenSJdVj5k1X09J6ISEhGpXv+WjE7NmrEBiYXelrmu+OQlQdDGFERNQs2KoFM289IUnGv9pMVB7Axo/fZhXAoqOjrXZDYSE+3QyGMCIiahYsa8HOnfPHli1jIS87Vq0FhbA7A9atWzcGLqpVDGFERNSkye0oMjIylMcOHOiHLVvGofJZL0BuPyHf9WgZwGJjY9npnuoEQxgRETVZlkuQ8l2PFQcwueeXERERqejX7yBKShzt3vXIAEZ1hSGMiIgardzcXFy8eBElJSVWx65cuQKDwaB8X/nWQzIJMTE7EBZ2pMK7HaOjo7kESXWKIYyIiBql9PR0fPLJJ1Uaa1n/VRFJMlYawADTfsIMYFSXGMKIiKjRyc3NtRnAzNtNyCFKngGrOICp676q0u+LrSeorjGEERFRo2Or6/2+fXqrrYNCQ0/V2hLk5MmT4eHhAYCtJ6h+MIQREVGDsrXZtmXD1V27bsWePcMgF9sLocHWrWPRq9dvVWo9YW8JUt58m6GLGgJDGBERNZiq1H3t26dXBTCZEBr89lufKryK/SVI3vlIDYkhjIiIGoS9ui9zBoPbX/s82mo3Iew8bgRgWrLU65MRGZmiCmBy53vOflFDYwgjIqIGYbkEKff4AoCgoEzodIXIy/OC7YJ7+wFs9uxVFfb9CgkJgb+//01fP9HNYggjIqIGZ93h3rR/4+XLOlQ241VOIDo6sdJNt3nXIzUWDGFERNSgDAa3v1pMmActzV99vyTYDmASJElACDmIGREdnYjBg5Ptvk5cXBx8fHy4BEmNBkMYERHVGVt3PsrkOyDz8rzs3OFY8V2PQmgwadJ6uLpes7n0OHLkSAQHBwNgywlqnBjCiIioTlju62iPp2cuJMlYpVYT5iTJiKCgc3b7fnXt2pXBixq16v3EExERVZG9GTBLOl0h+vQ5DFPtV0WEMqayzvfTpk1jAKNGjzNhRERUKyyXHi0brppvOQRA9efDh/vAdu2XzFTz1atXGvLyPK2WH+WmqwCXHqnpYAgjIqKbVtnSo7y/o2nJUZ7xkpReXhUvRQrMnr1KueuRTVepuWAIIyKim2ar55f5TJd6f8fyGS8hNEhKGgTrNhTqDbdttZ2Q93rkzBc1VQxhRERUq8xnvao202W5DCkwdOiP6NQpw27D1WnTpiE0NLRWr5uovjGEERHRTcvPzwdQ3vNLDl2mmS497DdctUVCp04ZCAk5Y3UkOjoa3bp148wXNQsMYUREVCUV9fw6c8YUmGz3/DI1UzWpPIhJkhGennk2jzGAUXPCEEZERJWqTs8v27NeckG++VZDtsZZt55g7Rc1VwxhRERUqar2/EpL61XBUdNWQ6NHb4WLy3UYDB5ITIxS1Y5FRqaoAlhcXBy6d+9+k1dP1DgxhBERUbXJdz9qtUXIygrAlStt0L79n0hIiEJFS45CaODjk6vUe9nr+yXT6XR19RaIGhxDGBERVYt1zy85dFVefG9Z76XTFdrteg+YGq8SNVcMYUREZFNubi4uXLiA0tJSXL58GYD13Y/q0CXBdr8vAUBT6VZD5uLi4uDj48MaMGrWGMKIiMiKvUJ823c/mpNQXnxf9a2GzLEAn1oKhjAiIrJiqwN+ZmYQrl1zhvoOR0sCU6Z8DkfHElXosjX75e3tDX9//9q9cKImhCGMiKiFk/t/5efno7S0FACU5UfAVAO2Zcs4qGu/bBHo2/dXdOt2qkqvy3ovaukYwoiIWhjzpqsGgwHr1q2zO1auAbOu/VLr0+cgBgzYb3OPR5nc7wvgkiMRwBBGRNSiVLXpqtyC4upVl0pqwEx3PN5++26rJcfo6GiEhIQAYOgisoUhjIioGbPcaujSpUuq43LY8vTMhU5XCIPBDSkpkX/t9yhvN2S/9URFdzxyiyGiijGEERE1U5XNepn3+5IkIzp0OIMzZ4KhDlwVz4IJAYSGlteAyXc8cuaLqHIMYUREzdSFCxfsHrPs9yWEBmfOhNTgVTTIy/NUZsJ4xyNR1TGEERE1M/IS5MWLF1WPnzvnj7NnO6JDhzMoKXGqtNbLNvXSpGUHfN7xSFR1DGFERE2UZb0XYP9uxy+++Ad+/bUv5K72YWFHIEnGagex3r1/RVpaH2UJ07weLC4ujkuQRNXAEEZE1ARV5y7H48e7mgUwAJBw5EgYhg79EXv3Dq1WEOvW7QSior6z2QGfm20TVQ9DGBFRE2Q5A2aLeqNtSxIkyYj4+OUWd0PaJ0lGBAWds7vpNpciiaqHIYyIqAmoSasJ+wHM5Mcfh8PDoxAjRyYiMjIFx493wddfj4E6jJlqwCyXHvv374/Q0FBl9ot3QxJVH0MYEVEjl56ejk8++cTucctWE+PGbUPbtpersMyowZYtY+Hrm4PAwGwMGHAArVoJ1bmiohIREJBltfTYoUMHdO/evZbeIVHLxBBGRNSIVRbAbLWa2Lp1LGbNWmWj8N7WxtsarFo1G+PHb0N4+EGEhx9EaOgpmzVf5lxcXG7ujRERQxgRUWOVm5trFcAMBjdkZgYBAIKCMpGX52U14yWEBiUljhg3bhu2bBmL8uAlwV4Q27JlLEJDTyn1XrbC14gRI9C2bVu4uLggNDS0Vt4jUUvGEEZE1EhZFt/v26dHQkI0yu9yNGLo0D1WM15y7y5PzzxIkqmr/V9HYKrxskXddNWWnj17su6LqBYxhBERNQHWAQwANNizZxjCwo7g6NEeVr27MjKCbdSFaWB7L8jypqvy1kPmWHhPVPsYwoiIGjmDwQ0JCVGwvYm2hKNHe+COOz5Hbq4XOnQ4Cze3K8jICIZWW2RzliwqKhGJiVFmjxsxfvw2bj1EVM8YwoiIGhm5HUVaWhoAIC/PCxX18BJCg88/n/LXGCNMYc1U/xUa+gfS0zsBKJ8lCw8/iF690pCZGQgASu8vIqpfDGFERI2IrU74np65lWwxJFAe0szHaJCe3hmSZIRevw+RkSlK2DIV3x+1eTY2XSWqHwxhREQNwNa+jwBw+vRpq8d0ukJERSX+tSSpnu2qyv6PQmiQnKxHZGSK6vHo6Gi4ubkp32u1Wvj4+LD2i6ieMIQREdWzqu77CJjqwUzbCg2CeU1YdHQCAgKyUFysNVuKtE+I8rsfY2NjERAQwLBF1MAYwoiI6pnlDJjllkMy0x2R8uyXOQ0SEqIQHW0qsLd/x2M5uW0FYCq8ZwAjangMYUREDUi9ybYR0dGJGDw42U5LCnMaizsc5R5gpiXKTp3S8ccfoVZtK4io8ahyCCsoKKjySd3d3Wt0MURELYn1JtsaJCRE48YNJ+zdOxQVzWwBtmrBJMTE7EBY2BFlE+/Kth8iooZT5RDm4eEBSaroLwRACAFJklBWVnbTF0ZE1BzYKsC/dOkSANjccgiQsGfPMFQWwGwfFwgKOmtxB6R1+OLdj0SNQ5VD2O7du+vyOoiImpXc3FxcuHAB69evtzvG0zMXtvdyLF9aVBMYMSIR339/O4Sw3bi1pMQUsPr3748OHTpAq9VCp9MpI9j5nqjxqHIIGz58eF1eBxFRs2Hv7kfLAnydrhDR0Yk2ar/sFdlLcHQss9uSwrz4vkOHDujdu/dNvxciqjs1LszPz8/H+++/j6NHTc3+evbsibvvvlv1Ly4ioubKXp8voHy5UVbeZkIPy871gwcnA4BZkb39uxwlyYigoLM2e4NZFt+3asX7rogaO0kIIar7pF9++QUxMTFwdnbGgAEDAAD79+/H9evXsXPnToSHh9f6hbZEBQUF0Ol0MBgMvNmBqBGxnOmy12ICsLz7sZwkGREfv1wZbzC44ciRMHz77Sibr2ke3CzvqBw0KFnVDR8A5s2bx2VHogZS1d/fNfqn0vz58zF+/Hj873//U/61VVpaitmzZyM+Ph4//vhjza6aiKgJMJ8BMw9E5kEJsHX3Yznz5qmAqYg+LOwIvv12JNQ1YgIREb9g2LA9ytjw8IMIDT1l887HyZMnw9fXlwGMqAmoUQj75ZdfVAEMME19L1q0CP3796+1iyMiamxyc3OV5UbLkCWEBlu3jkVo6CnodIV27n6UGXH1qisMBjclRKWnd4Z6KbK8b5gsOjoanp6eNks/WHRP1LTUKIS5u7vj7Nmz6N69u+rxzMxM1T5kRETNieUyZGZmkFXIEkKDlJRIjByZWMHG26YWExs3/lOZPQsNPYWtW8fCPIRJEtCrV5ryfVxcnNXfu0TUdFW82ZgdcXFxmDVrFtatW4fMzExkZmZi7dq1mD17NqZMmVLb1wgAGD9+PDp06IDWrVvD398f06dPR1ZWlmrMt99+i4EDB8LNzQ0+Pj6YOHGi1Wa433//PcLDw+Hk5ITOnTtj9erVVq/13//+F8HBwWjdujUiIyPx888/q47fuHEDc+fOhZeXF9q0aYOJEyfi/PnzqjFnz57FmDFj4OLiAl9fXyxcuBClpaW18lkQUcOwXIbctGmizXFJSXqkpYWhsLAN9PpkmIrtZeWbbwPls2f2Al1enqfyvY+PTy29EyJqDGoUwl599VXExsbizjvvRHBwMIKDgzFz5kxMmjQJL7/8cm1fIwBgxIgRWL9+PY4fP45NmzYhPT0dkyZNUo5nZGTgH//4B2677TYcOnQI3377LS5duoTY2FjVmDFjxmDEiBE4dOgQ4uPjMXv2bHz77bfKmHXr1mHBggV4+umnceDAAfTt2xcxMTG4cOGCMmb+/PnYunUrNmzYgB9++AFZWVmq1ykrK8OYMWNQXFyMpKQkrFmzBqtXr8ZTTz1VJ58NEdWvimq9TDTYuPGfWLXqHiQlDbY6Znn3o3xXpCQZVY+bt5yYPHkylxqJmhtxE65evSoOHz4sDh8+LK5evXozp6q2r776SkiSJIqLi4UQQmzYsEG0atVKlJWVKWO2bNmiGrNo0SLRs2dP1Xni4uJETEyM8v2AAQPE3Llzle/LyspEQECAWLp0qRBCiPz8fKHVasWGDRuUMUePHhUARHJyshBCiK+//lpoNBqRk5OjjHn77beFu7u7KCoqqvJ7NBgMAoAwGAxVfg4R1Z2srCyxZMkSMWPGagGIWvwyiujob8X48V8JSSoTgBCSVCbGj/9KLFmyRCxZskRkZWU19Nsnoiqq6u/vGs2EyVxcXNC7d2/07t0bLi4utRIKqyIvLw+ffvopBg0aBK1WCwCIiIiARqPBhx9+iLKyMhgMBnz88ceIiopSxiQnJyMqKkp1rpiYGCQnm4pei4uLkZqaqhqj0WgQFRWljElNTUVJSYlqTPfu3dGhQwdlTHJyMnr37g0/Pz/V6xQUFOD333+3+76KiopQUFCg+iKixiM/Px8AlFovtWp3+zEjITExCqGhpxAfvxwzZqxGfPxy5S5LgFsNETVHNSrMv3HjBt58803s3r0bFy5cgNGo/svowIEDtXJxlh599FGsXLkS165dw8CBA7Ft2zblWEhICHbu3InJkyfj3nvvRVlZGfR6Pb7++mtlTE5OjioYAYCfnx8KCgpw/fp1XL58GWVlZTbHHDt2TDmHo6MjPDw8rMbk5ORU+DryMXuWLl2KZ555poqfBhHdLLnhqsFgQElJCQDgypUrKCgoQGlpKRwcHFTjU1JSAJjaSYwbt03VmuJvf0tB69Y38OOPw2G70sN+E1agvP4rJOQM7rorGt7e3sox3vVI1DzVKITNmjULO3fuxKRJkzBgwIBKN/a2Z/HixZXWkB09elS5G2jhwoWYNWsWzpw5g2eeeQZ33nkntm3bBkmSkJOTg3vuuQczZszAlClTUFhYiKeeegqTJk1CQkJCja+xPj322GNYsGCB8n1BQQGCgoIa8IqImi97DVe12iKUlDjZbLxqLjz8IK5fb42EBFOn+59/HojyPR/l/SDNg5f0152SgK2QZl7/5e3tDX9//1p5n0TUeNUohG3btg1ff/01Bg+2LDitnocffhgzZ86scEynTp2UP3t7e8Pb2xtdu3ZFjx49EBQUhJ9++gl6vR7//e9/odPpsGzZMmX8J598gqCgIKSkpGDgwIFo166d1V2M58+fh7u7O5ydneHg4AAHBwebY9q1awcAaNeuHYqLi5Gfn6+aDbMcY3lHpXxOeYwtTk5OcHJyqvDzIKLaYa/hqhycJMmIqKhEBARkK4HMvDN+YWEbJCREoTxQmYctASGsN+YWQoNBg/YhOVmvKuq33HKIiFqGGoWw9u3b10o/MB8fnxrfci0vgRYVFQEArl27Bo1G/ReevJQgj7VcngSAhIQE6PV6AKYp/4iICOzatQsTJkxQnrtr1y7MmzcPgKn2TKvVYteuXZg40XR7+vHjx3H27FnlPHq9Hi+88AIuXLgAX19f5XXc3d0RFhZWo/dLRHXD+k7H8tYR8sbakmREjx5HcfRoD2WrIPM2E5Yq2mA7MjIFkZEpyMwMxLVrznBxuY6goHOqAMb6L6KWoUYh7LXXXsOjjz6Kd955Bx07dqzta7KSkpKC/fv3Y8iQIWjbti3S09Px5JNPIjQ0VAk+Y8aMweuvv45nn31WWY7897//jY4dO6Jfv34AgPvuuw8rV67EokWLcPfdd+O7777D+vXrsX37duW1FixYgBkzZqB///4YMGAAli9fjqtXr+Kuu+4CAOh0OsyaNQsLFiyAp6cn3N3d8cADD0Cv12PgwIEAgJEjRyIsLAzTp0/HsmXLkJOTgyeeeAJz587lTBdRI1NxV/vyQHbkSBjKQ1dl9zTZqv8SiIpKNNum6KjNZ06bNo31X0QtRI1CWP/+/XHjxg106tQJLi4uyt2Hsry8vFq5OJmLiws2b96Mp59+GlevXoW/vz9GjRqFJ554Qgk1t912Gz777DMsW7YMy5Ytg4uLC/R6PXbs2AFnZ2cApuL97du3Y/78+VixYgUCAwOxatUqxMTEKK8VFxeHixcv4qmnnkJOTg5uueUW7NixQ1Vo//rrr0Oj0WDixIkoKipCTEwM3nrrLeW4g4MDtm3bhvvvvx96vR6urq6YMWMGnn322Vr9XIioauQCfHPy1kP2u9pbqqyuVA5etgKY9fZDI0eORJs2bZTvtVotfHx8GMCIWhBJCFHt+6qjoqJw9uxZzJo1C35+flZF7zNmzKi1C2zJqroLOxHZZ1mAb4utmrDK7ma0JTj4D5w+3cnq8UmT1qNXr/KZr2nTpiE0NLRa5yaipqOqv79rNBOWlJSE5ORk9O3bt8YXSERUHyxnwMyL6+WlwfDwgwgNPYW8PE9otcU4cqQnkpL0sB/CbNWEGXHmTLDNsUFB5wAAsbGxCAgI4GwXEQGoYQjr3r07rl+/XtvXQkR00yyXHuVlR0A94yXfkSg3RNXpCpU7IJOT9ai47ksuzhcATOfS65NtbFEEDBqUrIQ9b29vBjAiUtQohL300kt4+OGH8cILL6B3795WNWFcOiOihmCv95enp+lubvO7IIXQYMuWsXB0LEJQUKYSlCou1DdnCmKTJq1XZrpstZ6IjExRvuddj0RkrkYhbNSoUQCA22+/XfW4EAKSJKGsrOzmr4yIqJrs9f6SZ6qsw5Vpo23zWbE//giGdT2YvfowDVxdrykBzrKLvnnvL27ATUSWahTCdu/eXdvXQURUayx7fwmh+avGy7qBqnx869axuHxZhz17hsEygA0d+iOuXXNBamp/1THzLveAurbM0zNP1ftL7hlIRCSrUQgbPnx4lcb93//9H5599lnVHmhERHXN9pKiBj17puH333vZfI4QGuzZMxTWM14S/PzOY9OmSbAMZ+Z9v2JjY+3+Xce9H4nIlqoUPtTYJ598goKCgrp8CSIiK3LvL3OmJckkq8fNj9v+K9F0J6R1qJMQEJClfBcQEAB/f3+bXwxgRGRLnYawGrQgIyK6aTpdIcaN26YELrk+KzAwW/W4qdYLyj6R1gFNIDo6EUFBmTZDnbwUyXovIqqJGi1HEhE1JFsd8AF1Owp79Vny46a9G10ACLi43EBQUCacnW+oCuujosq73FdUdO/h4VHn75mImh+GMCJqUqrSAV8m9/6ylJ7e2UaHfCMGDUrGrFmrUFLiaFVYX1HRPVtPEFFNMIQRUZNiawasOizvnDTflDspaTCSk/UYN24bQkLOAAAGDhwId3d3eHh42JzxYtE9EdUUQxgRNWm2tiGqSGXNWOV2FaGhp6DTFaJPnz7w9/evzUsmIgJQxyFs2rRp7J5PRHXGVkPWyMiUCsOYfOdkZUEsL8+zSqGOiKimahzC8vPz8fPPP+PChQswGtV3Dd15550AgLfffvvmro6IyA7bDVkHIylJj/HjTd3vbc2SyXdObtkyFvZuELdswkpEVBdqFMK2bt2KqVOn4sqVK3B3d4ckmXeQlpQQRkRUXeZ3PhoMBpSUlKiO5+TkAKhoWdG0nHj9emskJkapZsnCwn5HSYkTQkNPYf785UhJiTTb79FUoG955yMRUV2RRA2aeXXt2hV///vf8eKLL8LFxaUurosAFBQUQKfTwWAwcFmXmh3zsJWVpUFGRit4e1/GDz98WqXnGwxuWL48voJlRVv7PaqDVvlsmSe02mKbd0XOmzePhfdEVC1V/f1do5mwP//8Ew8++CADGBHViHmbCXVdV1uMG9cP4eEHAaiL7gGolhZ1ukIMGbLHxl6PMvuPWRbf3357N7i5uaFVq1Zwc3ODVquFTqfjnY9EVKdqFMJiYmLwyy+/oFOnTrV9PUTUApQvN1rXdcnhSN3Ly7R1kPksFgDs3Wtrr8eqMS++Dw8P5x2QRFTvqhzCtmzZovx5zJgxWLhwIY4cOYLevXtDq9Wqxo4fP772rpCImgXz5Ue5s72tui4hNMjMDLTo5aVRHTcdUz9eXSy+J6KGVuUQNmHCBKvHnn32WavHJElCWVnZTV0UETVt584BJ08CXboAgYHWXe5Ny4zB0GqLbLSLEDh8uE+lLSTsHIF6ZsxWXRgAqIvv2fGeiBpClUOYZRsKIiJz8kzXZ585Y9EiHYxGCRqNwLJlBowcmaWMs+zt1aPHURw5EobysCThxInusB+g8FdwA9QzYbbGS1aPS5IRs2atQmBgNqKjo9GtWzfWfRFRg6jRXP5HH32EoqIiq8eLi4vx0Ucf3fRFEVHTIs90vfLK51i40B1Goyn0GI0SFi50x4cfJgCwXQN29GgP2C+il2/eNpr9WaBPn8MYP34bJMn0j0PTf+3VhkmqcePGbUNgYDYAMIARUYOqUWH+XXfdhVGjRsHX11f1eGFhIe666y72CSNqYeRaL3s1XnIBvL3jppBl69+EEoYP340ffxwOIcpnyg4f7oPbbvsO8fHLlfYS778/2+YypTzzVVLiiKlTI9Gr198A/I13PhJRg6vRTJgQQtWgVXbu3DnodLqbvigiaprkLYHMmRfA2zseHZ0IUxCD1TEfn0sVBruQkDMIDMzGuHHbzM4tlOfLM18hIWfQq5cH/P394e/vzwBGRA2uWjNh/fr1gyRJkCQJt99+O1q1Kn96WVkZMjIyMGrUqFq/SCJqGuQtgcxrvswL4O0dDw8/iF690lQd7OVjQUGZVsX7tu5sDA8/iNDQUxU2XmUBPhE1JtUKYfIdkocOHUJMTAzatGmjHHN0dERwcDAmTpxYqxdIRI2TrZYTgDoMWYagio7rdIWIjExBQEAWAIGgoHPKsYqCXVxcHHQ6HfLz81FaWmp1nWy8SkSNVY22LVqzZg3i4uLQunXrurgm+gu3LaLGwjxwHTt2BWlpRcjI2AnAVAem1RahpMRJtVG2JVubaZszv2sSMGLQoGRERqZYvIb17NacOXPYaJWIGpU63bZoxowZAEzFuBcuXLBqX9GhQ4eanJaIGiF7WwwBPWGqvbLe/Fredkhm2ZbCcozlXZOABklJg5GUNEh5Dfl5ISFnVOfmEiMRNVU1CmEnT57E3XffjaSkJNXjcsE+m7USNR/2thiStxEq/7P1noy2nmdrjK27Ji1fw/J5sbGxCAgI4BIjETVZNQphM2fORKtWrbBt2zb4+/vbvFOSiJoX+0FJzfzORXvPE0KDH38cil69jsDTM1e5a7Ky85uf29vbmwGMiJq0GoWwQ4cOITU1Fd27d6/t6yGiRqqqQcnyzkV7z0tN7Y/U1L8py4zjxm3Dli1jUVHnHO73SETNSY36hIWFhanuhiKi5k9uL2HZi8v8z5Z3LsrP0+uTbZzReplx9uxVsO4XZv/cRERNWY1mwl5++WUsWrQIL774Inr37g2tVqs6zjv5iJqn8PCDuHxZhz17hsFyo+xJkzao2kqY3w0ZGZmCpCQ97P27TwgNMjMD4ep63cYYCTExOxAWdoQ9v4ioWalRCIuKigIA3Hbbbap6MBbmEzVvBoMb9u4dCut9GjVwdb2mhCRbd0OOH7/NrEDferPtTZsmISoq0WZjVjmAxcbGwtvbmz2/iKhZqFEI2717d21fBxHVg3PngJMngS5dgMBA9THzXmDmzEsP7BfnG6HVFiMjIxhabZHNuyHj45crez1mZQUgISEK5rNeQmiQmBiFqKhEJCZG2WzMyrshiag5qVEIGz58OPbs2YN3330X6enp2LhxI9q3b4+PP/4YISEhtX2NRHQT5HD12WfOWLRIB6NRgkYjsGyZAf/613VlWU/uBQbYb6xqu8heoEePo8oG2raK8OW7GkNCzkCnK4SnZx4SEqKtrlUIDQICshAfvxy9ek1A376uCAjghttE1DzVKIRt2rQJ06dPx9SpU3Hw4EEUFRUBAAwGA1588UV8/fXXtXqRRFQ581kuwPRnb+/L2Lx5JQwGNyxfHg8hTEuARqOEhQvd8eefH/y1XVCkcp6KGqva2vtxyJA92Lt3qGrmy3K50fKuxrw8L1gvaQKAUemIP3q0M/z9/WrzIyIialRqFMKef/55vPPOO7jzzjuxdu1a5fHBgwfj+eefr7WLI6Kqef99YM4cwGgE5DJNIQCNxgNjx/ZD27aXbc5Opab2Q0TEQaSkmLYHqkpjVcu9H/PyvLBnz3CLK5JgusvRekkRsD+jFh2dyLsfiajFqFGLiuPHj2PYsGFWj8ub6BJR/cjNzUVq6nnMmSMg7x4mhOkLMM14bd06FlptkVlriXI//jgCr78ejwMH+gEAMjOD7C4lmtPpCs2WFnNtnFtg6NA9mDRpPUaP3g5HxyIYDG6q55u3u5AkI6KjEzB4cHkrC979SETNXY1mwtq1a4dTp04hODhY9fjevXvRqVOn2rguIrJDXnaUlxozMoJhNM6wO14IDUpKHCtohqrBli1jcf16ayQmRtk4gxFXr7rCYHCzOUul0xUiKirxrxqv8m2M9uyR76KUlPOMH1++tGk5o2Z+7mnTprH+i4iavRqFsHvuuQcPPfQQPvjgA0iShKysLCQnJ+ORRx7Bk08+WdvXSER/MV92lJcaQ0NPVdjJXq7HCgk5A0fHImzc+E8bozRWdyuaGAFI2Ljxn3Y35waAgIBs2GpbYfn9li3qvR+9vb2tzsUCfCJqKWoUwhYvXgyj0Yjbb78d165dw7Bhw+Dk5IRHHnkEDzzwQG1fI1GLl5ubi9OnSzFnji+MxvLiern1g/Usl6kw3rweS14OtB3YjLBdnWB/A22ZweCGq1ddKjiHOfXej/7+/tX5GIiImpUahTBJkvD4449j4cKFOHXqFK5cuYKwsDC0adOmtq+PqMXLzc3FypW2lx3lei3TbFh5LZgcwGbNWoXAwGzVHY+msGR+96IR0dHlvbnKWYcqy8251ecVULNuyCrf/UhERDUMYTJHR0eEhYXV1rUQkQ1yA1VbdxTKS422mqjKtWCWdzyagpURf//7Nri4XFdtNWTeJNW8aarl6wHWd1JaBy4JlmFv/Hju/UhEJLupEEZE9cdWjy7z1g/VCWiABj4+uQgJOQPANKNVHrhMvb8CArIr7F5vv3t++evPmrUK+fkeAKAKe0RExBBG1KTYu6OwpgENsDWjpcGePcOwZ89wZUYsICDL6g5Ge72+zGvRAgOzERiYbfO9sAUFEbV0DGFETYxOV2hzRqmmAc32jFZ5MX5iYhTi45crxf3m2xlZntdeYIuLi4NOp1O+5x2QREQMYUSNWm5urrKBtr39HM1VJ6DJ55MbudpbWpSL8dPTO9vczsher6/JkyfDw8ODgYuIyA6GMKJGSr4rErC/n2NVgpnMPKBZnq9Tp3Skp4fCVLRvve+jVltc4XZGd90Vrer5xeBFRFQ5hjCiRkq+K9Lefo5yh3tbG21bMg9rAKzOl57eBYARgwbtg6vrVdV59fpk5Oe3tbudEXt+ERHVDEMYUSNnr/2EefsIe41UAetZL70+2c7SowbJyXrExy9Hr15pSEmJRFKSHklJg2HdW0xd3E9ERNVXow28iaj+2N4g27qGy3yj7REjRgCwPYuWlKS3uZm3fDwzMxCZmUFIStKj/K8I0zKl+Ybb5sX9RERUfZwJI2rk7N2FWFEjVZm9HmFCWM9syefYuHESbP/7TIOJE9fD1fWaVRE+200QEVUfQxhRE2DrLkRn5xt2207s3r0bgL1eXoDcNb9371/x2299AGj+GicfsyZJRqXhqvnm2yzCJyKqGYYwonpy7hxw8iTQpQsQGFj951u2n6ioPQRQXowfFZWIhIQoWIcrjRLAAFFp93vzkMdCfCKim8cQRlSHcnNzUVxcjM8+c8aiRToYjRI0GoFlywz417+u3/Qskr2+YJbF+EOH7sHevUNtdLe3t+/jX49KRkycuJFbDhER1QGGMKI6Ivf5MhjcsHx5PIQwBR2jUcLChe74888PoNMVYt68eUoQk0MbAJw7d65KrzN58mQAwPr16wHYLsbfu3eo1T6QFc18AeWzX716HbU6xhowIqKbxxBGVEfkMGWvxYTcY0seZ96ctaqmTZuG0NBQZGeX789o7/UCArIQH78ceXme0GqL8f77s+0EMSMmTbKe/ZLrwFgDRkRUOxjCiOqYreJ4W3cyymGsOlxcXKwey8ryh72eXubLl+Z3XFpuvG1r9isgIIDhi4ioFjGEEdWxyjbQlveGlP8rs+xyb297Isv9JRMTo6Cu8RKIikq0ep55Yb9WW4ySEkerAn/OfhER1R2GMKJqqsldjhXdybh582ar8eaF9aZu9RLMZ6rk7Yny8/OVWjDAXl8wCTpdvs3rslfYL+PsFxFR3WEII6qC2rjL0VbgsbUBt2VhvXlrCcvtiUpLS1Xn02qLYApt6iC2ceMkFBeXh7fY2Fi0atXK6vmmc2ih0+k4+0VEVMcYwogqkJubi4sXL2LdunU4d87/r2L2yu9yrArLNhLyDJft2axy5kX9ly9ftjqf3PdLvSSpDm/s80VE1PAYwojsML9b8cCBftiyRQ445cwDUVZWlqq43rLGy5ytNhJySLLf5d7EvKhf7oxvPXtm3ffL/FqJiKjhNZkNvMePH48OHTqgdevW8Pf3x/Tp05GVlaUas379etxyyy1wcXFBx44d8corr1id5/vvv0d4eDicnJzQuXNnrF692mrMf//7XwQHB6N169aIjIzEzz//rDp+48YNzJ07F15eXmjTpg0mTpyI8+fPq8acPXsWY8aMgYuLC3x9fbFw4UKbSz/UeF28eBFAecCx9X8X80C0efNmvPfee8qXrVovWWVtK8aN22a2ybaxwo2zDQY3/P57zyr1/bK8I5OIiBpOk5kJGzFiBP7973/D398ff/75Jx555BFMmjQJSUlJAIBvvvkGU6dOxZtvvomRI0fi6NGjuOeee+Ds7Ix58+YBADIyMjBmzBjcd999+PTTT7Fr1y7Mnj0b/v7+iImJAQCsW7cOCxYswDvvvIPIyEgsX74cMTExOH78OHx9fQEA8+fPx/bt27FhwwbodDrMmzcPsbGx2LdvHwCgrKwMY8aMQbt27ZCUlITs7Gzceeed0Gq1ePHFFxvg06Pqys3Nxbp16wDYK3a3HYgqEhsbC8AU1mzPdglkZQUgJOSMVSG/6Tqsi/rVBfzWbSnkvSCre61ERFT3JCFMf003NVu2bMGECRNQVFQErVaLf/3rXygpKcGGDRuUMW+++SaWLVuGs2fPQpIkPProo9i+fTvS0tKUMXfccQfy8/OxY8cOAEBkZCT+9re/KctQRqMRQUFBeOCBB7B48WIYDAb4+Pjgs88+w6RJkwAAx44dQ48ePZCcnIyBAwfim2++wdixY5GVlQU/Pz8AwDvvvINHH30UFy9erHK38YKCAuh0OhgMBri7u9fK50ZVk52djffeew8AsG+fHgkJ0VAv8Rkxe/YqBAZmWz3XVrE9AMyZMwcAKjyvJBkRH78cOl0hIiMjlT5g165dQ0pKiup1ymvULLciKr+L0t4dmXPmzGFNGBFRHanq7+8mMxNmLi8vD59++ikGDRoErVYLACgqKrJqXOns7Ixz587hzJkzCA4ORnJyMqKiolRjYmJiEB8fD8DULDM1NRWPPfaYclyj0SAqKgrJyckAgNTUVJSUlKjO0717d3To0EEJYcnJyejdu7cSwOTXuf/++/H777+jX79+Nt9XUVERioqKlO8LCgpq8OlQbbLXdys6OtFmALNXbA+YasSuXLmijA0IyIZl7Zb5kqRl6DJnCnC2NuWWEBOzA2FhR5TQxdkvIqLGqcnUhAHAo48+CldXV3h5eeHs2bP46quvlGMxMTHYvHkzdu3aBaPRiBMnTuC1114DAGVLl5ycHFUwAgA/Pz8UFBTg+vXruHTpEsrKymyOycnJUc7h6OgIDw+PCsfYOod8zJ6lS5dCp9MpX0FBQVX9aKiO2Ou7FRCQZTXWXrG9weAGwLQMuXPnTmW8vCSpOrNF3ZbB4IaMjGDlHID5DJrtJVLzAGYP934kImp4DToTtnjxYrz88ssVjjl69Ci6d+8OAFi4cCFmzZqFM2fO4JlnnsGdd96Jbdu2QZIk3HPPPUhPT8fYsWNRUlICd3d3PPTQQ1iyZAk0mqaRNR977DEsWLBA+b6goIBBrI6Yb5RtS35+PoCqbzkEVF5sb0mnK0RUVKIyo2VZt2VrVi009JSNmbny6zJ//ogRI9C2bVul75eM/b+IiBqHBg1hDz/8MGbOnFnhmE6dOil/9vb2hre3N7p27YoePXogKCgIP/30E/R6PSRJwssvv4wXX3wROTk58PHxwa5du1TnaNeundVdjOfPn4e7uzucnZ3h4OAABwcHm2PatWunnKO4uBj5+fmq2TDLMZZ3VMrnlMfY4uTkBCcnpwo/D7p5lhtl26vhAirfcshcVQOb/HpZWf5/BSrTeaOiEpWly3Pn/G3Oqk2cuMnuptuzZqlr1Lp06cK6LyKiRqxBQ5iPjw98fHxq9Fyj0bSMY15DBQAODg5o3749AODzzz+HXq9XXkOv1+Prr79WjU9ISIBerwdgmiGIiIjArl27MGHCBOV1du3apdxhGRERAa1Wi127dmHixIkAgOPHj+Ps2bPKefR6PV544QVcuHBBuaMyISEB7u7uCAsLq9H7pdpjPgNWUQ2XrKIthwAgOjoaCQkJVQps9u5mFEKDxMQo9OqVhvT0znZ7kgHC5l2VtmrUuORIRNS4NYnC/JSUFOzfvx9DhgxB27ZtkZ6ejieffBKhoaFK8Ll06RI2btyIW2+9FTdu3MCHH36IDRs24IcfflDOc99992HlypVYtGgR7r77bnz33XdYv349tm/froxZsGABZsyYgf79+2PAgAFYvnw5rl69irvuugsAoNPpMGvWLCxYsACenp5wd3fHAw88AL1ej4EDBwIARo4cibCwMEyfPh3Lli1DTk4OnnjiCcydO5czXfXM1rKj+WbX9hqm2poRszX7NXnyZPj6+iIhIQFAxYGtsoaqQmiQmRlYYU+yoKBzVkEvKioRgwcnK+NiY2O55yMRURPQJEKYi4sLNm/ejKeffhpXr16Fv78/Ro0ahSeeeEIVatasWYNHHnkEQgjo9Xp8//33GDBggHI8JCQE27dvx/z587FixQoEBgZi1apVSo8wAIiLi8PFixfx1FNPIScnB7fccgt27NihKrR//fXXodFoMHHiRBQVFSEmJgZvvfWWctzBwQHbtm3D/fffD71eD1dXV8yYMQPPPvtsHX9SZM5y2dFSdWu4bPH19YWXlxfmzZuHCxcuYP369XYDW2XbEUmSEbm5npX2JKtsZo4BjIioaWiyfcJaAvYJuznmvb4A69ovg8ENy5fHW9VwyX26AGDQoEFWs5darRZt2rSBVquFj4+PEnhq8nrljAgMPIdz54JgXXRvvyeZpWnTpiE0NLTScUREVHeadZ8wouqyV/tVWQ2XvCNDRWxt3K2u/TJi0KBkREamQK9PRlLSYBtnkewGsPHjt1kFsMmTJ1u1SeFdj0RETQtDGDV7FdV+yUt7mZmBACQEBWVW+/yWNWfWtV8aJCUNRnKyHlFRiQCMsNVk1ZZhw35Q3SjAei8iouaDIYyanMp6fFnOCFVW+5We3rnSOySBiltZmLNX+yXfAdm792H89ltfWHbhN1E/1rXrSdU5GMCIiJoPhjBqUiortpfJLUWAivt3VXaHpGVPL3vbEZn/1/bm3FDO/9tvt8A0GwbI+zzKG22bjUSPHkeUZcgRI0agZ8+eDGBERM0IQxg1KRXNgNkbV1H/royMYJuzZJmZgUhJaY/kZL3Nnl7mQW3z5s2q58uvZ6vXVzlTrdikSRsASNi48Z8WxyUMGLBf+a5t27YMYEREzQxDGLUI9to62Jsl27hxEtQByv5G2xW9XkpKJJKS9LAdxjRwdb0GT8+8SjvtW25OT0RETV/T2FSRqAYsO8brdIUICTmjCk7yrJW8kbbtpUFrkmSEVltstbm25etFRqZAsl1zrwQtW9dgfpfm6NGj2XaCiKgZ4kwYNWkVFcvLTVRtLWHm5+dj/fr1ANSzZFevutpYGpSZliQlyYg+fQ7j/fdn26wRi4yMREpKCoCKGrSqg1ZFDVi5iTsRUfPEEEZNVlX2fbRXR+Xv768KaJcuXcLmzZthMLjZLKqXtwcKCMiCVlusBDBAXSMGAGvXnoenpxt0ukK7y52Wm20D9rdGIiKi5okhjJqk6uz7aI95QDMYDACsi/jNG63K57VXzJ+SEqkU8lfWELYq3e9l3IibiKh5YgijJqk29n1UP7d8967K9ma03YLCaHYnpelatmwZC1/fnArPN3LkSHh4eFh1v5exCz4RUfPFEEZNijwrVFHvL8BU81WdAGM7BNmuqLc1W9az5xH8/nsvi5EavP/+bGVGzFY47Nq1K0MWEVELxRBGTYpcbH/x4kWkp9vf91Euure1r2NlqlJrZt6CIjlZ/1cAK+8lJrNcJo2NjYW3tzcAznIREbV0DGHU5Hh5eaG4uLjSZUMAuHDhQrW2OKqs1iwuLg4lJSVKg1bzJUh7M2fmy6Te3t7w9/ev4TsnIqLmhCGMmrTK7iiUZ8QqYr7FUWW1ZjqdrsKxtlg2XiUiIgLYrJVINVMm15qZsxeibI0tJ5Tnmi+TEhERyTgTRmSmon0mKxtr3sxV7ilmb5mUiIiIIYyaJLmvV/n39jvnVzbm0qVL0Gq1yvcV1Zrl5+ejtLTU5litthglJY4MXkREVCUMYdQklZSUKH+uyt2MFY2Ri+zNybVmkydPhiRJWLduHQBTjZkpzAUrYa46ne7ZeJWIiGQMYdSkVaVzflXH2Jols+wfVpXAZ2ny5Mnw8PBgSwoiIlJhCKMmqVUr049uVTrnVzamomB18uRJ5bUqC3MjRoxA27ZtAQBarRY6nY7Bi4iI7GIIozqTm5tbrR5d1SHPUFXWOb+yMbaClbzdUGBgNnbv3q0sP1696lJhmOvSpQt7gBERUZUxhFGdyM3NxcqVKysdV5OO9ubkOxS3bBkLU8cV67sZK7rj0dZm3ObbDQFQPQ8wwryzC3uAERFRTTGEUZ2oaAasJuMqI0mAEKb/mpPrsQwGA0JDlyt3PAJARkYwtNoiG5txl8+Imc5bPktmGmsKYuwBRkREN4MhjJq0yuq0PDw8lCVC+S5G8xowwIjQ0D+Qnt4J1r2LNRBC/YgQGkyatB6urtfYioKIiG4KQxjVKrkO7NKlS3X6OnKrh8qK7i1bQliGNkCD9PTOMDVaVS81AkbVTBhgWn4MCjrH8EVERDeNIYxqTVXrwGqDl5cX5s2bh9OnS/HxxwJGY/k6pIODwAMPjEZwcCurejP7+z1KkCRhtdQIoErd8wH2ACMiouphCKNaU1v1XVXl5eUFLy/gvfeAe+8FysoABwfg3XclBAe3QnFxMbKzswFAmZmzdaekzN5So73u+bGxsfD29gZwc3d6EhFRy8QQRk3erFlATAxw6hTQuTPg7KyekStvxOpm427KcvaWGu11xPf29mZLCiIiqjGGMGpQtmrH5GW96vQYCww0fQFAdnb58ywbsZo21s7G7NmrcORITyQn66u01GjvGoiIiGqKIYwalK19G6tq2rRpCA0NtXvc1p2TCQnRMNV/mQLZxImbAAirGbCRI0eiTZs2AEzd+S23L+LyIxER3SyGMLpp9XVHpKVPPvnEZrPX/Px8APaK8E0F/JaBzHIPyODgYC41EhFRnWIIo5tSn3dE2mK5ZJmbm4v169cDqLgI36Q8kFlu6M2lRiIiqmv2fjsRVUlV74g0GNyQkREMg8GtVl9fnvWSXbx4UflzWlovi2arFp1XzY/81VsMAOLi4rjUSEREdY4zYVTnLIvjLZf+KmMwuCEzMwgAEBSUqardWr9+vbIkmZubi3Xr1gEA9u3TK8uN5cRfX5q//lt+zHwPSJ1OV7M3SkREVA0MYVSnKttWqDIHDvSzaCchMH78VlWIKy4uRm5uLrKysgAA5875IyEhCuoABgDlfcCysgKQmBhV4zsjiYiIbhZDGNWpyrYVKu/hlWsVggwGNxv9vCSrEGcwGJQZMHnWzfZKe3kfsJCQM+jVK81mE1YiIqL6wBBGdcZgcMPVqy5WxfHy0l9ly5SmJUjbne1TUiIxcmQiAKCkpER5PfW+kKpnITo6URW27DVhJSIiqg8MYVQnzAOWaSNsoypsAahwmbJ8GdK2pCQ9IiNTVCHK/r6QRkRHJ2Lw4OTafItEREQ3hSGMap31jJQGQhgxadJ6ZTkwIyPY7jIlgAqWFGXlS5oyWy0pJMmIWbNWITAwu8rXz/YURERUHxjC6KbYCiy2Z6Q0cHW9poQme4HJ0zOvghktWI0FgMuXLwOAsi+k5RKnrQA2efJkqy748vthewoiIqoPDGF0U7y8vDBv3jxVv7CsLA0+/ljAaLTdAkIuxo+KSqzgDkUj1DNhRkgSrJY0Tb3HfoHcVSI09JTdrYhkkydPRo8ePWrxUyAiIqo+hjC6aZYzR/7+wHvvAffeC5SVAQ4OAmPGbFNqvaw31M5S7lA0GNyQkhIJdXsJI8aP34bQ0FPK3Yzp6Z2xfHm83TqzivqR+fr61uGnQUREVDWSEMJ+G3FqUAUFBdDpdDAYDHB3d2/oy6mSc+eAkyeBLl1M3586BXTuDDg75+L06VIMGOCrmiHTaAQeeuh1q4BmTpKMiI9froS0zMwgbNo00Wop0/STrLH5PACIjY1FQEAAlxuJiKhOVfX3N2fCqNa8/z4wZw5gNAIajWk2bNYs+agXDh82HTNnNEqqYnxbtWBywX56eucKx9h7nhzCGMCIiKgxYQijasvNzbXaMzIrS4M5c8pnuYxG03JkTAwQGGga06WLKZyZBzEHB1FpMb4kGaHVFlfQA8z+TJhch8b9IImIqLFhCKNqyc3NxcqVK60ez8gIhtE4Q/VYWZlpOVIOYYGBlrViwMsvG3DlimmmyvJuSRNTbVdJiVOFAcxeTZg8C8b9IImIqLFhCKNqsZwBk9lqOeHgYKoHMzdrlml2TK4Vc3C4jvfes91eQq9PVhqyGgxuNkKaEZMmbVTdBWlevM9u+ERE1JgxhFGtsAxRDg4C774rKbNg5gIDy2fHcnPL+4yFhx+0G6Ls9QDr1euo1XUwfBERUVPAEEa1xjxEPfDAaERE+FX6HFt9xsxdunQJmzdvtjo/Z7qIiKipYwijWiXPRAUEmKrvbRXxy/Lz8yFJEnQ6HbKyNMjIaIWQkFLluY6OjvD29rZ5fiIioqaOIYzqjGURv9wp39MzVxWkLBu4mjdZjYuLq5Vr4X6QRETU2DCE0U2xF6zy8/NRWlqqfG8vaFlu9i2EBlu3jkVo6CnodIUQQth9DXP29oIEuB8kERE1TgxhVGMVzWCtX79eGXfunL/doGWrP5h5k9X1692wYsV8GI0SNBqBp576E7Gxl6HVapW2EwxZRETUFDGEUbXIy3qVzWDJDhzohy1bxkK9GXd50LLV2kJusmowuGH58gAIITeAlfDMMwEwGNZDpyvEvHnzGL6IiKjJst39ksgO+W7GQYNm2J3BMhjckJERrMyA2foxk4OWTleIqKhEAEblcbnJakWzZID9nmVERERNAWfCqNq8vLwwcKD1FkSSZERWVgA++uhOZYnSVpd786B14EA/JCZGATCNj4pKVJY0K5olIyIiauo4E0Y1Im9B5OBg+l4OUImJUaolSkBYPNOIWbNW2S3KT0yMgsHgBqC8QaskWc+SERERNXWcCaMak7cgSknJxb59a+xswi2Z/VkgOjoRgYHZAGB3ufH338PQs+cR6HSFbNBKRETNFkMY3ZTAQMDBoRhpaRVtwi2TEBCQBcBU2H/1qouN8QI7d45CQsJI5W5LNmglIqLmiCGMao3l/o6mpcjymTC5nsu8tYWpIF8eVz7e3t2WREREzQVDGFXZuXPAyZNAly6wuTE3oN7fMSsrQKkRk+u5CgvbWLSsMIW1rl2P4cSJ7qpzmfcLIyIiam4YwqhC8t6Pn33mjEWLdErT1GXLDPjXv67b3A5IXj4MCTmDXr3SlHqu9PTOeP/92bC+H0TCiRNdq30nJLciIiKipowhjOyS9340NU2NVzVNXbjQHX/++QEAIDw8DgaDm80ZKzmQWd4JaU0DvX4fkpP1qpkz+ZyxsbGqzbzZJZ+IiJq6JteioqioCLfccgskScKhQ4dUxw4fPoyhQ4eidevWCAoKwrJly6yev2HDBnTv3h2tW7dG79698fXXX6uOCyHw1FNPwd/fH87OzoiKisLJkydVY/Ly8jB16lS4u7vDw8MDs2bNwpUrV6p9LY2d3AzV3l2MKSmRWL48HtOnt8eKFfMBzEJ0dLTNc9m+c7KcJBkRGZmC+PjlmDFjNeLjlyv9wgDA29sb/v7+yhcDGBERNXVNLoQtWrQIAQEBVo8XFBRg5MiR6NixI1JTU/HKK69gyZIleO+995QxSUlJmDJlCmbNmoWDBw9iwoQJmDBhAtLS0pQxy5YtwxtvvIF33nkHKSkpcHV1RUxMDG7cuKGMmTp1Kn7//XckJCRg27Zt+PHHHzFnzpxqXUtTIjdNNSdJRiQl6ZVgJW8ptHHjTwBMG2rPmTMHsbGxds9hTq9PVi1jsg6MiIiauyYVwr755hvs3LkTr776qtWxTz/9FMXFxfjggw/Qs2dP3HHHHXjwwQfxn//8RxmzYsUKjBo1CgsXLkSPHj3w3HPPITw8HCtXrgRgmgVbvnw5nnjiCfzjH/9Anz598NFHHyErKwtffvklAODo0aPYsWMHVq1ahcjISAwZMgRvvvkm1q5di6ysrCpfS1Niq2mqXp8Me/tBAoCHhwf8/f2VJUTLc6iZZsGIiIhakiYTws6fP4977rkHH3/8MVxcXKyOJycnY9iwYapi7ZiYGBw/fhyXL19WxkRFRameFxMTg+TkZABARkYGcnJyVGN0Oh0iIyOVMcnJyfDw8ED//v2VMVFRUdBoNEhJSanytdhSVFSEgoIC1VdjER5+ULVUGBmZYnN2rKJCevkcgwbtg/lekePHV94Fn0X4RETU3DSJwnwhBGbOnIn77rsP/fv3x+nTp63G5OTkICQkRPWYn5+fcqxt27bIyclRHjMfk5OTo4wzf569Mb6+vqrjrVq1gqenp2pMZddiy9KlS/HMM8/Y/hAaATko5eV5wdMzV9UTrKpbCul0hRg5MhGRkSl2u+BPnjwZHh4eyvcswiciouaoQUPY4sWL8fLLL1c45ujRo9i5cycKCwvx2GOP1dOVNYzHHnsMCxYsUL4vKChAUFBQA16RmnmTVTl0xccvR16eJ7TaYpSUOCl3SV66dKnC2St7XfDj4uLQvXt3G88gIiJqXho0hD388MOYOXNmhWM6deqE7777DsnJyXByclId69+/P6ZOnYo1a9agXbt2OH/+vOq4/H27du2U/9oaY35cfszf31815pZbblHGXLhwQXWO0tJS5OXlVfo65q9hi5OTk9V7bEhZWRpkZATD0zMXAKw22966dSzi45fj8mVPq3AGbAYATJs2rVqv6ePjU6vvgYiIqLFq0BDm4+NTpV+6b7zxBp5//nnl+6ysLMTExGDdunWIjIwEAOj1ejz++OMoKSmBVqsFACQkJKBbt27K8p9er8euXbsQHx+vnCshIQF6vR4AEBISgnbt2mHXrl1K6CooKEBKSgruv/9+5Rz5+flITU1FREQEAOC7776D0Wis1rU0tMq637//PjBnji+MxhlKIb6tNhWZmYE2w5m83ZCLiwvmzZuH4uJi5Ofno7S01Oq1tFotdDodlx2JiKhlEU1QRkaGACAOHjyoPJafny/8/PzE9OnTRVpamli7dq1wcXER7777rjJm3759olWrVuLVV18VR48eFU8//bTQarXit99+U8a89NJLwsPDQ3z11Vfi8OHD4h//+IcICQkR169fV8aMGjVK9OvXT6SkpIi9e/eKLl26iClTplTrWqrCYDAIAMJgMNTgU7Jv1SohNBohANN/V61SH8/MLD8uf0lSmQDKrB6bNGm96jH5a8aMD8WSJUtEVlZWrV47ERFRY1fV39/NJoQJIcSvv/4qhgwZIpycnET79u3FSy+9ZPXc9evXi65duwpHR0fRs2dPsX37dtVxo9EonnzySeHn5yecnJzE7bffLo4fP64ak5ubK6ZMmSLatGkj3N3dxV133SUKCwurfS2VqYsQZitgOTiYHpd99511qAKEGDRo719hzBTAxo//Ssyf/5rymHk4mz//NYYwIiJqkar6+1sSQoiGnIkj+woKCqDT6WAwGODu7l4r59y9G7jtNtuP33qr6c/nzgEdOwJGsw4UkmTExImb4OFxGSUljqq7Gm0V7Mvd7ufMmaOqryMiImruqvr7u0m0qKDa06ULoNGoA5aDA9C5s+nPubm5cHAoxrJlznj0UR3KyqS/NtYGNm78pxKyQkLOKM8PDz+I0NBTdltOEBERkTWGsBYmMBB47z3g3nuBsjJTAHv3XdPj8obdsgcfdENmZiA2bpwEua+vZeG9zF7LCSIiIrKtyXTMp9ozaxZw+rRpCfL0adP3QPmG3TKdrhCurtdR0fZElTEYDDd/wURERM0QZ8JaqMBA260pLMkbb5u3p6hseyJzLDkkIiKyjTNhVCFbm3ebmrECGRnBMBjcAAAGg5vqe5n59kNERERUjjNhVKnQ0FOYOHETAIGgoHNIT++M5cvjlbsh+/Q5jMOH+9i8O5KIiIhsYwijClm2n4iKSkRiYpSqQ/6vv/YFICnf2yrcJyIiIjWGsBYkNzfXqvjenGURvcHgZrUlkXkAKyepvpML9xnCiIiI7GMIayEs209URV6el839IgEjKionrE7hPhERUUvFwvwWwtYMmL1iepl8Z6Q5STIiIiLV7uvINWGcBSMiIqoYZ8JaKHtbDQ0cOBA//fQTACA9vTPMO0zI40JDTyE1NQLqDG/EpEkbERR0ThXAHB0d6+cNERERNTEMYS2QrVovuZi+tLRUNcY8aAkBpeB+/PhtViGuV6+jAIDJkyfDw8MDjo6O8PLyqvf3R0RE1BQwhLVA9mq98vI88csvv9gdA5QX3IeHH8T06b4oKPBFUFAR2rULgVbbFT4+PgxeREREVcAQ1gJ5eubCurheXUxflTGDB3eEv79/3V4sERFRM8UQ1mKp20pIElBY2AaZmUEAAA+PyzbHmGO9FxERUc0xhLVAeXlesNXba9Wqe8weN9ocIy9Hjhw5ksuOREREN4EtKloI81krW60nAAF16LL+0TDv/8U9IYmIiG4OQ1gL4eXlhZEjRwKwvSm35ayXJcv+X76+vnV6vURERM0dlyNbiNzcXJSUlCjfh4cfRGjoKeTleUKrLcb778+2cTdkuYkTN6JXr6OIjY1FQEAAlyKJiIhuEkNYC2BvyyKdrlCZ2Ro3bpuqd5g5STIiKOgcAMDb25sBjIiIqBYwhLUAllsWGQxuyMvzgqdnrhLC5JmxzMxAHD/eFWlpfVSNWOVxvCOSiIiodjCEtTC2tisyLUuaQllxcWslgAFGREUlIjz8IAAgLi6Os2BERES1hCGsBbG1XdGWLWMhSVBCmWmvSHlJUoPExCj06pUGna4QPj4+DXXpREREzQ5DWAtibysieZNuW/VgQmgwePAM3HorOAtGRERUixjCWhC5P1hFd0FacnAAIiO9wPxFRERUu9gnrAWx7A9m6oovVGNMx0zHHRyAd98FAgPr9TKJiIhaBM6EtTDm/cGysgKQkBBtdrS8UH/48FmIiNAxgBEREdURhrAWwLKthNxu4qOP7oR5p3yNRsJTT0UiOHgwvLx09XmJRERELQ5DWAvg5eWFefPmqfqF7dvniNdfV69GG40SCgv9WP9FRERUDxjCWgjLOxsHDgQ0GsBoto+3gwPQuXM9XxgREVELxcL8FiowEHjvPVPwAliET0REVN84E9aCzZoFxMQAp06ZZsAYwIiIiOoPQ1gLFxjI8EVERNQQuBxJRERE1AAYwoiIiIgaAEMYERERUQNgCCMiIiJqAAxhRERERA2AIYyIiIioATCEERERETUAhjAiIiKiBsAQRkRERNQAGMKIiIiIGgBDGBEREVED4N6RjZgQAgBQUFDQwFdCREREVSX/3pZ/j9vDENaIFRYWAgCCgoIa+EqIiIiougoLC6HT6ewel0RlMY0ajNFoRFZWFtzc3CBJUo3PU1BQgKCgIGRmZsLd3b0Wr7Dp4Gdgws+BnwHAzwDgZyDj51A3n4EQAoWFhQgICIBGY7/yizNhjZhGo0FgYGCtnc/d3b3F/p9Mxs/AhJ8DPwOAnwHAz0DGz6H2P4OKZsBkLMwnIiIiagAMYUREREQNgCGsBXBycsLTTz8NJyenhr6UBsPPwISfAz8DgJ8BwM9Axs+hYT8DFuYTERERNQDOhBERERE1AIYwIiIiogbAEEZERETUABjCiIiIiBoAQ1gT9fbbb6NPnz5Kczm9Xo9vvvlGOX7jxg3MnTsXXl5eaNOmDSZOnIjz58+rznH27FmMGTMGLi4u8PX1xcKFC1FaWlrfb6XWvPTSS5AkCfHx8cpjLeFzWLJkCSRJUn11795dOd4SPgMA+PPPPzFt2jR4eXnB2dkZvXv3xi+//KIcF0Lgqaeegr+/P5ydnREVFYWTJ0+qzpGXl4epU6fC3d0dHh4emDVrFq5cuVLfb6VGgoODrX4OJEnC3LlzAbSMn4OysjI8+eSTCAkJgbOzM0JDQ/Hcc8+p9u9r7j8HgGmrnPj4eHTs2BHOzs4YNGgQ9u/frxxvjp/Bjz/+iHHjxiEgIACSJOHLL79UHa+t93z48GEMHToUrVu3RlBQEJYtW3ZzFy6oSdqyZYvYvn27OHHihDh+/Lj497//LbRarUhLSxNCCHHfffeJoKAgsWvXLvHLL7+IgQMHikGDBinPLy0tFb169RJRUVHi4MGD4uuvvxbe3t7isccea6i3dFN+/vlnERwcLPr06SMeeugh5fGW8Dk8/fTTomfPniI7O1v5unjxonK8JXwGeXl5omPHjmLmzJkiJSVF/PHHH+Lbb78Vp06dUsa89NJLQqfTiS+//FL8+uuvYvz48SIkJERcv35dGTNq1CjRt29f8dNPP4k9e/aIzp07iylTpjTEW6q2CxcuqH4GEhISBACxe/duIUTL+Dl44YUXhJeXl9i2bZvIyMgQGzZsEG3atBErVqxQxjT3nwMhhJg8ebIICwsTP/zwgzh58qR4+umnhbu7uzh37pwQonl+Bl9//bV4/PHHxebNmwUA8cUXX6iO18Z7NhgMws/PT0ydOlWkpaWJzz//XDg7O4t33323xtfNENaMtG3bVqxatUrk5+cLrVYrNmzYoBw7evSoACCSk5OFEKYfWI1GI3JycpQxb7/9tnB3dxdFRUX1fu03o7CwUHTp0kUkJCSI4cOHKyGspXwOTz/9tOjbt6/NYy3lM3j00UfFkCFD7B43Go2iXbt24pVXXlEey8/PF05OTuLzzz8XQghx5MgRAUDs379fGfPNN98ISZLEn3/+WXcXX0ceeughERoaKoxGY4v5ORgzZoy4++67VY/FxsaKqVOnCiFaxs/BtWvXhIODg9i2bZvq8fDwcPH444+3iM/AMoTV1nt+6623RNu2bVX/f3j00UdFt27danytXI5sBsrKyrB27VpcvXoVer0eqampKCkpQVRUlDKme/fu6NChA5KTkwEAycnJ6N27N/z8/JQxMTExKCgowO+//17v7+FmzJ07F2PGjFG9XwAt6nM4efIkAgIC0KlTJ0ydOhVnz54F0HI+gy1btqB///745z//CV9fX/Tr1w//+9//lOMZGRnIyclRfQ46nQ6RkZGqz8HDwwP9+/dXxkRFRUGj0SAlJaX+3kwtKC4uxieffIK7774bkiS1mJ+DQYMGYdeuXThx4gQA4Ndff8XevXsxevRoAC3j56C0tBRlZWVo3bq16nFnZ2fs3bu3RXwGlmrrPScnJ2PYsGFwdHRUxsTExOD48eO4fPlyja6NG3g3Yb/99hv0ej1u3LiBNm3a4IsvvkBYWBgOHToER0dHeHh4qMb7+fkhJycHAJCTk6P6y1Y+Lh9rKtauXYsDBw6o6h1kOTk5LeJziIyMxOrVq9GtWzdkZ2fjmWeewdChQ5GWltZiPoM//vgDb7/9NhYsWIB///vf2L9/Px588EE4OjpixowZyvuw9T7NPwdfX1/V8VatWsHT07PJfA6yL7/8Evn5+Zg5cyaAlvP/hcWLF6OgoADdu3eHg4MDysrK8MILL2Dq1KkA0CJ+Dtzc3KDX6/Hcc8+hR48e8PPzw+eff47k5GR07ty5RXwGlmrrPefk5CAkJMTqHPKxtm3bVvvaGMKasG7duuHQoUMwGAzYuHEjZsyYgR9++KGhL6veZGZm4qGHHkJCQoLVv/paEvlf+QDQp08fREZGomPHjli/fj2cnZ0b8Mrqj9FoRP/+/fHiiy8CAPr164e0tDS88847mDFjRgNfXf17//33MXr0aAQEBDT0pdSr9evX49NPP8Vnn32Gnj174tChQ4iPj0dAQECL+jn4+OOPcffdd6N9+/ZwcHBAeHg4pkyZgtTU1Ia+NLLA5cgmzNHREZ07d0ZERASWLl2Kvn37YsWKFWjXrh2Ki4uRn5+vGn/+/Hm0a9cOANCuXTurO6Pk7+UxjV1qaiouXLiA8PBwtGrVCq1atcIPP/yAN954A61atYKfn1+L+BwseXh4oGvXrjh16lSL+Vnw9/dHWFiY6rEePXooy7Ly+7D1Ps0/hwsXLqiOl5aWIi8vr8l8DgBw5swZJCYmYvbs2cpjLeXnYOHChVi8eDHuuOMO9O7dG9OnT8f8+fOxdOlSAC3n5yA0NBQ//PADrly5gszMTPz8888oKSlBp06dWsxnYK623nNd/H+EIawZMRqNKCoqQkREBLRaLXbt2qUcO378OM6ePQu9Xg8A0Ov1+O2331Q/dAkJCXB3d7f6ZdZY3X777fjtt99w6NAh5at///6YOnWq8ueW8DlYunLlCtLT0+Hv799ifhYGDx6M48ePqx47ceIEOnbsCAAICQlBu3btVJ9DQUEBUlJSVJ9Dfn6+arbgu+++g9FoRGRkZD28i9rx4YcfwtfXF2PGjFEeayk/B9euXYNGo/615uDgAKPRCKBl/RwAgKurK/z9/XH58mV8++23+Mc//tHiPgOg9v531+v1+PHHH1FSUqKMSUhIQLdu3Wq0FAmALSqaqsWLF4sffvhBZGRkiMOHD4vFixcLSZLEzp07hRCm29E7dOggvvvuO/HLL78IvV4v9Hq98nz5dvSRI0eKQ4cOiR07dggfH58mdTu6LeZ3RwrRMj6Hhx9+WHz//fciIyND7Nu3T0RFRQlvb29x4cIFIUTL+Ax+/vln0apVK/HCCy+IkydPik8//VS4uLiITz75RBnz0ksvCQ8PD/HVV1+Jw4cPi3/84x82b1Hv16+fSElJEXv37hVdunRp1LflWyorKxMdOnQQjz76qNWxlvBzMGPGDNG+fXulRcXmzZuFt7e3WLRokTKmJfwc7NixQ3zzzTfijz/+EDt37hR9+/YVkZGRori4WAjRPD+DwsJCcfDgQXHw4EEBQPznP/8RBw8eFGfOnBFC1M57zs/PF35+fmL69OkiLS1NrF27Vri4uLBFRUt09913i44dOwpHR0fh4+Mjbr/9diWACSHE9evXxf/93/+Jtm3bChcXF/H//t//E9nZ2apznD59WowePVo4OzsLb29v8fDDD4uSkpL6fiu1yjKEtYTPIS4uTvj7+wtHR0fRvn17ERcXp+qP1RI+AyGE2Lp1q+jVq5dwcnIS3bt3F++9957quNFoFE8++aTw8/MTTk5O4vbbbxfHjx9XjcnNzRVTpkwRbdq0Ee7u7uKuu+4ShYWF9fk2bsq3334rAFi9LyFaxs9BQUGBeOihh0SHDh1E69atRadOncTjjz+uainQEn4O1q1bJzp16iQcHR1Fu3btxNy5c0V+fr5yvDl+Brt37xYArL5mzJghhKi99/zrr7+KIUOGCCcnJ9G+fXvx0ksv3dR1S0KYtRImIiIionrBmjAiIiKiBsAQRkRERNQAGMKIiIiIGgBDGBEREVEDYAgjIiIiagAMYUREREQNgCGMiIiIqAEwhBERERE1AIYwImpWbr31VsTHxzf0ZdS5JUuW4JZbbmnoyyCim8AQRkTUiBQXF9fr6wkhUFpaWq+vSUQmDGFE1GzMnDkTP/zwA1asWAFJkiBJEk6fPo20tDSMHj0abdq0gZ+fH6ZPn45Lly4pz7v11lvxwAMPID4+Hm3btoWfnx/+97//4erVq7jrrrvg5uaGzp0745tvvlGe8/3330OSJGzfvh19+vRB69atMXDgQKSlpamuae/evRg6dCicnZ0RFBSEBx98EFevXlWOBwcH47nnnsOdd94Jd3d3zJkzBwDw6KOPomvXrnBxcUGnTp3w5JNPoqSkBACwevVqPPPMM/j111+V97l69WqcPn0akiTh0KFDyvnz8/MhSRK+//571XV/8803iIiIgJOTE/bu3Quj0YilS5ciJCQEzs7O6Nu3LzZu3Fjb/xMRkRmGMCJqNlasWAG9Xo977rkH2dnZyM7OhpubG2677Tb069cPv/zyC3bs2IHz589j8uTJqueuWbMG3t7e+Pnnn/HAAw/g/vvvxz//+U8MGjQIBw4cwMiRIzF9+nRcu3ZN9byFCxfitddew/79++Hj44Nx48YpYSk9PR2jRo3CxIkTcfjwYaxbtw579+7FvHnzVOd49dVX0bdvXxw8eBBPPvkkAMDNzQ2rV6/GkSNHsGLFCvzvf//D66+/DgCIi4vDww8/jJ49eyrvMy4urlqf1eLFi/HSSy/h6NGj6NOnD5YuXYqPPvoI77zzDn7//XfMnz8f06ZNww8//FCt8xJRNdzU9t9ERI3M8OHDxUMPPaR8/9xzz4mRI0eqxmRmZgoA4vjx48pzhgwZohwvLS0Vrq6uYvr06cpj2dnZAoBITk4WQgixe/duAUCsXbtWGZObmyucnZ3FunXrhBBCzJo1S8yZM0f12nv27BEajUZcv35dCCFEx44dxYQJEyp9X6+88oqIiIhQvn/66adF3759VWMyMjIEAHHw4EHlscuXLwsAYvfu3arr/vLLL5UxN27cEC4uLiIpKUl1vlmzZokpU6ZUem1EVDOtGjIAEhHVtV9//RW7d+9GmzZtrI6lp6eja9euAIA+ffoojzs4OMDLywu9e/dWHvPz8wMAXLhwQXUOvV6v/NnT0xPdunXD0aNHldc+fPgwPv30U2WMEAJGoxEZGRno0aMHAKB///5W17Zu3Tq88cYbSE9Px5UrV1BaWgp3d/dqv397zF/z1KlTuHbtGqKjo1VjiouL0a9fv1p7TSJSYwgjombtypUrGDduHF5++WWrY/7+/sqftVqt6pgkSarHJEkCABiNxmq99r333osHH3zQ6liHDh2UP7u6uqqOJScnY+rUqXjmmWcQExMDnU6HtWvX4rXXXqvw9TQaU4WJEEJ5TF4atWT+mleuXAEAbN++He3bt1eNc3JyqvA1iajmGMKIqFlxdHREWVmZ8n14eDg2bdqE4OBgtGpV+3/l/fTTT0qgunz5Mk6cOKHMcIWHh+PIkSPo3Llztc6ZlJSEjh074vHHH1ceO3PmjGqM5fsEAB8fHwBAdna2MoNlXqRvT1hYGJycnHD27FkMHz68WtdKRDXHwnwialaCg4ORkpKC06dP49KlS5g7dy7y8vIwZcoU7N+/H+np6fj2229x1113WYWYmnj22Wexa9cupKWlYebMmfD29saECRMAmO5wTEpKwrx583Do0CGcPHkSX331lVVhvqUuXbrg7NmzWLt2LdLT0/HGG2/giy++sHqfGRkZOHToEC5duoSioiI4Oztj4MCBSsH9Dz/8gCeeeKLS9+Dm5oZHHnkE8+fPx5o1a5Ceno4DBw7gzTffxJo1a2r82RBRxRjCiKhZeeSRR+Dg4ICwsDD4+PiguLgY+/btQ1lZGUaOHInevXsjPj4eHh4eyvLdzXjppZfw0EMPISIiAjk5Odi6dSscHR0BmOrMfvjhB5w4cQJDhw5Fv3798NRTTyEgIKDCc44fPx7z58/HvHnzcMsttyApKUm5a1I2ceJEjBo1CiNGjICPjw8+//xzAMAHH3yA0tJSREREID4+Hs8//3yV3sdzzz2HJ598EkuXLkWPHj0watQobN++HSEhITX4VIioKiRhXjxARERV8v3332PEiBG4fPkyPDw8GvpyiKgJ4kwYERERUQNgCCMiIiJqAFyOJCIiImoAnAkjIiIiagAMYUREREQNgCGMiIiIqAEwhBERERE1AIYwIiIiogbAEEZERETUABjCiIiIiBoAQxgRERFRA2AIIyIiImoA/x8XV8X3Pvc5BQAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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YtWqV6tWrp8aNG6tnz55at26dZs+erQ8++ED+/v5q27atZs6cqaeeekpt2rTR4sWL7SaWJyQkaPjw4frnP/+pqKgoTZ8+XVFRUVq4cKHefvtttW7dWmlpaZoxY4ZJ3xIAYIbCwkKlpqbahKKwsDClpKR4VCiSJIvhjPu+vUheXp4iIiKUm5ur8PBwa/uZM2e0b98+NWnSRMHBwSZWCFfj2gNA2b788kulp6fbtN15552Ki4vT8uVSWpo0bpzUu3fV1lHW7++KYigNAABUyp8nWEvShAkTrHc7p6VJGRlnf1Z1MHIWghEAAKiQJUsOa/fuV2zaOnXqpF69etm0jRv3vx4jT0EwAgAA5eaol+js2kTV7dp79/acnqJzCEYAAOAvFRUVacqUKXbtKSkpJlRTdQhGAADgvJYsWaLdu3fbtH35ZSfl5vaSl+UighEAACibo6Gzdu0eV3q6v0fNHSovghEAALCTlZWlRYsW2bWfGzrr08fVFbkGwQgAANhw1EtUWDhQTz7Z1IRqXIuVrwEAgCTJMAyHoWjixBTNmuX9oUiixwhOlJSUpJycHC1btkySdO2116pdu3Z67rnnKn1OZ5wDAPDXZsyYoVOnTtm1FxSkqEYNadQoE4oyAcHIByQlJVnHiQMCAhQXF6dBgwbpscceU7VqVfd/gffee08BAQHlOnb9+vXq2rWrTpw4ocjIyEqdAwBQOY56iZ5++iH93/9V18aNkoO79L0WwchH9OzZUwsWLFB+fr4+/PBDjRgxQgEBAUpOTrY5rqCgwGkP/KtVq5ZbnAMA4Nju3bu1ZMkSu/aCghT93/951orVzsIcIx8RFBSkmJgYNWrUSPfee6+6d++u5cuXKykpSX379tWUKVNUv359tWjRQpJ04MAB3XrrrYqMjFStWrXUp08fZWVlWc9XXFysMWPGKDIyUrVr19YjjzyiPz+P+Nprr9Xo0aOt2/n5+Xr00UcVGxuroKAgNW/eXK+++qqysrLUtWtXSVLNmjVlsViUlJTk8BwnTpzQoEGDVLNmTYWGhqpXr1764YcfrPsXLlyoyMhIpaenq1WrVqpRo4Z69uypI0eOWI9Zv369OnXqpOrVqysyMlJXXnmlfvrpJyf9SQOAZ0hNTbULRfv3t9LEiSlat07auNHzVq12BoKRjwoJCVFBQYEkac2aNdq9e7dWr16tFStWqLCwUImJiQoLC9Nnn32mL774whowzr3nmWee0cKFCzV//nx9/vnn+vXXX/X++++f9zMHDRqkN998U7Nnz9auXbv08ssvq0aNGoqNjdW7774r6ey/Xo4cOaJZs2Y5PEdSUpK++eYbLV++XBkZGTIMQ3//+99VWFhoPeb06dOaMWOGXnvtNW3YsEH79+/XQw89JOnsyq19+/ZVly5dtG3bNmVkZOjuu++2PvAQAHyBo6Gzp55KUZ8+tyo+3jd7is5hKM3HGIahNWvWKD09Xffff7+OHz+u6tWra968edYhtNdff10lJSWaN2+eNTAsWLBAkZGRWr9+vXr06KHnnntOycnJuummmyRJc+fOVXp6epmf+/333+utt97S6tWr1b17d0lS06b/u8Ph3JBZdHS0zRyjP/rhhx+0fPlyffHFF0pISJAkLV68WLGxsVq2bJluueUWSVJhYaHmzp2rZs2aSZJGjhypSZMmSZLy8vKUm5urG264wbq/VatWFf+DBAAP5CgQSdKMGSl68EHPfLaZs9FjZJLly6WEhLM/XWHFihWqUaOGgoOD1atXL/3zn//UxIkTJUmXXnqpzbyirVu3as+ePQoLC1ONGjVUo0YN1apVS2fOnNHevXuVm5urI0eOqHPnztb3VKtWTR07dizz87ds2SJ/f3916dKl0t9h165dqlatms3n1q5dWy1atNCuXbusbaGhodbQI0n16tXTsWPHJJ0NYElJSUpMTNSNN96oWbNm2QyzAYC3chSKbrnlFqWkpOi333xrgvX50GNkkrQ0KSPj7E9XpPOuXbtqzpw5CgwMVP369W3uRvvzE5FPnjypDh06aPHixXbniYqKqtTnh4SEVOp9lfHnu9gsFovN/KcFCxZo1KhRWrVqlZYuXarHH39cq1ev1hVXXOGyGgHAVY4ePaq5c+fatXvbw1+dhR4jk4wbJ5eO41avXl3NmzdXXFzcX96if9lll+mHH35QdHS0mjdvbvOKiIhQRESE6tWrp//+97/W9xQVFWnTpk1lnvPSSy9VSUmJPv30U4f7z/VYFRcXl3mOVq1aqaioyOZzf/nlF+3evVutW7c+73f6s/bt2ys5OVkbN25UmzZt9MYbb1To/QDgCVJTUx2GovR0QlFZCEYm6d3bfWf833777apTp4769Omjzz77TPv27dP69es1atQoHTx4UJL0wAMPKC0tTcuWLVNmZqbuu+8+5eTklHnOxo0ba/DgwRoyZIiWLVtmPedbb70lSWrUqJEsFotWrFih48eP6+TJk3bnuOiii9SnTx8NGzZMn3/+ubZu3ao77rhDDRo0UJ9yPrRn3759Sk5OVkZGhn766Sd9/PHH+uGHH5hnBMDrOBo6mzfvCaWnp/j05Oq/QjCCndDQUG3YsEFxcXG66aab1KpVKw0dOlRnzpxReHi4JGns2LEaOHCgBg8erPj4eIWFhekf//jHec87Z84c3XzzzbrvvvvUsmVLDRs2zLrKaoMGDZSamqpx48apbt26GjlypMNzLFiwQB06dNANN9yg+Ph4GYahDz/8sNyLQIaGhiozM1P9+vXTxRdfrLvvvlsjRozQPffcU4E/IQBwX9OnTy/zsR7Vq/u57T/K3YXF+PPiMz4uLy9PERERys3NtYYASTpz5oz27dunJk2aKDg42MQK4WpcewCewlEgysxsoS1b+qtmzbPTN7w1FJX1+7uimHwNAICHO3PmjJ566im79okTzz7nbPFi7w1EzkYwAgDAg5W1NlFBQYr1Jh9CUfkRjAAA8FCOQtEll4zWzTdHmFCNdyAYAQDgYT744ANt2bLFrp21iS4cd6VVEHPVfQ/XHIA7SU1NdRiKWJvIOegxKqdzt4OfPn3apas4w3ynT5+WZL+iNgC4kmEY1uc+/lFBQYrWrfPtB786E8GonPz9/RUZGWl95lZoaChPZPdyhmHo9OnTOnbsmCIjI+Xv7292SQB8VFkTrCdOPDvBeuNGFxfkxQhGFRATEyNJ1nAE3xAZGWm99gDgao5C0ebN/9Qll7R06aOlfAXBqAIsFovq1aun6OhoFRYWml0OXCAgIICeIgCm2LZtm95//3279vT0FHqIqhDBqBL8/f35ZQkAqDJlDZ3xnLOqRzACAMCNOApFEyZMkMViEXfjVz2CEQAAbqCsXiLWJnItghEAACZzFIratWunPn36mFCNbyMYAQBgkp9//lkvvviiXXt6egrDZiYhGAEAYAImWLsnghEAAC7mKBQ9+uijCg4OpqfIZAQjAABcZMqUKSoqKrJrb98+RcHBJhQEOwQjAABcoKyhs/btU9S7t4uLQZkIRgAAVKGioiJNmTLFrp0VrN0TwQgAgCrCBGvPQzACAKAKOApFQ4cOVcOGDZlg7cYIRgAAONHq1au10cEYGStYewaCEQAATsJjPTwfwQgAACdwFIomTkzRBx+YUAwqjWAEAMAFKKuXaNKkFN18s7gV38MQjAAAqITx46XAQPtQVL/+dRo2LIEJ1h6KYAQAQAUtXrxPgYH/tmtnLpHnIxgBAFBOy5dLmzczwdqb+ZldAAAAnsJRKEpPf0Lt2xOKvAU9RgAA/IXz3YZPR5F38coeoxdffFGNGzdWcHCwOnfurK+++srskgAAHspRKPr110b0Enkpr+sxWrp0qcaMGaO5c+eqc+fOeu6555SYmKjdu3crOjra7PIAAB7i1KlTmjFjhl07c4m8m8UwDMPsIpypc+fOuvzyy/XCCy9IkkpKShQbG6v7779f48rxxL68vDxFREQoNzdX4eHhVV0uAMANsYK153HW72+v6jEqKCjQpk2blJycbG3z8/NT9+7dlZGR4fA9+fn5ys/Pt27n5eVVeZ0AAPflKBSNGTNGYWFhJlQDV/OqYPTzzz+ruLhYdevWtWmvW7euMjMzHb5n2rRpZf7LAADgO5599k3l5X1v104vkW/xysnXFZGcnKzc3Fzr68CBA2aXBABwsdTUVEIRJHlZj1GdOnXk7++vo0eP2rQfPXpUMTExDt8TFBSkoKAgV5QHAHAzhmFo0qRJdu0EIt/lVT1GgYGB6tChg9asWWNtKykp0Zo1axQfH29iZQAAd5OamuowFM2YQSjyZV7VYySdnSA3ePBgdezYUZ06ddJzzz2nU6dO6c477zS7NACAm3A0t7So6CY999ylGjXKhILgNrwuGP3zn//U8ePHNWHCBGVnZ6tdu3ZatWqV3YRsAIDv2bBhg9atW2fXfm7obPJkV1cEd+N16xhdKNYxAgDvw8NfvR/rGAEAUE6OQhGBCI4QjAAAXosVrFFRBCMAgFdyFIpatGih/v37m1ANPAXBCADgVQ4dOqR58+bZtdNLhPIgGAEAvAZDZ7hQBCMAgFdwFIqSk5MVGBhoQjXwVAQjAIDH4jZ8OJtXPRIEAOBbCEVwNnqMAAAeZfly6emn89W9e5rdPgIRLhTBCADgUTZvTlX37vbthCI4A0NpAACP4WiCdUbGXWrfnlAE56DHCADg9pYsWaLdu3fbtdNLBGcjGAEA3BprE8GVCEYAALflKBQRiFCVCEYAALdDLxHMQjACALiNshZs3LChmx544GoTKoKvIRgBANzCt99+q82b/2PXnp6eonHjpN69TSgKPodgBAAw3fmGzhg9gysRjAAApnIUiiZMmCCLxWJCNfB1BCMAgCmYYA13xMrXAACXcxSKiooCWMEapqPHCADgMidOnNDs2bPt2uklgrsgGAEAXKKsoTN6ieBOCEYAgCrnKBQ9+OCDCg8PN6EaoGwEIwBAlUlNnSTJsGtn6AzuimAEAKgS3HUGT0QwAgA4VUlJiSZPnmzXTiCCJyAYAQCchl4ieDqCEQDAKRyFoltvvVWtWrUyoRqgcghGAIALsmLFCm3atMmunV4ieCKCEQCg0hg6g7chGAEAKsVRKCIQwdMRjAAAFUIvEbwZwQgAUG6OQlGLFi3Uv39/E6oBnI9gBAD4S3v37tXrr79u104vEbwNwQgAcF4MncGXEIwAAGVyFIratn1MffsGmFANUPUIRgAAO/QSwVf5mV0AAMC9EIrgy+gxAgBIkn7//XdNnz7drp1ABF9CMAIA0EsElGIoDQB8nKNQNHfuPUpPJxTB99BjBAA+6pVXXtHhw4ft2pcsSVFEhDRunAlFASYjGAGADzrf0BmjZ/BlBCMA8CGGYWjSpEl27cwlAs4iGAGAj2CCNfDXCEYA4MWWL5fS0qTERPtQdN111ykhIcGEqgD3RTACAC/2xhtfKTHxI7t2eokAxwhGAOClUlNT1aqVfTuhCCgbwQgAvJCj+UQTJkyQxWIxoRrAcxCMAMCLMMEauDAEIwDwEo5CUZ06dTRixAgTqgE8U4WDkb+/v44cOaLo6Gib9l9++UXR0dEqLi52WnEAgL/2888/68UXX7Rrb98+Rb17m1AQ4MEqHIwMw3DYnp+fr8DAwAsuCABQfmUNnU2cmKL4eBGMgAoqdzCaPXu2JMlisWjevHmqUaOGdV9xcbE2bNigli1bOr9CAIBDjkLR9OkPKzY2VPHxPOsMqIxyB6Nnn31W0tkeo7lz58rf39+6LzAwUI0bN9bcuXOdXyEAwEZZvUTt26eobduzgYieIqByyh2M9u3bJ0nq2rWr3nvvPdWsWbPKigIAOPZXd50RiIALU+E5RuvWrauKOgAA57FsWbG2bn3Srp3b8AHnqnAwGjJkyHn3z58/v9LFAADssTYR4DoVDkYnTpyw2S4sLNT27duVk5Ojbt26Oa0wAIDjUNSs2UDdcUdTE6oBvF+Fg9H7779v11ZSUqJ7771XzZo1c0pRAODrVq5cqW+++cau/dxt+HfcYUJRgA/wc8pJ/Pw0ZswY651rAIDKS01NdRiK2rdP4TZ8oIo57ZEge/fuVVFRkbNOBwA+ydHQWXp6ivUWfO46A6pWhYPRmDFjbLYNw9CRI0e0cuVKDR482GmFAYAvOd8Ea+ZYA65T4WC0efNmm20/Pz9FRUXpmWee+cs71gAA9hyFok6dOqlXr14mVAP4NtYxAgCT7NmzR4sXL7Zr5zZ8wDyVnmN07Ngx7d69W5LUokULRUdHO60oAPB2rE0EuKcK35WWl5engQMHqn79+urSpYu6dOmiBg0a6I477lBubm5V1KisrCwNHTpUTZo0UUhIiJo1a6aUlBQVFBTYHLdt2zZdffXVCg4OVmxsrKZPn14l9QDAhXAUih5//HFCEeAGKtxjNGzYMG3evFkrV65UfHy8JCkjI0MPPPCA7rnnHi1ZssTpRWZmZqqkpEQvv/yymjdvru3bt2vYsGE6deqUZsyYIelsYOvRo4e6d++uuXPn6rvvvtOQIUMUGRmpu+++2+k1AUBF0UsEuD+LYRhGRd5QvXp1paen66qrrrJp/+yzz9SzZ0+dOnXKqQWW5emnn9acOXP0448/SpLmzJmj8ePHKzs7W4GBgZKkcePGadmyZcrMzCz3efPy8hQREaHc3FyFh4dXSe0AfMPy5VJa2tl1hzZvJhQBVclZv78r3GNUu3ZtRURE2LVHRESoZs2alS6konJzc1WrVi3rdkZGhq655hprKJKkxMREPfXUUzpx4kSZteXn5ys/P9+6nZeXV3VFA/ApaWnStm2ntHnzDLt9BCLAPVV4jtHjjz+uMWPGKDs729qWnZ2thx9+WE888YRTiyvLnj179Pzzz+uee+6xqaFu3bo2x53b/mOtfzZt2jRFRERYX7GxsVVTNACfk5iYqocftg9F6emEIsBdVTgYzZkzR19++aXi4uLUvHlzNW/eXHFxcdq4caNefvllXXbZZdbXXxk3bpwsFst5X38eBjt06JB69uypW265RcOGDato+XaSk5OVm5trfR04cOCCzwnA9yxfLiUknP0pOZ5P1KrVSOsq1gDcU4WH0vr06SOLxeKUDx87dqySkpLOe0zTpv97gvThw4fVtWtXJSQk6F//+pfNcTExMTp69KhN27ntmJiYMs8fFBSkoKCgClYOALbS0qSMDGnDhjnavPmY3f5zQ2e33urqygBURIWD0cSJE5324VFRUYqKiirXsYcOHVLXrl3VoUMHLViwQH5+tp1d8fHxGj9+vAoLCxUQECBJWr16tVq0aOHSuU8AfBMTrAHvUOGhtKZNm+qXX36xa8/JybHp3XGmQ4cO6dprr1VcXJxmzJih48ePKzs722bu0IABAxQYGKihQ4dqx44dWrp0qWbNmmX3bDcAcDbDMByGorPPOSMUAZ6kwj1GWVlZKi4utmvPz8/XwYMHnVLUn61evVp79uzRnj171LBhQ5t951YbiIiI0Mcff6wRI0aoQ4cOqlOnjiZMmMAaRgCqVFlrE7VvTyACPFG51zFaXjqjsG/fvlq0aJHNLfvFxcVas2aNVq9ebX1MiKdiHSMA5eUoFG3b1lfvvddW8fHSxo0mFAX4KJevY9S3b19JksVi0eDBg232BQQEqHHjxnrmmWcqXQgAeIpvvvlGK1eutGtPSUnR8uXSkSPizjPAQ5U7GJWUlEiSmjRpoq+//lp16tSpsqIAwF2VNXS2ffvZobPevc++AHimCs8x2rdvX1XUAQBuz1EomjEjRSdPSjVqmFAQAKercDCaNGnSefdPmDCh0sUAgDs638NfCwqk2bOlUaNcXBSAKlHhh8i2b9/eZruwsFD79u1TtWrV1KxZM3377bdOLdDVmHwN4I8chaIjRy7R3Lk3m1ANgLKY9hDZzZs3OywmKSlJ//jHPypdCAC4k6NHj2ru3Ll27TzSA/BuFe4xKst3332nG2+8UVlZWc44nWnoMQJwvqEzAO7JWb+/K7zydVnOPYQVADyZo1A0bdo4pacTigBfUOGhtNmzZ9tsG4ahI0eO6LXXXlOvXr2cVhgAuNKkSZPkqAO9ffsUXXYZ6xIBvqLCQ2lNmjSx2fbz81NUVJS6deum5ORkhYWFObVAV2MoDfA9DJ0Bns+0ydesYwTAWxQWFmrq1Kl27RMnpig+XiIXAb6nwsFIknJycrRnzx5JUvPmzRUZGenMmgCgyp3v4a/x8QydAb6qQsEoKytLI0aMUHp6unUs3mKxqGfPnnrhhRfUuHHjqqgRAJzKUSi666671KBBA0k80gPwZeUORgcOHNAVV1yhgIAATZ48Wa1atZIk7dy5U3PmzFF8fLy+/vprNWzYsMqKBYALsXLlSn3zzTd27cwlAnBOuSdfDx06VHv27FF6erqCg4Nt9v3+++/q2bOnLrroIs2bN69KCnUVJl8D3okJ1oB3c/nk61WrVmnp0qV2oUiSQkJCNHnyZPXv37/ShQBAVXEUighEABwpdzD6+eefzzuHqGnTpvr111+dURMAOAW9RAAqqtzBqF69etq5c2eZc4i2b9+umJgYpxUGABfCUSjq3r27rrzyShOqAeApyh2M+vbtq4ceekhr1qxRVFSUzb5jx47p0UcfVd++fZ1dHwBUyJ49e7R48WK7dnqJAJRHuSdfnzhxQp07d1Z2drbuuOMOtWzZUoZhaNeuXXrjjTcUExOjL7/8UrVq1arqmqsUk68Bz8XQGeC7XD75umbNmvrvf/+rxx57TEuWLFFOTo4kKTIyUgMGDNDUqVM9PhQB8FyOQlG7dk+oTx+nPSsbgA+o8LPSpLMPjj1+/LgkKSoqShaLxemFmYUeI8Cz0EsEQDLxWWnS2dWuo6OjK/2hAOAMjkJRw4YNNXToUBOqAeANKhWMAMBMJ0+e1DPPPGPXTi8RgAtFMALgURg6A1CVCEYAPIajUDRmzBiFhYWZUA0Ab0QwAuD25s+frwMHDti100sEwNnKFYxmz55d7hOOGjWq0sUAwJ8xdAbAlcp1u36TJk3KdzKLRT/++OMFF2UmbtcH3INhGJo0aZJdO4EIgCMuvV1/3759lf4AAKiosnqJ0tNTRC4CUJUqvSRsQUGBdu/eraKiImfWA8DHOQpFTZsOUHp6isaNM6EgAD6lwpOvT58+rfvvv1+LFi2SJH3//fdq2rSp7r//fjVo0EDj+C8XgErYtGmTVqxYYdd+buhs4EBXVwTAF1W4xyg5OVlbt27V+vXrFRwcbG3v3r27li5d6tTiAPiG1NTU84YiAHCVCvcYLVu2TEuXLtUVV1xh84y0Sy65RHv37nVqcQC8n6OhMwIRALNUOBgdP37c4XPSTp065VUPkwVQtc53G/7y5VJamjRunNS7t4sLA+DTKjyU1rFjR61cudK6fS4MzZs3T/Hx8c6rDIDXchSKduy4SkuW/C8UZWSc/QkArlThHqOpU6eqV69e2rlzp4qKijRr1izt3LlTGzdu1KeffloVNQLwEj///LNefPFFu/aUlBQlJEiZmdIjj0gWi9SihbgLDYDLVbjH6KqrrtKWLVtUVFSkSy+9VB9//LGio6OVkZGhDh06VEWNALxAampqmaFIOhuC4uPPhqLMTKlWLYbRALheuVa+9iWsfA04n6Ohs9Wrx+uRR6rZhR/mFwGoDGf9/i5XMMrLyyv3CT09TBCMAOcp6+Gv7dunEHoAOJVLHwkSGRlZ7jvOiouLK10MAO/hqJeoWbNmuuOOO0yoBgDKp1zBaN26ddb/nZWVpXHjxikpKcl6F1pGRoYWLVqkadOmVU2VADxGYWGhpk6datfuaG0ihs0AuJsKzzH629/+prvuuku33XabTfsbb7yhf/3rX1q/fr0z63M5htKAyjvf2kSOJCScvS0/Pl7auLEqKwPg7Zz1+7vCd6VlZGSoY8eOdu0dO3bUV199VelCAHg2R6HogQceOO8q1ufuROO2fADuosLBKDY2Vq+88opd+7x58xQbG+uUogB4js8//7zMx3pERkae9729e5/tKWIYDYC7qPACj88++6z69eunjz76SJ07d5YkffXVV/rhhx/07rvvOr1AAO6rokNnAODuKrWO0cGDB/XSSy8pMzNTktSqVSsNHz7cK3qMmGMElA8PfwXgTly6jpEvIRgB50cvEQB35NJ1jP4sJydHr776qnbt2iVJuuSSSzRkyBBFRERUuhAA7s9RKOrfv79atGhhQjUA4HwV7jH65ptvlJiYqJCQEHXq1EmS9PXXX+v333/Xxx9/rMsuu6xKCnUVeowAez/99JMWLlxo104vEQB3YdpQ2tVXX63mzZvrlVdeUbVqZzucioqKdNddd+nHH3/Uhg0bKl2MOyAYAbYYOgPgCUwLRiEhIdq8ebNatmxp075z50517NhRp0+frnQx7oBgBPyPo1A0YcKEcj8iCABcxbQ5RuHh4dq/f79dMDpw4IDCwsIqXQgA9zF58mSVlJTYtdNLBMDbVTgY/fOf/9TQoUM1Y8YMJSQkSJK++OILPfzww3aPCQHgOc49tywx0b6XKD4+Xj169DChKgBwrQoHoxkzZshisWjQoEEqKiqSJAUEBOjee+9VWlqa0wsE4BozZ55UYuIzdu30EgHwJZVex+j06dPau3evJKlZs2YKDQ11amFmYY4RfM3y5dLmzUywBuDZTF3HSJJCQ0N16aWXVvqDAbgHR6Ho0UcfVXBwsAnVAIC5yh2MhgwZUq7j5s+fX+liALjO6tWrtXHjRrt2eokA+LJyB6OFCxeqUaNGat++vXiKCODZHN2GHxMTo3vuuceEagDAfZQ7GN1777168803tW/fPt1555264447VKtWraqsDYATnb3rrESJiZPt9tFLBABn+ZX3wBdffFFHjhzRI488ov/85z+KjY3VrbfeqvT0dHqQAA+weXMqoQgA/kKl70o79+ykf//73yoqKtKOHTtUo0YNZ9fnctyVBm/kaOjsvvvuU1RUlAnVAIDzmX5Xmp+fnywWiwzDUHFxcaULAFB1MjMztXTpUrt2eokAwLFyD6VJUn5+vt58801dd911uvjii/Xdd9/phRde0P79+72itwjwJqmpqYQiAKigcvcY3XfffVqyZIliY2M1ZMgQvfnmm6pTp05V1gagkhwNnRGIAOCvlXuOkZ+fn+Li4tS+ffvzPln7vffec1pxZmCOETyZo0AkEYoAeD+XzzEaNGjQeQMRAPOU9ViPm2++WZdccokJFQGAZ6rQAo/uID8/X507d9bWrVu1efNmtWvXzrpv27ZtGjFihL7++mtFRUXp/vvv1yOPPGJesYALnDhxQps3z7Zrp5cIACqu0nelmeWRRx5R/fr1tXXrVpv2vLw89ejRQ927d9fcuXP13XffaciQIYqMjNTdd99tUrVA1WLoDACcy6OC0UcffaSPP/5Y7777rj766CObfYsXL1ZBQYHmz5+vwMBAXXLJJdqyZYtmzpxJMIJXchSKnnjiCfn5VehmUwDAH3hMMDp69KiGDRumZcuWKTQ01G5/RkaGrrnmGgUGBlrbEhMT9dRTT+nEiROqWbOmw/Pm5+crPz/fup2Xl+f84gEnev/997Vt2za7dnqJAODCecQ/LQ3DUFJSkoYPH66OHTs6PCY7O1t169a1aTu3nZ2dXea5p02bpoiICOsrNjbWeYUDTpaammoXiq666ipCEQA4ianBaNy4cbJYLOd9ZWZm6vnnn9dvv/2m5ORkp9eQnJys3Nxc6+vAgQNO/wzgQhUWFpa5NtHf/vY3EyoCAO9k6lDa2LFjlZSUdN5jmjZtqrVr1yojI0NBQUE2+zp27Kjbb79dixYtUkxMjI4ePWqz/9x2TExMmecPCgqyOy/gTphgDQCuY2owioqKKtdDLGfPnq0nn3zSun348GElJiZq6dKl6ty5syQpPj5e48ePV2FhoQICAiRJq1evVosWLcqcXwS4O0ehqE2bh9SvX3UTqgEA7+cRk6/j4uJsts89l61Zs2Zq2LChJGnAgAFKTU3V0KFD9eijj2r79u2aNWuWnn32WZfXC1yo7777zuEq8vQSAUDV8ohgVB4RERH6+OOPNWLECHXo0EF16tTRhAkTuFUfHmP5ciktTUpMtO8lat68uW6//XYTqgIA31LuZ6X5Cp6VBrMkJBhKTJxk104vEQD8NZc/Kw1A1Zk3b54SEw/ZtROKAMC1CEaAyRxNsL7vvvvKdWMCAMC5CEaASX755Re98MILdu30EgGAeQhGgAkc9RI1aNBAd911lwnVAADOIRgBLuYoFE2YMEEWi8WEagAAf+QRz0oDvEF6enqZj/X4YyhavlxKSDj7EwDgWvQYAS7gKBDdcccdatasmV17WpqUkXH2Z+/erqgOAHAOwQioQmfOnNFTTz1l136+Cdbjxp0NRePGVWVlAABHCEZAFansw19796anCADMQjACqoCjUDR+/HhVq8ZfOQBwZ/xXGnCirVu3atmyZXbtrE0EAJ6BYAQ4iaNeosTERF1xxRUmVAMAqAyCEXCBSkpKNHnyZLt2eokAwPMQjIALkJaWpvz8fLt2QhEAeCaCEVBJjobOxo4dqxo1aphQDQDAGQhGQAUdPHhQr776ql07vUQA4PkIRkAFOOolatOmjfr162dCNQAAZyMYAeVU1nPOAADeg2AE/IWlS5cqMzPTrp1QBADeh2AEnIejXqK7775b9erVM6EaAEBV8zO7AMBdLF8uJSSc/ZmXl1fm0BmhCAC8Fz1GQKm0NCkjQ9q8OVWbN9vuCwsL05gxY8wpDADgMgQjQGd7iX79VZo40b6XaMKECbJYLCZUBQBwNYIRIOn117/RbbettGtngjUA+BaCEXxeamqqLrnEtu3mm2/WJX9uBAB4PYIRfFZxcbGefPJJu3Z6iQDAdxGM4JPmzZunQ4cO2bTVrl1bI0eONKkiAIA7IBjB5zi6Df+xxx5TQECACdUAANwJwQg+49ChQ5o3b55dO0NnAIBzCEbwCY56ifr06aN27dq5vhgAgNsiGMGrGYahSZMm2bXTSwQAcIRgBK+1YsUKbdq0ya6dUAQAKAvBCF7J0dDZ2LFjVaNGDROqAQB4Ch4iC4/2xwe/SlJubm6ZD38lFAEA/go9RvBo5x78mpZ29uGvf3bllVeqe/fuJlQGAPBEBCN4tHHjzoaixETHvUQAAFQEwQgeLSbmKyUmfmTXTigCAFQGwQgey9FcouHDh6tu3bomVAMA8AYEI3icwsJCTZ061a6dXiIAwIUiGMGj/Pvf/9a+ffts2i6//HL9/e9/N6kiAIA3IRjBYzgaOnviiSfk58eqEwAA5yAYwe0dOHBA8+fPt2tn6AwA4GwEI7g1R71Ed955p+Li4kyoBgDg7QhGcEslJSWaPHmyXTu9RACAqkQwgttZtWqV/vvf/9q0NWrUSElJSeYUBADwGQQjuBVHQ2fJyckKDAw0oRoAgK8hGMEtnDhxQrNnz7ZrZ+gMAOBKBCOYzlEv0U033aRLL73UhGoAAL6MYARTOQpF9BIBAMxCMIIpvv76a3344Yc2bYGBgUpOTjapIgAACEYwgaNeojFjxigsLMyEagAA+B+epQCnW75cSkg4+/OPfv/99zKHzghFAAB3QI8RnC4tTcrIOPvz3HafPi/qzJmfbY7r2rWrrrnmGhMqBADAMYIRnG7cuLNh6NzPxMRUnTlje8yECRNksVjMKRAAgDIQjOB0vXuffR08eFCJia/a7eeuMwCAuyIYoUo4mks0fPhw1a1b14RqAAAoH4IRnIqHvwIAPBnBCE6zc+dOvf322zZtTLAGAHgSghEuyPLl/5tg/WdPPPGE/PxYEQIA4DkIRrggM2eeVGLiMzZtF110kQYMGGBSRQAAVB7BCJX2/fffq2vXN23a7r//ftWqVcukigAAuDAEI1SYYRhauHCh9u/fb9POBGsAgKcjGKFCcnJyNGvWLJu2u+66Sw0aNDCpIgAAnIdghHL7/PPPtWbNGut2cHCwHnroIfn7+5tYFQAAzkMwwl8qKirSlClTbNp69eqlTp06mVQRAABVg2CE8/rpp5+0cOFCm7YxY8YoLCzMnIIAAKhCBCOU6a233tKuXbus2xdffLFuu+02EysCAKBqedTqeytXrlTnzp0VEhKimjVrqm/fvjb79+/fr+uvv16hoaGKjo7Www8/rKKiInOK9WAnT55UamqqTSgaNGgQoQgA4PU8psfo3Xff1bBhwzR16lR169ZNRUVF2r59u3V/cXGxrr/+esXExGjjxo06cuSIBg0apICAAE2dOtXEyj3Lpk2btGLFCpu2xx57TAEBASZVBACA61gMwzDMLuKvFBUVqXHjxkpNTdXQoUMdHvPRRx/phhtu0OHDh61PcJ87d64effRRHT9+XIGBgeX6rLy8PEVERCg3N1fh4eFO+w7urqSkRDNnztSpU6esbddee626dOliYlUAAJSPs35/e8RQ2rfffqtDhw7Jz89P7du3V7169dSrVy+bHqOMjAxdeuml1lAkSYmJicrLy9OOHTvMKNtjHDlyRJMnT7YJRffffz+hCADgczxiKO3HH3+UJE2cOFEzZ85U48aN9cwzz+jaa6/V999/r1q1aik7O9smFEmybmdnZ5d57vz8fOXn51u38/LyquAbuK+VK1fqm2++sW7Xr19fd911lywWi4lVAQBgDlN7jMaNGyeLxXLeV2ZmpkpKSiRJ48ePV79+/dShQwctWLBAFotFb7/99gXVMG3aNEVERFhfsbGxzvhqbu/MmTNKTU21CUW33nqrhg0bRigCAPgsU3uMxo4dq6SkpPMe07RpUx05ckSS1Lp1a2t7UFCQmjZtan1eV0xMjL766iub9x49etS6ryzJyckaM2aMdTsvL8/rw9HOnTvtAuW4ceMUFBRkUkUAALgHU4NRVFSUoqKi/vK4Dh06KCgoSLt379ZVV10lSSosLFRWVpYaNWokSYqPj9eUKVN07NgxRUdHS5JWr16t8PBwm0D1Z0FBQT4TCAzD0Msvv2wNjJLUqVMn9erVy8SqAABwHx4xxyg8PFzDhw9XSkqKYmNj1ahRIz399NOSpFtuuUWS1KNHD7Vu3VoDBw7U9OnTlZ2drccff1wjRozwmeBzPr/88oteeOEFm7bhw4fbzcsCAMCXeUQwkqSnn35a1apV08CBA/X777+rc+fOWrt2rWrWrClJ8vf314oVK3TvvfcqPj5e1atX1+DBgzVp0iSTKzffunXrtGHDBut2RESERo0aJT8/j7gpEQAAl/GIdYxcyZvWMSosLLRb3LJ3795q3769SRUBAFA1nPX722N6jFAxe/fu1euvv27T9tBDD6l69eomVQQAgPsjGHmh119/XXv37rVut2nTRv369TOxIgAAPAPByIvk5eXp2WeftWkbMmSI1y8/AACAsxCMvMSXX36p9PR067a/v7+Sk5Pl7+9vYlUAAHgWgpGHKy4u1lNPPaXCwkJr23XXXaeEhAQTqwIAwDMRjDzYwYMH9eqrr9q0jR49WhERESZVBACAZyMYeaj3339f27Zts243adJEAwcO5DlnAABcAIKRhzl9+rR11e9zbr/9djVv3tykigAA8B4EIw+ydetWLVu2zKYtOTlZgYGB5hQEAICXIRh5AMMwNHv2bOXk5FjbrrrqKv3tb38zrygAALwQwcjNHTt2THPmzLFpGzFihOrUqWNSRQAAeC+CkRtLT0/Xl19+ad2Ojo7W8OHDmWANAEAVIRi5ofz8fKWlpdm09evXT23atDGpIgAAfAPByM3s3r1bS5YssWl75JFHFBISYlJFAAD4DoKRmzAMQ/Pnz9fBgwetbZdddpluvPFGE6sCAMC3EIzcwIkTJzR79mybtmHDhql+/fomVQQAgG8iGJnss88+09q1a63boaGhGjt2rPz8/EysCgAA30QwMklRUZGmTJli03b99derY8eOJlUEAAAIRibIysrSokWLbNrGjBmjsLAwkyoCAAASwcjllixZot27d1u3W7Roof79+5tYEQAAOIdg5CK//fabZs6cadM2ePBgNW7c2JyCAACAHYKRi/w5FI0fP17VqvHHDwCAO+E3s4u0atVKu3btUrdu3XT11VebXQ4AAHCAYOQit956q9klAACAv8BiOQAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRi6yfLmUkHD2JwAAcE8EIxdJS5MyMs7+BAAA7olg5CLjxknx8Wd/AgAA98QjQVykd++zLwAA4L7oMQIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChVzewC3I1hGJKkvLw8kysBAADlde739rnf45VFMPqT3377TZIUGxtrciUAAKCifvvtN0VERFT6/RbjQqOVlykpKdHhw4cVFhYmi8VidjkukZeXp9jYWB04cEDh4eFml4Ny4Jp5Fq6X5+GaeZZz12vnzp1q0aKF/PwqP1OIHqM/8fPzU8OGDc0uwxTh4eH8B8DDcM08C9fL83DNPEuDBg0uKBRJTL4GAACwIhgBAACUIhhBQUFBSklJUVBQkNmloJy4Zp6F6+V5uGaexZnXi8nXAAAApegxAgAAKEUwAgAAKEUwAgAAKEUwAgAAKEUwglauXKnOnTsrJCRENWvWVN++fW3279+/X9dff71CQ0MVHR2thx9+WEVFReYUC6v8/Hy1a9dOFotFW7Zssdm3bds2XX311QoODlZsbKymT59uTpE+LisrS0OHDlWTJk0UEhKiZs2aKSUlRQUFBTbHcb3cy4svvqjGjRsrODhYnTt31ldffWV2SZA0bdo0XX755QoLC1N0dLT69u2r3bt32xxz5swZjRgxQrVr11aNGjXUr18/HT16tEKfQzDyce+++64GDhyoO++8U1u3btUXX3yhAQMGWPcXFxfr+uuvV0FBgTZu3KhFixZp4cKFmjBhgolVQ5IeeeQR1a9f3649Ly9PPXr0UKNGjbRp0yY9/fTTmjhxov71r3+ZUKVvy8zMVElJiV5++WXt2LFDzz77rObOnavHHnvMegzXy70sXbpUY8aMUUpKir799lu1bdtWiYmJOnbsmNml+bxPP/1UI0aM0JdffqnVq1ersLBQPXr00KlTp6zHPPjgg/rPf/6jt99+W59++qkOHz6sm266qWIfZMBnFRYWGg0aNDDmzZtX5jEffvih4efnZ2RnZ1vb5syZY4SHhxv5+fmuKBMOfPjhh0bLli2NHTt2GJKMzZs3W/e99NJLRs2aNW2uz6OPPmq0aNHChErxZ9OnTzeaNGli3eZ6uZdOnToZI0aMsG4XFxcb9evXN6ZNm2ZiVXDk2LFjhiTj008/NQzDMHJycoyAgADj7bffth6za9cuQ5KRkZFR7vPSY+TDvv32Wx06dEh+fn5q37696tWrp169emn79u3WYzIyMnTppZeqbt261rbExETl5eVpx44dZpTt844ePaphw4bptddeU2hoqN3+jIwMXXPNNQoMDLS2JSYmavfu3Tpx4oQrS4UDubm5qlWrlnWb6+U+CgoKtGnTJnXv3t3a5ufnp+7duysjI8PEyuBIbm6uJFn/Pm3atEmFhYU2169ly5aKi4ur0PUjGPmwH3/8UZI0ceJEPf7441qxYoVq1qypa6+9Vr/++qskKTs72yYUSbJuZ2dnu7ZgyDAMJSUlafjw4erYsaPDY7hm7mvPnj16/vnndc8991jbuF7u4+eff1ZxcbHD68G1cC8lJSUaPXq0rrzySrVp00bS2b8vgYGBioyMtDm2otePYOSFxo0bJ4vFct7XubkPkjR+/Hj169dPHTp00IIFC2SxWPT222+b/C18S3mv2fPPP6/ffvtNycnJZpfs08p7vf7o0KFD6tmzp2655RYNGzbMpMoB7zBixAht375dS5Yscfq5qzn9jDDd2LFjlZSUdN5jmjZtqiNHjkiSWrdubW0PCgpS06ZNtX//fklSTEyM3R0Z52b4x8TEOLFq31bea7Z27VplZGTYPQ+oY8eOuv3227Vo0SLFxMTY3YXBNXOu8l6vcw4fPqyuXbsqISHBblI118t91KlTR/7+/g6vB9fCfYwcOVIrVqzQhg0b1LBhQ2t7TEyMCgoKlJOTY9NrVOHr5+zJUPAcubm5RlBQkM3k64KCAiM6Otp4+eWXDcP43+Tro0ePWo95+eWXjfDwcOPMmTMur9nX/fTTT8Z3331nfaWnpxuSjHfeecc4cOCAYRj/m8xbUFBgfV9ycjKTeU1y8OBB46KLLjL69+9vFBUV2e3nermXTp06GSNHjrRuFxcXGw0aNGDytRsoKSkxRowYYdSvX9/4/vvv7fafm3z9zjvvWNsyMzMrPPmaYOTjHnjgAaNBgwZGenq6kZmZaQwdOtSIjo42fv31V8MwDKOoqMho06aN0aNHD2PLli3GqlWrjKioKCM5OdnkymEYhrFv3z67u9JycnKMunXrGgMHDjS2b99uLFmyxAgNDbWGXbjOwYMHjebNmxt/+9vfjIMHDxpHjhyxvs7hermXJUuWGEFBQcbChQuNnTt3GnfffbcRGRlpc2cuzHHvvfcaERERxvr1623+Lp0+fdp6zPDhw424uDhj7dq1xjfffGPEx8cb8fHxFfocgpGPKygoMMaOHWtER0cbYWFhRvfu3Y3t27fbHJOVlWX06tXLCAkJMerUqWOMHTvWKCwsNKli/JGjYGQYhrF161bjqquuMoKCgowGDRoYaWlp5hTo4xYsWGBIcvj6I66Xe3n++eeNuLg4IzAw0OjUqZPx5Zdfml0SDKPMv0sLFiywHvP7778b9913n1GzZk0jNDTU+Mc//mHzD5HysJR+GAAAgM/jrjQAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAqCLr16+XxWJRTk6O2aUAKCeCEQCPNXHiRLVr187sMgB4EYIRAK9XWFhodgkAPATBCIBpSkpKNG3aNDVp0kQhISFq27at3nnnHUn/G4Zas2aNOnbsqNDQUCUkJGj37t2SpIULFyo1NVVbt26VxWKRxWLRwoULJUkWi0Vz5sxR7969Vb16dU2ZMuW8dZz7rPT0dLVv314hISHq1q2bjh07po8++kitWrVSeHi4BgwYoNOnT1vfl5+fr1GjRik6OlrBwcG66qqr9PXXX1fNHxYA13DqE94AoAKefPJJo2XLlsaqVauMvXv3GgsWLDCCgoKM9evXG+vWrTMkGZ07dzbWr19v7Nixw7j66quNhIQEwzAM4/Tp08bYsWONSy65xO4p25KM6OhoY/78+cbevXuNn3766bx1nPusK664wvj888+Nb7/91mjevLnRpUsXo0ePHsa3335rbNiwwahdu7bNA15HjRpl1K9f3/jwww+NHTt2GIMHDzZq1qxp/PLLLzbnPXHiRNX8AQJwOoIRAFOcOXPGCA0NNTZu3GjTPnToUOO2226zhopPPvnEum/lypWGJOP33383DMMwUlJSjLZt29qdW5IxevToctfi6LOmTZtmSDL27t1rbbvnnnuMxMREwzAM4+TJk0ZAQICxePFi6/6CggKjfv36xvTp023OSzACPEc1s3qqAPi2PXv26PTp07ruuuts2gsKCtS+fXvr9v/93/9Z/3e9evUkSceOHVNcXNx5z9+xY8cK1/THz6pbt65CQ0PVtGlTm7avvvpKkrR3714VFhbqyiuvtO4PCAhQp06dtGvXrgp/NgD3QDACYIqTJ09KklauXKkGDRrY7AsKCtLevXslnQ0b51gsFkln5yb9lerVq1e4pj9/1h+3z7WV57MBeC4mXwMwRevWrRUUFKT9+/erefPmNq/Y2NhynSMwMFDFxcVVXKljzZo1U2BgoL744gtrW2Fhob7++mu1bt3alJoAXDh6jACYIiwsTA899JAefPBBlZSU6KqrrlJubq6++OILhYeHq1GjRn95jsaNG2vfvn3asmWLGjZsqLCwMAUFBbmg+rM9Uvfee68efvhh1apVS3FxcZo+fbpOnz6toUOHuqQGAM5HMAJgmsmTJysqKkrTpk3Tjz/+qMjISF122WV67LHHyjVk1a9fP7333nvq2rWrcnJytGDBAiUlJVV94aXS0tJUUlKigQMH6rffflPHjh2Vnp6umjVruqwGAM5lMQzDMLsIAAAAd8AcIwAAgFIEIwBeb/jw4apRo4bD1/Dhw80uD4AbYSgNgNc7duyY8vLyHO4LDw9XdHS0iysC4K4IRgAAAKUYSgMAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAACj1/1j+WUwWRiX3AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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YtmwZ3N3dAQAJCQmIiIhQXCsyMhKxsbEAilYbnjhxArNnz5bP29jYICIiAgkJCQCAEydOoKCgQHGd5s2bIyAgAAkJCejQoQMSEhLQunVreHt7K77npZdewh9//IF27dpVyHMhIiIi4zIzM7FmzZpi28XExMDDw6MSemRF05EAMHPmTNSuXRseHh64cuUK/ve//8nn/v77b1y+fBnbtm3DZ599hri4OJw4cUIxZZmenq4IjADA29sbOTk5uHfvHjIyMlBYWGi0TXp6unwNe3t7uLm5mW1j7Brac6bk5eUhJydH8apuRo0aBUmSIEkS7Ozs4O3tjR49euCTTz4pVamNuLg4g38HREREpujX1FSrXZCSEgi12sVsu4pk0SBs1qxZ8h9kU6/z58/L7adPn45Tp07hu+++g62tLUaMGAEhBICiUgJ5eXn47LPP0LlzZzz99NP4+OOPcfjwYSQlJVnqFktlyZIlUKlU8svf37/CviszMxNpaWkmX5mZmRX23b169UJaWhouXbqEffv2oVu3bpg8eTL69u1brosXiIiIjDl5sh1WrozFhg0jsXJlLE6etMwMlUWnI6dNm4ZRo0aZbdOoUSP5Z09PT3h6eqJp06Zo0aIF/P398csvvyA8PBy+vr6oVasWmjZtKrdv0aIFgKKVis2aNYOPj4/BKsbr16/D1dUVTk5OsLW1ha2trdE2Pj4+AAAfHx/k5+cjOztbMRKj30Z/RaX2mto2xsyePRtTp06V3+fk5FRIIGbpIVkHBwf5OdSvXx8hISHo0KEDunfvjri4OIwdOxbvvPMOPv30U/z9999wd3dHVFQUli1bhjp16uD777/H888/D+Bh0vz8+fOxYMECfP7551i1ahWSkpJQu3ZtPPPMM1i5ciXq1atX7vdBRETWR612wa5dfSFE0TiUEDbYtasvgoMvQqXKrdS+WHQkzMvLC82bNzf7MlWCQTt1lZeXBwB46qmn8ODBAyQnJ8tt/vrrLwBAw4YNAQDh4eE4ePCg4jrx8fEIDw8HUFSKIDQ0VNFGo9Hg4MGDcpvQ0FDY2dkp2iQlJeHKlStym/DwcPz++++KFZXx8fFwdXVFy5YtTT4PBwcHuLq6Kl4VoaRDrZU5JPvMM8+gTZs22LFjB4CiXLzVq1fjjz/+wIYNG3Do0CHMmDEDANCxY0esXLkSrq6u8sjdyy+/DAAoKCjAokWL8Ntvv+Gbb77BpUuXig30iYioesjMzMT58+fx+++/G7wuXLgAAMjK8pADMC0hbJCV5V7p/bWKxPzExEQcP34cnTp1Qt26dZGcnIy5c+ciODhYDnwiIiIQEhKC0aNHY+XKldBoNJgwYQJ69Oghj46NHz8ea9aswYwZMzB69GgcOnQIW7duxZ49e+Tvmjp1KkaOHIn27dvjySefxMqVK3Hnzh155EWlUmHMmDGYOnUq3N3d4erqiokTJyI8PBwdOnQAAPTs2RMtW7bE8OHDsWzZMqSnp+PVV1/FhAkT4ODgUMlPz3o0b94cZ86cAQB5sQQABAYG4vXXX8f48ePx/vvvw97eHiqVCpIkGYwsjh49Wv65UaNGWL16NZ544gncvn0bderUqZT7ICKiypWZmYmbN29iy5YtxbZ1d8+EJGkUgZgkaeDunlWRXTTKKoIwZ2dn7NixA/Pnz8edO3fg6+uLXr164dVXX5WDGhsbG+zatQsTJ05Ely5dULt2bfTu3RvLly+XrxMUFIQ9e/ZgypQpWLVqFRo0aICPPvoIkZGRcpvBgwfj5s2bmDdvHtLT09G2bVvs379fkWi/YsUK2NjYIDo6Gnl5eYiMjMT7778vn7e1tcXu3bvx0ksvITw8HLVr18bIkSPx2muvVcLTsl5CCHl68cCBA1iyZAnOnz+PnJwcPHjwAPfv38fdu3fN7hBw4sQJLFiwAL/99htu3bolj5heuXLF7CgkERFZJ/0UG7XaBVlZHrCzy0N2dl0AgL//VXmqUaXKRVTUbnlKUpI0iIraXelTkYCVBGGtW7fGoUOHim3n5+eH7du3m23z9NNP49SpU2bbxMTEICYmxuR5R0dHvPfee3jvvfdMtmnYsCH27t1rvsOkcO7cOQQFBeHSpUvo27cvXnrpJSxevBju7u746aefMGbMGOTn55sMwu7cuYPIyEhERkZi48aN8PLywpUrVxAZGVmpU6tERFSxMjMzkZ+fD7VarUj9OXmynU6+lwCgLbYt0K/fLoSEFP39Dwk5heDgi8jKcoe7e5ZFAjDASoIwqv4OHTqE33//HVOmTMGJEyeg0WiwfPlyeWPyrVu3Ktrb29sbbCN0/vx5ZGZmYunSpfKChl9//bVyboCIiCqF8ZGvQNjZ5SkS7h8GYEU/6yffq1S5RoOvytwOkEEYVbq8vDykp6ejsLAQ169fx/79+7FkyRL07dsXI0aMwNmzZ1FQUIB3330XUVFR+Pnnn7Fu3TrFNQIDA3H79m0cPHgQbdq0gbOzMwICAmBvb493330X48ePx9mzZ7Fo0SIL3SUREVUEUyNf+nle+rTJ9ypVLgYMGABPT0+DNvb29pVWqBWwsmKtVD3s378fvr6+CAwMRK9evXD48GGsXr0a//vf/2Bra4s2bdrgnXfewZtvvolWrVph48aNWLJkieIaHTt2xPjx4zF48GB4eXlh2bJl8PLyQlxcHLZt24aWLVti6dKlePvtty10l0REVN4yMzPlmRFjpSaKpiCN002+9/T0hK+vr8GrMgMwgCNhNVJJh1orYkg2Li4OcXFxxbabMmUKpkyZojg2fPhwxfu1a9di7dq1imNDhw7F0KFDFce0BX2JiMi66eb3Gis1UTQFKfT+CYsm35vDIKwG8vDwQExMjNlk9coekiUiIioNY6UmikiQJA2GDPkSBQVF+0v7+1+rcgEYwCCsxmKARURE1iw5uTFMTXQIYQN7+wI0a3bR6PnKTL43h0EYERERWRVtPpip1HZjxVd79OiBunXrol69elVmIIJBGBEREVmUtu6XKfopMsbzwYro538NGDAAfn5+VSbw0sUgjIiIiCxGv+6XKbpF1I3ng2kwcOBXBvlfVTUAAxiEERERkYVkZmYiNTVVcUy77ZC7e6YimNIdKTO19VCrVucAFE09BgUFVflFZgzCiIiIqFKZ2nBbv/hqVNRueashQJlQb27roWbNmlXp4EuLQRgRERFVGlPTj9eu+WLnzofJ9kLYGGw1VN1KLDEIIyIiokqjH0Cp1S5ITAzD0aMdodzvUbnVkJa1BFglwW2LqFr5/vvvIUkSsrOzS/yZwMBArFy5ssL6RERUk2VmZiItLU1+ZWRkyOdOnmyHFSticfToU9APwADjpSaqEwZhVKlGjRoFSZIwfvx4g3MTJkyAJEkYNWpU5XeMiIjKnXbqcf369fJrx44dAIqv9QVUza2GyhODMKp0/v7+2Lx5M+7duycfu3//PjZt2oSAgAAL9oyIiMqTsanHlJRAeQWkuVpfY8d+pEjKr44YhFGlCwkJgb+/v/xfQwCwY8cOBAQEoF27dvKxvLw8TJo0CfXq1YOjoyM6deqE48ePK661d+9eNG3aFE5OTujWrRsuXbpk8H0//fQTOnfuDCcnJ/j7+2PSpEm4c+dOhd0fEREZOnmyHVaujMWGDSOxYkUs/v47EJKkMWinXRXZoEGa4nhV2WqoPDEII1y7Bhw+XPTPyjJ69Gh8+umn8vtPPvkEzz//vKLNjBkzsH37dmzYsAEnT55E48aNERkZiaysovyAq1evYsCAAYiKisLp06cxduxYzJo1S3GN5ORk9OrVC9HR0Thz5gy2bNmCn376SVH0j4iIKpZ26vHhyJcNfvyxC1q0OKcTiGnQsePPiI1dqRgBGzBgAGJiYqpVQr4WV0fWcB9/DIwbB2g0gI0NsH49MGZMxX/vc889h9mzZ+Py5csAgJ9//hmbN2/G999/DwC4c+cO1q5di7i4OPTu3RsA8OGHHyI+Ph4ff/wxpk+fjrVr1yI4OBjLly8HUFQX5vfff8ebb74pf8+SJUswbNgwxMbGAgCaNGmC1atXo2vXrli7di0cHR0r/maJiGo441OPEs6da4ExYz5CQYG9Qa0vrapc8f5RMQirwa5dexiAAUX/fPFFIDISaNCgYr/by8sLffr0QVxcHIQQ6NOnDzw9PeXzycnJKCgowFNPPSUfs7Ozw5NPPolz54oqIp87dw5hYWGK64aHhyve//bbbzhz5gw2btwoHxNCQKPRICUlBS1atKiI2yMiqlFM7f2oXQnp7p4JQAP9CTghbFBQYI+goMsGnx00aFCV2my7IjAIq8EuXHgYgGkVFgIXL1Z8EAYUTUlqpwXfe++9CvmO27dv48UXX8SkSZMMznERABHRoyvJ3o8qVS569DiA+Pge0C1FoVuCYsCAAfJ/jFtTwdVHwSCsBmvSpGgKUjcQs7UFGjeunO/v1asX8vPzIUkSIiMjFeeCg4Nhb2+Pn3/+GQ0bNgQAFBQU4Pjx4/LUYosWLbBz507F53755RfF+5CQEPz5559oXFk3RURUjRkb8dKt+wWY3vvxqacSAAAHDkQotiXStvH09ISvr28F30HVwiCsBmvQoCgH7MUXi0bAbG2BDz6onFEwALC1tZWnFm1tbRXnateujZdeegnTp0+Hu7s7AgICsGzZMty9exdj/i9pbfz48Vi+fDmmT5+OsWPH4sSJE4iLi1NcZ+bMmejQoQNiYmIwduxY1K5dG3/++Sfi4+OL/S83IiJ6GHip1WqDvR71Fbf341NPJaBVq7NG93usiRiE1XBjxhTlgF28WDQCVlkBmJarq6vJc0uXLoVGo8Hw4cORm5uL9u3b49tvv0XdunUBFE0nbt++HVOmTMG7776LJ598Em+88QZGjx4tX+Pxxx/HkSNHMGfOHHTu3BlCCAQHB2Pw4MEVfm9ERNbO3FSj/oiX/gpIY3s/AkVTk8aCr+pYgqI4khBCWLoTZFxOTg5UKhXUarVBsHL//n2kpKQgKCiIK/wqGJ81EdVUaWlpWL9+vcFxYyNedevewoYNIw3ajhwZh6Cgy4qcL33VLQfM3N9vXRwJIyIiohJRq11w9aq/0RGvMWM+giRpFKUodBPva2LOV3EYhBEREVGxdEe/9GlLTURF7TYYIavpeV/mMAgjIiIime4KSO3KR8OK90raEa+goMsIDr7IxPsSYhBGREREAEwn4he32bbuiBcT70uOQZiV47qKisdnTETVUXJyMu7evas4duvWLcV77QpIO7s8g3wvQIOBA7+Cv/81RdBlLAG/uiXelxcGYVZKW1crPz8fTk5OFu5N9aYdltevZUZEZK2Sk5PxxRdfmG2jvwLy8cfP4MyZxxX5Xq1anTP4XHXe67G8MQizUrVq1YKzszNu3rwJOzs72NgYHyamR6PRaHDz5k04OzujVi3+z4WIqgf9ETB9xmp+nTnzuMnNtgcNGgQ3NzeOeJUS/6pYKUmS4Ovri5SUFFy+bLjxKZUfGxsbBAQEQJKk4hsTEVmha9d8ceVKQwQEXEaDBmlGc8B0N9uuifs8VgQGYVbM3t4eTZo0MbpzPZUfe3t7jjQSUbX19df/xm+/tUHRxtoCbdr8hmeeOcSaX5WAQZiVs7GxYRV3IiIqk2vXfHUCMACQ8NtvbfDEE8dY86sSMAgjIiKq5nRrfwEPV0FeudIQDwMwLQlXrwYgPDyRNb8qGIMwIiKiaszcJtwBAZcBCCgDMQF//ysAWPOrojEIIyIismL6o1z61Gq13vui2l/u7plo0CANbdr8ZpAT1qBBGgCgW7duaNKkieLzTMQvPwzCiIiIrJS5US5j9Gt/RUXtxv/7f//DE08cw9WrAfD3vyIHYABQv359JuBXIAZhREREVkJ/1Eu7t2NJGKv9tWtXXwQHX0SDBmkYPrw56tYNl9s7OzsjODi4/DpPBhiEERERWYGSjHrpTjXq53KZqv2VleUOlSoXTZo04ahXJWMQRkREZAWKqwlpbKoxJOSUfN7dPdNs7S+qfKxASUREZOVMTTWq1S5yG5UqF1FRuyFJGgBg7a8qgCNhREREVq64qUatkJBTrP1VhTAIIyIiskK6+V+pqb7Qr/dlaqqRtb+qDgZhREREVVxmZqZiJaRu/hegQVHwpSy4GhFxQA62Bg0aBDc3N5PXZ+0vy2AQRkREVIXpr4rUz/8ynt4twc8vVX5Xr149BllVEBPziYiIqjD9VZFXr/ob5H/p052KHDx4MAOwKoojYURERBZQ3HZDxqYItdOQhjSQJCjKU2inIlUqVXl2m8oRgzAiIqJKVtLthmJiYuSfDachtTTo1283Vz1aIQZhRERElUx/BMxUpXvddsbKUADAwIFfoVWrcwDAVY9WhkEYERGRBZmrdJ+dnS2vajRV8d7f/xoAYMCAAfD09FRcm6seqzYm5hMREVlIcZXut27dCrVaDaD4iveenp7w9fVVvBiAVW0cCSMiIqogppLvtTW/TFW6T0wMQ8+eBwAABQUF8jlWvK9eGIQRERFVgJIk3xubYgSAo0fDERaWCJUqF7VqKf9Us+J99cEgjIiIqAKYKz+hpVLlIjw8AUePPqV35uG+j25uboiJiSl1OQuq+hiEERERVQJTKyDDwhJx9Gg4dNO09fd9ZIBVPTEIIyIiqmD6KyAjIg7gqacSABSNhvXrt9tghSTzvao/BmFEREQVyNgKyPj4HgAgB2JMuK+ZWKKCiIioAhkvsiohPj5CLkUBFI2IBQVdZgBWgzAIIyIiqkDaFZCGipLvi8NVj9UXpyOJiIgqkEqVi4iIA/83BSnJx3WT741Vuwe46rG6YxBGRERkgqliq1rmgiTdESxt7ld8fAQAw+R7bbV7qlkYhBERERlRkmKrADB48GCoVCrFMW1wNnjwYGzZsgVAUSDWqtVZJt+TjEEYERGRESUptgoA69fvNVr/KyYmxiA4M1Xtnmomq0nM79evHwICAuDo6AhfX18MHz4cqamp8vkFCxZAkiSDV+3atRXX2bZtG5o3bw5HR0e0bt0ae/fuVZwXQmDevHnw9fWFk5MTIiIicOHCBUWbrKwsDBs2DK6urnBzc8OYMWNw+/ZtRZszZ86gc+fOcHR0hL+/P5YtW1bOT4SIiMpTZmYm0tLS5Jd2f0cttdoFKSmBihWNJ0+2w8qVsdiwYSRWrozFyZPt5HP5+fklTqpn8n3NZDUjYd26dcMrr7wCX19f/PPPP3j55ZcxcOBAHD16FADw8ssvY/z48YrPdO/eHU888YT8/ujRoxg6dCiWLFmCvn37YtOmTejfvz9OnjyJVq1aAQCWLVuG1atXY8OGDQgKCsLcuXMRGRmJP//8E46OjgCAYcOGIS0tDfHx8SgoKMDzzz+PcePGYdOmTQCAnJwc9OzZExEREVi3bh1+//13jB49Gm5ubhg3blxlPC4iIiqF4qYe9YutRkXtRnDwRYP6X7t29UVw8EV5tMvDw4NbDpFJkhBCWLoTZbFz5070798feXl5sLOzMzj/22+/oW3btvjhhx/QuXNnAEXz9nfu3MHu3bvldh06dEDbtm2xbt06CCHg5+eHadOm4eWXXwYAqNVqeHt7Iy4uDkOGDMG5c+fQsmVLHD9+HO3btwcA7N+/H//6179w7do1+Pn5Ye3atZgzZw7S09Pl/7qZNWsWvvnmG5w/f77E95iTkwOVSgW1Wg1XV9cyPysiIjIvLS0N69evN3pOrXbBypWxilpfkqRBdPR2fPXVfwzajxwZh6Cgyxg3bhyT7Wuokv79tprpSF1ZWVnYuHEjOnbsaDQAA4CPPvoITZs2lQMwAEhISEBERISiXWRkJBISilatpKSkID09XdFGpVIhLCxMbpOQkAA3Nzc5AAOAiIgI2NjYIDExUW7TpUsXxfByZGQkkpKScOvWrUe8eyIiqmhqtQvOnm2JY8dCceJEiEGx1aL3wqD+l/6ej0TmWM10JADMnDkTa9aswd27d9GhQwfFiJau+/fvY+PGjZg1a5bieHp6Ory9vRXHvL29kZ6eLp/XHjPXpl69eorztWrVgru7u6JNUFCQwTW05+rWrWu033l5ecjLy5Pf5+TkGG1HRETlS61Wyz+fPNkOO3dGQbemFyCgX+PL3/8aoqK45yOVnUVHwmbNmmU0mV73pTt9N336dJw6dQrfffcdbG1tMWLECBibTf3666+Rm5uLkSNHVubtPLIlS5ZApVLJL39/f0t3iYio2svMzJTLSKjVLti5sy+UARj+733R3xvdYCsk5BRiY1di5Mg4xMauREjIqUrtO1k3i46ETZs2DaNGjTLbplGjRvLPnp6e8PT0RNOmTdGiRQv4+/vjl19+QXh4uOIzH330Efr27WswouXj44Pr168rjl2/fh0+Pj7yee0x3Xn869evo23btnKbGzduKK7x4MEDZGVlKa5j7Ht0v8OY2bNnY+rUqfL7nJwcBmJERBVMN2k+MTEMpscnJERG7kfLln8qRrtYdoLKyqJBmJeXF7y8vMr0WY2maB5ed/oOKMrrOnz4MHbu3GnwmfDwcBw8eBCxsbHysfj4eDmICwoKgo+PDw4ePCgHXTk5OUhMTMRLL70kXyM7OxsnTpxAaGgoAODQoUPQaDQICwuT28yZMwcFBQVyzlp8fDyaNWtmcioSABwcHODg4FCGp0FERI9KrXZBQkK4yfOSpDEIwMxh2QkqjlXkhCUmJuL48ePo1KkT6tati+TkZMydOxfBwcEGo2CffPIJfH190bt3b4PrTJ48GV27dsXy5cvRp08fbN68Gb/++qu8IkaSJMTGxuL1119HkyZN5BIVfn5+6N+/PwCgRYsW6NWrF1544QWsW7cOBQUFiImJwZAhQ+Dn5wcAePbZZ7Fw4UKMGTMGM2fOxNmzZ7Fq1SqsWLGiYh8UERGVWVaWh0ECvpZ+vpexKvm6WHaCSsIqgjBnZ2fs2LED8+fPx507d+Dr64tevXrh1VdfVYwcaTQaxMXFYdSoUbC1tTW4TseOHbFp0ya8+uqreOWVV9CkSRN88803co0wAJgxYwbu3LmDcePGITs7G506dcL+/fvlGmEAsHHjRsTExKB79+6wsbFBdHQ0Vq9eLZ9XqVT47rvvMGHCBISGhsLT0xPz5s1jjTAiIgsobv9HbVK+u3smJEmjF4hp8K9/7UGzZhf0piBVLD9Bj8xq64TVBKwTRkT0aPSLsKrVLka3GNIyVpTVWLI9a4CROSX9+20VI2FERERloTsCVpIAKyTkFIKDLxa7yTbzvag8MAgjIqJqT612KXaLIS1Tqx0HDBgAT09P5ntRuWEQRkRE1YpuDph2E25jSfdC2CAry73Eqx39/PwYfFG5YhBGRETVhvEcsEDk59cySLrX3WJo0KBBcHNzM3ldjn5RRWAQRkRE1YapHLCH2w4V/VO/5ISbmxsT7anSMQgjIiKrUFypCd1kef0csIfbEEkANBgz5iM0aJBWYX0lKgkGYUREVOXpTzOa0qNHDwDmC68CNigo4OpGsjwGYUREVGVpR7+0CfZa2npfdnZ5KChwkOt+xcfHAzBVeLWIbi6YFktOkCUwCCMioirJ1OiXsVwv/bpfKlUuoqJ2m2ynzQUbMGAAVz2SxTAIIyKiKkk//0utdsHVq/5Gc72M1f3SLbxqZ5ePggJ7gwKsnp6eDMDIYhiEERGRRZlKuNedglSOfhlnrO6XqcKrRFUBgzAiIrKYkiTcG650NM5YrhdRVWb+N5qIiKgCGZtyTEkJhFrtIh8zv9JRAIBBrlfPnj1L9P1MyCdL4kgYERFVCaY22HZ3zwSggXLcQIOBA7+Cm1u20VyvwMBAxMTEFFtXjPlgZEkMwoiIyOLMbbBdRFK0lyTA3/+a2XwvBlhU1TEIIyIiizO3wXZRACYZPWcqCOM0I1kDBmFERGRxxoqr6ibamzvXo0cPBAUFyec4zUjWgon5RERkcdriqpKkAaBMtDd3DgCCgoLg6+srvxiAkbXgSBgREZW7kmy2rR8s6RZX1U+0N3eOyFoxCCMionJV0s22Y2JiDHK3zBVXZeFVqm4YhBERUbkyVvsrK8tD3mRb648//kDdunXRu3dvODk5oVatWnBzc5PPZ2dnY+vWrcV+H5PwyVoxCCMiogqjX/srIuIA/PzS4O6eicOHDxu0j4mJkacpfX19WeuLqjUGYUREVCGM1f6Kj++BonITGnTsmICwsETF6Jh+wMUAi6ozro4kIqIKYXy7IW29LxscPfoUVq6MxcmT7Sq7a0RVAoMwIiIqF5mZmUhLS0NGRgaAh7W/zNFWxtfdK5KopuB0JBERPTJjKyK19b0eTkkK6Fe+B4qvfk9UXTEIIyKiR2ZqRWRw8EXExq5EVpY7UlP9EB8fAf1JGN3q90Q1CYMwIiIqE92CrNopSMBwRWRU1G6EhJxCUNBltGp1FomJYUhICFec5ygY1UQMwoiIqNSSk5PxxRdfyO+LRr4CYWeXZ7AicteuvggOvigXW+3Z8wDCwhJZ/Z5qPAZhRERUKpmZmYoATHfkC9BAf7rRWM6Xqer3LLxKNQmDMCIiKpUbN27IP6vVLti5sy8eBl6GCfi6OV/dunVD3bp1FdfTVspn4VWqaRiEERFRiWVmZiq2Evrhh84wrHYkQZI0RnO+mjRpAl9f38rrMFEVxiCMiKiG0E2kN6YkI1G6n//553CcONHeSCsNxoz5CAUF9sz5IjKDQRgRUQ1grI6XMTExMQAMS05oaVdBqtUu/1duwrDuV8eOCWjQIM3o55nzRfQQgzAiohrA3AiYrqSkJMTHx8vvtfW+3N0zFSNaWVkeMLbpiiRpEBaWKL8fMGAAPD09AXCzbSJ9DMKIiGogU8GVbgBmqt4X8HBLIuXekAIREQcU1/P09GQOGJEJDMKIiKqp0hZT1Q3MABRb70u5JZEGPXocwFNPJSj6wOlHItMYhBERVUOmcsDUahejwdW9e444cCBCDszCwxP0RrkM632FhJxCcPBFk0VXn3vuOU4/EpnBIIyIqBoytZfjnTvORoMrbQCmfZ+QEA79wqvG9ng0VXR18ODBCA4OLp+bIaqmGIQREVVzhhXtlcVUAf3crqJArGPHn8u8x6OXl1d5dZ+o2mIQRkRUjelPPxaNbGkgSUIOriIiDihGwoCHqxxN7fGou+pRH1dBEpUMgzAiomosK8vDYJQLsEF09FbUrn1XDq6cnO4bJOtrgy5jo19c9Uj06BiEERFVI9oVkdrVkMZKSUiSBv7+1xTBVXFJ9vq46pHo0TEIIyKyYrplKNRqNbZs2SKf0ybj6043msvtMpdkr1Kp5PecbiQqHwzCiIislLmtiPRrgUVEHICfX6rBKJd+gKWPARdRxWEQRkRkpUyVobCzyzOoBXbgQARiY1cajHR5eXkxyCKyEAZhRETVgGEZCtOFVrUrGznKRWRZDMKIiKxQZmamnHxvvAyFshaYbqFVrmwkqhoYhBERWRn9XDDjZSgkeVVkaQutElHlYBBGRGRl9HPB7OzyjJahGDPmIxQU2Jeo5AQRVT4GYURElUi3pIQxpc3TUuaCFU1Bake+GjRIe/QOE1GFYRBGRFRJzJWU0BUTE1OiQMwwF0wCUDQCZi4AY6FVoqqBQRgRUSUxVVLC3T1TMV1obqRMl6ktiQoKlEHWoEGD4ObmBoB1v4iqEgZhREQWoF9MNSpqN0JCTpXqGqa2JNKughwwYAD8/PwYdBFVUfr/CUVERBVMfxpRCBvs2tUXarVLqa6jUuUiKmo3JEkDAAarID09PRmAEVVhHAkjIqpkxqYRdYuplkZpN94moqqDQRgRUTkztQJSW1y1uGnE4ugn1pvaeJsJ+ERVG4MwIqJyVJIVkNppRP2csJKOYnl4eCAmJqZcS10QUeUrcRCWk5NT4ou6urqWqTNERNaupCsgH3UakQEWkfUrcRDm5uYGSZLMthFCQJIkFBYWPnLHiIisXXErIE1NI969e7cyu0lEFlLiIOzw4cMV2Q8iomrF1ArI4OCLxY56ffHFFyUu2EpE1qvEQVjXrl0rsh9ERNVKSVdAPmrBViKyXmVOzM/OzsbHH3+Mc+fOAQAee+wxjB49GiqVqtw6R0RkrUqyArI8CrYSkfUqU7HWX3/9FcHBwVixYgWysrKQlZWFd955B8HBwTh58mR595GIyOoUV0i1vAq2EpH1KtNI2JQpU9CvXz98+OGHqFWr6BIPHjzA2LFjERsbix9++KFcO0lEZI3MrYAsz4KtRGSdyjwSNnPmTDkAA4BatWphxowZ+PXXX8utc7r69euHgIAAODo6wtfXF8OHD0dqaqqizbfffosOHTrAxcUFXl5eiI6OxqVLlxRtvv/+e4SEhMDBwQGNGzdGXFycwXe99957CAwMhKOjI8LCwnDs2DHF+fv372PChAnw8PBAnTp1EB0djevXryvaXLlyBX369IGzszPq1auH6dOn48GDB+XyLIio6jJWSDUo6LJBYKWdrtRVmoKtRGT9yjQS5urqiitXrqB58+aK41evXoWLS8UMpXfr1g2vvPIKfH198c8//+Dll1/GwIEDcfToUQBASkoK/v3vf2Pq1KnYuHEj1Go1pkyZggEDBshTpCkpKejTpw/Gjx+PjRs34uDBgxg7dix8fX0RGRkJANiyZQumTp2KdevWISwsDCtXrkRkZCSSkpJQr149AEUjgXv27MG2bdugUqkQExODAQMG4OeffwYAFBYWok+fPvDx8cHRo0eRlpaGESNGwM7ODm+88UaFPB8iqhqKK6SakZGBHTt2PHLBViKyfpIQQpT2Q5MmTcLXX3+Nt99+Gx07dgQA/Pzzz5g+fTqio6OxcuXK8u6ngZ07d6J///7Iy8uDnZ0dvvrqKwwdOhR5eXmwsSka4Nu1axf+/e9/y21mzpyJPXv24OzZs/J1hgwZguzsbOzfvx8AEBYWhieeeEKueK3RaODv74+JEydi1qxZUKvV8PLywqZNmzBw4EAAwPnz59GiRQskJCSgQ4cO2LdvH/r27YvU1FR4e3sDANatW4eZM2fi5s2bJd5KJCcnByqVCmq1mgVwiaqJtLQ0rF+/Xn5ftDrScLpy3Lhx8PX1tUQXiegRlfTvd5mmI99++20MGDAAI0aMQGBgIAIDAzFq1CgMHDgQb775Zpk7XVJZWVnYuHEjOnbsCDs7OwBAaGgobGxs8Omnn6KwsBBqtRqff/45IiIi5DYJCQmIiIhQXCsyMhIJCQkAipaEnzhxQtHGxsYGERERcpsTJ06goKBA0aZ58+YICAiQ2yQkJKB169ZyAKb9npycHPzxxx8m7ysvLw85OTmKFxFVLyWdruS+j0TVX5mmI+3t7bFq1SosWbIEycnJAIDg4GA4OzuXa+f0zZw5E2vWrMHdu3fRoUMH7N69Wz4XFBSE7777DoMGDcKLL76IwsJChIeHY+/evXKb9PR0RWAEAN7e3sjJycG9e/dw69YtFBYWGm1z/vx5+Rr29vZwc3MzaJOenm72e7TnTFmyZAkWLlxYwqdBRNaI+z4SkVaZRsK0nJ2d0bp1a7Ru3bpMAdisWbMgSZLZlzb4AYDp06fj1KlT+O6772Bra4sRI0ZAO5uanp6OF154ASNHjsTx48dx5MgR2NvbY+DAgSjDjKtFzJ49G2q1Wn5dvXrV0l0iogrg4eEBX19fky8GYEQ1Q5lGwu7fv493330Xhw8fxo0bN6DRKFf4lLRW2LRp0zBq1CizbRo1aiT/7OnpCU9PTzRt2hQtWrSAv78/fvnlF4SHh+O9996DSqXCsmXL5PZffPEF/P39kZiYiA4dOsDHx8dgFeP169fh6uoKJycn2NrawtbW1mgbHx8fAICPjw/y8/ORnZ2tGA3Tb6O/olJ7TW0bYxwcHODg4GD2eRAREVH1UKYgbMyYMfjuu+8wcOBAPPnkk8Vu7G2Kl5cXvLy8yvRZbeCXl5cHoGjDW21Cvpatra2irf70JADEx8cjPDwcQNEUQGhoKA4ePIj+/fvLnz148CBiYmIAFOWe2dnZ4eDBg4iOjgYAJCUl4cqVK/J1wsPDsXjxYty4cUNeURkfHw9XV1e0bNmyTPdLRBUnMzOT04NEVOnKtDpSpVJh7969eOqppyqiTwYSExNx/PhxdOrUCXXr1kVycjLmzp2L69ev448//oCDgwMOHTqEiIgILFiwAEOHDkVubi5eeeUVnD9/HufOnYOTkxNSUlLQqlUrTJgwAaNHj8ahQ4cwadIk7NmzR1GiYuTIkfjggw/w5JNPYuXKldi6dSvOnz8v53W99NJL2Lt3L+Li4uDq6oqJEycCgFwuo7CwEG3btoWfnx+WLVuG9PR0DB8+HGPHji1ViQqujiSqeJmZmfJqaHO4oTYRlVSFro6sX79+hdUDM8bZ2Rk7duxA9+7d0axZM4wZMwaPP/44jhw5Ik/fPfPMM9i0aRO++eYbtGvXDr169YKDgwP2798PJycnAEXJ+3v27EF8fDzatGmD5cuX46OPPpIDMAAYPHgw3n77bcybNw9t27bF6dOnsX//fkWi/YoVK9C3b19ER0ejS5cu8PHxwY4dO+Tztra22L17N2xtbREeHo7nnnsOI0aMwGuvvVZJT4yISqqkG2VzQ20iKm9lGgnbt28fVq9ejXXr1qFhw4YV0S8CR8KIKoPxul0ecHfPZN0uIiqTkv79LlNOWPv27XH//n00atQIzs7Och0urawsbrtBRNbn5Ml2BhXsQ0JOWbpbRFRNlSkIGzp0KP755x+88cYb8Pb2LnNiPhFRVaFWu8gBGFC0mfauXX0RHHyRWwkRUYUoUxB29OhRJCQkoE2bNuXdHyIii8jK8pADMC0hbJCV5c4gjIgqRJkS85s3b4579+6Vd1+IiCzG3T0TkqSseShJGri7M72CiCpGmUbCli5dimnTpmHx4sVo3bq1QU4Yk8iJqDKUZ30vlSoXUVG7DXLCOApGRBWlTEFYr169AADdu3dXHBdCQJIkFBYWPnrPiIjMKK/6XrobZYeEnEJw8EVkZbnD3T1LEYBxQ20iKm9lCsIOHz5c3v0gIioV/REwU6UlUlNTFW31R8e4oTYRWUqZgrCuXbuWqN1///tfvPbaa/D09CzL1xARlYi50hK6hZS19EfHGGARkSWUKTG/pL744gvk5ORU5FcQUQ1nqrSEWm16Vw9WvyeiqqBMI2ElVYZi/EREpWKutIT2vP4UJRFRVVChQRgRUUXTlpbQDcQkSYPUVD989tkIVr8noiqrQqcjiYgqmra0hLbGlyRpEBFxAAcORJRqipKIqLJxJIyIqixzdcAyMjLkn/VLS7D6PRFZAwZhRFQllbQOmJZKlasIsIxNUbL6PRFVJRUahD333HOsnk9EZVLSFYwDBgyQy+BkZGRgx44drH5PRFahzEFYdnY2jh07hhs3bkCjUe63NmLECADA2rVrH613RFQjZWZmKqYbAdPFWD09PeHr6wuA1e+JyLqUKQjbtWsXhg0bhtu3b8PV1RWSJMnnJEmSgzAiotIyNg1prhirLla/JyJrUqYgbNq0aRg9ejTeeOMNODs7l3efiKgGM7YdkbFirMHBF41OLzLAIiJrUaYSFf/88w8mTZrEAIyIKtzVq/5mi7ESEVmrMgVhkZGR+PXXX8u7L0RECidPtsP27dEGx7nSkYiqgxJPR+7cuVP+uU+fPpg+fTr+/PNPtG7dGnZ2doq2/fr1K78eElGNpD8N+ZBypaNarZYT84mIrEmJg7D+/fsbHHvttdcMjkmShMLCwkfqFBHVLLpFWbWrIo0VXAWAgQO/QqtW5+T3W7ZsQUxMDHPBiMjqlDgI0y9DQURUHkwVZTW1J6S//zWDtiWtKUZEVJWUKSfss88+Q15ensHx/Px8fPbZZ4/cKSKq2jIzM5GWlmbylZmZWeJrGVsNmZISCAAGe0J26vQjsrI8uAckEVULkhBClPZDtra2SEtLQ7169RTHMzMzUa9ePU5HlpOcnByoVCqo1WruPEBVhv7IlakiqoMGDYKbm5v83lR9rrS0NKxfvx6A8Xpg9+45Ij4+AkX/zSgASAa1wsaNG8e8MCKqMkr697tMdcKEEIoCrVrXrl2DSqUqyyWJyErojlyZK6K6detWg8+ay90yVg9s586+KPq/Gu2gvSSfM1crjIjIGpQqCGvXrh0kSYIkSejevTtq1Xr48cLCQqSkpKBXr17l3kkiqnpKW0QVMJ+7ZTwR3wamxuq1tcIYhBGRtSpVEKZdIXn69GlERkaiTp068jl7e3sEBgYiOtqwpg8RVT/GgibdIqrGpijNMZaIXzT9CGhHwHSxVhgRWbtSBWHz588HAAQGBmLw4MFwdHSskE4RUdVnavViaqofPvtsRLH7POpTqXIREXEA8fE98DDokgBoIEni/75HmRPGUTAismZlygkbOXIkgKKphRs3bhiUrwgICHj0nhFRlaZS5SIqarciJywi4gAOHIgo1RSlLj+/NBiOetkgOnorate+Czu7fBQU2MPdPUtxPXt7+3K8MyKiylGmIOzChQsYPXo0jh49qjiuTdjn6kiimiEk5BSCgy8iK8sd7u5ZZqcoVapcuRAr8HC1pG4AZa42mEqVi27duqFu3boAgFq1asHNzc3kqksioqquTEHYqFGjUKtWLezevRu+vr5GV0oSkXXRrVpvjKlgR6XKVYxKGQuitLlbO3bsUHxWu1py0KBB2Lp1q9HRNd1pxyZNmrAUBRFVG2UKwk6fPo0TJ06gefPm5d0fIrKAktb+iomJMTv1V1wQpU8b9OnWHNQfXeO0IxFVV2UKwlq2bKmYViAi61bS2l/5+fnw9fVFTEyM4jNqtRpbtmwBYDyIMhXUaXl4eBhcUx+nHYmouilTEPbmm29ixowZeOONN9C6dWvY2dkpzrO6O5F1KmntL/1gSDcwy8jIwI4dO+T25oI6XQywiKimKVMQFhERAQB45plnFPlgTMwnsm7FJdabYyyIUqtdsHNnX2gr3rPSPRHRQ2UKwg4fPlze/SCiKsDU6sSyFkVNTAzDwy2HirDSPRFREf09Qkqka9eusLGxwYcffohZs2ahcePG6Nq1K65cuQJbW9vy7iMRVRJtYr0kFdX+00+sz8jIQFpaGjIzM4u9llrtgoSEcCNnWOmeiAgo40jY9u3bMXz4cAwbNgynTp1CXl4egKLk3DfeeAN79+4t104SUcXQlqXQXWhjbnWibokJc5txA6b2ggQ6dkzgKBgREcoYhL3++utYt24dRowYgc2bN8vHn3rqKbz++uvl1jkiqjj6ZSl06db+MrWy0dxKRsD01GZYWKL8niUniKgmK1MQlpSUhC5duhgcV6lUyM7OftQ+EVEl0A+ijAVbJV3ZaExxNcMGDRrEFZFEVKOVKQjz8fHBxYsXERgYqDj+008/oVGjRuXRLyKqRMaCreDgiyUqV6FPd3TL3NSmboFWIqKaqExB2AsvvIDJkyfjk08+gSRJSE1NRUJCAl5++WXMnTu3vPtIRBXIVG2w6OjtZSpXwcKrREQlU6YgbNasWdBoNOjevTvu3r2LLl26wMHBAS+//DImTpxY3n0kogpkqjYYIMpcroIBFhFR8cpUokKSJMyZMwdZWVk4e/YsfvnlF9y8eROLFi0q7/4RUQXTJtDrkiQN/P2vmS1XQUREj6ZMI2Fa9vb2aNmyZXn1hYgswFwCvbmcLiIiejSPFIQRUfVgLtjSLVehi+UliIgeDYMwohpKP4gyFWwNGjQIbm5uBp9l3hcR0aNhEEZUQ3EVIxGRZTEII6oCtNsHAUBqqg1SUmohKOgB/PyKkuIrKhhigEVEZDkMwogsTHf7IHMV6ovbq5GIiKxLmUpUEFH50Y6AmSqaqla7KNoREVH1wCCMqIowVTQ1K8vdQj0iIqKKxCCMqIowVTS1JBXqiYjI+jAII6oitEVTWaGeiKhmYGI+URXCCvVERDUHgzCiKsZU0VQiIqpeGIQRWYmMjAwALKBKRFRdMAgjsrCS7sG4Y8cO+WfWDCMisn4MwogsTHf7oIyMDEWwpVa7ICvLA+7umYopSv2aYboV943h6BkRUdXDIIyoBK5dAy5cAJo0ARo0KP/rGwuQzFXP105NAoBarcaWLVuK/Q6OnhERVS0MwohM0I4ubdrkhBkzVNBoJNjYCCxbpsazz96r0NElU9Xzg4MvQqXKVYyWGftsSUbPiIjIshiEERmh3c9RrXbBypWxEEICAGg0EqZPd8U//3wClSq3wkaXzFXPV6lyTQZa5kbPiIioamEQRmSEdtSouGCookaXtNXzdb9bWz3fVKBV3OgZERFVLayYT2SGpbYSMlU9H4DJTb659yQRkXWxmiCsX79+CAgIgKOjI3x9fTF8+HCkpqYq2mzduhVt27aFs7MzGjZsiLfeesvgOt9//z1CQkLg4OCAxo0bIy4uzqDNe++9h8DAQDg6OiIsLAzHjh1TnL9//z4mTJgADw8P1KlTB9HR0bh+/bqizZUrV9CnTx84OzujXr16mD59Oh48ePDoD4IqVWVvJZSdnS3/HBJyCrGxKzFyZBxiY1ciJOSU2UCLe08SEVkXqwnCunXrhq1btyIpKQnbt29HcnIyBg4cKJ/ft28fhg0bhvHjx+Ps2bN4//33sWLFCqxZs0Zuk5KSgj59+qBbt244ffo0YmNjMXbsWHz77bdymy1btmDq1KmYP38+Tp48iTZt2iAyMhI3btyQ20yZMgW7du3Ctm3bcOTIEaSmpmLAgAHy+cLCQvTp0wf5+fk4evQoNmzYgLi4OMybN6+CnxJVBGPBUEWRJMnYUfknc4EW954kIrIukhBCWLoTZbFz5070798feXl5sLOzw7PPPouCggJs27ZNbvPuu+9i2bJluHLlCiRJwsyZM7Fnzx6cPXtWbjNkyBBkZ2dj//79AICwsDA88cQTcvCm0Wjg7++PiRMnYtasWVCr1fDy8sKmTZvkIPD8+fNo0aIFEhIS0KFDB+zbtw99+/ZFamoqvL29AQDr1q3DzJkzcfPmzRIX58zJyYFKpYJarYarq2u5PDcqmbS0NKxfv77YduPGjYOvr2+FfK+p3K/iku+LpiYN954s774SEZFxJf37bTUjYbqysrKwceNGdOzYEXZ2dgCAvLw8ODo6Kto5OTnh2rVruHz5MgAgISEBERERijaRkZFISEgAUJSMfeLECUUbGxsbREREyG1OnDiBgoICRZvmzZsjICBAbpOQkIDWrVvLAZj2e3JycvDHH3+YvK+8vDzk5OQoXlQzmUqyV6tdih2ZU6lyERR02WAErKTBPxERVQ6rWh05c+ZMrFmzBnfv3kWHDh2we/du+VxkZCSmTJmCUaNGoVu3brh48SKWL18OoGh0ITAwEOnp6YrACAC8vb2Rk5ODe/fu4datWygsLDTa5vz58wCA9PR02Nvbw83NzaBNenq63MbYNbTnTFmyZAkWLlxYiidClqZbNFXXo9YQK25VpqlNvgcNGmTwu1ke/SEiovJn0SBs1qxZePPNN822OXfuHJo3bw4AmD59OsaMGYPLly9j4cKFGDFiBHbv3g1JkvDCCy8gOTkZffv2RUFBAVxdXTF58mQsWLAANjbWMeA3e/ZsTJ06VX6fk5MDf39/C/ao5irLfo76HqWGmLkSFQAwYMAAeHp6Kj7DQIuIyLpYNAibNm0aRo0aZbZNo0aN5J89PT3h6emJpk2bokWLFvD398cvv/yC8PBwSJKEN998E2+88QbS09Ph5eWFgwcPKq7h4+NjsIrx+vXrcHV1hZOTE2xtbWFra2u0jY+Pj3yN/Px8ZGdnK0Yc9Nvor6jUXlPbxhgHBwc4ODiYfR5UOXT3c9Snv7+jKY9SQ0ybZK+f+6Ud/fL09GR+FxGRlbNoEObl5QUvL68yfVajKVoBlpeXpzhua2uL+vXrAwC+/PJLhIeHy98RHh6OvXv3KtrHx8cjPDwcQNFIQmhoKA4ePIj+/fvL33Pw4EHExMQAAEJDQ2FnZ4eDBw8iOjoaAJCUlIQrV67I1wkPD8fixYtx48YN1KtXT/4eV1dXtGzZskz3S5WvpKNKpqrXP6qQkFMIDr5oNMmeiIisn1XkhCUmJuL48ePo1KkT6tati+TkZMydOxfBwcFy4JORkYGvvvoKTz/9NO7fv49PP/1ULiGhNX78eKxZswYzZszA6NGjcejQIWzduhV79uyR20ydOhUjR45E+/bt8eSTT2LlypW4c+cOnn/+eQCASqXCmDFjMHXqVLi7u8PV1RUTJ05EeHg4OnToAADo2bMnWrZsieHDh2PZsmVIT0/Hq6++igkTJnCkq5op722C9KdBTeV+McmeiMj6WUUQ5uzsjB07dmD+/Pm4c+cOfH190atXL7z66quKoGbDhg14+eWXIYRAeHg4vv/+ezz55JPy+aCgIOzZswdTpkzBqlWr0KBBA3z00UeIjIyU2wwePBg3b97EvHnzkJ6ejrZt22L//v2KRPsVK1bAxsYG0dHRyMvLQ2RkJN5//335vK2tLXbv3o2XXnoJ4eHhqF27NkaOHInXXnutgp8UVaaK2CbI3DSoFnO/iIiqB6utE1YTsE5Y1aSt5ZWSEogNG0YanB85Mg5BQZfN1uXKzMxkoEVEVE2V9O+3VYyEEVVFxa1gNCUzM1Oxk4OpnLJHWV1JRERVH4MwojIqbgWjKbojYOZyyh5ldSUREVV9DMKISkk3Kd7cCsbikucrIqeMiIisB4MwolIqr+T54qriExFR9cYgjKgMyiNXq6w5ZUREVD0wCCOrZ+mVhmX9/rLmlBERUfXAIIysin7Ao1arsWXLlmI/Vx4rDY0FW/rfX9qVjqyKT0RUczEIoypLP+jJzs7G1q1by3StR11pqF9WwpiyrnQ0VRWfiIiqNwZhVCWVJOipTIYjYMoRr9KsdCzplkPcmoiIqHpjEEZVTmZmJlJTU8v02YraTFuXsRGvunVvlXilI7cmIiIigEEYVTGPMgJW3ptp6/YpIyMDgOnaXmPGfFSqlY4MsIiIyKb4JkSVpzS5W2q1C1JSAqFWu5gMjtRql0fqjzYo3LFjBwDg6lV/oyNeBQX2iIraDUnSAABXOhIRUbE4EkZWSX/UKzw8oUIKnxrbYkifdsQrKOgyVzoSEVGJMQgjq6Cb6wXAYNTr6NHwCi18qj/S9pByxIsrHYmIqKQYhFGVV5JRL8AG4eE/IyEh3Gjh00ddaWhsiyEAGDjwK7Rqda7Yz3OlIxER6WMQRlWasVyvhIRwABropjRKkgZhYYkIC0tEmzbRaNXKEX5+TwB4olxWGpraYsjf/5qi3aBBg+Dm5qY4xpWORERkDIMwqtJMJcJ37Phw1MvWVuDNN3Pw7LNDKyzgKW6LoQEDBsDPz4/BFhERlRiDMKqyTp5sh507jSfCL1jgDh8fNTIz66JxYwkNGrgBcCv1dxS376NarZZ/NrfFkKenJwMwIiIqFQZhVKVoc6e005D6VVQe1v96Ch4edR/pu/RrkpWk0CsT74mIqLwwCKMqRVtN/vBhYMUKw0T4devUiI5+qlxGnYyVnyhroVcm3hMRUWkxCKMqx8PDAx06ADY2gEbz8LitLfCvf9VFec/6Fbfvo7Fke11MvCciorJgEEZVUoMGwPr1wIsvAoWFRQHYBx8UHS9vxspP6BZ6dXNzg6+vb/l/MRER1WgMwqjKGjMGiIwELl4EGjcufQBWXNJ9dnY2ANPlJ8qr0CsREZExDMKoSmvQoGyjX6XZCLy48hNEREQVgUEYVUv6I2DGVj7qHjNXfoKIiKgiMAijas/YykcARldDMvgiIqLKwiCMqjVjKx937uwLSYLJ1ZD6WH6CiIgqAoMwqtaMb7xtAyGUR3RXQw4YMACenp4AWH6CiIgqDoMwqtaMrXwENIqRMEC5GtLT05MlKYiIqMIZliQnqka0Kx8lqajqqyRp0K/fboNjXA1JRESVjSNhVO2ZWvnI1ZBERGRJDMKoWtJPpje28TY34yYiIktiEEbVknYjcN16YWq1Glu2bCn2s1wNSURElUESQn+dGFUVOTk5UKlUUKvVcHV1tXR3Hllx2whVxkrEqtAHIiKq3kr695sjYVQpSrqNUExMTIUGQQywiIioquDqSKoU5kafytKOiIjI2jEIIyIiIrIABmFEREREFsAgjIiIiMgCmJhPFqFWuyArywPu7pllrtWlu9IxNdUGKSm1EBT0AH5+RZXwudKRiIiqMgZhVOlOnmyHXbv6QggbecugkJBTpbqG7mpLc9er6NWWREREZcXpSKpUarWLHDABRZto79rVF2q1S6muox0BK+56XG1JRERVFYMwqhTaKvRZWR5ywKQlhA2ystwV7UqquOsRERFVVZyOpEqh3Ubo0qUH+PxzAY1Gks/Z2gpMnNgbgYG1Sj116O6eCUnSKAIxSdLA3T2r3PpORERUETgSRpXGw8MDoaHeWL9egq1t0TFbW+CDDySEhnqXKXdLpcpFVNRuSFJRMr42J4wbcxMRUVXHkTCqdGPGAJGRwMWLQOPGQIMGj3a9kJBTCA6+iKwsd7i7ZzEAIyIiq8AgjCyiQQPAyamoxERa2qOXmFCpchl8ERGRVWEQRhZR2hIT164BFy4ATZo8+sgZERFRVcCcMLKIkpaYSE1NxfLl2WjYUOCZZ4CGDQWWL8+GWq0u0feUdrUlERFRZeFIGFmUuRITKlUuPv00HitXxkKIotWUGo2E6dNd8c8/n0ClAgYNGgQ3Nzej12bFfCIiqsoYhJFFFVdiorggzc3NDb6+vpXaZyIiovLA6UiyqOJKTGiDNF2sA0ZERNUBR8LI4syVmNAGafqJ+1wJSURE1o5BGFUJ5kpMsA4YERFVRwzCyCqwDhgREVU3zAkji2DpCCIiquk4EkYWod3QW1svTF9GRgZ27NhRyb0iIiKqPAzCyGLM1fAq6UgZR9SIiMhaMQijKqm4kTKAxViJiMi6MQijKosBFhERVWdMzCciIiKyAAZhRERERBbAIIyIiIjIAhiEEREREVkAgzAiIiIiC7C6ICwvLw9t27aFJEk4ffq04tyZM2fQuXNnODo6wt/fH8uWLTP4/LZt29C8eXM4OjqidevW2Lt3r+K8EALz5s2Dr68vnJycEBERgQsXLijaZGVlYdiwYXB1dYWbmxvGjBmD27dvl7ovREREVHNZXRA2Y8YM+Pn5GRzPyclBz5490bBhQ5w4cQJvvfUWFixYgPXr18ttjh49iqFDh2LMmDE4deoU+vfvj/79++Ps2bNym2XLlmH16tVYt24dEhMTUbt2bURGRuL+/ftym2HDhuGPP/5AfHw8du/ejR9++AHjxo0rVV+qk2vXgMOHi/5JREREJSSsyN69e0Xz5s3FH3/8IQCIU6dOyefef/99UbduXZGXlycfmzlzpmjWrJn8ftCgQaJPnz6Ka4aFhYkXX3xRCCGERqMRPj4+4q233pLPZ2dnCwcHB/Hll18KIYT4888/BQBx/Phxuc2+ffuEJEnin3/+KXFfSkKtVgsAQq1Wl+pzlSEjI0OkpqaKt9++JWxsNAIQwsZGI95++5ZITU0VGRkZlu4iERGRRZT077fVjIRdv34dL7zwAj7//HM4OzsbnE9ISECXLl0U29hERkYiKSkJt27dkttEREQoPhcZGYmEhAQAQEpKCtLT0xVtVCoVwsLC5DYJCQlwc3ND+/bt5TYRERGwsbFBYmJiiftiTF5eHnJychSvqigzMxNr1qzBW299ienTXaHRSAAAjUbC9OmueOutL7FmzRpkZmZauKdERERVl1UEYUIIjBo1CuPHj1cEP7rS09Ph7e2tOKZ9n56ebraN7nndz5lqU69ePcX5WrVqwd3dvdjv0f0OY5YsWQKVSiW//P39TbatTPrTjdqthLKyPKAfxwthg6wsd0U7IiIiMmTRIGzWrFmQJMns6/z583j33XeRm5uL2bNnW7K7FW727NlQq9Xy6+rVq5buEj7+GGjYEHjmmaJ/fvwxkJ2dDQBwd8+EJGkU7SVJA3f3LAv0lIiIyLpYdO/IadOmYdSoUWbbNGrUCIcOHUJCQgIcHBwU59q3b49hw4Zhw4YN8PHxwfXr1xXnte99fHzkfxpro3tee8zX11fRpm3btnKbGzduKK7x4MEDZGVlFfs9ut9hjIODg8E9WkpmZiYuXXqAcePq6Uw3AuPGCUyevA8qFZCc3BhCPPyMJGkQFbUbKlWuhXpNRERkPSwahHl5ecHLy6vYdqtXr8brr78uv09NTUVkZCS2bNmCsLAwAEB4eDjmzJmDgoIC2NnZAQDi4+PRrFkz1K1bV25z8OBBxMbGyteKj49HeHg4ACAoKAg+Pj44ePCgHHTl5OQgMTERL730knyN7OxsnDhxAqGhoQCAQ4cOQaPRlKovVZk25yslJRAazUjFOY1Gkqcbd+3qC93BVCGA4OCLldlVIiIiq2UVOWEBAQFo1aqV/GratCkAIDg4GA0aNAAAPPvss7C3t8eYMWPwxx9/YMuWLVi1ahWmTp0qX2fy5MnYv38/li9fjvPnz2PBggX49ddfERMTAwCQJAmxsbF4/fXXsXPnTvz+++8YMWIE/Pz80L9/fwBAixYt0KtXL7zwwgs4duwYfv75Z8TExGDIkCFy6YyS9KUq0+ZymZtuNJYPBjzMByMiIiLzrCIIKwmVSoXvvvsOKSkpCA0NxbRp0zBv3jxF/a6OHTti06ZNWL9+Pdq0aYOvvvoK33zzDVq1aiW3mTFjBiZOnIhx48bhiSeewO3bt7F//344OjrKbTZu3IjmzZuje/fu+Ne//oVOnTopaoCVpC/WQKXKRVTUbjkQ051uZD4YERHRo5GE0M3qoaokJycHKpUKarUarq6ulfa9aWlpiqBSrXZBVpY73N2zFPleJ0+2w65dfSGEjRyghYScks+PGzdOkVtHRERUE5T077dFc8LIOqhUuUaT7UNCTiE4+KLRAA2Aok4aERERKTEIo0diKkAbPHgwPDw8LNAjIiIi61BtcsKoalGpVJbuAhERUZXGIIwqBKciiYiIzON0JBkoaQA1ePBgoyNe9vb2nIokIiIqBoMwMuDh4YGYmBizez8y0CIiIno0DMLIKAZYREREFYs5YUREREQWwCCMiIiIyAIYhBERERFZAIMwIiIiIgtgEEZERERkAQzCiIiIiCyAQRgRERGRBTAIIyIiIrIABmFEREREFsCK+TVEZmYmtyEiIiKqQhiE1QCZmZlYs2ZNse1iYmIYiBEREVUSTkfWAOZGwMrSjoiIiB4dgzAiIiIiC2AQRkRERGQBDMKIiIiILIBBGBEREZEFMAgjIiIisgAGYUREREQWwCCsBrC3t1e8V6tdkJISCLXaxWw7IiIiqjgs1loDeHh4ICYmBvn5+di0yQmvvaaCRiPBxkZg2TI1nn32HivmExERVTJJCCEs3QkyLicnByqVCmq1Gq6uro98vWvXgIYNAY3m4TFbW+DSJaBBg0e+PBEREaHkf785HVmDXLigDMAAoLAQuHjRMv0hIiKqyRiE1SBNmgA2ev/GbW2Bxo0t0x8iIqKajEFYDdKgAbB+fVHgBRT984MPOBVJRERkCUzMr2HGjAEiI4umIBs3ZgBGRERkKQzCaqAGDRh8ERERWRqnI4mIiIgsgEEYERERkQUwCCMiIiKyAAZhRERERBbAIIyIiIjIAhiEEREREVkAgzAiIiIiC2AQRkRERGQBDMKIiIiILIBBGBEREZEFMAgjIiIisgDuHVmFCSEAADk5ORbuCREREZWU9u+29u+4KQzCqrDc3FwAgL+/v4V7QkRERKWVm5sLlUpl8rwkigvTyGI0Gg1SU1Ph4uICSZJK9JmcnBz4+/vj6tWrcHV1reAeVl18DkX4HPgMtPgcivA58BloVeRzEEIgNzcXfn5+sLExnfnFkbAqzMbGBg0aNCjTZ11dXWv0/7i0+ByK8DnwGWjxORThc+Az0Kqo52BuBEyLiflEREREFsAgjIiIiMgCGIRVMw4ODpg/fz4cHBws3RWL4nMowufAZ6DF51CEz4HPQKsqPAcm5hMRERFZAEfCiIiIiCyAQRgRERGRBTAIIyIiIrIABmFEREREFsAgzAqsXbsWjz/+uFxQLjw8HPv27ZPP379/HxMmTICHhwfq1KmD6OhoXL9+XXGNK1euoE+fPnB2dka9evUwffp0PHjwoLJvpdwsXboUkiQhNjZWPlZTnsOCBQsgSZLi1bx5c/l8TXkO//zzD5577jl4eHjAyckJrVu3xq+//iqfF0Jg3rx58PX1hZOTEyIiInDhwgXFNbKysjBs2DC4urrCzc0NY8aMwe3btyv7VsosMDDQ4HdBkiRMmDABQM35XSgsLMTcuXMRFBQEJycnBAcHY9GiRYp9+2rC70Nubi5iY2PRsGFDODk5oWPHjjh+/Lh8vjo+gx9++AFRUVHw8/ODJEn45ptvFOfL657PnDmDzp07w9HREf7+/li2bFn53ICgKm/nzp1iz5494q+//hJJSUnilVdeEXZ2duLs2bNCCCHGjx8v/P39xcGDB8Wvv/4qOnToIDp27Ch//sGDB6JVq1YiIiJCnDp1Suzdu1d4enqK2bNnW+qWHsmxY8dEYGCgePzxx8XkyZPl4zXlOcyfP1889thjIi0tTX7dvHlTPl8TnkNWVpZo2LChGDVqlEhMTBR///23+Pbbb8XFixflNkuXLhUqlUp888034rfffhP9+vUTQUFB4t69e3KbXr16iTZt2ohffvlF/Pjjj6Jx48Zi6NChlrilMrlx44bi9yA+Pl4AEIcPHxZC1IzfBSGEWLx4sfDw8BC7d+8WKSkpYtu2baJOnTpi1apVcpua8PswaNAg0bJlS3HkyBFx4cIFMX/+fOHq6iquXbsmhKiez2Dv3r1izpw5YseOHQKA+PrrrxXny+Oe1Wq18Pb2FsOGDRNnz54VX375pXBychIffPDBI/efQZiVqlu3rvjoo49Edna2sLOzE9u2bZPPnTt3TgAQCQkJQoiiX1IbGxuRnp4ut1m7dq1wdXUVeXl5ld73R5GbmyuaNGki4uPjRdeuXeUgrCY9h/nz54s2bdoYPVdTnsPMmTNFp06dTJ7XaDTCx8dHvPXWW/Kx7Oxs4eDgIL788kshhBB//vmnACCOHz8ut9m3b5+QJEn8888/Fdf5CjR58mQRHBwsNBpNjfldEEKIPn36iNGjRyuODRgwQAwbNkwIUTN+H+7evStsbW3F7t27FcdDQkLEnDlzasQz0A/Cyuue33//fVG3bl3F/yZmzpwpmjVr9sh95nSklSksLMTmzZtx584dhIeH48SJEygoKEBERITcpnnz5ggICEBCQgIAICEhAa1bt4a3t7fcJjIyEjk5Ofjjjz8q/R4exYQJE9CnTx/F/QKocc/hwoUL8PPzQ6NGjTBs2DBcuXIFQM15Djt37kT79u3xn//8B/Xq1UO7du3w4YcfyudTUlKQnp6ueA4qlQphYWGK5+Dm5ob27dvLbSIiImBjY4PExMTKu5lykp+fjy+++AKjR4+GJEk15ncBADp27IiDBw/ir7/+AgD89ttv+Omnn9C7d28ANeP34cGDBygsLISjo6PiuJOTE3766aca8Qz0ldc9JyQkoEuXLrC3t5fbREZGIikpCbdu3XqkPnIDbyvx+++/Izw8HPfv30edOnXw9ddfo2XLljh9+jTs7e3h5uamaO/t7Y309HQAQHp6uuL/ZLXnteesxebNm3Hy5ElFjoNWenp6jXkOYWFhiIuLQ7NmzZCWloaFCxeic+fOOHv2bI15Dn///TfWrl2LqVOn4pVXXsHx48cxadIk2NvbY+TIkfJ9GLtP3edQr149xflatWrB3d3dap6Drm+++QbZ2dkYNWoUgJr1v4lZs2YhJycHzZs3h62tLQoLC7F48WIMGzYMAGrE74OLiwvCw8OxaNEitGjRAt7e3vjyyy+RkJCAxo0b14hnoK+87jk9PR1BQUEG19Ceq1u3bpn7yCDMSjRr1gynT5+GWq3GV199hZEjR+LIkSOW7laluXr1KiZPnoz4+HiD/9KrabT/dQ8Ajz/+OMLCwtCwYUNs3boVTk5OFuxZ5dFoNGjfvj3eeOMNAEC7du1w9uxZrFu3DiNHjrRw7yzj448/Ru/eveHn52fprlS6rVu3YuPGjdi0aRMee+wxnD59GrGxsfDz86tRvw+ff/45Ro8ejfr168PW1hYhISEYOnQoTpw4YemukQmcjrQS9vb2aNy4MUJDQ7FkyRK0adMGq1atgo+PD/Lz85Gdna1of/36dfj4+AAAfHx8DFZEad9r21R1J06cwI0bNxASEoJatWqhVq1aOHLkCFavXo1atWrB29u7RjwHY9zc3NC0aVNcvHixxvw++Pr6omXLlopjLVq0kKdltfdh7D51n8ONGzcU5x88eICsrCyreQ5aly9fxoEDBzB27Fj5WE35XQCA6dOnY9asWRgyZAhat26N4cOHY8qUKViyZAmAmvP7EBwcjCNHjuD27du4evUqjh07hoKCAjRq1KjGPANd5XXPFfm/EwZhVkqj0SAvLw+hoaGws7PDwYMH5XNJSUm4cuUKwsPDAQDh4eH4/fffFb9o8fHxcHV1NfhDVlV1794dv//+O06fPi2/2rdvj2HDhsk/14TnYMzt27eRnJwMX1/fGvP78NRTTyEpKUlx7K+//kLDhg0BAEFBQfDx8VE8h5ycHCQmJiqeQ3Z2tmKU4NChQ9BoNAgLC6uEuyg/n376KerVq4c+ffrIx2rK7wIA3L17FzY2yj9ntra20Gg0AGre70Pt2rXh6+uLW7du4dtvv8W///3vGvcMgPL79x4eHo4ffvgBBQUFcpv4+Hg0a9bskaYiAbBEhTWYNWuWOHLkiEhJSRFnzpwRs2bNEpIkie+++04IUbQMPSAgQBw6dEj8+uuvIjw8XISHh8uf1y5D79mzpzh9+rTYv3+/8PLysrpl6Pp0V0cKUXOew7Rp08T3338vUlJSxM8//ywiIiKEp6enuHHjhhCiZjyHY8eOiVq1aonFixeLCxcuiI0bNwpnZ2fxxRdfyG2WLl0q3NzcxP/+9z9x5swZ8e9//9vo0vR27dqJxMRE8dNPP4kmTZpU6eX4xhQWFoqAgAAxc+ZMg3M14XdBCCFGjhwp6tevL5eo2LFjh/D09BQzZsyQ29SE34f9+/eLffv2ib///lt89913ok2bNiIsLEzk5+cLIarnM8jNzRWnTp0Sp06dEgDEO++8I06dOiUuX74shCife87Ozhbe3t5i+PDh4uzZs2Lz5s3C2dmZJSpqitGjR4uGDRsKe3t74eXlJbp37y4HYEIIce/ePfHf//5X1K1bVzg7O4v/9//+n0hLS1Nc49KlS6J3797CyclJeHp6imnTpomCgoLKvpVypR+E1ZTnMHjwYOHr6yvs7e1F/fr1xeDBgxX1sWrKc9i1a5do1aqVcHBwEM2bNxfr169XnNdoNGLu3LnC29tbODg4iO7du4ukpCRFm8zMTDF06FBRp04d4erqKp5//nmRm5tbmbfxyL799lsBwODehKg5vws5OTli8uTJIiAgQDg6OopGjRqJOXPmKEoK1ITfhy1btohGjRoJe3t74ePjIyZMmCCys7Pl89XxGRw+fFgAMHiNHDlSCFF+9/zbb7+JTp06CQcHB1G/fn2xdOnScum/JIROSWEiIiIiqhTMCSMiIiKyAAZhRERERBbAIIyIiIjIAhiEEREREVkAgzAiIiIiC2AQRkRERGQBDMKIiIiILIBBGBEREZEFMAgjomrl6aefRmxsrKW7UeEWLFiAtm3bWrobRPQIGIQREVUh+fn5lfp9Qgg8ePCgUr+TiIowCCOiamPUqFE4cuQIVq1aBUmSIEkSLl26hLNnz6J3796oU6cOvL29MXz4cGRkZMife/rppzFx4kTExsaibt268Pb2xocffog7d+7g+eefh4uLCxo3box9+/bJn/n+++8hSRL27NmDxx9/HI6OjujQoQPOnj2r6NNPP/2Ezp07w8nJCf7+/pg0aRLu3Lkjnw8MDMSiRYswYsQIuLq6Yty4cQCAmTNnomnTpnB2dkajRo0wd+5cFBQUAADi4uKwcOFC/Pbbb/J9xsXF4dKlS5AkCadPn5avn52dDUmS8P333yv6vW/fPoSGhsLBwQE//fQTNBoNlixZgqCgIDg5OaFNmzb46quvyvtfERHpYBBGRNXGqlWrEB4ejhdeeAFpaWlIS0uDi4sLnnnmGbRr1w6//vor9u/fj+vXr2PQoEGKz27YsAGenp44duwYJk6ciJdeegn/+c9/0LFjR5w8eRI9e/bE8OHDcffuXcXnpk+fjuXLl+P48ePw8vJCVFSUHCwlJyejV69eiI6OxpkzZ7Blyxb89NNPiImJUVzj7bffRps2bXDq1CnMnTsXAODi4oK4uDj8+eefWLVqFT788EOsWLECADB48GBMmzYNjz32mHyfgwcPLtWzmjVrFpYuXYpz587h8ccfx5IlS/DZZ59h3bp1+OOPPzBlyhQ899xzOHLkSKmuS0SlUC7bgBMRVRFdu3YVkydPlt8vWrRI9OzZU9Hm6tWrAoBISkqSP9OpUyf5/IMHD0Tt2rXF8OHD5WNpaWkCgEhISBBCCHH48GEBQGzevFluk5mZKZycnMSWLVuEEEKMGTNGjBs3TvHdP/74o7CxsRH37t0TQgjRsGFD0b9//2Lv66233hKhoaHy+/nz54s2bdoo2qSkpAgA4tSpU/KxW7duCQDi8OHDin5/8803cpv79+8LZ2dncfToUcX1xowZI4YOHVps34iobGpZMgAkIqpov/32Gw4fPow6deoYnEtOTkbTpk0BAI8//rh83NbWFh4eHmjdurV8zNvbGwBw48YNxTXCw8Pln93d3dGsWTOcO3dO/u4zZ85g48aNchshBDQaDVJSUtCiRQsAQPv27Q36tmXLFqxevRrJycm4ffs2Hjx4AFdX11Lfvym633nx4kXcvXsXPXr0ULTJz89Hu3btyu07iUiJQRgRVWu3b99GVFQU3nzzTYNzvr6+8s92dnaKc5IkKY5JkgQA0Gg0pfruF198EZMmTTI4FxAQIP9cu3ZtxbmEhAQMGzYMCxcuRGRkJFQqFTZv3ozly5eb/T4bm6IMEyGEfEw7NapP9ztv374NANizZw/q16+vaOfg4GD2O4mo7BiEEVG1Ym9vj8LCQvl9SEgItm/fjsDAQNSqVf7/l/fLL7/IAdWtW7fw119/ySNcISEh+PPPP9G4ceNSXfPo0aNo2LAh5syZIx+7fPmyoo3+fQKAl5cXACAtLU0ewdJN0jelZcuWcHBwwJUrV9C1a9dS9ZWIyo6J+URUrQQGBiIxMRGXLl1CRkYGJkyYgKysLAwdOhTHjx9HcnIyvv32Wzz//PMGQUxZvPbaazh48CDOnj2LUaNGwdPTE/379wdQtMLx6NGjiImJwenTp3HhwgX873//M0jM19ekSRNcuXIFmzdvRnJyMlavXo2vv/7a4D5TUlJw+vRpZGRkIC8vD05OTujQoYOccH/kyBG8+uqrxd6Di4sLXn75ZUyZMgUbNmxAcnIyTp48iXfffRcbNmwo87MhIvMYhBFRtfLyyy/D1tYWLVu2hJeXF/Lz8/Hzzz+jsLAQPXv2ROvWrREbGws3Nzd5+u5RLF26FJMnT0ZoaCjS09Oxa9cu2NvbAyjKMzty5Aj++usvdO7cGe3atcO8efPg5+dn9pr9+vXDlClTEBMTg7Zt2+Lo0aPyqkmt6Oho9OrVC926dYOXlxe+/PJLAMAnn3yCBw8eIDQ0FLGxsXj99ddLdB+LFi3C3LlzsWTJErRo0QK9evXCnj17EBQUVIanQkQlIQnd5AEiIiqR77//Ht26dcOtW7fg5uZm6e4QkRXiSBgRERGRBTAIIyIiIrIATkcSERERWQBHwoiIiIgsgEEYERERkQUwCCMiIiKyAAZhRERERBbAIIyIiIjIAhiEEREREVkAgzAiIiIiC2AQRkRERGQBDMKIiIiILOD/A1M3HSEaHErLAAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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6cEx3JcVEuP2zAADe4e0uB/v27VNxcbF++ctfqkmTJo6/F154QVlZWY7levbs6fh3UlKSJOngwYPnfP9+/frVuUxnflZCQoIiIyMdwaZiWsVnZ2Vl6eTJk44wJEkNGzbUgAED9OWXX9b5s+vDL2pupk+frnfeeUebNm2qsvalJg0bNlTv3r21b9++KueHh4crPDzcHcWs0dj+bTS4Y5z2FxQrOTaSYAMAAa6mLgeeOMYfPXpUkvTuu++qVatWTvPCw8MdAefMjsAVN9SUl5ef8/1rulGnOmd/1tmdkG02W60+29t8WnNjjNH06dP1xhtvaN26dUpJSanze5SVlWnPnj2O9OpLSTERSmvfgmADABZQ0eXgTJ7sctC1a1eFh4crJydHHTp0cPpr3bp1rd4jLCys3o8ucFX79u0VFhamjz/+2DHt5MmT2r59u7p27erVsvi05mbatGl6+eWX9eabbyoqKkr5+fmSpJiYGEVEnA4I48ePV6tWrZSeni5Juu+++3ThhReqQ4cOKiws1MMPP6zvvvtOU6ZM8dl6AACsp6LLwV2rMlVmjMe7HERFRemOO+7QbbfdpvLycl100UWy2+36+OOPFR0drbZt257zPZKTk5Wdna2MjAydd955ioqK8krrhXS6Zujmm2/WnXfeqebNm6tNmzb685//rOLiYk2ePNkrZajg03CzZMkSSdLQoUOdpj/33HOaOHGiJCknJ0chIf+rYPr55581depU5efnq1mzZurbt6+2bNni9VQIALA+b3c5WLhwoeLi4pSenq5vv/1WTZs2VZ8+fXTXXXfVqvnnqquu0qpVqzRs2DAVFhY6nU+9YdGiRSovL9cNN9ygI0eOqF+/fvrwww/VrFkzr5VBkmzGGHPuxayjqKhIMTExstvtio6O9nVxAABudvz4cWVnZyslJcVvRrBH7dT03dXl/O03d0sBAAC4A+EGAIAgc9NNNzndbn7m30033eTr4tWbX9wKDgAAvOe+++7THXfcUeU8K3TZINwAABBk4uPjFR8f7+tieAzNUgAAwFIINwAAS/LHkXNRM3fdwE2zFADAUsLCwhQSEqIff/xRcXFxCgsLczymAP7LGKNDhw5V+ZiHuiLcAAAsJSQkRCkpKcrLy9OPP/7o6+KgDmw2m8477zyFhobW630INwAAywkLC1ObNm106tQpnz1rCXXXsGHDegcbiXADALCoiuaN+jZxIPDQoRgAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFiKT8NNenq6+vfvr6ioKMXHx2v06NHau3fvOV/36quvqnPnzmrUqJF69Oih9957zwulBQAAgcCn4Wbjxo2aNm2aPvnkE61Zs0YnT57UpZdeqmPHjlX7mi1btmjcuHGaPHmydu3apdGjR2v06NHKzMz0YskBAIC/shljjK8LUeHQoUOKj4/Xxo0bNXjw4CqXGTt2rI4dO6Z33nnHMe3CCy9Ur169tHTp0nN+RlFRkWJiYmS32xUdHe22sgMAAM+py/nbr/rc2O12SVLz5s2rXWbr1q0aPny407QRI0Zo69atVS5fWlqqoqIipz8AAGBdfhNuysvLNXPmTA0aNEjdu3evdrn8/HwlJCQ4TUtISFB+fn6Vy6enpysmJsbx17p1a7eWGwAA+Be/CTfTpk1TZmamVqxY4db3nTt3rux2u+MvNzfXre8PAAD8SwNfF0CSpk+frnfeeUebNm3SeeedV+OyiYmJOnDggNO0AwcOKDExscrlw8PDFR4e7rayAgAA/+bTmhtjjKZPn6433nhD69atU0pKyjlfk5aWprVr1zpNW7NmjdLS0jxVTAAAEEB8WnMzbdo0vfzyy3rzzTcVFRXl6DcTExOjiIgISdL48ePVqlUrpaenS5JmzJihIUOG6JFHHtGoUaO0YsUK7dixQ08//bTP1gMAAPgPn9bcLFmyRHa7XUOHDlVSUpLjb+XKlY5lcnJylJeX5/j/wIED9fLLL+vpp59WamqqXnvtNa1evbrGTsgAACB4+NU4N97AODcAAASegB3nBgAAoL4INwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIINwAAwFIIN0Eqz16iLVkFyrOX+LooAAC4VQNfFwDet3J7juau2qNyI4XYpPQxPTS2fxtfFwsAALeg5ibI5NlLHMFGksqNdNeqTGpwAACWQbgJMtkFxxzBpkKZMdpfUOybAgEA4GaEmyCTEttYITbnaaE2m5JjI31TIAAA3IxwE2SSYiKUPqaHQm2nE06ozaYHx3RXUkyEj0sGAIB70KE4CI3t30aDO8Zpf0GxkmMjCTYAAEsh3ASppJgIQg0AwJJolgIAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuLGYPHuJtmQV8JRvAEDQYoRiC1m5PUdzV+1RuZFCbFL6mB4a27+Nr4sFAIBXUXNjEXn2EkewkaRyI921KpMaHABA0CHcWER2wTFHsKlQZoz2FxT7pkAAAPgI4cYiUmIbK8TmPC3UZlNybKRvCgQAgI/4NNxs2rRJl19+uVq2bCmbzabVq1fXuPyGDRtks9kq/eXn53unwH4sKSZC6WN6KNR2OuGE2mx6cEx3nvwNAAg6Pu1QfOzYMaWmpurGG2/UmDFjav26vXv3Kjo62vH/+Ph4TxQv4Izt30aDO8Zpf0GxkmMjCTYAgKDk03AzcuRIjRw5ss6vi4+PV9OmTd1fIAtIiokg1AAAglpA9rnp1auXkpKS9Mtf/lIff/yxr4sTsBgTBwBgRQE1zk1SUpKWLl2qfv36qbS0VM8884yGDh2qbdu2qU+fPlW+prS0VKWlpY7/FxUVeau4fo0xcQAAVhVQ4aZTp07q1KmT4/8DBw5UVlaWHnvsMb344otVviY9PV0LFizwVhEDQnVj4gzuGEeTFgAg4AVks9SZBgwYoH379lU7f+7cubLb7Y6/3NxcL5bOPzEmDgDAygKq5qYqGRkZSkpKqnZ+eHi4wsPDvVgi/1cxJs6ZAYcxcQAAVuHTcHP06FGnWpfs7GxlZGSoefPmatOmjebOnasffvhBL7zwgiRp8eLFSklJUbdu3XT8+HE988wzWrdunT766CNfrUJAqhgT565VmSozhjFxAACWUutwU5eOuGeOQVOTHTt2aNiwYY7/z5o1S5I0YcIELV++XHl5ecrJyXHMP3HihG6//Xb98MMPioyMVM+ePfXvf//b6T1QO4yJAwCwKpsxxpx7MSkkJEQ2m63GZYwxstlsKisrc0vhPKGoqEgxMTGy2+21DmGekGcvUXbBMaXENiZYAABwDnU5f9e65mb9+vX1LhhO4zZsAAA8p9bhZsiQIZ4sR9DgNmwAADzL5Q7FhYWF+sc//qEvv/xSktStWzfdeOONiomJcVvhrKim27AJNwAA1J9L49zs2LFD7du312OPPabDhw/r8OHDevTRR9W+fXvt3LnT3WW0lIrbsM/EbdgAALhPrTsUn+niiy9Whw4dtGzZMjVocLry59SpU5oyZYq+/fZbbdq0ye0FdRd/6FC8cntOpduw6XMDAED16nL+dincREREaNeuXercubPT9C+++EL9+vVTcbH/jnTrD+FGOt33htuwAQConbqcv11qloqOjnYaf6ZCbm6uoqKiXHnLoJMUE6G09i0INgAAuJlL4Wbs2LGaPHmyVq5cqdzcXOXm5mrFihWaMmWKxo0b5+4yAgAA1JpLd0v95S9/kc1m0/jx43Xq1ClJUsOGDXXzzTdr0aJFbi0gAABAXbjU56ZCcXGxsrKyJEnt27dXZKT/3/HjL31uAABA7XlkhOKqREZGqkePHvV5CwAAALdyKdwcP35cTzzxhNavX6+DBw+qvLzcaT5j3QAAAF9xKdxMnjxZH330kX7zm99owIAB53ygJgAAgLe4FG7eeecdvffeexo0aJC7ywMAAFAvLt0K3qpVK8azAQAAfsmlcPPII49o9uzZ+u6779xdHgAAgHpxqVmqX79+On78uNq1a6fIyEg1bNjQaf7hw4fdUjgAAIC6cincjBs3Tj/88IMefPBBJSQk0KEYAAD4DZfCzZYtW7R161alpqa6uzwAAAD14lKfm86dO6ukpMTdZQEAAKg3l8LNokWLdPvtt2vDhg366aefVFRU5PQHAADgKy49Wyok5HQmOruvjTFGNptNZWVl7imdB/BsKQAAAo/Hny21fv16lwoGAADgaS6FmyFDhtRquVtuuUX33XefYmNjXfkYAACAOnOpz01tvfTSS/TBAQAAXuXRcONCdx4AAIB68Wi4AQAA8DbCDQAAsBTCDQAAsBTCDQAAsJQ6h5tTp07pvvvu0/fff3/OZa+//noGygMAAF7l0gjFUVFR2rNnj5KTkz1QJM9ihGIAAAJPXc7fLjVL/eIXv9DGjRtdKhwAAIAnuTRC8ciRIzVnzhzt2bNHffv2VePGjZ3mX3HFFW4pHAAAQF3V68GZVb4hD84EAABu5vEHZ5aXl7tUMAAAAE9zqc/NCy+8oNLS0krTT5w4oRdeeKHehQIAAHCVS81SoaGhysvLU3x8vNP0n376SfHx8TRLAQAAt/L43VLGGNlstkrTv//+e8XExLjylvCRPHuJtmQVKM9e4uuiAADgFnXqc9O7d2/ZbDbZbDZdcsklatDgfy8vKytTdna2LrvsMrcXEp6xcnuO5q7ao3Ijhdik9DE9NLZ/G18XCwCAeqlTuBk9erQkKSMjQyNGjFCTJk0c88LCwpScnKyrrrrKrQWEZ+TZSxzBRpLKjXTXqkwN7hinpJgI3xYOAIB6qFO4mTdvniQpOTlZY8eOVaNGjTxSKHhedsExR7CpUGaM9hcUE24ABLU8e4myC44pJbYxx8MA5dKt4BMmTJB0+u6ogwcPVro1vE0bmjb8XUpsY4XY5BRwQm02JcdG+q5QAOBjNNdbg0sdir/55htdfPHFioiIUNu2bZWSkqKUlBQlJycrJSXF3WWEByTFRCh9TA+F/l/H8FCbTQ+O6c5VCoCgVV1zPTdcBB6Xam4mTpyoBg0a6J133lFSUlKVd07B/43t30aDO8Zpf0GxkmMjCTYAghrN9dbhUrjJyMjQp59+qs6dO7u7PPCypJgIfrQAIJrrrcSlZqmuXbuqoKDA3WUBAMBnaK63DpdGKF63bp3+9Kc/6cEHH1SPHj3UsGFDp/n+PPIvIxSfG3cKAAhmefYSmuv9UF3O3/V+KviZ/W0qRi7m8QuBizsFAAD+yONPBV+/fr1LBYN/Y2A/AIAVuNTnZsiQIQoJCdGyZcs0Z84cdejQQUOGDFFOTo5CQ0PdXUZ4SU13CngKz7YCALibS+Hm9ddf14gRIxQREaFdu3aptLRUkmS32/Xggw+6tYDwnoo7Bc7kyTsFVm7P0aBF63Ttsm0atGidVm7P8cjnAACCi0vh5v7779fSpUu1bNkyp87EgwYN0s6dO91WOHiXN+8UYLAsAICnuNTnZu/evRo8eHCl6TExMSosLKxvmeBD3hrYj8GyAACe4lK4SUxM1L59+5ScnOw0ffPmzWrXrp07ygUf8sbAfgyWBQDwFJeapaZOnaoZM2Zo27Ztstls+vHHH/XPf/5Td9xxh26++WZ3lxEWxGBZAABPcSnczJkzR9dee60uueQSHT16VIMHD9aUKVP0+9//Xn/4wx9q/T6bNm3S5ZdfrpYtW8pms2n16tXnfM2GDRvUp08fhYeHq0OHDlq+fLkrqwA/MLZ/G22eM0yvTL1Qm+cMYzwdAIBbuBRubDab7r77bh0+fFiZmZn65JNPdOjQIS1cuLBO73Ps2DGlpqbqySefrNXy2dnZGjVqlIYNG6aMjAzNnDlTU6ZM0YcffujKasAPJMVEKK19C2psAABu49IIxZ5gs9n0xhtvaPTo0dUuM3v2bL377rvKzMx0TLvmmmtUWFioDz74oFafwwjFAAAEnrqcv12qufGVrVu3avjw4U7TRowYoa1bt/qoRAAAwN+4dLeUr+Tn5yshIcFpWkJCgoqKilRSUqKIiMpNG6WlpY5BBqXTyQ8AAFhXQNXcuCI9PV0xMTGOv9atW/u6SAAAwIMCKtwkJibqwIEDTtMOHDig6OjoKmttJGnu3Lmy2+2Ov9zcXG8UFQAA+EhANUulpaXpvffec5q2Zs0apaWlVfua8PBwhYeHe7poAADAT/i05ubo0aPKyMhQRkaGpNO3emdkZCgn5/QDFOfOnavx48c7lr/pppv07bff6o9//KO++uor/f3vf9e//vUv3Xbbbb4oPgAA8EM+DTc7duxQ79691bt3b0nSrFmz1Lt3b917772SpLy8PEfQkaSUlBS9++67WrNmjVJTU/XII4/omWee0YgRI3xSfgAA4H/8Zpwbb2Gcm+CUZy9RdsExpcQ2ZsBAAAhAdTl/B1SfG8AVK7fnaO6qPSo3UohNSh/Tg0c9AICFBdTdUkBd5dlLHMFGOv0U8rtWZSrPXuLbggEAPIZwA0vLLjjmCDYVyozR/oJi3xQIAOBxhBtYWkpsY4XYnKeF2mxKjo30TYEAAB5HuIGlJcVEKH1MD4XaTiecUJtND47pTqdiALAwOhTD8sb2b6PBHeO0v6BYybGRBBsAsDjCDYJCUkwEoQYAggTNUgAAwFIINwAAwFIINwAAwFIIN6iVPHuJtmQVMPgdAMDv0aEY58TjCwAAgYSaG9SIxxcAAAIN4QY14vEFAIBAQ7hBjXh8AQAg0BBuUCMeXwAACDR0KMY58fgCAEAgIdygVnh8AQAgUNAsBQAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwg2rxsEwAQCDiVnBUiYdlAgACFTU3qISHZQIAAhnhBpXwsEwAQCAj3KASHpYJAAhkhBtUwsMyAQCBjA7FqBIPywQABCrCDarFwzIBAIGIZik/xjgzAADUHTU3fopxZgAAcA01N36IcWYAAHAd4cYPMc4MAACuI9z4IcaZAQDAdYQbP8Q4MwAAuI4OxX6KcWYAAHAN4caPMc4MAAB1R7MUAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMIN4Kfy7CXaklXAA1MBoI4YxA/wQyu35zieDB9ik9LH9NDY/m18XSwACAjU3AB+Js9e4gg2klRupLtWZVKDAwC1RLgB/Ex2wTFHsKlQZoz2FxT7pkAAEGAIN36IvhbBLSW2sUJsztNCbTYlx0b6pkAAEGAIN35m5fYcDVq0Ttcu26ZBi9Zp5fYcXxcJXpYUE6H0MT0UajudcEJtNj04pjsPUQWAWrIZY8y5F7OOoqIixcTEyG63Kzo62tfFcZJnL9GgReucmiRCbTZtnjOME1sQyrOXaH9BsZJjI/n+AQS9upy/uVvKj9TU14KTW/BJionge4dfy7OXKLvgmFJiG7Ovwq8QbvxIRV+Ls2tu6GtRdxx0Ac9iuAL4M/rc+BGr9LXwdYdo+i0BnsVwBfB3fhFunnzySSUnJ6tRo0a64IIL9N///rfaZZcvXy6bzeb016hRIy+W1rPG9m+jzXOG6ZWpF2rznGEBdyXk62DBQdc1vg6kCCwMVwB/5/NmqZUrV2rWrFlaunSpLrjgAi1evFgjRozQ3r17FR8fX+VroqOjtXfvXsf/bTZblcsFqkDta1FdsBjcMc5r60O/pbqjeQF1RRM6/J3Pa24effRRTZ06VZMmTVLXrl21dOlSRUZG6tlnn632NTabTYmJiY6/hIQEL5YY1fGHqznGiKnZmTU0efYSvb37B2q6UGdWaUKHdfm05ubEiRP69NNPNXfuXMe0kJAQDR8+XFu3bq32dUePHlXbtm1VXl6uPn366MEHH1S3bt28UWTUwB+u5ioOunetylSZMRx0z3BmDU1F/qtqHAhqulAbY/u30eCOcQxXAL/k03BTUFCgsrKySjUvCQkJ+uqrr6p8TadOnfTss8+qZ8+estvt+stf/qKBAwfq888/13nnnVdp+dLSUpWWljr+X1RU5N6VgIO/BAsOupWd3WRY0+BW1HShtgK1CR3W5/M+N3WVlpamtLQ0x/8HDhyoLl266KmnntLChQsrLZ+enq4FCxZ4s4hBzV+CBQddZ1U1GVaFmi4AVuDTcBMbG6vQ0FAdOHDAafqBAweUmJhYq/do2LChevfurX379lU5f+7cuZo1a5bj/0VFRWrdurXrhcY5ESz8T1VNhmcKkfTEtb3Vp20zvjsAAc+nHYrDwsLUt29frV271jGtvLxca9eudaqdqUlZWZn27NmjpKSkKueHh4crOjra6Q8INmd3ALVJqrjJMNRmU/pVPTSqZ0uCDWqN4QPgz3zeLDVr1ixNmDBB/fr104ABA7R48WIdO3ZMkyZNkiSNHz9erVq1Unp6uiTpvvvu04UXXqgOHTqosLBQDz/8sL777jtNmTLFl6sB+L2zmwwl+bz5EIGJ4QPg73websaOHatDhw7p3nvvVX5+vnr16qUPPvjA0ck4JydHISH/q2D6+eefNXXqVOXn56tZs2bq27evtmzZoq5du/pqFYBa8/VjIc5uMiTUoK78YTwr4Fx4KjjgJVztwgq2ZBXo2mXbKk1/ZeqFSmvfwgclQrCoy/nb54P4AcHAE4+FoM8DfIGBMhEICDeAF7h79GZfP8MLwYvRiREIfN7nBggG7hy9mT4P8DV/Gc8KqA41N4AXuPNq1x+e4QUkxUQorX0Lgg38EjU3gJe462rXH57hBQD+jJobwIvccbVLnwcAqBk1N0AAGtu/jTonRmn7/p/VP7mZUls383WR4GO+HkMJ8CeEGyAAMWYOzsT+ADijWcrCGAfFmjwxZg4CF/sDJI73Z6PmxqK4krOumu6Wojki+Lhjf6BJK7BxvK+MmhsL4krO2hghFmeq7/7gqwEhqWlwD473VSPcWBDjoFgbd0vhTPXZH2o6MXoyfDDCtvtwvK8azVIWFGjjoFAlXneMEIszubo/VHdifO7jbD3zn2yPNHMwwrbrqjpWBtrx3lsINxZUcSV316pMlRnj11f2tBW7Likmwi+/U/iGK/tDVSfGEJu0bFO2Kia5M3zk2Uv0zmc/0mfMBdUdKwPpeO9NNmOMOfdi1lGXR6YHujx7ic+v7Guqlcmzl2jQonWVrjg2zxkW9D9MwFtWbs9xOjHeeFGylv0nu9Jyr0y9UGntW9Trc86ssTlTdb97anVPq82x0h+O955Wl/M3NTcW5usr+3PVytTlLg8OcoBnnN2kJUn/2Jzt1maOs5uizlRdTQO1uv9Tm2Olr4/3/oZwA4+oTbt6bduKOcghWHkr1J99YnR3M0dVJ2dJumdUF/2qZ1KVFzP0y/mf2hwruQB0RriBR9T2SuNcB1EOctbBwbdufBnq3d1hvbqTc1XBRrLOWE7u2ufPdaz01L4SyL9Zwg08ora1Muc6iFrlIBfsgqn2zR0nhPqEeneeUN31G6trp1cr3AHk6j5f3fdX3bHSUxeAgf6bJdzAI+pyMKvpIGqFg1ywC6baN3edEM41dkl14cWfT0h1qQ0K9DuAXN3nz/X9VXWsdHVf8UT5/QnhBh7jjqrtQD/IIXhq39x5Qqgu1H/2Q6Gue+aTKk9+gXBCqkttUCCP5eTKPu/q9+fKvuKJ8vsbRiiGRyXFRCitfYt6/SDG9m+jzXOG6ZWpF2rznGF+cyUarOo6cm2wPC7CnSPFVjXq8B8v66SH3v+q2mH2rThSbV2OH/70OIeq9nlJ+uz7wmpf4+r3V9t9Ze7re7Q792eXyx9ov1lqbhAQuM3RP7jS7BEstW/ubkI9u+biXFfTvm7C9WXnU39rjkuKidDskZ2V/t5XTtP//MFeXdGrZZXbpz7fX232lXJJo/++RYuC5DdLuAGCwLkGU6zNSak+zR6B3MRQW544IZwd6ms6+fnyhOTLcOGvzXE9WsVUmlZT0059v79z7SuSZILoN0u4ASyuphNPXU5K9W2HD4baN0+eEGpz8vPFCamu4cLdNTz+2j/ElZoYd31/FfvK3Nf3qPysecHymyXcABZW04nnYNFxzXl9T62fIeTrZo9A4ckTQm1Oft4+IdUlXHiihsdf98u61sScGfrq85iLCmP7t1HnxCiN/vsWGT/bNt5AuAEsrNqnPm/er2Wbv9VZszxabQ738Ler6dqGC081H/nzflnbmhhPNeultm6mRS5um/rUsPnD4H+EG/gNf/hBWE2VT32W9Mzmb52u5ip4q9oc1lHbcOHJ5iN/3i/PFUY93WfozG0TGRaiYyfKlGcvqdd4OzXxl87dhBv4BX/5QVhNVSeeyRcl6+kqnvocItXqqs7fag7ge7UJF55uPqppv/TnCydv9BlKionQpq8P1eoYW1XYmvv6HnVOjFJq62Y1fo4/de4m3MDn/OkHYUVVPfX5mbOe+hxik964ZeA5D15wH38+4briXKHXV81H/n7h5I0+Q3U5xtbnNnJ/6txNuIHP+dMPwqrOPvFUdZIh2HiPv59wPcXbzUeBcOHkjdBXl2NsVWFLqt1t5P7UuZtwA5/zpx9EsPDnPgpWFwgnXE/yZrOmOy+cPFnT5unfY12OsfW5jdyfOncTbuAydz592F9+EMGEvjO+UdsTrtWarXzBXRdO3qhp8+Tvsa7H2PrcRu4vF06EG7jE3T92f/lBAJ5WmxPuU5uytOj9r2SCrNnK3dxx4eSJmjZfBNe6HmPrcxu5P1w42Yyp6oZQ6yoqKlJMTIzsdruio6N9XZyAlGcv0aBF6yodnDfPGebzHRoIBCu351Q6aVSEl6c2Zin9fednEvH7qp88e4nLF05bsgp07bJtlaa/MvVClwbbC7T+VvXZdu5Wl/M3NTeoMzoAA/VT3VV0nr1Ei84KNhK/r/qqT02CO/sEBmJ/K3+ohXFFiK8LgMBT8WM/Ex2AYVV59hJtySpQnr3Ere+bFBOhtPYtnE4c2QXHKo0aLZ2+wuf35RsVTVuhttMHvfr0CazpwhDuRc0N6owOwAgW3m5CqO423NkjO/P78iF39QnkzlDvoc8NXObptljuFoGr3LHv+Kpv2Zn9cUJ0Otj8fkh7j32e1fnbcaSm/laoGX1u4BWebIsNtE538B/u2nd81beMOwfdxx+PI3y/3kGfG/id6jrdubvPA6zHnfuOL/uWVdUfB3Xjz8eRQP1+PdX/zBMIN/A7dLqDq9y577izIym8j+OIe63cnqNBi9bp2mXbNGjROq3cnuPrItWIZin4HW89SM6f2uHhHu7ed2hCCFx03nWfQLyFnZob+B1PXzEH2hUIas8T+06gNiEEO2re3CcQa8G4Wwp+yxN3YzG6cnDwp1FV4VvsC/XnL8dN7paCJXjibixGVw4OgTqqKtyPfaH+AnFsM8INggrt8MHB3/pU+Vt5UDW+p+qd3f9MOv3cLX/dVoQbBJVAvAKpwIG3dvxtbBN/Kw+qxvd0bhW1YIGwrehzg6Dk63b4ugaVQDiY+AN/6Rvgr+VB1fieas+X24o+N8A5+LIdvq5BJRBvw/QVf+tT5W/lsSJ31GjyPdVeoGwrwg1wBk83/bgSVALlYOIP/K1Plb+Vxx/V5zfnrhpNvqfaC5RtxTg3wP/x1Pg3Zw5Z7sp4Eb58DECg8cXYJjUNSc9YKzWrz2/OnY9X4HuqvUDZVtTcAPJc08/ZV5azL+tc56ueQO4E7QveHFW4NjUHjHJctfr+5txdo+mO7ylYOv0Hwj5NuAHkmaafqg7ef/5gr2aP7Kw/v7+3TkElEA4m/sRdfapqOlnV5eTMWCv/U7FNDx87Ua/fnCeaR+rzPQVbp39/36cJN4Bqd6Cs61VZdYGpZ6um2jxnWJ2Dir8fTLzN01fJ5zpZWakvVMW2bBwWqmMnyryyTW06/XfmJqxLOPGnGs1g6/QfCDVUhBtA5z5QunJVVlNgIqjUj6evkmtzsvJ1x0p3nWDO3JYVvLFNjU6Hm4pt6Eo48ZcaTSsF3XMJlBoqwg2CTnUnheoOlK5elfnTlaWVeOMq+Vwnq4p9yJUmRndw5QRT1X5/9ras4K1taiQ9cU1vtWgS7nI48YcLBV8HXW8JpBoqvwg3Tz75pB5++GHl5+crNTVVTzzxhAYMGFDt8q+++qruuece7d+/X+eff74eeugh/epXv/JiiRGoznVSqOpAWZ+rMn+5sqwPf6uC9sZVck0nq6o6ifc8r6nXvl9XTjDV7fdVbcsK3tqmfZOb+cV+VZ3a7P/BciETSDVUPr8VfOXKlZo1a5bmzZunnTt3KjU1VSNGjNDBgwerXH7Lli0aN26cJk+erF27dmn06NEaPXq0MjMzvVxyBBpXbx2t763YSTERSmvfwu9+/LXhqdvj68Mbt8ZXd7urpCo7iXszuNZ1OIGa9vuqtmUFb21Tf/5d1GX/H9u/jTbPGaZXpl6ozXOG+WVTTX0F0rAUPg83jz76qKZOnapJkyapa9euWrp0qSIjI/Xss89Wufzjjz+uyy67THfeeae6dOmihQsXqk+fPvrb3/7m5ZIj0LgyxowUmAdld3DnOCLu5K3vo6qTlav7kDvV9QRzrqvtM7flme/nrW3qr1zZ/wP5QqY2AulY6NNmqRMnTujTTz/V3LlzHdNCQkI0fPhwbd26tcrXbN26VbNmzXKaNmLECK1evbrK5UtLS1VaWur4f1FRUf0LjoBUn3ZxKzQv1ZU/V0F76/s4u5nSH/pW1LUJ5FxlPnNbRoaFqPhEuVe3qb/y5/3flwLlWOjTcFNQUKCysjIlJCQ4TU9ISNBXX31V5Wvy8/OrXD4/P7/K5dPT07VgwQL3FBgBrb7t4oFyUHYXfziR18QX34e/9K2oywmmNmUOtn27Nvx9//elQNhf/KJDsSfNnTvXqaanqKhIrVu39mGJ4EuBctXhD/zlRO5v/GUfqssJxl/KHEjY/wObT8NNbGysQkNDdeDAAafpBw4cUGJiYpWvSUxMrNPy4eHhCg8Pd0+BYQmBcNXhLzgpVi0Q96FALLOvsf8HLp92KA4LC1Pfvn21du1ax7Ty8nKtXbtWaWlpVb4mLS3NaXlJWrNmTbXLA6gfq3eSBGrC/h+YfN4sNWvWLE2YMEH9+vXTgAEDtHjxYh07dkyTJk2SJI0fP16tWrVSenq6JGnGjBkaMmSIHnnkEY0aNUorVqzQjh079PTTT/tyNQAAgJ/webgZO3asDh06pHvvvVf5+fnq1auXPvjgA0en4ZycHIWE/K+CaeDAgXr55Zf1pz/9SXfddZfOP/98rV69Wt27d/fVKgAAAD9iM8ZUMz6lNRUVFSkmJkZ2u13R0dG+Lg4AAKiFupy/fT6IHwAAgDsRbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKX4fIRib6sYs7CoqMjHJQEAALVVcd6uzdjDQRdujhw5Iklq3bq1j0sCAADq6siRI4qJialxmaB7/EJ5ebl+/PFHRUVFyWaz1fp1RUVFat26tXJzc4P6sQ1sB7ZBBbbDaWwHtkEFtsNpntoOxhgdOXJELVu2dHrmZFWCruYmJCRE5513nsuvj46ODuqdtgLbgW1Qge1wGtuBbVCB7XCaJ7bDuWpsKtChGAAAWArhBgAAWArhppbCw8M1b948hYeH+7ooPsV2YBtUYDucxnZgG1RgO5zmD9sh6DoUAwAAa6PmBgAAWArhBgAAWArhBgAAWArhBgAAWEpQh5slS5aoZ8+ejoGG0tLS9P777zvmHz9+XNOmTVOLFi3UpEkTXXXVVTpw4IDTe+Tk5GjUqFGKjIxUfHy87rzzTp06dcrbq+I2ixYtks1m08yZMx3TgmE7zJ8/Xzabzemvc+fOjvnBsA0q/PDDD7r++uvVokULRUREqEePHtqxY4djvjFG9957r5KSkhQREaHhw4frm2++cXqPw4cP67rrrlN0dLSaNm2qyZMn6+jRo95eFZclJydX2h9sNpumTZsmKTj2h7KyMt1zzz1KSUlRRESE2rdvr4ULFzo91ycY9gXp9HD/M2fOVNu2bRUREaGBAwdq+/btjvlW3A6bNm3S5ZdfrpYtW8pms2n16tVO8921zp999pkuvvhiNWrUSK1bt9af//xn96yACWJvvfWWeffdd83XX39t9u7da+666y7TsGFDk5mZaYwx5qabbjKtW7c2a9euNTt27DAXXnihGThwoOP1p06dMt27dzfDhw83u3btMu+9956JjY01c+fO9dUq1ct///tfk5ycbHr27GlmzJjhmB4M22HevHmmW7duJi8vz/F36NAhx/xg2AbGGHP48GHTtm1bM3HiRLNt2zbz7bffmg8//NDs27fPscyiRYtMTEyMWb16tdm9e7e54oorTEpKiikpKXEsc9lll5nU1FTzySefmP/85z+mQ4cOZty4cb5YJZccPHjQaV9Ys2aNkWTWr19vjAmO/eGBBx4wLVq0MO+8847Jzs42r776qmnSpIl5/PHHHcsEw75gjDFXX3216dq1q9m4caP55ptvzLx580x0dLT5/vvvjTHW3A7vvfeeufvuu82qVauMJPPGG284zXfHOtvtdpOQkGCuu+46k5mZaV555RUTERFhnnrqqXqXP6jDTVWaNWtmnnnmGVNYWGgaNmxoXn31Vce8L7/80kgyW7duNcac/vJDQkJMfn6+Y5klS5aY6OhoU1pa6vWy18eRI0fM+eefb9asWWOGDBniCDfBsh3mzZtnUlNTq5wXLNvAGGNmz55tLrroomrnl5eXm8TERPPwww87phUWFprw8HDzyiuvGGOM+eKLL4wks337dscy77//vrHZbOaHH37wXOE9aMaMGaZ9+/amvLw8aPaHUaNGmRtvvNFp2pgxY8x1111njAmefaG4uNiEhoaad955x2l6nz59zN133x0U2+HscOOudf773/9umjVr5vSbmD17tunUqVO9yxzUzVJnKisr04oVK3Ts2DGlpaXp008/1cmTJzV8+HDHMp07d1abNm20detWSdLWrVvVo0cPJSQkOJYZMWKEioqK9Pnnn3t9Hepj2rRpGjVqlNP6Sgqq7fDNN9+oZcuWateuna677jrl5ORICq5t8NZbb6lfv3767W9/q/j4ePXu3VvLli1zzM/OzlZ+fr7TtoiJidEFF1zgtC2aNm2qfv36OZYZPny4QkJCtG3bNu+tjJucOHFCL730km688UbZbLag2R8GDhyotWvX6uuvv5Yk7d69W5s3b9bIkSMlBc++cOrUKZWVlalRo0ZO0yMiIrR58+ag2Q5nctc6b926VYMHD1ZYWJhjmREjRmjv3r36+eef61XGoHtw5tn27NmjtLQ0HT9+XE2aNNEbb7yhrl27KiMjQ2FhYWratKnT8gkJCcrPz5ck5efnOx28KuZXzAsUK1as0M6dO53akCvk5+cHxXa44IILtHz5cnXq1El5eXlasGCBLr74YmVmZgbNNpCkb7/9VkuWLNGsWbN01113afv27br11lsVFhamCRMmONalqnU9c1vEx8c7zW/QoIGaN28eUNuiwurVq1VYWKiJEydKCp7fxJw5c1RUVKTOnTsrNDRUZWVleuCBB3TddddJUtDsC1FRUUpLS9PChQvVpUsXJSQk6JVXXtHWrVvVoUOHoNkOZ3LXOufn5yslJaXSe1TMa9asmctlDPpw06lTJ2VkZMhut+u1117ThAkTtHHjRl8Xy2tyc3M1Y8YMrVmzptKVSTCpuBqVpJ49e+qCCy5Q27Zt9a9//UsRERE+LJl3lZeXq1+/fnrwwQclSb1791ZmZqaWLl2qCRMm+Lh0vvGPf/xDI0eOVMuWLX1dFK/617/+pX/+8596+eWX1a1bN2VkZGjmzJlq2bJl0O0LL774om688Ua1atVKoaGh6tOnj8aNG6dPP/3U10VDNYK+WSosLEwdOnRQ3759lZ6ertTUVD3++ONKTEzUiRMnVFhY6LT8gQMHlJiYKElKTEysdIdExf8rlvF3n376qQ4ePKg+ffqoQYMGatCggTZu3Ki//vWvatCggRISEoJiO5ytadOm6tixo/bt2xc0+4IkJSUlqWvXrk7TunTp4miiq1iXqtb1zG1x8OBBp/mnTp3S4cOHA2pbSNJ3332nf//735oyZYpjWrDsD3feeafmzJmja665Rj169NANN9yg2267Tenp6ZKCa19o3769Nm7cqKNHjyo3N1f//e9/dfLkSbVr1y6otkMFd62zJ38nQR9uzlZeXq7S0lL17dtXDRs21Nq1ax3z9u7dq5ycHKWlpUmS0tLStGfPHqcvcM2aNYqOjq50gvBXl1xyifbs2aOMjAzHX79+/XTdddc5/h0M2+FsR48eVVZWlpKSkoJmX5CkQYMGae/evU7Tvv76a7Vt21aSlJKSosTERKdtUVRUpG3btjlti8LCQqer2nXr1qm8vFwXXHCBF9bCfZ577jnFx8dr1KhRjmnBsj8UFxcrJMT5FBEaGqry8nJJwbcvSFLjxo2VlJSkn3/+WR9++KF+/etfB+V2cNc6p6WladOmTTp58qRjmTVr1qhTp071apKSFNy3gs+ZM8ds3LjRZGdnm88++8zMmTPH2Gw289FHHxljTt/u2aZNG7Nu3TqzY8cOk5aWZtLS0hyvr7jd89JLLzUZGRnmgw8+MHFxcQF1u2dVzrxbypjg2A6333672bBhg8nOzjYff/yxGT58uImNjTUHDx40xgTHNjDm9HAADRo0MA888ID55ptvzD//+U8TGRlpXnrpJccyixYtMk2bNjVvvvmm+eyzz8yvf/3rKm8B7d27t9m2bZvZvHmzOf/88/36tteqlJWVmTZt2pjZs2dXmhcM+8OECRNMq1atHLeCr1q1ysTGxpo//vGPjmWCZV/44IMPzPvvv2++/fZb89FHH5nU1FRzwQUXmBMnThhjrLkdjhw5Ynbt2mV27dplJJlHH33U7Nq1y3z33XfGGPesc2FhoUlISDA33HCDyczMNCtWrDCRkZHcCl5fN954o2nbtq0JCwszcXFx5pJLLnEEG2OMKSkpMbfccotp1qyZiYyMNFdeeaXJy8tzeo/9+/ebkSNHmoiICBMbG2tuv/12c/LkSW+viludHW6CYTuMHTvWJCUlmbCwMNOqVSszduxYp7FdgmEbVHj77bdN9+7dTXh4uOncubN5+umnneaXl5ebe+65xyQkJJjw8HBzySWXmL179zot89NPP5lx48aZJk2amOjoaDNp0iRz5MgRb65GvX344YdGUqV1MyY49oeioiIzY8YM06ZNG9OoUSPTrl07c/fddzvdthss+8LKlStNu3btTFhYmElMTDTTpk0zhYWFjvlW3A7r1683kir9TZgwwRjjvnXevXu3ueiii0x4eLhp1aqVWbRokVvKbzPmjOEmAQAAAhx9bgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgDUytChQzVz5kxfF8Pj5s+fr169evm6GADqgXADICicOHHCq59njNGpU6e8+pkATiPcADiniRMnauPGjXr88cdls9lks9m0f/9+ZWZmauTIkWrSpIkSEhJ0ww03qKCgwPG6oUOH6g9/+INmzpypZs2aKSEhQcuWLdOxY8c0adIkRUVFqUOHDnr//fcdr9mwYYNsNpveffdd9ezZU40aNdKFF16ozMxMpzJt3rxZF198sSIiItS6dWvdeuutOnbsmGN+cnKyFi5cqPHjxys6Olq/+93vJEmzZ89Wx44dFRkZqXbt2umee+5xPJV4+fLlWrBggXbv3u1Yz+XLl2v//v2y2WzKyMhwvH9hYaFsNps2bNjgVO73339fffv2VXh4uDZv3qzy8nKlp6crJSVFERERSk1N1WuvveburwjAGQg3AM7p8ccfV1pamqZOnaq8vDzl5eUpKipKv/jFL9S7d2/t2LFDH3zwgQ4cOKCrr77a6bXPP/+8YmNj9d///ld/+MMfdPPNN+u3v/2tBg4cqJ07d+rSSy/VDTfcoOLiYqfX3XnnnXrkkUe0fft2xcXF6fLLL3eEkKysLF122WW66qqr9Nlnn2nlypXavHmzpk+f7vQef/nLX5Samqpdu3bpnnvukSRFRUVp+fLl+uKLL/T4449r2bJleuyxxyRJY8eO1e23365u3bo51nPs2LF12lZz5szRokWL9OWXX6pnz55KT0/XCy+8oKVLl+rzzz/Xbbfdpuuvv14bN26s0/sCqAO3PH4TgOWd/bT4hQsXmksvvdRpmdzcXKcnaQ8ZMsRcdNFFjvmnTp0yjRs3NjfccINjWl5enpFktm7daoz539OIV6xY4Vjmp59+MhEREWblypXGGGMmT55sfve73zl99n/+8x8TEhJiSkpKjDHGtG3b1owePfqc6/Xwww+bvn37Ov4/b948k5qa6rRMdna2kWR27drlmPbzzz8bSWb9+vVO5V69erVjmePHj5vIyEizZcsWp/ebPHmyGTdu3DnLBsA1DXwZrAAErt27d2v9+vVq0qRJpXlZWVnq2LGjJKlnz56O6aGhoWrRooV69OjhmJaQkCBJOnjwoNN7pKWlOf7dvHlzderUSV9++aXjsz/77DP985//dCxjjFF5ebmys7PVpUsXSVK/fv0qlW3lypX661//qqysLB09elSnTp1SdHR0nde/Omd+5r59+1RcXKxf/vKXTsucOHFCvXv3dttnAnBGuAHgkqNHj+ryyy/XQw89VGleUlKS498NGzZ0mmez2Zym2Ww2SVJ5eXmdPvv3v/+9br311krz2rRp4/h348aNneZt3bpV1113nRYsWKARI0YoJiZGK1as0COPPFLj54WEnG7BN8Y4plU0kZ3tzM88evSoJOndd99Vq1atnJYLDw+v8TMBuI5wA6BWwsLCVFZW5vh/nz599Prrrys5OVkNGrj/UPLJJ584gsrPP/+sr7/+2lEj06dPH33xxRfq0KFDnd5zy5Ytatu2re6++27HtO+++85pmbPXU5Li4uIkSXl5eY4alzM7F1ena9euCg8PV05OjoYMGVKnsgJwHR2KAdRKcnKytm3bpv3796ugoEDTpk3T4cOHNW7cOG3fvl1ZWVn68MMPNWnSpErhwBX33Xef1q5dq8zMTE2cOFGxsbEaPXq0pNN3PG3ZskXTp09XRkaGvvnmG7355puVOhSf7fzzz1dOTo5WrFihrKws/fWvf9Ubb7xRaT2zs7OVkZGhgoIClZaWKiIiQhdeeKGjo/DGjRv1pz/96ZzrEBUVpTvuuEO33Xabnn/+eWVlZWnnzp164okn9Pzzz7u8bQDUjHADoFbuuOMOhYaGqmvXroqLi9OJEyf08ccfq6ysTJdeeql69OihmTNnqmnTpo5mnPpYtGiRZsyYob59+yo/P19vv/22wsLCJJ3ux7Nx40Z9/fXXuvjii9W7d2/de++9atmyZY3vecUVV+i2227T9OnT1atXL23ZssVxF1WFq666SpdddpmGDRumuLg4vfLKK5KkZ599VqdOnVLfvn01c+ZM3X///bVaj4ULF+qee+5Renq6unTpossuu0zvvvuuUlJSXNgqAGrDZs5sRAYAH9uwYYOGDRumn3/+WU2bNvV1cQAEIGpuAACApRBuAACApdAsBQAALIWaGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCmEGwAAYCn/Hwm4xhZQNiCSAAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_test.ipynb) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_test.ipynb) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }
diff --git a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_usr.ipynb b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_usr.ipynb
index c96a1015..63c49f42 100644
--- a/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_usr.ipynb
+++ b/idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_training_usr.ipynb
@@ -1,667 +1,669 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES).\n",
-    "#\n",
-    "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
-    "# University of California, through Lawrence Berkeley National Laboratory,\n",
-    "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
-    "# University, West Virginia University Research Corporation, et al.\n",
-    "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
-    "# for full copyright and license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
-    "Maintainer: Javal Vyas\n",
-    "\n",
-    "Author: Javal Vyas\n",
-    "\n",
-    "Updated: 2024-01-24\n",
-    "## 1. Introduction\n",
-    "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
-    "\n",
-    "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
-    "\n",
-    "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
-    "\n",
-    "\n",
-    "### 1.1 Need for ML Surrogates\n",
-    "\n",
-    "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
-    "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
-    "\n",
-    "### 1.2 Supercritical CO2 cycle process\n",
-    "\n",
-    "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
-    "\n",
-    "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
+  "cells": [
     {
-     "data": {
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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "###############################################################################\n",
+        "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
+        "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
+        "# Design of Advanced Energy Systems (IDAES).\n",
+        "#\n",
+        "# Copyright (c) 2018-2026 by the software owners: The Regents of the\n",
+        "# University of California, through Lawrence Berkeley National Laboratory,\n",
+        "# National Technology & Engineering Solutions of Sandia, LLC, Carnegie Mellon\n",
+        "# University, West Virginia University Research Corporation, et al.\n",
+        "# All rights reserved.  Please see the files COPYRIGHT.md and LICENSE.md\n",
+        "# for full copyright and license information.\n",
+        "###############################################################################"
       ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image\n",
-    "from pathlib import Path\n",
-    "\n",
-    "\n",
-    "def datafile_path(name):\n",
-    "    return Path(\"..\") / name\n",
-    "\n",
-    "\n",
-    "Image(datafile_path(\"CO2_flowsheet.png\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. Training and Validating Surrogate\n",
-    "\n",
-    "First, let's import the required Python and IDAES modules:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import statements\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "# Import IDAES libraries\n",
-    "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
-    "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
-    "from idaes.core.surrogate.plotting.sm_plotter import (\n",
-    "    surrogate_scatter2D,\n",
-    "    surrogate_parity,\n",
-    "    surrogate_residual,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.1 Importing Training and Validation Datasets\n",
-    "\n",
-    "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
-    "\n",
-    "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import training data\n",
-    "np.set_printoptions(precision=6, suppress=True)\n",
-    "\n",
-    "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
-    "csv_data.columns.values[0:6] = [\n",
-    "    \"pressure\",\n",
-    "    \"temperature\",\n",
-    "    \"enth_mol\",\n",
-    "    \"entr_mol\",\n",
-    "    \"CO2_enthalpy\",\n",
-    "    \"CO2_entropy\",\n",
-    "]\n",
-    "data = csv_data.sample(n=500)\n",
-    "\n",
-    "input_data = data.iloc[:, :2]\n",
-    "output_data = data.iloc[:, 2:4]\n",
-    "\n",
-    "# # Define labels, and split training and validation data\n",
-    "input_labels = list(input_data.columns)\n",
-    "output_labels = list(output_data.columns)\n",
-    "\n",
-    "n_data = data[input_labels[0]].size\n",
-    "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.2 Training Surrogates with PySMO\n",
-    "\n",
-    "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
-    "\n",
-    "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -534397.59515\n",
-      "(x_ 1 )^ 1      | -2733.579691\n",
-      "(x_ 2 )^ 1      | 1036.106357\n",
-      "(x_ 1 )^ 2      | 32.409203\n",
-      "(x_ 2 )^ 2      | -2.852387\n",
-      "(x_ 1 )^ 3      | 0.893563\n",
-      "(x_ 2 )^ 3      | 0.004018\n",
-      "(x_ 1 )^ 4      | -0.045284\n",
-      "(x_ 2 )^ 4      | -3e-06\n",
-      "(x_ 1 )^ 5      | 0.000564\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 4.372684\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
-      "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
-      "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
-      "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
-      "\n",
-      "===========================Polynomial Regression===============================================\n",
-      "\n",
-      "Warning: solution.pickle already exists; previous file will be overwritten.\n",
-      "\n",
-      "No iterations will be run.\n",
-      "Default parameter estimation method is used.\n",
-      "Parameter estimation method:  pyomo \n",
-      "\n",
-      "No iterations will be run.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "WARNING: Loading a SolverResults object with a warning status into\n",
-      "model.name=\"unknown\";\n",
-      "    - termination condition: maxIterations\n",
-      "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
-      "      Exceeded.\n",
-      "\n",
-      "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
-      "\n",
-      "------------------------------------------------------------\n",
-      "The final coefficients of the regression terms are: \n",
-      "\n",
-      "k               | -519.862457\n",
-      "(x_ 1 )^ 1      | -8.820865\n",
-      "(x_ 2 )^ 1      | 3.676641\n",
-      "(x_ 1 )^ 2      | 0.18002\n",
-      "(x_ 2 )^ 2      | -0.010217\n",
-      "(x_ 1 )^ 3      | -0.000783\n",
-      "(x_ 2 )^ 3      | 1.4e-05\n",
-      "(x_ 1 )^ 4      | -6.9e-05\n",
-      "(x_ 2 )^ 4      | -0.0\n",
-      "(x_ 1 )^ 5      | 1e-06\n",
-      "(x_ 2 )^ 5      | 0.0\n",
-      "x_ 1 .x_ 2      | 0.010367\n",
-      "\n",
-      "The coefficients of the extra terms in additional_regression_features are:\n",
-      "\n",
-      "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
-      "Coeff. additional_regression_features[ 2 ]:  0.0\n",
-      "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
-      "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
-      "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
-      "\n",
-      "Regression model performance on training data:\n",
-      "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
-      "\n",
-      "Results saved in  solution.pickle\n",
-      "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Create PySMO trainer object\n",
-    "trainer = PysmoPolyTrainer(\n",
-    "    input_labels=input_labels,\n",
-    "    output_labels=output_labels,\n",
-    "    training_dataframe=data_training,\n",
-    ")\n",
-    "\n",
-    "var = output_labels\n",
-    "trainer.config.extra_features = [\n",
-    "    \"pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature*temperature\",\n",
-    "    \"pressure*pressure*temperature\",\n",
-    "    \"pressure/temperature\",\n",
-    "    \"temperature/pressure\",\n",
-    "]\n",
-    "# Set PySMO options\n",
-    "trainer.config.maximum_polynomial_order = 5\n",
-    "trainer.config.multinomials = True\n",
-    "trainer.config.training_split = 0.8\n",
-    "trainer.config.number_of_crossvalidations = 10\n",
-    "\n",
-    "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
-    "poly_train = trainer.train_surrogate()\n",
-    "\n",
-    "# create callable surrogate object\n",
-    "xmin, xmax = [7, 306], [40, 1000]\n",
-    "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
-    "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
-    "# save model to JSON\n",
-    "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 Visualizing surrogates\n",
-    "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Supercritical CO2 Property Surrogate with PySMO Surrogate Object - Training Surrogate (Part 1)\n",
+        "Maintainer: Javal Vyas\n",
+        "\n",
+        "Author: Javal Vyas\n",
+        "\n",
+        "Updated: 2024-01-24\n",
+        "## 1. Introduction\n",
+        "This notebook illustrates the use of the PySMO Polynomial surrogate trainer to produce an ML surrogate based on supercritical CO2 data from simulation using REFPROP package. PySMO also has other training methods like Radial Basis Function and Kriging surrogate models, but we focus on Polynomial surrogate model. \n",
+        "\n",
+        "There are several reasons to build surrogate models for complex processes, even when higher fidelity models already exist (e.g., reduce model size, improve convergence reliability, replace models with externally compiled code and make them fully-equation oriented).\n",
+        "\n",
+        "In this example, we intend to make a surrogate for the physical properties of S-CO2 to be embedded in the property package. This property package will be used to get the physical properties of S-CO2 in the flowsheet simulation. To learn more about property package, see the [IDAES-PSE](https://github.com/IDAES/idaes-pse) Github Page or IDAES [Read-the-docs](https://idaes-pse.readthedocs.io/en/latest/). \n",
+        "\n",
+        "\n",
+        "### 1.1 Need for ML Surrogates\n",
+        "\n",
+        "The properties predicted by the surrogate are enthalpy and entropy of the S-CO2 based on the \n",
+        "pressure and temperature of the system. The analytical equation of getting the enthalpy and entropy from pressure and temperature are in the differential form and would make the problem a DAE system. To counter this problem and keep the problem algebraic, we will use the ML surrogates and relate enthalpy and entropy with the pressure and temperature as an algebraic equation.\n",
+        "\n",
+        "### 1.2 Supercritical CO2 cycle process\n",
+        "\n",
+        "The following flowsheet will be used to optimize the design for the cooling of the fusion reactor using supercritical CO2 cycle. We shall focus on training the surrogate for this notebook and move to constructing the flowsheet and the properties package in the subsequent notebooks. The take away from this flowsheet is that, 3 variables can be measured in any given unit which are flow, pressure and temperature and other properties can be calculated using them. Thus, surrogate should have pressure and temperature as the inputs.\n",
+        "\n",
+        "In this example, we will train the model using polynomial regression for our data and then demonstrate that we can solve an optimization problem with that surrogate model. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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0GTVKkgrXAfjoeT0qP87rKyeC1WqOYNW7CFZRXrb/8qFkvzJEGv9ltMQ2Psi2Vj0EqwSroYh5e55ZZqd2IlitAASrAMJBsAoUT8/r51+2y95DZdT55Zqc11dSDAUAANXIzhVzZOOEyyThpBuqdKgKAAAAAEB5I1gFgGpid16WbHzpYok/bojUbt3NtgIAAAAAgHAQrMKzVv4ZnUtYc3cVmJvXROvvA4KloWrddn2kXsd+tgUAAAAAAISLYBVRp+OCRsPLWdE5zso/RRZss3ci9N+N0Rm3Zv62gsJ/J4JVVBwdU7VG7foS1z3VtgAAAAAAgEgQrCKqtDJ0UnZ0AkMNaKNRaTp/224TZEbDK1nROY6+Ji9W0aJqyn0/TfLXL5ZGx11hWwAAAAAAQKQIVhFVWh0arcBw864Yc7xILdhe+Lp2Rv6a9O/SgDYaf5/+bfq6gPK2ZfpLsnXWm5KQco1tAQAAAAAA0UCwiqjSSsxoXHbvAswf8iIPMTWcjUZA644RjWP9sCU6fxtQmh3zP5dN794sCccPkxr1GtlWVEVbN22Sb955W54ZNlTuPOVk+bZtkrnpurZ98847Zh8AAAAAQPQQrCKqNHTUQDTSiZnc46NRHaphbzRCTD2Oitax9G+Lxt8HFGfn6vmy4aVLJOGkG6TWgYfYVlRF37/3P7nz1JNl4u23yezPPpU1S3+XJbE1zU3XtW3i7beafXRfAAAAAEB0EKwiqtzl7ZFWdbrHR3q5vAa00Qp79/xtEQ4r4HstvvVI/52A4uzevlmyX7pY4o++UOq06WFbUdVoBepLt9wsL9x0o+Ru2GBbS6b76L76GKpXAQAAACByBKuIKlfVGelkUXqpvFlGWB3qH1xGGmJGKwz1fzzDAaA8ZL94kdQ+6Aip1/kE24KqRoPRu888Xb6d9F/bItKyQwf52213yIgXXpSnf8owN13/2223m22OPkYfS7gKAAAAr9u2s0C+zMy39wDvIVhF1PhXYrpgNFwuoI30cnn/gDfSsDdaQwH4Pz6Svw0oTvZr10pMjEjDngNtC6qiNx64X3LWrrX3RE4cNFju+fAjOWnwYOl6XD+pGxdnbrp+0uDLfdsK93H0sXoMAAAAwMt+WLlL0n/9UzZu5dwZ3kSwiqjxn7QqkvDRP6BVkUyGtWB70euIJOx1Qwoo3+sL/1j+rynSoQ5QdW3PzLRrwcv96AHZtfJnaZRyjW1BZZOfk1Pmf3sdJ9W/UvUv198g599+h71Xsr8V7qP7OnoMxlwFAACAV2m16leZO836J4t9S8BrCFYRNf4VoZFUYgZeah9JpekKvwDUVZyGI/A1Bd4PRe4uu1KIoQBQkhlt28qSkSODDli3/vC6bJ0+QeJTrrYtkcvZvMWuRc+L73wig257XM68ZpTc/eQrsnlLBL+cVEEarJb2314v33/rwQfsPTFVqGcNv87eK5vuq9Wtjh6LIQEAAAAqv8Ubdslj31Styh0dAsBVqv6womi9KliZu1te/zmCYAGeQbCKqPGvxFThBqKBAWiklabO5l0xdi10gX9LJGGv/9+nATTDAaAkK8aODSpg/XPR15L92tXSqP9QqRnX1LaG78uZv0iPc6+Tpkf/VWK7nCHnXn+fZK4suuw8XJfc/KhcPepJ+fd7U+Tjr2fJA8+9KcmpQ2XB0hV2Dzgl/bf/6bPP9kxUZcZUDaJSNZBWt7oxV/VYP332qVkHAABA5XR4w+3yzIwdJqz7eFHVqOz0VavuPbZq+vyqE0Tq36Zh8e2fbZNf1vpVX6HSIVhF1PhXYqpwqzHd5fGtavuW4QaPGn66ytL4mjHmOOFewh8YGocb9voPKeD+vkiGOkD1UFrAmr9+iWx46RJJOHmk1G5+qG0N3/+++E5OGHSrzFnwu23xtfU8N/iqyOJoperrH04z6yf3PVLGp10nyZ3bybJV6+Smh/9l2rGvwP/2c6ZOsVtEjj0v/HF0jz3vr3ZNCo851a4BAACgMsovKCoi0sCuKlR2arWqhqv+NICsCn+bVhdrqKr0b9wYQeEW9j+CVUSNq8Q8sZHv/1bhBqIueLysaU2zDDd4dCFq53oxe0LMzzeF95rckALnNPb9beEOK+D+Nn1Nneu5Y/Ehuj/NGzBAvoyJ8dytOIEhW0H+Dql1YHtp+dAyiTvzHlNdGulNq1PVmSlHSdb3b8niT1+Sbp0OMcMC3PPMa2ZbOL6a9YtZaqg6+fl75cqBp8r4UcNNm1avFvdaIrlpGLz46a3m3zJnmi/Q1X83vb9wsO9SeP03dP/eegm+mnP88eZ+ZlqauZ+Vnm7u67+7o+vaptuU7qv39bFKj6X39eaCcH1Ova+vQelrcvs4P3bvvtfz+HP/7eM//FDidvq+hLVo184sw9Gi3SF2TWT14sV2DQAAAJXRoi32hLeQBnWVfTzS4qpVnapQtfrJoqK/rXH9GDmqlS/7QOVEsIqo8K/E7FTXtwx3YiYXWjas6Qscw6009Q8xj4rzhRfhh72+x13a1PeWCXdYAReitqods+ffKZKhDhA5F45VJnkZGSa8y37pYtsSfX897ThJaNhAklo1k7uHXmja5ixcapbh2JCz2SzPObmvWaojD2tv1xCM2IQEqVn4373Wbt/lAe2P7GGW4fB/bM66yId5AAAAwP6jFaundKhl71X+yk7/atV6tfb923TIg8pKq1UXbyy63PeU9rXM34jKK2b5qnUFyzMXS58+fWwTqpP4+HiZNWuWvVe6Q+f4fvWa2TXWXFrv7/NNu2VY5i4TYg5vVsOs6z66byg0wOw/3/frzZTOsXLJknwTkL7aLnZPOBosfQ36uvT1qKfX7jbVtM8khfZrkIahqb/5XtPCbrWk19x8E9Dq69OANBS3Ld8l/924Wy47oIYc1SBmz79Zesd9/53c69fnLE3Pnj0lNzfX3kOoXMVgvwJvffHwr2R0ElJSpN2YMRKXnGzub3juPKlRq47EH32RuR8prUrVcVWVVqpqqKq0UvWecf+Rv5zQR9598k7TFiqdqMqMqdq5nTxz11Dp2bWjnHHN3fL5t7OlxQGNZfm0V+2e0bNm/EBp9VT0J+AqT1rhGli1qoGq/rdvM2qU3Dr4Mtm+xfc3jfv5F6ldt55ZD9X2vDwZfqTv/0d1GzSQp2fPMevVWczb88wyO7WTJNSiaqC8Dfh2uaSvzJWCgV1sCwCUTa8SWTZ6tOkTk+zVJQB85/U/XZgvj03fvidQPap1rFxwRFEla2Whgeq907bvCVY1VD218HbvtG17/rb2jWvKsKPrmPXK5pnvd+wJVlvF15CbjvFVXHV+uSbn9ZUUFauIipKqQ0OtEPU/joaWbliBcC6Xd5Wveiy9qXDGffUfUkC5YQVm5IX+K5n7OzRUdf9O7m8GSqKhWo/Zs6Xb1Kl7QlXVeMhrsnPd77J17ke2JTJaoarhqdIhAZ545X8mVH3y1f+ZtuN6Hm6W4fjHkIHSpuWBkjF/ifS98Eapl3y2CVXVfSMuM0vsTQPVpqmp5r97l0mTzH/7hAN9YbdaNHOmXQvd4p9+tGuF/939jgkAAIDKSasee7UqKtiprLPoB1ar9kvy/U2pnYtCYg0mK2PVqlbb7lWt6leJi8qLYBVR4S5nb1jTN1FUuBMz+V8qrxra/4eGc7l8eYS9KpJA1P9YrupXX084Qx2g6ispUHViYutI4yH/lryM92X7km9ta2RevH+kqVTVyatufPh5U6mqlayXpZ4oN1z6F7tX6Bo2qCcfPn+vnHpsT3N/9+4CU6mqz6fHRpHiAlWnRfui4RNWLV5i10K3eknRY/2PCQAAgMpLQ0gds9OpbGOtahDsP7bqcYV/j7tM/vBmNU2Fp/P6z5WvQumrpUV/m1bd6t+Eyo9gFVHhqkO1ElO5YDTUSlM3+74LZsOtNHXP6wt5fSGmCzJDDURdqNvS/pjkwt5Qx5DV16QhqntNyv19of47oeorLVD1F3tAO2ky+FXJ+ewJ+XPNQtsaPq1a1WEAdFzVfr0ONxWsj99ylQlAI9WpbWv54NnRsmnWu7Lkswnm8n9C1b1pqFpcoOp0sxNkqa/fecuuhe7rd962a3rM/nYNAAAAlZkZj7R9URVkZata/SpzZ7HVqo5/hadWrGoFaGWxb7XqvsMBonIiWEVUBFZ1uuVK+6EYrFz7OeMCWv9K01C4oLeT3/CDbj30kLZoSAH/ZajHcVWpLjRW7u8jWEWgsgJVf7U7HCuJF46TTVOekV15WbY1MncPu0i+mPiQGVM1kkrV4jSoV9cMC4B9abBa2n/7I086WeKbNDHrqxYtkjceuN+sh+LNwsfoY5Ue68iTTjLrVZWOORbMzTnooIOK3c4turcPPvjA/HsXt62kGwAAKJuOrepftVpZZtHXAPiHlUXBo3+1qhNYtVpZ/jblX62qf0f7JlSrVhVMXlXN6YlKpJNXaSiokztpm5usyk1mFepkUf3n7zQhrf/EUG6yKJ3gyYWaZXlqzS4zWZVOEnV7S9/zP7Bql7y83jeZ1XXNg3tN+rz6/Mq9Jv+24ibyKok+t76GcxrXkAcP8j2/e53F/TsxeVXF8OrkVeHY/NH9sv3nD6TxWXfZluqtMk5eFYzv3/ufvHDTjfaeyF+uv0HOGn6dvVe6959+Sv735BP2nsgVjz0uR58d3eDca4Lt50qboBHRF2wf59DXAVBMXgUUT7/vzL+sKJTUSlX/S+XvSqm3V9jqRfp69XUrfa039a27T7CqtFL1sW+KLh+9vEcdz19Sr9WqL/24w94r/B7Uu84+wSqTV1VeVKwiYq6i078SM5yqTg1oXeWrC1WVO24ox3KX6XfyTbBnuCrYUC7hd6/H//J9XXcn3aEMK+CGFOhUt+hvC7f6FShOw9PukNjW3WTTtPG2BVWRBqH/N+Ace09MUKpVqGXR6lb/UFWPUdVDVQAAgOqoslWtarWq/2X9OglXcaGq0opV/yC1MlStfrKoaKxbqlWrHoJVRGzzLt8Hnn81qU5ipbS6M9iJmQJn33fCGQ7Ahb3+VUcuGA0t7N13SAEVzrACxQXQkUyqBRQn8aJnRYtvN89807agKjr/9jskoVnRbP6fTZwgd59xmnw24SWZ+9WXsj0vz9x0/bMJvm2fF+7j6GP1GAAAAKia/Mda1dDSy7Po6yRbbmxVDYQDx1YN5D/WqhlCwFa6epG+Nv9/ex3iAFULwSoi5ioxezUwC8NX4elbD7aq0+0XGKy2sr9UBVtp6gtzfev+x3KvJ5QQs6TX5O4He5ySXlO41a9AaRKH/Ed2rPhFts771LagqqnfqJHc88HkvSpXddzUNx98QMZeMUSGH5lsbrr+5oNFY6oqfYw+Vo8BAACAqmmfqtVfi6omvWTxhl17BaPHJdUqsVrV2bdq1Zt/m4bFX2UW/W1Uq1ZNBKuIWHHVoap3nO//XsFOzBQ4+74T6lAAC7b5lvo4/yEF/MNet09ZihtSQIU6rIALTX2vYe9/p3An1QJKUqNuQ2l8+Wuy+Yc3ZUfmTNuKqkaD0csffsSMk+omtHIuWbTE3PzpPrqvPoZQFQAAoOpL7WxPgAvpjPRerFr1Dx41CD6qVXDBo//fpgGmF6tWdTIuqlWrPoJVRKSkSkzlAlIXmJbFBbSBxwn1cnkX5AYGmKpzvdDC3pJC41CHFShpSAEVavUrEIxaLTpLk8tfkezPn5Sd6363raiKdJzU+z7+VAY98JB0P+lkad72ELtFzLq2DXrgQbMPY6oCAABUH1oh6T+Lvv+EVl6g1ar+Y6vq8AVlVas6JoRtXRRUeq1q1Vetytiq1QHBahWWl5Fh18qPC1UDq0OVCwxdqFiWkgJaDTVdsBlMpemC7b6AMvA4ak/1axBhb2mhsTtOsGGvq2wt7jWFM6kWEIw6nU+ShHMelk1Tn5Hd2zbZVlRFWoF6zHnnybBnxsl9nxQNAaHr2nbMeQOpUgUAAKiG/Mcj1epJ/yBzf/tkUVGVqQbA/kFpMPzHkfVa1eqXmflm/FelYbH/fwdULQSrVdjCwYNlzvHHS1Z6um2JPlexWVx1qKs0dZNblcZVkBZ3qbxylZ7BVJrm2n7CBZb+XFswE2qVNKSA8r1O33owYa8LaAOHFFAuNGYoAJSHBsdcIfV6DpScqeNtCwAAAIDqIrBq1Suz6GvAq8MTOOFcJu/VqtXixlb1/2+AqoX/slVczrRpMm/AgHILWEurDnWVpr7Kz9JDw9IulVfu+CsLP6DKUtKQAsqFvS7oLI0Lcd3wAYFc2BpM2FvSkALK/c3BVr8CoYo/6x6pdWB7yf3qX7YFAAAAQHVxwRG2KqiQVlF6oWr1q6VFwWP7xjVDrlZ1UjvvXbWqlaL7m74GfS3KVKv6Vdai6iFYrSbKK2B11aHFVWIqV9X5+abSA8OSLrl3iipNzaJEGuC6fRoWM3yJCzaDCXtdaOz+hkDutZY1rID/ayopgA6l+hUIR8KlL8muHVtl84/v2hYAAAAA1cG+s+gHUWlUjgKrVU/pEF6oqjS49A9lP1m0f6tWA6tVdTIuraxF1UWw6lEagn4ZEyOZaWnmvoahen96YqK5r2a0bWvaXFC6YuxYc1/D05JEO2B1lZitaxf/fyX/iadKU9Ls+86eELOMy+WLqkyLxmUN5I5VVqVpaUMKqGCHFfAPVYsb5kCFUv0a6P3Nm81/93Bu+v+h7ZmZ9kio6hoPeU22/z5Dti2YYlsA7C9V/QoFrsAAAMBb/Mf41KrV/TkeaWC1aqSTOgVWrX68H8PVwGrV45KoVq3qCFYRNv9KzJIu4W9o/x9W1sRMpV0qr1z1aVmVpqVVhjou7C0rxCxtSAEV7LAC7nlKClWVe45gJtWKJg1VCVarjxpxTaXJkNckd/rL8ufy8p/cDqiKyvoxLViTNkbnONrHhPOjXHE+3+Tr9yKl/0ZcgQEAgLfsW7W6f8LHaFarOoFVq1ox6iaOqkiB1ao6bizVqlUfwarHaBXpkpEjpdUNN0i/ggJJshWrTVNTzf2+2dnmvuq9dKlp022q9YgR5n63qVPN/eIkpKRIl0mTzD7uceHyDzHLqg4trdLUF5b61ksKMf0vly8tyHTBZHHDADjBhL3+oXFJx3J/c1lhb1lDCihX/RpOhc9ZDRua/+6h3vT/C6h+arXuJo0HTZCcz5+U/I3LbSuAYM3Ii0746PqGSGn/E63JD7/IjdZrKvvHSwAAEJx1OdvNLRpSOxedlGoIuD+qVv0v1degN9JqVSewavWHlRX/twVWq/YLY0IuVD4Eqx6Tl5FhLunXS/ajKZqBqhNMJab/UAAlhYalzb7vz00iVdrJmqsyLenyfRVM2Oueo7TQWLljlfaayhpSQLl/Jyp8UBHqHn6mxJ9xp2ya+ozs3rHVtgIoi37Wf5Fr70RIA9poVL9qiBnOj3LFiVZorP9OFX0FBgAAVdWW7Tvlqie/lRc/XRRxwLq/Z9HXatWVuUXfN7SiM1rMJFF+wx1UdNWqPldgtaq+JlR9BKseE5ecbILPuklJtiUy5RGoOsFUYmoo6YLJkipNXShZWqiq3PirpZ2suecoqfJVBRP2BnMcFcxwAGUNKeBPX080TrSBsjRIGS51upwmudPG2xYAZYlWdageR/uN0vqOYGmfWNZwO8HQvtj3miL/+/T7gev7AABAdLz//fKoBKz+M9RXZNWqPld5Vas6/hWi5vkWV1xw/FXmTqpVqymCVY/R8FOD0OaDBtmW8B06YUK5BKqOq2wprRJTufFXSzoZdQFtWcFjUXVo8SdrLqD1DRtQ8rGCCXuDGVJAuWEFSgp73YmqKus1ub8vGifaQDAanfOw1GjUXHK/mWhbAJRGP59L+1EuWO5z3vVbkdA+MVphr4pG1ar+XZt3ldznAQCA8EUasO6vqtUfVpZftaoTWLWqoXFFVK2aycAK/z6HatXqhWDVY/JzcsxkQrqMlFa/lid30hRsIFrSiWgwl8orVx1a0smaC1xLq6B1ygp73bHKek3ubyvpOO5Etax/I+X+vmicaAPBSrz8Ndm1eb3kzf6fbQFQEvcjWqTDtrjP+dKuwAhWtMPeaPy4515TNKpfAQDYXx586xdJvWfKfr+NfH6mfUV78w9YQxU4HqmODVqe9Dm0otMpj2pVRytF/SeMqoiqVX0OqlWrL4JVj9HxVWe0bWuWXqYnhXrSVFZ1qHLhZEmXKroQs6zw0VWalnSyFmzQq8oKe92JZVnH8h9WoDjBHkeVVf0KlJfEIf+WbQunybbfvrYtAIrj+qtIfwBzV2pEWmnq/zoiDUT3hMYRDivgvh+4dQAAKqsZC9bbNe9qUDc2rKpVDf/8q1b9L9EvD1rN6V856l9VGm2matVvuIPyrlrVY+vYsU4k1apfxsR49qYTraN4BKsIiws2g6kOdcFrcSeQehx3MljWZffKPd/nm/Y9ljsp7NXALErlxmst7gTSnQgGExq7sFcVdwLpXlPLIPoNF75G45JOIBQ1E1pJ48tfldyp4+TPlXNtK4BArr9aaSsSwuWu1IiUC3pV5CGt71iRHsf/h0+CVQBAVZB+d//9ehtzVS/7SopooNq70wFy36Xd5ba/Hm5bQxNYtfpxOYWrgdWqGui2ii/fKEorYiuqatW/WlWfs6pWq274H1c4loRg1WOS0tKkb3a2tB4xwrZ4UyiVmC4M1QqWwMpOd9Klx3EBZWlKqxB1J4XBHKd1bd//9Ys7gXTHCSY0VqUNK+COFcy/U1nVr0B5qp10lCRe9qLkTHla8jettq0AHP+QMNLqUNc36Od9JOGj/+uItO9wx9LjRHIs/9cUjUm1AABAkcBAtW3zhnZL6AKrVstrFn0dZsAdV5+zPMZWDVRRVauLN+zaa/Kv45JqhV2tqvoVFHjupnP3oHQEqx4Um5Bgbl7mKjE71S37Q8NX+elbDxyXLpSAVrnL5QNP1vQkMJRjuTC0uBNIN6SACzrL4p6vuBPRUF5TWdWvQHmrd+R50rD/DbJp6jgpyPdLRwDsCUNVJFWd+vnuHz5Gciz/vjCSEDOwz/F/faHyH84m0upXAADgE81A1V9g1eoPK6M71qqvWrXomEe1qlnu1aqOhsb+Vavp86N/fuP/t5lJwQr/PlQ/BKseo+NWzBswQNZM9PYs3aFWdbpL6gNP3twJWDDDACgXUAaerLmTQH09ZV2+r0oLe4tCY7MoUyv7i1TgSa37W33PVfZrUu41cTKK/SXupBulTvvjZNO0Z20LAOU/cWJxP8oFK3CM8HCPo6IX9hYdR0XrWJH8bQAAwOfAhHpRD1QdU9npN95ptKtWtVrVXSbvq1YNYoy8KPKvWtVxUFfm7v2dJxJareo/tqo+VyTVqqi8CFY9Ji8jw4Sr2zMzbYv3bC787AilElPtCUT9KlmUOwEra/Z9x/9yef8TNncSGGyAqUoKe91rctWjZSkp7HXHcdWxwWA4AHhBo7+OEakbJ7nf/du2wOu0z9Af5NzN8W/zcr9SGQT2X4E/ygUrsBo03EpT7Sf8jxXYL4Yi8DWFe5zA16QC+1gAABAarVaNdqDqz39MUA1BozUeaWC1qg4B4F9BWhECq1ajOUnXJ4uK/jatwtVxXVE9Eax6TEJKirQZNcosvcqdNAVbHapccBpYqeOOFWxA63+5vP/Jm5thOdjjqOLCXv+TwmCPVdKwAqEeR5VU/QpUtMaX/0d2ZmXK1p8n2xZ4mQ4fs2z0aFk4eLC5Oe7+kpEjPT/EjNcF/ugWbmDo+pxIr1Bwwa6vL/athxv2uj7H/bgXbh/k+j39N3LHiqT6FQAAlL/AqtVojUcaWK26vyZ1Su1svygVilbVqh5n8caialUNjalWrb4IVj1GA1WdwMrLwao7mQylOtSdYPmHoeFcKq+KmyzKzbAc7OX7yoW9xYWhoYTGvtfvW/c/qXUnpqG8pkhPtIFoiYmtLY2H/Fvyfv5Ati/51rbCqzQ0bXbZZfbevlrdcAPBagT8f3Q7sZGvbwisYA2WC2iHN/N9BQv8US5Y/n2x66/CDXvda9rzg2OYfZD/lRruWOH8bQAAoGJp6LlXZWeEVasazAZWq+6v4FErSf3/ttd/9gslwvTV0qK/rX3jmntNAobqh2DVYyrDUADhVIe6Ch/fyanv8e4EzIWJwSruZM0dy832H4w9lTl+Yag7mQwl6FXFndS61+T+9mD4DwXAySj2t9imh0iTy1+VnM+ekD/XLLCt8KrWI0ZI3aQke6+IBqq6DeHz/9HthHjf53TgFRjBcsfqHVdjT//g/6NjsPz74j2BaBhhr69f9q0PSIws7HXH0dfDFRgAAFQepmo1irPo6yRYXqhWdfyrVrVi1X9s1FAFVque0oFQtbojWPWYyjB51Qp7MhlKJaZyJ34ufHQTgbj2YLlKU3eypie3/ie9ofKdVPpeUzihsXL7u8f7n6iGcqySql+B/aV2+2Ml8aJnZdOUZ2RXXpZthReVVLVKtWrkin4ILLrEPZwwNPBKjeKuwAiW/5UaxV2BESz//lP7q0j6IP8rNdxxuAIDAIDKIbCyM9yqVS9Vqzr6t+k4qE4kY60GVqu2b8LYqtUdwarH6Mmv10+A3clWKJWYyp2MuhNLV1nTq4FZBM1Vh7qTtb0qZEKoNNXX70JPd4xwhhRQ7qTWhc7u30hPLEN5TcrtH84JMlAe6ve+SBr0vUI2TR1feI//X3pZYNUq1arR4QJD7TNc3+f/o1ywAq/UcH1QOJ/3/ldquOOEE4YGXqnhluEMK+B/pQZXYAAAULlEq2r1q8ydnqpWdVI7F/1t4VatUq2K4hCseoyeAPfNzjbjrHqVO0FyJ3LBamj/3+ZOUMO5VF65E1J3suZO/kINMFVg2Ot/ohqKwJPaSF5TqP+uQEVoeNptUvugZMkx4Sq8KrBqlWrV6HA/vrkf3dzndKjhY+CVGoFXYAQr8EqNhrZQQvvEUMPewCs19vRntj1Yvuf2resxtG93/Xs4gS8AAKh4gbPop8+3nXuQNIj9YWVR8OilSZ20stS/ajXUv035V6tqFSzVqlAEqwiLnjSFGhq6kzWtjgk8AQuFnqi5cFVP1tzJn2sLhQt7tXrW/0TVXZ4ZrMCT2nCHFFDuRBvwmkYXaqhaQzb/8IavAZ7kqlapVo2ewB8CA3+UC5a7UqNTXd/j3fFCvVzev//Uvti/X3TbghV4pUbgFRjBKu5KDdeXhvrvBAAA9h//qlWt0AxlFn0dPsBVq2pA65VqVeeCI4pCAxMCrygKSssSWK2qoTGgCFY9ZsXYsTKjbVuz9LJIqkP9Q1X/E7BQuMfoydqMPN8HfTiBpH/Y63+i6k52gxV4UhvukAIqnDAWqCiJQ16TP1fNk23zPrUt8BpXtUq1anT4/+jmPp8Dr8AIlgtoXX/hgkftF/UWrOKuijixke9FhRpiBl6p4f7GUKtMi3tN7lgr7QkWAADwvsCq1WDHI9UA1j+oPC6plmeqVR2tWNVKUyfYcWQ1LPb/d6BaFf4IVj0mPydHtmdmmqWXuZPCUGj46ALLV7LcyWV4H7TuZE2rf8KdBEv5h73FnRSGwv+k1p2o6qzPoXLVr4AX1ajbUBoP+Y/k/fiO7Fj6g22FF8z44H157rrhcssxfWXs22+am64/N+xasw3hKe6HwD19UAiVpv4/KrrH+/8oF0qQWdyVGv5XYAQrcEgBFe6wAsVdqeF+8HTPAQAAKgf/WfSDrVr1n7BKg9mjWnnzxNb/bwu2ajXw34BqVfgjWPWYpqmp0mXSJGk+aJBt8aZwL1d31Tn/3ej7UAonDFXu+T/ftNuc/PlOTkM/ln/YOynbhb1mETJ3UqvHcSeR4YSk/ifagBfFNjtUEi+bKDmfPyU71y+xrdhfMuf+Ig8OSJXPHnlIavwyR/rGx8mZ7duZm67XmDfXbNN9dF+Exv3o1rle0Vcm/x/lglVcQKvceiiVpu4yff++2PWn7oe9YPgHve51+PdBoQSixV2p4Y4Z6lAHAABg/9KKTP+q1dd/Lv1LweINu/YKKHU4Aa9Vqzr6d/lXrabPL71q1VSr+lW2Uq2KQASrHhOXnGzCVf9Znb0o3EA08HHhXCqv3EmtE0kQ6R7rTmrDDY2LTmp9x9H7LrQNVTiVrkBFqtP5RGl07sOyaco42b1tk21FRXtv7Bh56K8Dpfn2rXJskybSMTFRGtWpI7Vq1DA3Xdc23dZs2xaz7/tj/mkfjWAUVx3q/6NcsIFo0TAAe/cLru8ItdJU+feprl90V3EEw732fV+Trw8KJewNHFJAuX8zDaBDCaEBAMD+51/ZWdYs+p8s2rta1T+49CL/v02D09KqVnUyLq1sdU7pUDQGLaBIbzwmZ9o0M75qXkaGbfGmwJOwYLUK+NUq1Nn3ncDAMjCwDUVgSBvusfYNe8N/TS35rEYl0OCYK6Rej4GSM3WcbUFFmvzsePnspRfkzLZJckjdsn+lalevntn308LHfDjuGduKsrhKzMAf3VxoGGw1phuPNbCPcccNNnjUsLOo+rXoWC7s1eMEewl/SZM/uh89gw17/YcU8J/8UV+PO3aoY7YCAID9S8NR/1n0SxprVatV/Sd18nK1qmOGKmhddDl/SVWrGrp+lVm0TR/j/28CKP4f4TEarC4ZOVKy0tNti/dEEmIGPjbwZC4U/sdyMyyHwz/s9Z0Ehncsd1LrROtvA7ws/ux7pNaBHSX3q3/ZFlQEvaT/vSefkFMOOkga1g7+w0b3PeXgg+X9p59iWIAguUrMfQLREIcD2BM8BmTg7rjBBo/FVas6rt/5fFNwr6m4IQWUO3awwwr4Dyng3w+qcKpfAQCAN6R2Lqr4Kalq1b9atX3jmnsFll7m/7eVVLX6ZWb+nmpVDYsZWxXFIVj1GB0CICElxdNDARR3Mhcs/0oWPU4kVZ3+FaKRhJj+j43kOMr/8eEOKaACq18BL0u49EXZtWOr5M1617aU7MV3PpFBtz0uZ14zSu5+8hXZvIUyNn86eWEw/nPbbdK7zcEhhaqOPuaog1rLa7fealsqr/K+usO/EjNwzGz3o5yrRC2LCykDg8dQJ4vyDzEDhR72+vYLPJY7TrDDCpQ0pIAKtfoVAAB4h44l6l+hmT7ffhGxNGj1r1Y9rm3lCR41KC2tatVXrVoUtupkXFSrojj8v8JjdNKqblOnenryqkguU/dVhPrWIwlVlZssSkUS9vqHmJEcR0XrWIHVr4DXNR7yH9m+9AfZOn+KbdnXJTc/KlePelL+/d4U+fjrWfLAc29KcupQWbB0hd0DerXC9MREWTNxom3Zl87wv3tTdlCX/5ekXf36UpCbY45VmekVHnOOP77crvJwgaF+ngd+Jru+LJihAPwD2sC+wb9fdPuUxgWUxfXFrl8MJuwtaUgB5fqgYMPekoYUUO7vDeY4AADAey44oqiDD5xF/6ule1eren1s1UCBVasf+w13oNWq2qZ81aoRBCGo0ghWPSY/J8fcvCzS8NGdwBV3AhYK9zp8J6XhvyZ3AqkiGVJAuZPaSF+T0n8f97oAr6sR10QaD3lN8r57VXYs+8m2FtFK1dc/nGbWT+57pIxPu06SO7eTZavWyU0PM4yAP+0DFg4eXGLA+tP770nz2Mi/2Okxfnq/cgerSofQmTdgQLkErMFWh5ZVIVoUYBb1gf5ObOTrPIK5XL6koQmUaws27FUl9emujw7mNZU0pIBy/07BhMYAAMB7tErTPzB1M+QHVque0qHyXSYfWLXqKlQDq1V1CAAdlxUoDsGqx+jEVXoynZmWZlu8Y3izGuYEqaSTsGC5x0dyqbxyJ2v+wwuEyx0jWmFvpMdRr7SrKTO7MoYLKo9arY+QxMtelE1Tnpb8DX/YVp+vZvnG89RQdfLz98qVA0+V8aOGmzatXi0oKDu8qW5KClgz5/0qB9atY++FT4+ROW+evVf5lUfA6qpDA4cBUP4/ypUVGhZVvhb/tcv9KBfM5fLRDntL6tPdsYIJVt34sMUdy/0bBVv9CgAAvMd/Fn1XtepfrarBqw4bUBkVV7UaWK16VCvOy1EyglUE7brmNeXVdrHFVtuEwgWqJZ3MBcud1EZ6HOWOEemx3IloNF6TOxkFKpO6h58pDc+4SzZNGye7/9xqW0U25Gw2y3NO7muW6sjD2ts1kVpdz5TYLmdE7fZN4W3x01tN2Kb0kvEvY2JMUKl0LFO9rzd3lYAGcnrf/bCl4Zzen9G2rbmvdF3bXHCn++p9fazSY+l9vbnxUvU59b6+BqWvye3j/Ni9u7m/9uWXbUuRwIB186YcqV8r8opVPcbp07/d81oq48399/UXzYDVVYeW9EOg+1GurArR0i6VV67PKOs4LuTU/qG4vtj1i6qssLe00FgFO6yAviYX4pb0/cD9fcGEtKVJvWdKhdyuevJbWZcT5OC5AABUA1qt6V+1+vrPf+49tmolntRJg9N+fq9fK1WpVkUoCFY9pvWIEdJj9mxPj7EaKQ0fSzopDJWe1AbOsBwOPWku6RLNULiT2kiHFAAqs7iUYVK36xmSM+UZ26IhajuzfPaNyTJjzgLZtWu3nHHN3aYNwdOQtfbu3cInTHCCnQysJG7yppJ+LHPtK21FQ0ly7XlHSQGt+1GuLC7oLe2qiGDD3rJC42DD3rKGFFDu76sswwFoqLp0je/HIAAA4ONfteqvMlerOqd02Ltq1b9a1T90BYoTs3zVuoLlmYulT58+tgnVSXx8vMyaNcveqxha2XLpkl2S3jHyD6gHVu0yJ4VufLpw6Ynhrct3mYrcSF2yJF8ua1oj4tcUrJ49e0pubq69Fzyt5tLKLp0sLSElxbZWP1r1pvpxKXrUZb90sUj+Dok/ZrCZ/V8nqtIxVVWNGjGye7fv3/zF+0fKZaknmvVoWjN+oLR6aou9VznocDCustWJTUiQNqNGmR/cdP3WY/pK30ZxEl87suEANu3YIdNz8+Thb6bblsrHfY7508+zJn/5y55/r2D7uUPn+MYL0yFY9Acyra5M/S3frJc0LMvnm3bLsMxd5vP+maSSTyj6z99pQsUpnUu+6qPX3HzTP5a2z1NrdsnTa3fLZQfUkNtbFv982i++vH63Gb5HrzQpift7S3o+fS36mpT7NymOPpc+5zmNa8iDBxX/fO51+/876b+b/vst7BZc9XW4fV2oHnzrF5mxYL3c9tfDpXenA2wrAK/QK0WWjR5t+sUkDw6dhqpFr2JQ6Xf3N0sv0+878y8rqiAtL6///Odek1epYb3rVPpgVekQAJ/4TV6lNHA91S90LU+dX65ZId91QqVXzOnVc/rd+tAJE2wr/FGx6jF62aL+nzZa48N5kZ6cnRBf/AlaqFrVis5QAHopZDSOo/Q40ToWUJklXv5v2ZW3QbZk/E8aNqgnHz5/r5x6bE+zTUPVFgc0LrdQtSrQULDdmDHSe+lSczWD3ldtDjtM1m3bYdYjsX77Dkk6rLO9V/lpoKr/Xl0mTdrr3ytcwVSHukCytKpO/eHOVWqWdNm9cs/z+aaSj+Uuyy/tSg23rbRL+MsaUkDpNhemllZp6oYUaFnKOYfrE8uqfgUAAN7mPx6pqgrVqo5Wpvpf8k+1KoJFsOoxeRkZ5hcBXVZlWtkSDQMaR2dIAT15PDE+Sq8psUZUXhNQFWi4unX+NNm28Evp1La1fPDsaNk0611Z8tkEWT7tVULVYpQUqDpHnn22rM7f+9f0cOgxjjz7L/Ze5RXtQNUpaxgA5cJQre5044wGciGmHscFlcVxl8uXdBzlwt7SjtO6tq8vKy3EDCY0VsEMK+COVdq/UzB/GwAA8L7AWfQr89iqgfRv6+U3SZX+bdoGlIVg1WP0BFFPDOOSk21L1RSt4LG0k8tQBTvGXVmoVgWK1ExoKY2H/Ftyv3pO/lzxi2lrUK+utGl5oFnH3vQSm5ICVaf3mWdJTHyCLNlmp2IPw+K8PHMMPVZlppeCRjtQdVwlZmljZmsf5MJJNzN+IFftWVbfUNZkURpKBnMsF4aWFva60Lisfs89T2mBaDCvSf+dXH8d6QRWAABg/3JVq1WpWtVxVat6o1oVwSJY9RhXedM0NdW2AEDlVjuplyRe8oJkf/G05Oessq0ojoaDwQSEFz30kPzwx3LZ/Gcp12iXQB8zc+Uqc4zKTvvMaAeqTrBVne6HwpICw7Jm33dcMFlSdagLMPX1lPbjZDBhb1FobBYl0uF2VElhbzBDCjjuNTEcAAAAlZu7RN5/wqeqQv+2U9rXMpWrVKsiWASrHqMzGOswADrzMwBUFfWOPE8anjRCNk0dLwX5oYeB2FtS18PlrOHXySd//BFSuKr7flr4mLOGDTfHQPGCrQ5VewJRG1YGcgFtSbPvO/6XyxdXIeoCyWCu+Cgr7A1mSAFVVhgabPisGA4AAICqI/Ww2tIqSkPpeY0OdVBRE1ahaiBY9RgdX/XH7t3NzNAAUJU0PPFGqdOxnwlXEbkzhg6TEwcNlg+WZppL+8uyKHez2feESwfJGcOG21YUx4WqwVRiusBUJ6kqTjBjtSp9Lhd0uuf3t2C77/hlHUe5fdxj/IUSGpcV9rrjBDOUTlnVrwAAAEBlRLAKAKgwjQb+U2LqNZLc7/5tWxCJv9z4D7n1rbdlbYOG8tW6dfJbdrZs2rFDdu7ebW66rm1frVsv6xrGm33/8o+b7aNREleJ6cYrLY0LFYsLQ7ViVAPJYAJaVdpkUbm7fMuyLt9XLuxdUUzY615nWUMKKN/r9q0XN6yAC0mDeU0MBQAAAICqiGDVY5LS0qRfQYFZAkBVlDjkNcnPWiZbfv7QtiASekn/7en/k5Nvu0N2deos3+bmyX+X/G5uur6r02GF2243+3D5f3BcYBhMdairMvVVgu4dGoZyqbxyz1dcdag7lpv1vzR7KlaLCUNDGVJAlTasQLBDCqiyql8BAACAyohgFQBQoWJq1pLGV7wmW3/5SLb99o1tRaR0hv9rnn1eHvpmuoyb+6u56fo1zz5X6Wf/r2iuqjOYSkzlgszAqtVghwFwXKVp4OXyGtj6V5qWxU2UVVzYG8qQAmrP37Zz7+P4ju1bD+ZYGr66ADbw3wkAAACorAhWPUbHVtUxVnWsVQCoqmo2SZLGg1+RTV88IX+unm9bAW8IpRJTuWrMwKrOotn3gzuOe77Ay+X9A8xgKk31OC6ADQwxQxlSQBWNIWsWe7j7+jzBVr+WNtQBAAAAUBnFrFi1ruCPzMXSp08f24T9KTMtTZaNHi1tRo2qkOEA4uPj7Roqs9zcXLsWvDnHHy8506ZJt6lTJSElxbZWP1/G+AIBHYIDFW/rjNck9727pfHZd0vNhgfY1uhYM36gtHpqi72H6kr7uVmzZtl7JTt0zk6znNI5VvrPz9+zHkxo+NSaXfL02t1yYqMa8kySLRct1H/+ThNAaptuK4tWgfaa63vumV1j9wStL6/fLQ+s2rXP8Utz2/Jd8t+Nu+X2ljXlsgOKntu9plfbxQY16ZRWvOq/h74WfU2Oe016DD1WMHR/fZy+Hn0Nn2/aLQu7BTfrbs+ePcPq60L14Fu/yIwF6+W2vx4uvTtF9zMJQOQq+lwJ1VvqPVPMMv3u/mbpZfp9Z/5l9tdTVEqdX65ZId91QqVFfwsHD5bmgwbJoRMm2Fb4o2LVY5qmpkq7MWMqLOjSNy63yn8DKqv6vS+S+scMkU1Tx4sQbsMDXNVpKJWY7lJ4/0rMUC+VV/6Vpv7jo7rL94MZBsBpafNKVzWrQh1SQJU0rECoQwqokqpfAQAAgMqKYNVj4pKTpfWIEdW6ghBA9RJ/2u1Sq00PydFwFdjPioLVEAJDv4mZHBce+sLS4I/l9vUfVsDN7u+CyWC4wNMNa6D8g95gX1NJwwqEOqSAcs/JUAAAAACoKghWPSYvI8OUWusSAKqLhAueKeyRakrujNdtC7B/uImjQqnE1PBRb8oFoi7QdOOKBss9b2ClqQqpOtSGvW4CLRVOaKw61/N9XfQPe93f17p28F8lXUCrAbR/CA0AAABUVoXfhvli6yVZ6elm/ApdAkB1kjjkNdm5eoFsm/eJbQEqngv8QqkOVS40dNWY4QS0yj2vex0aZhZdvh/8sVzYq8dxwWw4QwooV5Xqwt5whhRQ/tWv/kMdAAAAAJUVFaseUzcpyQwHEJuQYFsAoHqoUSdOGg95TfJmvSvbl86wrUDFcoFfyIFowHAALngM5VJ55Z7XvY5wqlUdF2LOyPNVl4YzpIByz+2qVMMZUsBx+1OxCgAAgKqAYNVjdKa1HrNnm3FWq7oNGzbIc889J7169ZKYmBhza9++vQwdOlQmT55s9tFt5cU9p7sB2P9im3WUxEEvy6YvnpKd6xbbVqDiuMDPTdoUrIb2G5WrVHUhpBsiIFiBk0X5h5ihcmGvO0a4IW3gsALhDimgwvk7AAAAAK+KWbFqbcEfmUukT58+tgkof2+88YYJULOzs6Vnz54yevRoOf300802DVVHjRols2bNMvcLymmm8Dlz5khycrK9V37P41Vzjj9ecqZNk25Tp1brydK+tKF6P2ak95Qt01+SvE8elcZn3yU16odXwb9m/EBp9dQWew/VVXx8/J7+pDSHztlp13zhX3rHWHsvOJ9v2i3DMneZIPWLzjWl19x80z6lc2zIAWT/+TtNGPpqu1h5OWu3OfZlB9SQ21uGlvY+tWaXPL12t5zYqIYMb1ZDUn/zvaaF3WqZZSjcv4/+PXrM/24M7zW5fycn2Nei3xVyc3PtvfLz4Fu/yIwF6+W2vx4uvTsdYFsBeEVmWposKzxvaFN4rpBUuA6Up9R7pphl+t39zdLL9PsOKr+K+K4TKp0DSIer1CLAQydMsK3wR8Wqx+iXhemJibJi7FjbUvVoqHrBBReYUPWUU06RmTNn7glVla5//PHH5iSqPHXr1s2uAfCaBn0vl/pHnS85U8bZFqDihFOJ6T8UgBtnVS/FD+dYveN8X8+0MtRVvoZ6+b5y1aH6eiIZUkC5x+lrCndIAeX+nQAAQPRoIMet8t9QORGselB+To65VUW///67CVWdceOKD02aNGkib775pr0HoDpqeOYoqdWik2z68nnbAlSMUCd3Um6yKPVFrgsxw/ua1dIWcepkUdEYCkDDXnf5frjBqjuWbzKt8I8V6tAIAAAAgJcRrHqMllfrpdm6rIoee+wxuyamWvWQQw6x9/al2wKrVvXy/fPPP3/PuKinnnqqfPPNN3ZrER2/VYcaaNy4sdlPx27VStlg6ePvuOOOPY/X59Q2R5/XvQa96WvQ16bPo4/RABlA5BIueUF279whebPesS1A+QunElN1qudb6mXyKpyAVrnAUi+bVxpGhlP56h/2Tsr2HSvUsWMdN4asHseFveG8JhVuuAsAAAB4DcGqx9RNSjLjXeqyKho/frxdE+nfv+yxanSYAEfDyuOPP95UsmZkZEhWVpYsXrxYjj322H1CUw0+9bkefPBBM3aqBrRaKathazD08Q888IB5/JIlS8xzapsTOFTBvHnzpGHDhmZdhzh45x1CICBamlzxH9meOUu2zveNcwWUt3CDv8DHhRvQBl4uH25Aq1zY68LQcF+T+9siqaB1GA4AAAAAVQXBqsdkpafLkpEjzaRCVU1xlaWhuP322/dMdqXjo+pwAVdddZXZpoGpqyh97rnn9kxUct5555nl8OHDzVLD1rJexyOPPLLn8VdffbWpnNXqWm3zD3D1+Z1NmzaZ/Z588klJTEzc87wAIhdTP1EaD3lN8r57RXYs+8m2AuUj3OpQFRhahhs++leaqkhCzMDHhnuswDA0ktfkql8BAACAyo6vth6Tl5FhJq6qisFqJDQ0dWOu+geajgauM2bMMOsvvPCCWari9v3oo4/sWvHefvttu7av9PR0u7a3rl27mqVOvLVx48ZShzgAELparQ6XhEsnSM4XT0r+xmW2FYi+SKpDAwPZcC+7V/6vo1Pd8EPMVrWKHhtJaBwY9kbyt0USygIAgP3Lf0i8wJsWMRXX7m5axFReNDPQIiugohGsekxccrI0TU2tkkMBtGzZ0q6Fbv78+XatZHPnzjVLV21akh9//NGuFc//8a4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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "execution_count": 1,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image\n",
+        "from pathlib import Path\n",
+        "\n",
+        "\n",
+        "def datafile_path(name):\n",
+        "    return Path(\"..\") / name\n",
+        "\n",
+        "\n",
+        "Image(datafile_path(\"CO2_flowsheet.png\"))"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## 2. Training and Validating Surrogate\n",
+        "\n",
+        "First, let's import the required Python and IDAES modules:"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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7dy7Cw8ORlJSEzMxMpKam4sWLF++cVDg4OBjTpk3D5cuX8ezZM2lwQ1RUFOrVq1cs74OIiFTX0qURcHTcDgCoX/8GOnVqAkA95sBUamgzMzODmZnZBz0358s4LS0NAPDZZ58hMzMTd+7cQY0aNQAAN2/eBABUrVoVAGBvb4/Dhw/LtnP8+HHY29sDAHR0dNCkSRP4+/uja9eu0uv4+/tj+PDhAIAmTZpAW1sb/v7+6NatGwAgIiICUVFR0nbs7e0xe/Zs6XZDOa9jbGxcZMFBW1sb7u7uRbLt/Lx2YQgLC4ONjQ3u3buHjh07YujQoZg9ezbKlSuHv/76Cy4uLkhPT39raEtJSYGTkxOcnJywZcsWmJmZISoqCk5OTkhPTy+UGomISD35+AicPLkRrVvfl9patWqlVpOWq8W9RwMDAxEUFISWLVuibNmyuHPnDqZMmYIaNWpIQcnR0RGNGzfGgAEDsGTJEmRnZ2PYsGH46quvpKNvQ4YMwYoVKzBhwgQMGDAAJ0+exM6dO3Ho0CHptcaMGYP+/fujadOmaNasGZYsWYKUlBT89NNPAAATExO4uLhgzJgxKFeuHIyNjTFixAjY29ujRYsWAICvv/4a9erVQ9++feHl5YWYmBhMnjwZw4YNK7IjaQqFolBOUSrLyZMncfXqVYwePRrBwcHIzs7GwoULoaHx6rLLnTt3yvrr6OggKytL1hYeHo6nT5/C09NTOq186dKl4nkDRESkshITExEaugTlyv3XVqfOz2jb1lJ5RX0AtQhtBgYG2Lt3Lzw8PJCSkgJLS0u0a9cOkydPlkKQhoYGDhw4gBEjRqB169YwNDRE+/btsXDhQmk7NjY2OHToEEaPHo2lS5eiSpUqWLduHZycnKQ+PXr0QFxcHKZOnYqYmBjY2dnh6NGjsoEFixcvhoaGBrp164a0tDQ4OTlh1apV0npNTU0cPHgQQ4cOhb29PQwNDdG/f3/MmDGjGD4t1ZeWloaYmBhkZWUhNjYWR48exdy5c9GxY0f069cP165dQ0ZGBpYvX45OnTrh/PnzWLNmjWwb1apVw/Pnz+Hv74+GDRvCwMAA1tbW0NHRwfLlyzFkyBBcu3YNM2fOVNK7JCIiVRAYGIijR49Ky0LoYerU8dJBAXWiEIUx9I+KRFJSEkxMTJCYmAhjY2OpPTU1FZGRkbCxsYGenp4SKyw4Z2dnbNy4EQCgpaWFsmXLomHDhujduzf69+8v/RAtXrwY8+fPR0JCAlq3bo0+ffqgX79+ePbsmXQt4dChQ7Fr1y48ffoUHh4emDZtGrZt24aJEyciOjoajRs3hru7Ozp37oyQkBDY2dkp6V0XHnXe90RExWnSpGxkZc2Hvn6q1Hb0qBMUiha4cKFoX/tt398fi6FNhZXE0EYfh/ueiOj9tm+PRkTE77I2X99RSEkxgZcX0Llz0b5+UYU2tTg9SkRERJQfR44cQUTEfzM4pKRYY948Z3h4qM+Ag7dhaCMiIiK1l5aWBs83Zsrdtq0HypWzhRoNEH0nhjYiIiJSazdv3sS2bdtkbf/7nyv8/PTg5qakoooAQxsRERGpJSEEFi3ahOfPI6W2xo0bo1OnTgCAb79VVmVFg6GNiIiI1E5SUhIWL14saxs4cCAqV66spIqKnvpNUkJERESlWlBQkCywpadrY8eOySU6sAE80kZERERqIjs7G3PnLkRm5guprVKlr7BhgwPeGINQIjG0ERERkcqLiYnBb7/9Jmv7/fdf8eiRKQYNUlJRxYyhjYiIiFSan58fLl68KC0/fFgZf/zhAnf3EjKXRz4xtFGJ5OzsjISEBOzfvx8A8MUXX8DOzg5Lliz54G0WxjaIiCj/0tPTMXfuXFnbjh0/ICKiLvbvL/o7G6gahjYqVq/fe1RbWxvW1tbo168fJk6cCC2tovvnuHfvXmhra+er7+nTp9GmTRvZfU4Lug0iIvo4t2/fxpYtW2Rtnp6uAF7NvVbaAhvA0EZK0K5dO2zYsAFpaWk4fPgwhg0bBm1tbbi7u8v6paenQ0dHp1Bes1y5ciqxDSIier/Nmzfjzp070nJWlh0WL+6CMWOA2bOVWJiSccoPKna6urqwsLBA1apVMXToUDg6OsLX1xfOzs7o2rUrZs+ejUqVKqFOnToAgAcPHuCHH36AqakpypUrhy5duuDevXvS9rKysjBmzBiYmpqifPnymDBhAoQQstf84osvMGrUKGk5LS0Nrq6usLKygq6uLmrWrIk//vgD9+7dQ5s2bQAAZcuWhUKhgLOzc57bePbsGfr164eyZcvCwMAA7du3x61bt6T13t7eMDU1hZ+fH+rWrQsjIyO0a9cO0dHRUp/Tp0+jWbNmMDQ0hKmpKT777DPcv3+/kD5pIiL1kpycjOnTp8sC2+bNLpgxowuSk0t3YAMY2kgF6OvrIz09HQDg7++PiIgIHD9+HAcPHkRGRgacnJxQpkwZnDt3DufPn5fCT85zFi5cCG9vb6xfvx5//fUX4uPjsW/fvne+Zr9+/bBt2zYsW7YMYWFh+O2332BkZAQrKyvs2bMHABAREYHo6GgsXbo0z204Ozvj0qVL8PX1RUBAAIQQ+Oabb5CRkSH1efHiBRYsWIBNmzbh7NmziIqKwrhx4wAAmZmZ6Nq1Kz7//HNcuXIFAQEB+Pnnn6EoKTfJIyIqgODgYCxatEhazsrSwKxZk/HDD1WUWJVq4elRUhohBPz9/eHn54cRI0YgLi4OhoaGWLdunXRadPPmzcjOzsa6deukMLNhwwaYmpri9OnT+Prrr7FkyRK4u7vju+++AwCsWbMGfn5+b33dmzdvYufOnTh+/DgcHR0BANWrV5fW55wGrVixouyattfdunULvr6+OH/+PBwcHAAAW7ZsgZWVFfbv34/vv/8eAJCRkYE1a9agRo0aAIDhw4djxowZAF7N5p2YmIiOHTtK6+vWrVvwD5KISI1lZ2djyZIlSE5OltoqVXLEhg2fYc+e0nnt2tvwSBvB1xdwcHj1Z3E4ePAgjIyMoKenh/bt26NHjx6YNm0aAKBBgway69guX76M27dvo0yZMjAyMoKRkRHKlSuH1NRU3LlzB4mJiYiOjkbz5s2l52hpaaFp06Zvff3Q0FBoamri888//+D3EBYWBi0tLdnrli9fHnXq1EFYWJjUZmBgIAUyALC0tMSTJ08AvAqHzs7OcHJyQqdOnbB06VLZqVMiopIuNjYWM2fOlAW2kSNHYtCgz3DhAgPbmxjaCJ6eQEAAim026TZt2iA0NBS3bt3Cy5cvsXHjRhgaGgKA9GeO58+fo0mTJggNDZU9bt68id69e3/Q6+vr63/0e8ivN0ebKhQK2fV2GzZsQEBAABwcHLBjxw7Url1bNhcREVFJdfz4caxZs0ZafvzYEn5+U1G2bFklVqXaGNoIbm6Avf2rP4uDoaEhatasCWtr6/dO89G4cWPcunULFStWRM2aNWUPExMTmJiYwNLSEoGBgdJzMjMzERwc/NZtNmjQANnZ2Thz5kye63OO9GVlZb11G3Xr1kVmZqbsdZ8+fYqIiAjUq1fvne/pTY0aNYK7uzsuXLiATz75BFu3bi3Q84mI1El6ejqmT5+OCxcuSG27dnXHunU/w82N1/S+C0MboXNnqOxh6D59+qBChQro0qULzp07h8jISJw+fRojR47Ew4cPAQC//vorPD09sX//foSHh+OXX35BQkLCW7dZrVo19O/fHwMGDMD+/fulbe7cuRMAULVqVSgUChw8eBBxcXF4/vx5rm3UqlULXbp0waBBg/DXX3/h8uXL+PHHH1G5cmV06dIlX+8tMjIS7u7uCAgIwP3793Hs2DHcunWL17URUYl1586dXJPlzps3AWFh9Uvt3GsFwdBGKs3AwABnz56FtbU1vvvuO9StWxcuLi5ITU2FsbExAGDs2LHo27cv+vfvD3t7e5QpUwbffvvtO7e7evVqdO/eHb/88gtsbW0xaNAgpKSkAAAqV66M6dOnw83NDebm5hg+fHie29iwYQOaNGmCjh07wt7eHkIIHD58ON8T8BoYGCA8PBzdunVD7dq18fPPP2PYsGEYPHhwAT4hIiL1sG3bNmzevFlaDg1tiO3bPWBnp499+zidR34oxJsTWpHKSEpKgomJCRITE6WAAgCpqamIjIyEjY0N9PT0lFghFTfueyJSN8+fP8fChQtlbX/88RMePbLGvn0l8+ja276/Pxan/CAiIqIiERISAt/XpiYQApg1axKysrQwcWLJDGxFiaGNiIiICpUQAkuXLkViYqLU5u/fBnfvtoa+PjByJE+HfgiGNiIiIio0cXFxWLVqlaxt2bIRSE8vhy1beHTtYzC0ERERUaHw9/fHX3/9JS3HxJhjzZrB0NNTYMcOBraPxdCmxjiGpPThPiciVZSRkYE5c+bI2nbv/g63bzeArS0wbx4DW2FgaFNDOVNKvHjxolhn9yfle/HiBYDcd1ogIlKWLVsicfv2n7K2pUvHo2JFAx5dK2QMbWpIU1MTpqam0j0sDQwMpJupU8kkhMCLFy/w5MkTmJqaQlNTU9klERFhx44duH07XFq+evUT+Pl147VrRYShTU1ZWFgAgBTcqHQwNTWV9j0RkbKkpKRgwYIFsra7d53x+HFVBrYixNCmphQKBSwtLVGxYkVkZGQouxwqBtra2jzCRkRKFxoaCh8fH1nbrFmT8OmnWnjtdqJUBBja1Jympia/yImIqMgJIbBixQrEx8dLbVevfo5+/b7Ap58Cbm5KLK6UYGgjIiKid/r333+xcuVKWdvy5cNhZlYenTvzdGhxYWgjIiKitzp16hTOnj0rLcfFVYC//y+oXVvBo2vFjKGNiIiIcsnMzMTsN+41tXfvt7h163/Yvp1H15SBoY2IiIhk7t27h40bN8raFi0ah/r1DRnYlIihjYiIiCS7du3CjRs3pOXr1+th167voa0Njg5VMoY2IiIiwosXLzB//nxZW82a/bF2bTXo6QFjxiipMJIwtBEREZVyV65cwb59+2RtS5ZMxLNn2ujTR0lFUS4MbURERKWUEAKrVq3Cv//+K7WdOdMKZ8605chQFcTQRkREVAo9ffoUK1askLWtWDEMqakVsG8fBxuoIoY2IiKiUubMmTM4ffq0tPz0aTmsWDEcCoWCgU2FMbQRERGVEnnNvbZ/fxdERdnB0BAYOZKBTZUxtBEREZUC9+/fh7e3t6xt+fJxqF3bEBs2MKypA4Y2IiKiEm7Pnj24du2atJydbYtFi3pg5EjgjQNvpMIY2oiIiEqovOZe69u3L6pXr47p05VUFH0wDWUXQERERIXv2rVruQLb8eMTUb16dSVVRB+LR9qIiIhKECEEvLx+Q2pqrNR27txnCA93xKpVSiyMPhpDGxERUQkRHx+P5cuXy9pWrvwFcXFmsLfnYAN1x9BGRERUApw7dw4nT56UlhMSTLF06UhoaSlgawve4aAEYGgjIiJSY3nNvZaZ2Qlt2jRGYOCrsMYjbCUDQxsREZGaevDgAdavXy9rW7BgLAAjJCczrJU0DG1ERERqaP/+/bh8+bK0/PhxLRw61BtZWcDo0UosjIoMQxsREZEaefnyJby8vGRtu3b9iDlzauC335RUFBULhjYiIiI1cf36dezevVvWduKEO+bM0eGp0FKAoY2IiEjFCSEwf/5avHwZLbVFRtrD2/treHgosTAqVgxtREREKuzZs2dYtmyZrO3w4SGYNMlcSRWRsjC0ERERqai1a8/j8eMT0nJSUhksXjwKLVpo8HRoKcTQRkREpGKysrIwZ84cZGdnS20HD3aAjk5TtGjBiXJLK4Y2IiIiFfLw4UP88ccfsrb9+8cgJKSMkioiVcHQRkREpCKWL/dBfHyotHz7dg3s3/8jtmxRXk2kOhjaiIiIlGzv3lRcvTpP1lajRh/4+dXEli28swG9wtBGRESkRJMnh0Fbe6es7X//c8e33+rgxx+VVBSpJIY2IiIiJfDxETh9+g+Ymj6S2oKCmuPnn9vxyBrlSUPZBeRX586dYW1tDT09PVhaWqJv3754/PixtH7atGlQKBS5HoaGhrLt7Nq1C7a2ttDT00ODBg1w+PBh2XohBKZOnQpLS0vo6+vD0dERt27dkvWJj49Hnz59YGxsDFNTU7i4uOD58+eyPleuXEGrVq2gp6cHKyurXLccISKi0ishIQGhoTNkgW3PnsEMbPROahPa2rRpg507dyIiIgJ79uzBnTt30L17d2n9uHHjEB0dLXvUq1cP33//vdTnwoUL6NWrF1xcXBASEoKuXbuia9euuHbtmtTHy8sLy5Ytw5o1axAYGAhDQ0M4OTkhNTVV6tOnTx9cv34dx48fx8GDB3H27Fn8/PPP0vqkpCR8/fXXqFq1KoKDgzF//nxMmzYNv//+exF/SkREpOrWrr2ApUuXSsspKQaYMmUKrlyxYGCjd1IIIYSyi/gQvr6+6Nq1K9LS0qCtrZ1r/eXLl2FnZ4ezZ8+iVatWAIAePXogJSUFBw8elPq1aNECdnZ2WLNmDYQQqFSpEsaOHYtx48YBABITE2Fubg5vb2/07NkTYWFhqFevHoKCgtC0aVMAwNGjR/HNN9/g4cOHqFSpElavXo1JkyYhJiYGOjo6AAA3Nzfs378f4eHh+X6PSUlJMDExQWJiIoyNjT/4syIiIuXLysrC7NmeECJTajtxoj1at26G2bOVWBgVuqL6/labI22vi4+Px5YtW+Dg4JBnYAOAdevWoXbt2lJgA4CAgAA4OjrK+jk5OSEgIAAAEBkZiZiYGFkfExMTNG/eXOoTEBAAU1NTKbABgKOjIzQ0NBAYGCj1ad26tRTYcl4nIiICz549+8h3T0RE6ubRo0eYNWuWLLCtWjUa584xsFH+qVVoc3V1haGhIcqXL4+oqCj4+Pjk2S81NRVbtmyBi4uLrD0mJgbm5vJ7tZmbmyMmJkZan9P2rj4VK1aUrdfS0kK5cuVkffLaxuuvkZe0tDQkJSXJHkREpN4OHjyIdevWScuRkTbw9JyKgQN5BoUKRqmhzc3NLc/BA68/Xj+dOH78eISEhODYsWPQ1NREv379kNfZ3X379iE5ORn9+/cvzrfz0ebOnQsTExPpYWVlpeySiIjoA6WmpmL69OkIDg6W2v75pxe++64fXr5U8AgbFZhSp/wYO3YsnJ2d39mnevXq0t8rVKiAChUqoHbt2qhbty6srKxw8eJF2Nvby56zbt06dOzYMdfRLgsLC8TGxsraYmNjYWFhIa3PabO0tJT1sbOzk/o8efJEto3MzEzEx8fLtpPX67z+Gnlxd3fHmDFjpOWkpCQGNyIiNRQeHo4dO3bI2tzc3KCrq6ukiqgkUGpoMzMzg5mZ2Qc9N+cmumlpabL2yMhInDp1Cr6+vrmeY29vD39/f4waNUpqO378uBT6bGxsYGFhAX9/fymkJSUlITAwEEOHDpW2kZCQgODgYDRp0gQAcPLkSWRnZ6N58+ZSn0mTJiEjI0O65u748eOoU6cOypYt+9b3pKuryx9oIiI1JoTAwoXeSEmJktoCAz9FQsI38PBQYmFUIqjF5LqBgYEICgpCy5YtUbZsWdy5cwdTpkxBjRo1ch1lW79+PSwtLdG+fftc2/n111/x+eefY+HChejQoQO2b9+OS5cuSVNxKBQKjBo1CrNmzUKtWrVgY2ODKVOmoFKlSujatSsAoG7dumjXrh0GDRqENWvWICMjA8OHD0fPnj1RqVIlAEDv3r0xffp0uLi4wNXVFdeuXcPSpUuxePHiov2giIhIaRITE7FkyRJZ22+//YzkZEveO5QKhVqENgMDA+zduxceHh5ISUmBpaUl2rVrh8mTJ8uOTGVnZ8Pb2xvOzs7Q1NTMtR0HBwds3boVkydPxsSJE1GrVi3s378fn3zyidRnwoQJSElJwc8//4yEhAS0bNkSR48ehZ6entRny5YtGD58OL788ktoaGigW7duWLZsmbTexMQEx44dw7Bhw9CkSRNUqFABU6dOlc3lRkREJce6dRfx6JGftPzypR6WLBmPxo014ObGe4dS4VDbedpKA87TRkSk2rKzs+Hl5SW7VCcz0wlLlrTAyJHgYINSqqi+v9XiSBsREZGq2b49GhER8jvd1K8/Ct27m2DmTCUVRSUaQxsREVEB+PoCPj6HYW0dJLVZW1vD2dkZCoVCiZVRSadWk+sSEREpi68vYGOThpCQ6bLAZmPTAz/99BMDGxU5HmkjIiJ6D19fYMqUm3B23iZrd3V1lQ1UIypKDG1ERETvIISAv/+f+O67e1JbfHwTBAV1RKNGHBlKxYenR4mIiN4iKSkJM2bMQLly96S2QYMGISioIwICAE9P5dVGpQ+PtBEREb3B1xdYu/ZvNG16RGrT1taGq6srNDU14eb2KrC5uSmxSCp1GNqIiIhek52djcDAhWja9IXUFh7+NbZt++8OPJ0787QoFT+GNiIiov+3fXsMIiJ+g47Of22+vr/Cw8NUaTUR5WBoIyIiArBq1VHExQVKy8+eVcHixQPg4cGpPEg1MLQREVGpNmlSOnR05srazp37ASNH1gWnXiNVwtBGRESl1q1bt6Cjs1XW1qCBKzw8OPcaqR6GNiIiKnV8fYHDhzfD0vKO1PbPP40QF9cZHh5KLIzoHRjaiIioVNmzJxnXri2CpeV/bceOuSA+vgrmzVNeXUTvw9BGRESlxqVLl3Dt2iFpOStLE40bu8PDQ1OJVRHlD0MbERGVeD4+2bh4cTH09J5LbZUqOWLQoM+UWBVRwTC0ERFRibZjRyzCw9fg9fu616s3Et9/X1Z5RRF9AIY2IiIqkXx9gb17j8HGJkBqe/SoEtauHQh7ewW+/16JxRF9AIY2IiIqcdLT0xESMhc2Nv+1ZWR0x7lz9VGnDu8ZSuqJoY2IiEqUzZvv4M6dzbK2CRMmQF9fH7NmKakookLA0EZERCWCry9w7NhWmJndktoePWqIjh27Ql9fiYURFRKGNiIiUnvPnz9HSMhCmJn911ar1gB4eFgpryiiQsbQRkREau2ff/7BgQMHpOXsbAWmTp0ETU3OvUYlC0MbERGpJSEEJk9eCh2dRKnt7Nm2+PXXVmBeo5KIoY2IiNTOkydPsHr1aujo/Nd29uwI/PprOXTurLy6iIoSQxsREamVEydO4Pz589JyTIw5/v13MPz9FUqsiqjoMbQREZFayMjIwJw5c2RtBw50g5PTJ1i9WklFERUjhjYiIlJ5W7bcxe3bm2Rt48ePh4eHgZIqIip+DG1ERKSyfH2Bo0e3w9w8Qmq7caMB+vT5DgbMa1TKMLQREZFKSklJQUjIApib/9d24sRPGD/emoMNqFRiaCMiIpWzYUMIoqJ8ZW2TJk2Chwe/tqj04r9+IiJSGUIILF++HM+ePZPaTp/+AqNHfw4tfmNRKccfASIiUglxcXFYtWqVrO2334bjp5/K83QoERjaiIhIBaxZcxKxseekZTMzMwwdOhQeHpx7jSgHQxsRESlNXnOvffvtt/jf//6npIqIVJeGsgsgIqLS6d69e7kC29Kl4xnYiN6CR9qIiKjYLV26EwkJYdJyVlZ9LF7cHSNHKrEoIhXH0EZERMUmJSUFCxYskLX1798f1apVw4wZSiqKSE3w9CgRERWLy5cv5wpsO3ZMQrVq1ZRTEJGa4ZE2IiIqUkIIzJu3EmlpT6W206dbIzCwDbZvV2JhRGqmwEfaNDU18eTJk1ztT58+haamZqEURUREJcPTp08xY8YMWWBbsWIYYmJeBTbOv0aUfwU+0iaEyLM9LS0NOjo6H10QERGVDL/9dhoxMWek5adPy2HduuEYPVqB2bOVWBiRmsp3aFu2bBkAQKFQYN26dTAyMpLWZWVl4ezZs7C1tS38ComISK1kZmZi9hupbP/+LvjmGzu8eKGkoohKgHyHtsWLFwN4daRtzZo1slOhOjo6qFatGtasWVP4FRIRkdq4f/8+vL29ZW379o3DjBmGPBVK9JEU4m3nO9+iTZs22Lt3L8qWLVtUNdH/S0pKgomJCRITE2FsbKzscoiI3mnPnj24du2atBwba4tVq3oosSIi5Siq7+8CX9N26tSpQntxIiJSfy9evMD8+fNlbdu29YOXl42SKiIqmQoc2gYMGPDO9evXr//gYoiISL14e1/F/ft7ZW2zZk1EzZraPB1KVMgKHNqePXsmW87IyMC1a9eQkJCAtm3bFlphRESkunKub359CqizZ1vi8eMv8emngJubEosjKqEKHNr27duXqy07OxtDhw5FjRo1CqUoIiJSXfHx8Vi+fLmsbdeuX5CZaQYvL869RlRUCjwQ4W0iIiLwxRdfIDo6ujA2R+BABCJSPWfPnpVd2/zsmSn++GMkkpMVSqyKSLWozECEt7lz5w4yMzMLa3NERKRC8pp77dChTggLa4yRI5VUFFEpU+DQNmbMGNmyEALR0dE4dOgQ+vfvX2iFERGRanjw4EGuQWarVo3FwIFG+PtvJRVFVAoVOLSFhITIljU0NGBmZoaFCxe+d2QpERGpl3379uHKlSvSckREbdy71wuxsUosiqiU4jxtRESUy8uXL+Hl5SVr27TpR2hp1cAbzURUTD74mrYnT54gIiICAFCnTh1UrFix0IoiIiLluXbtGvbs2SNrW7JkIn75RZs3eidSogKHtqSkJAwbNgzbtm1DdnY2AEBTUxM9evTAypUrYWJiUuhFEhFR0RNC4Pfff0dMTIzUdv68A54//wpvTNFJREqgUdAnDBo0CIGBgTh06BASEhKQkJCAgwcP4tKlSxg8eHBR1EhEREXs2bNnmDFjhiywrVo1FOfOfcWJcolURIHnaTM0NISfnx9atmwpaz937hzatWuHlJSUQi2wNOM8bURUHP766y/4+/tLy0lJZbBkySjUqqXByXKJPoDKzNNWvnz5PE+BmpiYoGzZsoVSFBERFb2srCzMmjUbwH//dz9woCNCQprAzQ28fo1IxRT49OjkyZMxZswY2SH0mJgYjB8/HlOmTCnU4oiIqGg8fPgQs2bNwuuBbeHCMYiMbIJ9+xjYiFRRgU+PNmrUCLdv30ZaWhqsra0BAFFRUdDV1UWtWrVkff/555/Cq7QU4ulRIioKPj4+CA0NlZb//bcGvvrqR54GJSokKnN6tEuXLlAoeI85IiJ1k5qainnz5snagoP7wNe3ppIqIqKCKHBomzZtWhGUQURERenGjRvYtWuXrG3pUnd4e+soqSIiKqgCh7bq1asjKCgI5cuXl7UnJCSgcePGuHv3bqEVR0REH0cIgQUL1uHFi8dSW0BAC5w/74QtWzgylEidFDi03bt3D1lZWbna09LS8PDhw0IpioiIPl5CQgKWLl0qa6tTZzD8/CwY2IjUUL5Hj/r6+sLX1xcA4OfnJy37+vpi3759mDlzJmxsbIqs0M6dO8Pa2hp6enqwtLRE37598fjxY1kfPz8/tGjRAmXKlIGZmRm6deuGe/fuyfqcPn0ajRs3hq6uLmrWrAlvb+9cr7Vy5UpUq1YNenp6aN68Of7++2/Z+tTUVAwbNgzly5eHkZERunXrhtg37p4cFRWFDh06wMDAABUrVsT48eORmZlZKJ8FEdH7rF17QRbYnj83xI4dU9CzpwUuXGBgI1JH+R49qqHxKt8pFAq8+RRtbW1Uq1YNCxcuRMeOHQu/SgCLFy+Gvb09LC0t8ejRI4wbNw4AcOHCBQBAZGQk6tatizFjxsDFxQWJiYkYPXo0kpOTpVGskZGR+OSTTzBkyBAMHDgQ/v7+GDVqFA4dOgQnJycAwI4dO9CvXz+sWbMGzZs3x5IlS7Br1y5ERERI91cdOnQoDh06BG9vb5iYmGD48OHQ0NDA+fPnAbya+8jOzg4WFhaYP38+oqOj0a9fPwwaNAhz5szJ93vm6FEiKqisrCzMnu0JIf77T+Jff32Dhw8/xbx5DGtExaGovr8LPOWHjY0NgoKCUKFChUIr4kP4+vqia9euSEtLg7a2Nnbv3o1evXohLS1NCpgHDhxAly5dpD6urq44dOgQrl27Jm2nZ8+eSEhIwNGjRwEAzZs3x6effooVK1YAALKzs2FlZYURI0bAzc0NiYmJMDMzw9atW9G9e3cAQHh4OOrWrYuAgAC0aNECR44cQceOHfH48WOYm5sDANasWQNXV1fExcVBRyd/F/4ytBFRQTx69Ajr1q2TtS1cOBqffGKM////LREVg6L6/i7w5LqRkZFKD2zx8fHYsmULHBwcoK2tDQBo0qQJNDQ0sGHDBmRlZSExMRGbNm2Co6Oj1CcgIACOjo6ybTk5OSEgIAAAkJ6ejuDgYFkfDQ0NODo6Sn2Cg4ORkZEh62Nrawtra2upT0BAABo0aCAFtpzXSUpKwvXr19/6vtLS0pCUlCR7EBHlx4EDB2SB7c6d6pg2bSqEMOa9Q4lKiAIPRJgxY8Y710+dOvWDi3kfV1dXrFixAi9evECLFi1w8OBBaZ2NjQ2OHTuGH374AYMHD0ZWVhbs7e1x+PBhqU9MTIwsSAGAubk5kpKS8PLlSzx79gxZWVl59gkPD5e2oaOjA1NT01x9cu4S8bbXyVn3NnPnzsX06dPz+WkQEeU999qWLb1x+3Yt1KkD3juUqAQp8JG2ffv2yR47d+7EvHnzsHDhQuzfv79A23Jzc4NCoXjnIycsAcD48eMREhKCY8eOQVNTE/369ZOur4uJicGgQYPQv39/BAUF4cyZM9DR0UH37t1zXYOnqtzd3ZGYmCg9Hjx4oOySiEiFhYeH5wps3t5uePiwFtzdgfBwBjaikqTAR9pCQkJytSUlJcHZ2RnffvttgbY1duxYODs7v7NP9erVpb9XqFABFSpUQO3atVG3bl1YWVnh4sWLsLe3x8qVK2FiYgIvLy+p/+bNm2FlZYXAwEC0aNECFhYWuUZ5xsbGwtjYGPr6+tDU1ISmpmaefSwsLAAAFhYWSE9PR0JCguxo25t93hxxmrPNnD550dXVha6u7js/DyIiIQQ2bNgg+49dYGAzJCS0R2SkEgsjoiJV4NCWF2NjY0yfPh2dOnVC37598/08MzMzmJmZfdBrZmdnA3h1HRgAvHjxQhqAkENTU1PW983TpQBw/Phx2NvbAwB0dHTQpEkT+Pv7o2vXrtJz/f39MXz4cACvrp3T1taGv78/unXrBgCIiIhAVFSUtB17e3vMnj0bT548kUacHj9+HMbGxqhXr94HvV8iIgCYNCkROjpLZG1r1vyMJ08ssW+fcmoiouJRKKENgHRKrygEBgYiKCgILVu2RNmyZXHnzh1MmTIFNWrUkIJShw4dsHjxYsyYMQO9evVCcnIyJk6ciKpVq6JRo0YAgCFDhmDFihWYMGECBgwYgJMnT2Lnzp04dOiQ9FpjxoxB//790bRpUzRr1gxLlixBSkoKfvrpJwCAiYkJXFxcMGbMGJQrVw7GxsYYMWIE7O3t0aJFCwDA119/jXr16qFv377w8vJCTEwMJk+ejGHDhvFIGhF9sIsXL0JHx09aTk3Vw+bN45GQoAE3N54KJSrpChzali1bJlsWQiA6OhqbNm1C+/btC62w1xkYGGDv3r3w8PBASkoKLC0t0a5dO0yePFkKQW3btsXWrVvh5eUFLy8vGBgYwN7eHkePHoW+vj6AV4MVDh06hNGjR2Pp0qWoUqUK1q1bJ83RBgA9evRAXFwcpk6dipiYGNjZ2eHo0aOygQWLFy+GhoYGunXrhrS0NDg5OWHVqlXSek1NTRw8eBBDhw6Fvb09DA0N0b9///cO4iAiyktWVha8vLyQnp4utR0+3A4hIc3xWhMRlXAfNE/b6zQ0NGBmZoa2bdvC3d0dZcqUKdQCSzPO00ZEjx8/xtq1a2VtixePQmKiCSpXBnj3QCLVU1Tf3wU+0hbJq1yJiIrFoUOHcOnSJWn5yZOq+Prr/vjzTwU8PcH514hKmQ+6pi0hIQG3b98GANSsWTPXnGVERPTh9u1Lw5UrnrK2bdt6IiKiDkJCwHuHEpVSBZqn7d69e+jQoQMqVKiA5s2bo3nz5qhQoQI6duyY68bsRERUcBEREbkC2+7dbgDqwNaWR9eISrN8H2l78OABWrRoAW1tbcycORN169YFANy4cQOrV6+Gvb09goKCUKVKlSIrloiopBJCYOPGjbh//77UFhTUBGfOdMSWLTyyRkQFGIjg4uKC27dvw8/PD3p6erJ1L1++RLt27VCrVq1cNyumD8eBCESlw+7dSbh+fbGszc9vEIBKnMqDSA0pfSDC0aNHsWPHjlyBDQD09fUxc+ZM9OzZs9AKIyIqDf7++29cv35EWk5L04GX1wTs3avJsEZEMvkObf/++y+qVav21vXVq1dHfHx8YdRERFTiZWdnY8GCBXj58qXUduzY17hwwR6VK/PoGhHllu/QZmlpiRs3brz1mrVr1669876aRET0SnR0NH7//XdZ26+//opGjUw5lQcRvVW+Q1vXrl0xbtw4+Pv757pf6JMnT+Dq6irdr5OIiPJ25MgR/P3339KylZUVfvrpJygUCnTuzCNsRPR2+R6I8OzZMzRv3hwxMTH48ccfYWtrCyEEwsLCsHXrVlhYWODixYsoV65cUddcanAgAlHJkZ6ejrlz58rafvjhB2kkPhGVHEofiFC2bFkEBgZi4sSJ2L59OxISEgAApqam6N27N+bMmcPARkSUh1u3bmHr1q2yNldX1zwHdhERvU2B7z0KvJpPKC4uDgBgZmYGhUJR6IURj7QRlQSbNm3C3bt3peXg4EY4daozkpOVWBQRFSmlH2l7nUKhQMWKFQutCCKikiYpKQmLF8vnXlu7diAePaqMiROVVBQRqbUPCm1ERPR2QUFBOHz4sLSsUGghLc0NiYmamDgRmD1bicURkdpiaCMiKiTZ2dlYtGgRUlJSpLZjxxwhxGe4cIFhjYg+DkMbEVEhiI2NxZo1a2Rt27ePRNmyZTnvGhEVCoY2IqKP5Ofnh4sXL0rLjx5Vwtq1A2Frq8CFC0osjIhKlHyFtmXLluV7gyNHjvzgYoiI1MnevS9x9aqXrG3nzu9x40Y9aGgA8+YpqTAiKpHyFdreHAH1NgqFgqGNiEqFoKAgXL16WNa2ePEEaGrqQ08PGDOGdzcgosKVr9AWGRlZ1HUQEamN6dOny5ZfvtTDvHmuAAB7e/CUKBEViQ++pi09PR2RkZGoUaMGtLR4aRwRlWy+vsCyZU/RqtWKN9q7IyysPrp3Bx494s3eiajoFDhtvXjxAiNGjMDGjRsBADdv3kT16tUxYsQIVK5cGW78jUVEJYSvL+Dp+SqI+foeRKtWwbL1s2ZNhJ6eNl68UFKBRFSqaBT0Ce7u7rh8+TJOnz4tu2+eo6MjduzYUajFEREpk6cnEBiYjZCQ6bCy+i+w3bxZC8uWeUBPTxu8jJeIikuBj7Tt378fO3bsQIsWLWT3HK1fvz7u3LlTqMURESnTsGGRcHL6U9bm5zcIQCVs2MCBBkRUvAoc2uLi4vK872hKSgpvHE9EJcbvv/+O6OhoWZuf31S4uSkY1ohIKQp8erRp06Y4dOiQtJwT1NatWwd7e/vCq4yISAlSU1Mxffp0WWBr1aoVPDw8cOECAxsRKU+Bj7TNmTMH7du3x40bN5CZmYmlS5fixo0buHDhAs6cOVMUNRIRFYvg4GAcPHhQ1jZ69GgYGxsrqSIiov8U+Ehby5YtERoaiszMTDRo0ADHjh1DxYoVERAQgCZNmhRFjURERW769OmywKZQaMHDw4OBjYhUhkIIIZRdBOUtKSkJJiYmSExM5BcHURGYNAlYv/4ZhgyR36pv9+7vUKZMA06SS0QfpKi+v/N1ejQpKSnfG2S4ICJ1ce3aEQwZ8resbfbsicjK0sa+fUoqiojoLfIV2kxNTfM9MjQrK+ujCiIiKmrZ2dmYOXMmGjf+r+3p0+rYu7cvtLSA8eM5nQcRqZ58hbZTp05Jf7937x7c3Nzg7OwsjRYNCAjAxo0bMXfu3KKpkoiokNy/fx/e3t6ytrVrXZCYWAXJycqpiYgoPwp8TduXX36JgQMHolevXrL2rVu34vfff8fp06cLs75Sjde0ERWuP/74Aw8fPpS1rV07FYmJCowcCcyeraTCiKhEUeo1ba8LCAjAmjVrcrU3bdoUAwcOLJSiiIgKU1paGjw9PWVtN258hgcPHLFqFU+FEpF6KPCUH1ZWVli7dm2u9nXr1sHKyqpQiiIiKiwhISG5AtvKlaPQp48jLlxgYCMi9VHgI22LFy9Gt27dcOTIETRv3hwA8Pfff+PWrVvYs2dPoRdIRPShpk+fLlvOzlZgxoypsLVlWCMi9VPgI23ffPMNbt26hU6dOiE+Ph7x8fHo1KkTbt68iW+++aYoaiQiei9fX8DB4dWfCQkJuQLb3r1dsXPnVNjbA/PmKalIIqKPwMl1VRgHIhDln4MDEBAA9OzpB1vbi7J1u3e7o0wZHbi58QgbERU9lRmIALz6X+wff/yBsLAwAED9+vUxYMAAmJiYFFphRETv4usLTJgAKBSvjpy5ugqEhs6Q9TEyqoo9e5wxezbDGhGpvwIfabt06RKcnJygr6+PZs2aAQCCgoLw8uVLHDt2DI1fn62SPgqPtBG9Xc6RNQCwsYlC//4bZOtr1RqA3r05OIqIil9RfX8XOLS1atUKNWvWxNq1a6Gl9epAXWZmJgYOHIi7d+/i7NmzhVZcacfQRvR2OUfaPvvMG9bW92Xr/Pym4sKF/N3FhYiosKnM6dFLly7JAhsAaGlpYcKECWjatGmhFUZE9DpfX8DTE9J1ae3apSMkRH4XlgsXWuDECSfeN5SISqQChzZjY2NERUXB1tZW1v7gwQOUKVOm0AojInqdp+er06F9+gDLl1/G/fv7Zes3bPgVT5+acrABEZVYBQ5tPXr0gIuLCxYsWAAHBwcAwPnz5zF+/Phct7YiIiosbm6vAtuYMTNw/778qo5p0zxQpw5471AiKtEKHNoWLFgAhUKBfv36ITMzEwCgra2NoUOH5pp1nIiosHz+eSLGjVsia7O27ox58xrB1pZzrxFRyffB87S9ePECd+7cAQDUqFEDBgYGhVoYcSACUY4TJ07g/Pnzsrb//c8N336rq6SKiIjeTmUGIuQwMDBAgwYNCq0QIqI3CSEwY4Z87rUHD6rgxg0XeHgoqSgiIiXJd2gbMGBAvvqtX7/+g4shIsrx8OFD/PHHH7K2DRuc8fRpVWzZoqSiiIiUKN+hzdvbG1WrVkWjRo3AO18RUVHatGkT7t69K2uzs5uCSpU0sGwZR4cSUemU79A2dOhQbNu2DZGRkfjpp5/w448/oly5ckVZGxGVIr6+wPz56XB0lM+9FhjYDAkJ7eHhAXTpoqTiiIhUgEZ+O65cuRLR0dGYMGECDhw4ACsrK/zwww/w8/PjkTci+mje3ldzBbYDB0YiIaE93NyUVBQRkQr54NGj9+/fh7e3N/78809kZmbi+vXrMDIyKuz6SjWOHqXSYs6cOcjIyJC1+fl5cKJcIlJLKjd6VENDAwqFAkIIZGVlFVpBRFR6JCUlYfHixbK2Awc6IjKyCZ4+VVJRREQqKt+nRwEgLS0N27Ztw1dffYXatWvj6tWrWLFiBaKioniUjYgK5OTJk7kC2//+5wodnSbYsEFJRRERqbB8H2n75ZdfsH37dlhZWWHAgAHYtm0bKlSoUJS1EVEJlNfca48fW+Lq1Z/h4QF8+62SCiMiUnH5vqZNQ0MD1tbWaNSoERQKxVv77d27t9CKK+14TRuVNI8fP8batWtlbSdP9kNsrA28vHj9GhGVDEq/pq1fv37vDGtERG/y9QU8PV/d7P358624deuWbP3ChVOQlFSgqzSIiEqtAk2uS0RUEJ6eQFBQBkJC5sjaL11qgsOHO3IqDyKiAvjg0aNERO8zePB1ODntlrXVrTscfn7lsW8fT4cSERUEQxsRFYl58+YhNTVV1ubx/3d5/+EHZVRERKTeGNqIqFAlJydj0aJFsrYbN77Bjh2fKqkiIqKSgaGNiArNmTNncPr0aVmbv/8EjBunr5yCiIhKEIY2IvpgOaNDXV0FQkPlc6/FxlbEqVNDERampOKIiEoYhjYi+mCenkBkZDRCQ3+Xtdeo8SP8/Gpg3jwlFUZEVAKpzQRJnTt3hrW1NfT09GBpaYm+ffvi8ePHsj47d+6EnZ0dDAwMULVqVcyfPz/Xdk6fPo3GjRtDV1cXNWvWzHMqk5UrV6JatWrQ09ND8+bN8ffff8vWp6amYtiwYShfvjyMjIzQrVs3xMbGyvpERUWhQ4cOMDAwQMWKFTF+/HhkZmZ+/AdBpAJ8fQEHB+Crr3ZgyBB5YJs/fzJ+/LEGLlzg6FAiosKkNqGtTZs22LlzJyIiIrBnzx7cuXMH3bt3l9YfOXIEffr0wZAhQ3Dt2jWsWrUKixcvxooVK6Q+kZGR6NChA9q0aYPQ0FCMGjUKAwcOhJ+fn9Rnx44dGDNmDDw8PPDPP/+gYcOGcHJywpMnT6Q+o0ePxoEDB7Br1y6cOXMGjx8/xnfffSetz8rKQocOHZCeno4LFy5g48aN8Pb2xtSpU4v4UyIqHl5emXBymg4NjXCpLSvLDgsWeODXXzWVWBkRUcmV79tYqRpfX1907doVaWlp0NbWRu/evZGRkYFdu3ZJfZYvXw4vLy9ERUVBoVDA1dUVhw4dwrVr16Q+PXv2REJCAo4ePQoAaN68OT799FMp7GVnZ8PKygojRoyAm5sbEhMTYWZmhq1bt0qhMTw8HHXr1kVAQABatGiBI0eOoGPHjnj8+DHMzc0BAGvWrIGrqyvi4uKgo6OTr/fI21iRKgoLC8POnTtlbcOGDeO9iImI/l9RfX+rzZG218XHx2PLli1wcHCAtrY2ACAtLQ16enqyfvr6+nj48CHu378PAAgICICjo6Osj5OTEwICAgAA6enpCA4OlvXR0NCAo6Oj1Cc4OBgZGRmyPra2trC2tpb6BAQEoEGDBlJgy3mdpKQkXL9+/a3vKy0tDUlJSbIHkarw9QXc3BbkCmx+fh4MbERExUCtQpurqysMDQ1Rvnx5REVFwcfHR1rn5OSEvXv3wt/fH9nZ2bh58yYWLlwIAIiOjgYAxMTEyIIUAJibmyMpKQkvX77Ev//+i6ysrDz7xMTESNvQ0dGBqanpO/vktY2cdW8zd+5cmJiYSA8rK6v8fjRERer58+cICZkOff0Uqe3ChXbYts2Dt6IiIiomSg1tbm5uUCgU73yEh/93zcz48eMREhKCY8eOQVNTE/369UPO2d1BgwZh+PDh6NixI3R0dNCiRQv07NkTwKujZerA3d0diYmJ0uPBgwfKLokI586dk/4DlGPevPFITm6O8HAONiAiKi5KnfJj7NixcHZ2fmef6tWrS3+vUKECKlSogNq1a6Nu3bqwsrLCxYsXYW9vD4VCgXnz5mHOnDmIiYmBmZkZ/P39ZduwsLDINcozNjYWxsbG0NfXh6amJjQ1NfPsY2FhIW0jPT0dCQkJsqNtb/Z5c8RpzjZz+uRFV1cXurq67/w8iIqLEAIzZsjnXktJKY+WLYfDzg48wkZEVMyUGtrMzMxgZmb2Qc/Nzs4G8Oo6sNdpamqicuXKAIBt27bB3t5eeg17e3scPnxY1v/48eOwt7cHAOjo6KBJkybw9/dH165dpdfx9/fH8OHDAQBNmjSBtrY2/P390a1bNwBAREQEoqKipO3Y29tj9uzZePLkCSpWrCi9jrGxMerVq/dB75eoOMXGxmLNmjWytj17emPWrFro3JlH14iIlEEtJtcNDAxEUFAQWrZsibJly+LOnTuYMmUKatSoIQWlf//9F7t378YXX3yB1NRUbNiwQZqSI8eQIUOwYsUKTJgwAQMGDMDJkyexc+dOHDp0SOozZswY9O/fH02bNkWzZs2wZMkSpKSk4KeffgIAmJiYwMXFBWPGjEG5cuVgbGyMESNGwN7eHi1atAAAfP3116hXrx769u0LLy8vxMTEYPLkyRg2bBiPpJHKW7p0FxISbsjaFi2ajE2bNBnWiIiUSC1Cm4GBAfbu3QsPDw+kpKTA0tIS7dq1w+TJk2UhaOPGjRg3bhyEELC3t8fp06fRrFkzab2NjQ0OHTqE0aNHY+nSpahSpQrWrVsHJycnqU+PHj0QFxeHqVOnIiYmBnZ2djh69KhsYMHixYuhoaGBbt26IS0tDU5OTli1apW0XlNTEwcPHsTQoUNhb28PQ0ND9O/fP9epJiJVkpmZidmzZ8vaLl/+H44f/xZbtvDoGhGRsqntPG2lAedpo+IyeXIEtLW3y9p27x6KzMyKmDePgY2IqCCK6vtbLY60EVHRWbx4MbS15XMC2tlNhYeHQkkVERFRXhjaiEqplJQULFiwQNZ28eJXOHLEQUkVERHRuzC0EZVC58+fx4kTJ2Rt8+ePx9atBkqqiIiI3oehjagU8fERCA2VD4hJSDDBsmWj4ObGa9eIiFQZQxtRKfHkyROEhq6WtW3d2guPH9fGvn0MbEREqo6hjagU2Lt3L65evSprmzlzMrS1NbFjBwMbEZE6YGgjKsGysrIwa9YsWVt0dH0cPNgdWVlArVoMbERE6oKhjaiEunXrFrZu3SprO39+CI4fN0edOoC9Pe8fSkSkThjaiEqgZcuW4dmzZ7I2O7upaNRIgefPwUEHRERqiKGNqAR58eIF5s+fL2s7ceJLhIa2lG5FxbBGRKSeNJRdABEVjnXrLuYKbJ98Mg6hoS3x/Dng6amkwoiIqFDwSBuRmstr7jUjIyOMHTsWAKCt/Sqw8fo1IiL1xtBGpMb+/fdfhIaulLXZ2PRAv3620jJPiRIRlQwMbURqaupUH2hqhsraGjachK5d+WNNRFQS8bc7kZrJmXtNU/O/ttjYuli9+gfY2wNduyqtNCIiKkIMbURq5M6dO9i8ebOsLSNjMNq1s0BoKK9bIyIqyRjaiNTEqlWrEBcXJ2ubOnUqFAoFAF63RkRU0jG0Eam4ly9fwsvLS9bWpk0btG7dWkkVERGRMjC0Eamwv//+G0eOHJG1jRkzBmXKlFFSRUREpCwMbUQqavr06bJlTU19HD48AY0avVrOmXuNp0WJiEoHhjYiFbNz51OEha2QtX3//fcYOLAeAgL+u7NBzt8Z2oiISgeGNiIVcuDAAYSF/SNrmzhxIrS1teHmJr+zAe9yQERUuiiEEELZRVDekpKSYGJigsTERBgbGyu7HCpC2dnZmDlzpqwtIqI27t3rhQsXlFQUERF9kKL6/uaRNiIl8vUFFi6MRNu2f8ra69QZBD+/SjySRkREEg1lF0BUmp0581uuwDZ16lQYGFRSUkVERKSqeKSNSAlSU1Mxb948vH7U3MKiNQYPbgPg1fVqHGhARESvY2gjKmbr11/CgweHZG2jR4+WXffw5qADIiIihjaiYvTm3GuZmTr49FN3vHmdaufOPMJGRERyDG1ExSA+Ph7Lly+XtVWr1g39+3+ipIqIiEjdMLQRFbHDhw8jKChI1pYz9xoREVF+MbQRFREfn2yEhsrnXqtevTr69u2rpIqIiEidMbQRFSJfX8DVFahQ4R4cHTfK1g0cOBCVK1dWUmVERKTuGNqICpGnJ9Cy5TpUqfJI1j516lQoFAolVUVERCUBQxtRIfD1BebPT4OTk6esvWXLlvjyyy+VVBUREZUkvCMCUSHYtOkfODrKA9uoUaPeGdh8fQEHh1d/EhERvQ9vGK/CeMN41efrC4SEyOde09DQwJQpU977XAeHV3c9sLcHbwpPRFSCFNX3N4+0EX2gZ8+e5QpsVat+i61bp8DW9v1H0NzcXgU23vWAiIjyg0faVBiPtKkmX1/gzz9D0aCBj6zd3d0dX3yhg4CAV8s8gkZEVDrxSBuRChBC4K+/lssCm5FRNXh4eEBHRwdubkDlyoCeHtCmjRILJSKiEoehjSif/v33X8yYMQOGhvFS2/LlwzBtWn/pVGjnzoC1NZCaCpw69d9zOeiAiIg+FkMbUT6cOnUKK1eulJbLly8PO7upSEurgOfPX83PliOva9U8PV8NOvCUDzAlIiLKN87TRvQOmZmZmD17tqyta9euaNiwIQBgy5ZXQez1gNa586vH69zccvcjIiIqCA5EUGEciKAcvr6vAtawYfdw+7b8VlTjxo2DoaGhkiojIiJ1wIEIREUs57ozV1egcuXdssAWE1MXjRp5yAIbr1MjIqLixCNtKoxH2oqXgwNw+fILTJgwX9bu798P587Z5JrCg5PjEhFRXnikjaiI5Bwx+/LLK7kC26xZExEXZ5PnJLg5Aw7atOERNyIiKno80qbCeKSteDg4CDRuvApmZv9Kba1atcLz522lwQNvDiyQP59H3IiI6D9F9f3N0aNUqj19+hROTitkbb/88gvMzMwAvDus5eDIUCIiKg4MbVRqnTlzBqdPn5aWy5YtixEjRkChUBRoO3lN8UFERFTYGNqo1Mlr7rXOnTujUaNGSqqIiIjo/RjaqFSJiorChg0bZG1jx46FkZGRkioiIiLKH4Y2KjX27t2Lq1evSst16tRBz549lVgRERFR/jG0UYnm6wssXPgCbdvKp/Lo27cvqlevrqSqiIiICo6hjUq0FSuuoW3bPbK2iRMnQltbW0kVERERfRhOrkslSs5EuT4+AmvWrMFnn/0X2BwcHODh4SEFNt6GioiI1AlDG5Uonp5AeHg8QkNnIDY2Vmq3tR2Kr776KlffgIBXfxIREak6nh6lEsXZ+Ryio09Ky8bGxvj111+hoZH7/yecFJeIiNQJQxupPV9fwN09C99/Pwuvz4trZdUJAwY0fuvzOCkuERGpE4Y2UnteXg/www/rZW1jxoxBmTJllFQRERFR4WNoI7W2f/9+fPXVZWnZ2LgmRo/uo8SKiIiIigZDG6kdX19gwYKX+PJLL1l7jRo/4scfayipKiIioqLF0EZqw9f31cABI6Pr+PLL3bJ17u7u0NHRUVJlRERERY+hjVReTliLihLo0GEtKlWKltbZ29vj66+/VmJ1RERExYOhjVSary/Qowegp/cMo0Ytk60bMmQIzM3NlVQZERFR8VK7yXXT0tJgZ2cHhUKB0NBQ2borV66gVatW0NPTg5WVFby8vHI9f9euXbC1tYWenh4aNGiAw4cPy9YLITB16lRYWlpCX18fjo6OuHXrlqxPfHw8+vTpA2NjY5iamsLFxQXPnz8vcC30fp6eQJMm52WBTUvLCFOmTGFgIyKiUkXtQtuECRNQqVKlXO1JSUn4+uuvUbVqVQQHB2P+/PmYNm0afv/9d6nPhQsX0KtXL7i4uCAkJARdu3ZF165dce3aNamPl5cXli1bhjVr1iAwMBCGhoZwcnJCamqq1KdPnz64fv06jh8/joMHD+Ls2bP4+eefC1QLvV3O7aX2789Cu3az8NVXJ6R1HTp0wKRJY/OcLJeIiKhEE2rk8OHDwtbWVly/fl0AECEhIdK6VatWibJly4q0tDSpzdXVVdSpU0da/uGHH0SHDh1k22zevLkYPHiwEEKI7OxsYWFhIebPny+tT0hIELq6umLbtm1CCCFu3LghAIigoCCpz5EjR4RCoRCPHj3Kdy35kZiYKACIxMTEAj1P3dnbC1G58gMxbdo02SMpKUnZpREREb1XUX1/q83hitjYWAwaNAibNm2CgYFBrvUBAQFo3bq1bAShk5MTIiIi8OzZM6mPo6Oj7HlOTk4ICAgAAERGRiImJkbWx8TEBM2bN5f6BAQEwNTUFE2bNpX6ODo6QkNDA4GBgfmuJS9paWlISkqSPUqj3r19MWjQH9Jy9erV4eHhwclyiYioVFOL0CaEgLOzM4YMGSILS6+LiYnJdY1TznJMTMw7+7y+/vXnva1PxYoVZeu1tLRQrly5977O66+Rl7lz58LExER6WFlZvbVvSZSamorp06fj6dMQqa13797o27evEqsiIiJSDUoNbW5ublAoFO98hIeHY/ny5UhOToa7u7syyy1y7u7uSExMlB4PHjxQdknFJiwsDPPmzZO1ubu7o1atWkqqiIiISLUodcqPsWPHwtnZ+Z19qlevjpMnTyIgIAC6urqydU2bNkWfPn2wceNGWFhYIDY2VrY+Z9nCwkL6M68+r6/PabO0tJT1sbOzk/o8efJEto3MzEzEx8e/93Vef4286Orq5nqPJU3OnGtubq9u1i6EwPr16/Hw4UOpT7NmzdC+fXslVklERKR6lBrazMzMYGZm9t5+y5Ytw6xZs6Tlx48fw8nJCTt27EDz5s0BvJpkddKkScjIyIC2tjYA4Pjx46hTpw7Kli0r9fH398eoUaOkbR0/fhz29vYAABsbG1hYWMDf318KaUlJSQgMDMTQoUOlbSQkJCA4OBhNmjQBAJw8eRLZ2dkFqqW08vQEAgKAPn2ADRsScP36Utn6wYMHvzPYEhERlVqFOqyhmERGRuYaPZqQkCDMzc1F3759xbVr18T27duFgYGB+O2336Q+58+fF1paWmLBggUiLCxMeHh4CG1tbXH16lWpj6enpzA1NRU+Pj7iypUrokuXLsLGxka8fPlS6tOuXTvRqFEjERgYKP766y9Rq1Yt0atXrwLVkh+qNnrUx+fVyE4fnw/v6+MjhJGREPb2F2QjQ728vERWVlbRFE5ERFSMiur7u8SENiGEuHz5smjZsqXQ1dUVlStXFp6enrmeu3PnTlG7dm2ho6Mj6tevLw4dOiRbn52dLaZMmSLMzc2Frq6u+PLLL0VERISsz9OnT0WvXr2EkZGRMDY2Fj/99JNITk4ucC3vo2qhzd5eCODVnx/aNzMzU8yYMVsW2AIDA4umYCIiIiUoqu9vhRBCKPNIH71dUlISTExMkJiYCGNjY2WXk+t6tIL2ffz4MdauXSvrN3r0aJV4b0RERIWlqL6/GdpUmKqFto9x8OBBBAcHS8vVqlVDv379oFAolFgVERFR4Suq72+1mKeN1EfOLah8fV8tp6WlYfr06bLA1rNnT/Tv35+BjYiIqACUOnqUSp6c0aGenkCdOhHYvn27bL2bm1uJn9aEiIioKDC0UaFycwM8PQW++84b27dHSe1NmzZFhw4dlFgZERGRemNoo0L1+eeJCAlZgpSU/9oGDRqESpUqKa8oIiKiEoChjQpNYGAgjh49Ki3r6upi/Pjx0NTUVGJVREREJQNDG3207OxseHl5IS0tTWqrXNkJAwe2UGJVREREJQtDG30wX19g5cpoODj8LmtfvHgU6tUzwcCBSiqMiIioBGJoow/m43MYDg5B0nJcnBVWrvwJenoKuLkpsTAiIqISiKGNCiwtLQ2enp6wtv6vrUePHrh50xb//JO/OyYQERFRwTC0UYHcvHkT27Ztk7W5urpCT08PtrYMa0REREWFd0QgyZt3M3idEAJ//vmnLLA1btwYHh4e0NPTK8YqiYiISieGNpK8fjeD1yUlJWHGjBmIjIyU2gICBqJTp07FXCEREVHpxdBGEjc3wN4eskEEf//9NxYvXiwta2ho49ixyfjll8pKqJCIiKj04jVtBODVKVFPz/8GEWRnZ2PhwoV48eKF1Cc8/Cv06uWAKVOUWCgREVEpxdBGAOSnRps1i8Fvv/0mW3/mzK84dcoU9+9zsAEREZEyMLQRgJwbvQM//uiH3367KLUbGFTGuHEuOHBAgdRUcP41IiIiJWFoIwBAu3bpCAmZi7i4/9p27PgeDx7UQ506r46u8QgbERGR8nAgAuHWrVuYO3eurG3PHldERtbD8+e5R5MSERFR8eORtlJu8+bNuHPnjrRsZ2eHLl26wMNDPjiBiIiIlIuhrZRKTk7GokWLZG0uLi6oUqWKtMxTokRERKqDoa0U2rAhFFFRPtKyhoYGJk6cCE1NTSVWRURERO/Ca9pKoXv3Dkh///LLLzFlyhQpsL3rVlZERESkPAxtpZCV1ddITLREvXoj0bJlS1lQe9utrIiIiEi5FEIIoewiKG9JSUkwMTFBYmIijI2Ni+x1HBxeBbWcW1i9fmcEIiIiKpii+v7mkTaS3XO0c2fgwgUGNiIiIlXDgQjEUaJERERqgEfaSjEOOiAiIlIfDG2lGAcdEBERqQ+GtlLs9WvZiIiISLXxmrZSjNeyERERqQ8eaSMiIiJSAwxtRERERGqAoY2IiIhIDTC0EREREakBhjYiIiIiNcDQRkRERKQGGNqIiIiI1ABDGxEREZEaYGgjIiIiUgMMbURERERqgKGNiIiISA0wtBERERGpAYY2IiIiIjWgpewC6O2EEACApKQkJVdCRERE+ZXzvZ3zPV5YGNpUWHJyMgDAyspKyZUQERFRQSUnJ8PExKTQtqcQhR0DqdBkZ2fj8ePHKFOmDBQKhbLLKVZJSUmwsrLCgwcPYGxsrOxy6DXcN6qL+0Z1cd+otsLeP0IIJCcno1KlStDQKLwr0XikTYVpaGigSpUqyi5DqYyNjfkLTkVx36gu7hvVxX2j2gpz/xTmEbYcHIhAREREpAYY2oiIiIjUAEMbqSRdXV14eHhAV1dX2aXQG7hvVBf3jerivlFt6rJ/OBCBiIiISA3wSBsRERGRGmBoIyIiIlIDDG1EREREaoChjYiIiEgNMLRRoUtLS4OdnR0UCgVCQ0Nl665cuYJWrVpBT08PVlZW8PLyyvX8Xbt2wdbWFnp6emjQoAEOHz4sWy+EwNSpU2FpaQl9fX04Ojri1q1bsj7x8fHo06cPjI2NYWpqChcXFzx//rzAtZQUnTt3hrW1NfT09GBpaYm+ffvi8ePHsj47d+6EnZ0dDAwMULVqVcyfPz/Xdk6fPo3GjRtDV1cXNWvWhLe3d64+K1euRLVq1aCnp4fmzZvj77//lq1PTU3FsGHDUL58eRgZGaFbt26IjY2V9YmKikKHDh1gYGCAihUrYvz48cjMzPz4D0IF5Wff+Pn5oUWLFihTpgzMzMzQrVs33Lt3T9aH+6ZovG//TJs2DQqFItfD0NBQth3+Xit8+fnZEUJgwYIFqF27NnR1dVG5cmXMnj1b1ketfnYEUSEbOXKkaN++vQAgQkJCpPbExERhbm4u+vTpI65duya2bdsm9PX1xW+//Sb1OX/+vNDU1BReXl7ixo0bYvLkyUJbW1tcvXpV6uPp6SlMTEzE/v37xeXLl0Xnzp2FjY2NePnypdSnXbt2omHDhuLixYvi3LlzombNmqJXr14FqqUkWbRokQgICBD37t0T58+fF/b29sLe3l5af/jwYaGlpSVWr14t7ty5Iw4ePCgsLS3F8uXLpT53794VBgYGYsyYMeLGjRti+fLlQlNTUxw9elTqs337dqGjoyPWr18vrl+/LgYNGiRMTU1FbGys1GfIkCHCyspK+Pv7i0uXLokWLVoIBwcHaX1mZqb45JNPhKOjowgJCRGHDx8WFSpUEO7u7kX8KSnH+/bN3bt3ha6urnB3dxe3b98WwcHBonXr1qJRo0ayPtw3ReN9+yc5OVlER0fLHvXq1RP9+/eX+vD3WtF4374RQogRI0aIOnXqCB8fH3H37l1x6dIlcezYMWm9uv3sMLRRoTp8+LCwtbUV169fzxXaVq1aJcqWLSvS0tKkNldXV1GnTh1p+YcffhAdOnSQbbN58+Zi8ODBQgghsrOzhYWFhZg/f760PiEhQejq6opt27YJIYS4ceOGACCCgoKkPkeOHBEKhUI8evQo37WUZD4+PkKhUIj09HQhhBC9evUS3bt3l/VZtmyZqFKlisjOzhZCCDFhwgRRv359WZ8ePXoIJycnablZs2Zi2LBh0nJWVpaoVKmSmDt3rhDi1b7S1tYWu3btkvqEhYUJACIgIEAI8erfkIaGhoiJiZH6rF69WhgbG8v2V0n15r7ZtWuX0NLSEllZWVIfX19fWR/um+Lz5v55U2hoqAAgzp49K7Xx91rxeHPf3LhxQ2hpaYnw8PC3PkfdfnZ4epQKTWxsLAYNGoRNmzbBwMAg1/qAgAC0bt0aOjo6UpuTkxMiIiLw7NkzqY+jo6PseU5OTggICAAAREZGIiYmRtbHxMQEzZs3l/oEBATA1NQUTZs2lfo4OjpCQ0MDgYGB+a6lpIqPj8eWLVvg4OAAbW1tAK9Oaevp6cn66evr4+HDh7h//z6A9++b9PR0BAcHy/poaGjA0dFR6hMcHIyMjAxZH1tbW1hbW8v2X4MGDWBubi57naSkJFy/fr2wPgaVlNe+adKkCTQ0NLBhwwZkZWUhMTERmzZtgqOjo9SH+6Z45LV/3rRu3TrUrl0brVq1ktr4e63o5bVvDhw4gOrVq+PgwYOwsbFBtWrVMHDgQMTHx0vPU7efHYY2KhRCCDg7O2PIkCGyXyqvi4mJkf2DBSAtx8TEvLPP6+tff97b+lSsWFG2XktLC+XKlXvv67z+GiWNq6srDA0NUb58eURFRcHHx0da5+TkhL1798Lf3x/Z2dm4efMmFi5cCACIjo4G8PbPLCkpCS9fvsS///6LrKys9+4bHR0dmJqavrMP981/+8bGxgbHjh3DxIkToaurC1NTUzx8+BA7d+6U+nDfFK137Z/XpaamYsuWLXBxcZG18/da0XnXvrl79y7u37+PXbt24c8//4S3tzeCg4PRvXt3qY+6/ewwtNE7ubm55XmR7euP8PBwLF++HMnJyXB3d1d2yaVGfvdNjvHjxyMkJATHjh2DpqYm+vXrB/H/N0QZNGgQhg8fjo4dO0JHRwctWrRAz549Abz6XyUVTGHum5iYGAwaNAj9+/dHUFAQzpw5Ax0dHXTv3l3qQwVTmPvndfv27UNycjL69+9fnG+nRCnMfZOdnY20tDT8+eefaNWqFb744gv88ccfOHXqFCIiIpT1Fj+KlrILINU2duxYODs7v7NP9erVcfLkSQQEBOS6b1vTpk3Rp08fbNy4ERYWFrlG0+QsW1hYSH/m1ef19TltlpaWsj52dnZSnydPnsi2kZmZifj4+Pe+zuuvoeryu29yVKhQARUqVEDt2rVRt25dWFlZ4eLFi7C3t4dCocC8efMwZ84cxMTEwMzMDP7+/rJtvO0zMzY2hr6+PjQ1NaGpqfne/Zeeno6EhATZ/0rf7PPmyKzSvG9WrlwJExMT2SjAzZs3w8rKCoGBgWjRogX3TQEV5v553bp169CxY8dcR1T4ey3/CnPfWFpaQktLC7Vr15b6161bF8CrkZx16tRRv5+dfF/9RvQO9+/fF1evXpUefn5+AoDYvXu3ePDggRDiv4tkX7+A193dPddAhI4dO8q2bW9vn+uC3QULFkjrExMT87xg99KlS1IfPz+/PC/YfVctJdn9+/cFAHHq1Km39unbt69sJNaECRPEJ598IuvTq1evXBfsDh8+XFrOysoSlStXznXB7u7du6U+4eHheV6w+/rIrN9++00YGxuL1NTUD3vDauTNfTNmzBjRrFkzWZ/Hjx8LAOL8+fNCCO6b4vS2n527d+8KhUIhDhw4kOs5/L1WPN7cNznfQ7dv35b65AwUiYiIEEKo388OQxsVicjIyFyjRxMSEoS5ubno27evuHbtmti+fbswMDDINeWHlpaWWLBggQgLCxMeHh55Do03NTUVPj4+4sqVK6JLly55Do1v1KiRCAwMFH/99ZeoVauWbGh8fmopKS5evCiWL18uQkJCxL1794S/v79wcHAQNWrUkH5ZxMXFidWrV4uwsDAREhIiRo4cKfT09ERgYKC0nZyh8ePHjxdhYWFi5cqVeQ6N19XVFd7e3uLGjRvi559/FqamprIRU0OGDBHW1tbi5MmT4tKlS7mG6ecMjf/6669FaGioOHr0qDAzMyuR00rkZ9/4+/sLhUIhpk+fLm7evCmCg4OFk5OTqFq1qnjx4oUQgvumqORn/+SYPHmyqFSpksjMzMy1Hf5eK3z52TdZWVmicePGonXr1uKff/4Rly5dEs2bNxdfffWVtB11+9lhaKMikVdoE0KIy5cvi5YtWwpdXV1RuXJl4enpmeu5O3fuFLVr1xY6Ojqifv364tChQ7L12dnZYsqUKcLc3Fzo6uqKL7/8UvpfU46nT5+KXr16CSMjI2FsbCx++uknkZycXOBaSoIrV66INm3aiHLlygldXV1RrVo1MWTIEPHw4UOpT1xcnGjRooUwNDQUBgYG4ssvvxQXL17Mta1Tp04JOzs7oaOjI6pXry42bNiQq8/y5cuFtbW10NHREc2aNcu1nZcvX4pffvlFlC1bVhgYGIhvv/1WREdHy/rcu3dPtG/fXujr64sKFSqIsWPHioyMjML5QFRIfvaNEEJs27ZNNGrUSBgaGgozMzPRuXNnERYWJuvDfVP48rt/srKyRJUqVcTEiRPfui3+Xitc+d03jx49Et99950wMjIS5ubmwtnZWTx9+lTWR51+dhRC8EpWIiIiIlXHYWFEREREaoChjYiIiEgNMLQRERERqQGGNiIiIiI1wNBGREREpAYY2oiIiIjUAEMbERERkRpgaCMiKgIKhQL79+9Xdhkyp0+fhkKhQEJCgrJLIaIPwNBGRPQRpk2bJt3Um4ioKDG0EREREakBhjYiKtWys7Mxd+5c2NjYQF9fHw0bNsTu3bsB/Hc60d/fH02bNoWBgQEcHBwQEREBAPD29sb06dNx+fJlKBQKKBQKeHt7S9v+999/8e2338LAwAC1atWCr69vvmrKeV0/Pz80atQI+vr6aNu2LZ48eYIjR46gbt26MDY2Ru/evfHixQvpeWlpaRg5ciQqVqwIPT09tGzZEkFBQYX3YRGRUjG0EVGpNnfuXPz5559Ys2YNrl+/jtGjR+PHH3/EmTNnpD6TJk3CwoULcenSJWhpaWHAgAEAgB49emDs2LGoX78+oqOjER0djR49ekjPmz59On744QdcuXIF33zzDfr06YP4+Ph81zZt2jSsWLECFy5cwIMHD/DDDz9gyZIl2Lp1Kw4dOoRjx45h+fLlUv8JEyZgz5492LhxI/755x/UrFkTTk5OBXpNIlJhBbq9PBFRCZKamioMDAzEhQsXZO0uLi6iV69e4tSpUwKAOHHihLTu0KFDAoB4+fKlEEIIDw8P0bBhw1zbBiAmT54sLT9//lwAEEeOHHlvXXm97ty5cwUAcefOHalt8ODBwsnJSdq+tra22LJli7Q+PT1dVKpUSXh5ecm2++zZs/fWQESqR0uJeZGISKlu376NFy9e4KuvvpK1p6eno1GjRtLy//73P+nvlpaWAIAnT57A2tr6ndt//XmGhoYwNjbGkydP8l3f6883NzeHgYEBqlevLmv7+++/AQB37txBRkYGPvvsM2m9trY2mjVrhrCwsHy/JhGpLoY2Iiq1nj9/DgA4dOgQKleuLFunq6uLO3fuAHgVfnIoFAoAr66Fe5/Xn5fz3Pw8L6/nKxSKj94eEak3XtNGRKVWvXr1oKuri6ioKNSsWVP2sLKyytc2dHR0kJWVVcSVvl+NGjWgo6OD8+fPS20ZGRkICgpCvXr1lFgZERUWHmkjolKrTJkyGDduHEaPHo3s7Gy0bNkSiYmJOH/+PIyNjVG1atX3bqNatWqIjIxEaGgoqlSpgjJlykBXV7cYqpczNDTE0KFDMX78eJQrVw7W1tbw8vLCixcv4OLiUuz1EFHhY2gjolJt5syZMDMzw9y5c3H37l2YmpqicePGmDhxYr5OPXbr1g179+5FmzZtkJCQgA0bNsDZ2bnoC8+Dp6cnsrOz0bdvXyQnJ6Np06bw8/ND2bJllVIPERUuhRBCKLsIIiIiIno3XtNGREREpAYY2oiIitmQIUNgZGSU52PIkCHKLo+IVBRPjxIRFbMnT54gKSkpz3XGxsaoWLFiMVdEROqAoY2IiIhIDfD0KBEREZEaYGgjIiIiUgMMbURERERqgKGNiIiISA0wtBERERGpAYY2IiIiIjXA0EZERESkBhjaiIiIiNTA/wGshenDJO+9bAAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import statements\n",
+        "import os\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "\n",
+        "# Import IDAES libraries\n",
+        "from idaes.core.surrogate.sampling.data_utils import split_training_validation\n",
+        "from idaes.core.surrogate.pysmo_surrogate import PysmoPolyTrainer, PysmoSurrogate\n",
+        "from idaes.core.surrogate.plotting.sm_plotter import (\n",
+        "    surrogate_scatter2D,\n",
+        "    surrogate_parity,\n",
+        "    surrogate_residual,\n",
+        ")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.1 Importing Training and Validation Datasets\n",
+        "\n",
+        "In this section, we read the dataset from the CSV file located in this directory. 500 data points were simulated for S-CO2 physical properties using REFPROP package. This example is trained on the entire dataset because neural  network can overfit on smaller dataset. The data is separated using an 80/20 split into training and validation data using the IDAES split_training_validation() method.\n",
+        "\n",
+        "We rename the column headers because they contained \".\", which may cause errors while reading the column names in subsequent code, thus as a good practice we change them to the variable names to be used in the property package. Further, the input variables are **pressure**, **temperature** , while the output variables are **enth_mol**, **entr_mol**, hence we create two new dataframes for the input and output variables. "
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Import training data\n",
+        "np.set_printoptions(precision=6, suppress=True)\n",
+        "\n",
+        "csv_data = pd.read_csv(datafile_path(\"500_Points_DataSet.csv\"))\n",
+        "\n",
+        "new_names = [\n",
+        "    \"pressure\",\n",
+        "    \"temperature\",\n",
+        "    \"enth_mol\",\n",
+        "    \"entr_mol\",\n",
+        "    \"CO2_enthalpy\",\n",
+        "    \"CO2_entropy\",\n",
+        "]\n",
+        "csv_data.columns = new_names + list(csv_data.columns[6:])\n",
+        "data = csv_data.sample(n=500)\n",
+        "\n",
+        "input_data = data.iloc[:, :2]\n",
+        "output_data = data.iloc[:, 2:4]\n",
+        "\n",
+        "# # Define labels, and split training and validation data\n",
+        "input_labels = list(input_data.columns)\n",
+        "output_labels = list(output_data.columns)\n",
+        "\n",
+        "n_data = data[input_labels[0]].size\n",
+        "data_training, data_validation = split_training_validation(data, 0.8, seed=n_data)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.2 Training Surrogates with PySMO\n",
+        "\n",
+        "IDAES builds a model class for each type of PySMO surrogate model. In this case, we will call and build the Polynomial Regression class. Regression settings can be directly passed as class arguments, as shown below. In this example, allowed basis terms span a 5th order polynomial, a variable product as well as a extra features are defined, and data is internally cross-validated using 10 iterations of 80/20 splits to ensure a robust surrogate fit. Note that PySMO uses cross-validation of training data to adjust model coefficients and ensure a more accurate fit, while we separate the validation dataset pre-training in order to visualize the surrogate fits.\n",
+        "\n",
+        "Finally, after training the model we save the results and model expressions to a folder which contains a serialized JSON file. Serializing the model in this fashion enables importing a previously trained set of surrogate models into external flowsheets. This feature will be used later."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 20466.657669\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -534397.59515\n",
+            "(x_ 1 )^ 1      | -2733.579691\n",
+            "(x_ 2 )^ 1      | 1036.106357\n",
+            "(x_ 1 )^ 2      | 32.409203\n",
+            "(x_ 2 )^ 2      | -2.852387\n",
+            "(x_ 1 )^ 3      | 0.893563\n",
+            "(x_ 2 )^ 3      | 0.004018\n",
+            "(x_ 1 )^ 4      | -0.045284\n",
+            "(x_ 2 )^ 4      | -3e-06\n",
+            "(x_ 1 )^ 5      | 0.000564\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 4.372684\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -0.002723\n",
+            "Coeff. additional_regression_features[ 2 ]:  3.6e-05\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.050607\n",
+            "Coeff. additional_regression_features[ 4 ]:  169668.814595\n",
+            "Coeff. additional_regression_features[ 5 ]:  -44.726026\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 134.972465  / MSE: 54613.278159  / R^2: 0.999601\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:48:46 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output enth_mol trained successfully\n",
+            "\n",
+            "===========================Polynomial Regression===============================================\n",
+            "\n",
+            "Warning: solution.pickle already exists; previous file will be overwritten.\n",
+            "\n",
+            "No iterations will be run.\n",
+            "Default parameter estimation method is used.\n",
+            "Parameter estimation method:  pyomo \n",
+            "\n",
+            "No iterations will be run.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "WARNING: Loading a SolverResults object with a warning status into\n",
+            "model.name=\"unknown\";\n",
+            "    - termination condition: maxIterations\n",
+            "    - message from solver: Ipopt 3.13.2\\x3a Maximum Number of Iterations\n",
+            "      Exceeded.\n",
+            "\n",
+            "Best surrogate model is of order 5  with a cross-val S.S. Error  of 0.156437\n",
+            "\n",
+            "------------------------------------------------------------\n",
+            "The final coefficients of the regression terms are: \n",
+            "\n",
+            "k               | -519.862457\n",
+            "(x_ 1 )^ 1      | -8.820865\n",
+            "(x_ 2 )^ 1      | 3.676641\n",
+            "(x_ 1 )^ 2      | 0.18002\n",
+            "(x_ 2 )^ 2      | -0.010217\n",
+            "(x_ 1 )^ 3      | -0.000783\n",
+            "(x_ 2 )^ 3      | 1.4e-05\n",
+            "(x_ 1 )^ 4      | -6.9e-05\n",
+            "(x_ 2 )^ 4      | -0.0\n",
+            "(x_ 1 )^ 5      | 1e-06\n",
+            "(x_ 2 )^ 5      | 0.0\n",
+            "x_ 1 .x_ 2      | 0.010367\n",
+            "\n",
+            "The coefficients of the extra terms in additional_regression_features are:\n",
+            "\n",
+            "Coeff. additional_regression_features[ 1 ]:  -7e-06\n",
+            "Coeff. additional_regression_features[ 2 ]:  0.0\n",
+            "Coeff. additional_regression_features[ 3 ]:  -0.000112\n",
+            "Coeff. additional_regression_features[ 4 ]:  484.312223\n",
+            "Coeff. additional_regression_features[ 5 ]:  -0.1166\n",
+            "\n",
+            "Regression model performance on training data:\n",
+            "Order:  5  / MAE: 0.398072  / MSE: 0.495330  / R^2: 0.998873\n",
+            "\n",
+            "Results saved in  solution.pickle\n",
+            "2023-08-19 23:49:20 [INFO] idaes.core.surrogate.pysmo_surrogate: Model for output entr_mol trained successfully\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Create PySMO trainer object\n",
+        "trainer = PysmoPolyTrainer(\n",
+        "    input_labels=input_labels,\n",
+        "    output_labels=output_labels,\n",
+        "    training_dataframe=data_training,\n",
+        ")\n",
+        "\n",
+        "var = output_labels\n",
+        "trainer.config.extra_features = [\n",
+        "    \"pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature*temperature\",\n",
+        "    \"pressure*pressure*temperature\",\n",
+        "    \"pressure/temperature\",\n",
+        "    \"temperature/pressure\",\n",
+        "]\n",
+        "# Set PySMO options\n",
+        "trainer.config.maximum_polynomial_order = 5\n",
+        "trainer.config.multinomials = True\n",
+        "trainer.config.training_split = 0.8\n",
+        "trainer.config.number_of_crossvalidations = 10\n",
+        "\n",
+        "# Train surrogate (calls PySMO through IDAES Python wrapper)\n",
+        "poly_train = trainer.train_surrogate()\n",
+        "\n",
+        "# create callable surrogate object\n",
+        "xmin, xmax = [7, 306], [40, 1000]\n",
+        "input_bounds = {input_labels[i]: (xmin[i], xmax[i]) for i in range(len(input_labels))}\n",
+        "poly_surr = PysmoSurrogate(poly_train, input_labels, output_labels, input_bounds)\n",
+        "# save model to JSON\n",
+        "model = poly_surr.save_to_file(\"pysmo_poly_surrogate.json\", overwrite=True)"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.3 Visualizing surrogates\n",
+        "Now that the surrogate models have been trained, the models can be visualized through scatter, parity and residual plots to confirm their validity in the chosen domain. The training data will be visualized first to confirm the surrogates are fit the data, and then the validation data will be visualized to confirm the surrogates accurately predict new output values."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 Model Validation\n",
-    "\n",
-    "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_training, filename=\"pysmo_poly_train_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_training, filename=\"pysmo_poly_train_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_training, filename=\"pysmo_poly_train_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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YtWqV6tWrp8aNG6tnz55at26dZs+erQ8++ED+/v5q27atZs6cqaeeekpt2rTR4sWL7SaWJyQkaPjw4frnP/+pqKgoTZ8+XVFRUVq4cKHefvtttW7dWmlpaZoxY4ZJ3xIAYIbCwkKlpqbahKKwsDClpKR4VCiSJIvhjPu+vUheXp4iIiKUm5ur8PBwa/uZM2e0b98+NWnSRMHBwSZWCFfj2gNA2b788kulp6fbtN15552Ki4vT8uVSWpo0bpzUu3fV1lHW7++KYigNAABUyp8nWEvShAkTrHc7p6VJGRlnf1Z1MHIWghEAAKiQJUsOa/fuV2zaOnXqpF69etm0jRv3vx4jT0EwAgAA5eaol+js2kTV7dp79/acnqJzCEYAAOAvFRUVacqUKXbtKSkpJlRTdQhGAADgvJYsWaLdu3fbtH35ZSfl5vaSl+UighEAACibo6Gzdu0eV3q6v0fNHSovghEAALCTlZWlRYsW2bWfGzrr08fVFbkGwQgAANhw1EtUWDhQTz7Z1IRqXIuVrwEAgCTJMAyHoWjixBTNmuX9oUiixwhOlJSUpJycHC1btkySdO2116pdu3Z67rnnKn1OZ5wDAPDXZsyYoVOnTtm1FxSkqEYNadQoE4oyAcHIByQlJVnHiQMCAhQXF6dBgwbpscceU7VqVfd/gffee08BAQHlOnb9+vXq2rWrTpw4ocjIyEqdAwBQOY56iZ5++iH93/9V18aNkoO79L0WwchH9OzZUwsWLFB+fr4+/PBDjRgxQgEBAUpOTrY5rqCgwGkP/KtVq5ZbnAMA4Nju3bu1ZMkSu/aCghT93/951orVzsIcIx8RFBSkmJgYNWrUSPfee6+6d++u5cuXKykpSX379tWUKVNUv359tWjRQpJ04MAB3XrrrYqMjFStWrXUp08fZWVlWc9XXFysMWPGKDIyUrVr19YjjzyiPz+P+Nprr9Xo0aOt2/n5+Xr00UcVGxuroKAgNW/eXK+++qqysrLUtWtXSVLNmjVlsViUlJTk8BwnTpzQoEGDVLNmTYWGhqpXr1764YcfrPsXLlyoyMhIpaenq1WrVqpRo4Z69uypI0eOWI9Zv369OnXqpOrVqysyMlJXXnmlfvrpJyf9SQOAZ0hNTbULRfv3t9LEiSlat07auNHzVq12BoKRjwoJCVFBQYEkac2aNdq9e7dWr16tFStWqLCwUImJiQoLC9Nnn32mL774whowzr3nmWee0cKFCzV//nx9/vnn+vXXX/X++++f9zMHDRqkN998U7Nnz9auXbv08ssvq0aNGoqNjdW7774r6ey/Xo4cOaJZs2Y5PEdSUpK++eYbLV++XBkZGTIMQ3//+99VWFhoPeb06dOaMWOGXnvtNW3YsEH79+/XQw89JOnsyq19+/ZVly5dtG3bNmVkZOjuu++2PvAQAHyBo6Gzp55KUZ8+tyo+3jd7is5hKM3HGIahNWvWKD09Xffff7+OHz+u6tWra968edYhtNdff10lJSWaN2+eNTAsWLBAkZGRWr9+vXr06KHnnntOycnJuummmyRJc+fOVXp6epmf+/333+utt97S6tWr1b17d0lS06b/u8Ph3JBZdHS0zRyjP/rhhx+0fPlyffHFF0pISJAkLV68WLGxsVq2bJluueUWSVJhYaHmzp2rZs2aSZJGjhypSZMmSZLy8vKUm5urG264wbq/VatWFf+DBAAP5CgQSdKMGSl68EHPfLaZs9FjZJLly6WEhLM/XWHFihWqUaOGgoOD1atXL/3zn//UxIkTJUmXXnqpzbyirVu3as+ePQoLC1ONGjVUo0YN1apVS2fOnNHevXuVm5urI0eOqHPnztb3VKtWTR07dizz87ds2SJ/f3916dKl0t9h165dqlatms3n1q5dWy1atNCuXbusbaGhodbQI0n16tXTsWPHJJ0NYElJSUpMTNSNN96oWbNm2QyzAYC3chSKbrnlFqWkpOi333xrgvX50GNkkrQ0KSPj7E9XpPOuXbtqzpw5CgwMVP369W3uRvvzE5FPnjypDh06aPHixXbniYqKqtTnh4SEVOp9lfHnu9gsFovN/KcFCxZo1KhRWrVqlZYuXarHH39cq1ev1hVXXOGyGgHAVY4ePaq5c+fatXvbw1+dhR4jk4wbJ5eO41avXl3NmzdXXFzcX96if9lll+mHH35QdHS0mjdvbvOKiIhQRESE6tWrp//+97/W9xQVFWnTpk1lnvPSSy9VSUmJPv30U4f7z/VYFRcXl3mOVq1aqaioyOZzf/nlF+3evVutW7c+73f6s/bt2ys5OVkbN25UmzZt9MYbb1To/QDgCVJTUx2GovR0QlFZCEYm6d3bfWf833777apTp4769Omjzz77TPv27dP69es1atQoHTx4UJL0wAMPKC0tTcuWLVNmZqbuu+8+5eTklHnOxo0ba/DgwRoyZIiWLVtmPedbb70lSWrUqJEsFotWrFih48eP6+TJk3bnuOiii9SnTx8NGzZMn3/+ubZu3ao77rhDDRo0UJ9yPrRn3759Sk5OVkZGhn766Sd9/PHH+uGHH5hnBMDrOBo6mzfvCaWnp/j05Oq/QjCCndDQUG3YsEFxcXG66aab1KpVKw0dOlRnzpxReHi4JGns2LEaOHCgBg8erPj4eIWFhekf//jHec87Z84c3XzzzbrvvvvUsmVLDRs2zLrKaoMGDZSamqpx48apbt26GjlypMNzLFiwQB06dNANN9yg+Ph4GYahDz/8sNyLQIaGhiozM1P9+vXTxRdfrLvvvlsjRozQPffcU4E/IQBwX9OnTy/zsR7Vq/u57T/K3YXF+PPiMz4uLy9PERERys3NtYYASTpz5oz27dunJk2aKDg42MQK4WpcewCewlEgysxsoS1b+qtmzbPTN7w1FJX1+7uimHwNAICHO3PmjJ566im79okTzz7nbPFi7w1EzkYwAgDAg5W1NlFBQYr1Jh9CUfkRjAAA8FCOQtEll4zWzTdHmFCNdyAYAQDgYT744ANt2bLFrp21iS4cd6VVEHPVfQ/XHIA7SU1NdRiKWJvIOegxKqdzt4OfPn3apas4w3ynT5+WZL+iNgC4kmEY1uc+/lFBQYrWrfPtB786E8GonPz9/RUZGWl95lZoaChPZPdyhmHo9OnTOnbsmCIjI+Xv7292SQB8VFkTrCdOPDvBeuNGFxfkxQhGFRATEyNJ1nAE3xAZGWm99gDgao5C0ebN/9Qll7R06aOlfAXBqAIsFovq1aun6OhoFRYWml0OXCAgIICeIgCm2LZtm95//3279vT0FHqIqhDBqBL8/f35ZQkAqDJlDZ3xnLOqRzACAMCNOApFEyZMkMViEXfjVz2CEQAAbqCsXiLWJnItghEAACZzFIratWunPn36mFCNbyMYAQBgkp9//lkvvviiXXt6egrDZiYhGAEAYAImWLsnghEAAC7mKBQ9+uijCg4OpqfIZAQjAABcZMqUKSoqKrJrb98+RcHBJhQEOwQjAABcoKyhs/btU9S7t4uLQZkIRgAAVKGioiJNmTLFrp0VrN0TwQgAgCrCBGvPQzACAKAKOApFQ4cOVcOGDZlg7cYIRgAAONHq1au10cEYGStYewaCEQAATsJjPTwfwQgAACdwFIomTkzRBx+YUAwqjWAEAMAFKKuXaNKkFN18s7gV38MQjAAAqITx46XAQPtQVL/+dRo2LIEJ1h6KYAQAQAUtXrxPgYH/tmtnLpHnIxgBAFBOy5dLmzczwdqb+ZldAAAAnsJRKEpPf0Lt2xOKvAU9RgAA/IXz3YZPR5F38coeoxdffFGNGzdWcHCwOnfurK+++srskgAAHspRKPr110b0Enkpr+sxWrp0qcaMGaO5c+eqc+fOeu6555SYmKjdu3crOjra7PIAAB7i1KlTmjFjhl07c4m8m8UwDMPsIpypc+fOuvzyy/XCCy9IkkpKShQbG6v7779f48rxxL68vDxFREQoNzdX4eHhVV0uAMANsYK153HW72+v6jEqKCjQpk2blJycbG3z8/NT9+7dlZGR4fA9+fn5ys/Pt27n5eVVeZ0AAPflKBSNGTNGYWFhJlQDV/OqYPTzzz+ruLhYdevWtWmvW7euMjMzHb5n2rRpZf7LAADgO5599k3l5X1v104vkW/xysnXFZGcnKzc3Fzr68CBA2aXBABwsdTUVEIRJHlZj1GdOnXk7++vo0eP2rQfPXpUMTExDt8TFBSkoKAgV5QHAHAzhmFo0qRJdu0EIt/lVT1GgYGB6tChg9asWWNtKykp0Zo1axQfH29iZQAAd5OamuowFM2YQSjyZV7VYySdnSA3ePBgdezYUZ06ddJzzz2nU6dO6c477zS7NACAm3A0t7So6CY999ylGjXKhILgNrwuGP3zn//U8ePHNWHCBGVnZ6tdu3ZatWqV3YRsAIDv2bBhg9atW2fXfm7obPJkV1cEd+N16xhdKNYxAgDvw8NfvR/rGAEAUE6OQhGBCI4QjAAAXosVrFFRBCMAgFdyFIpatGih/v37m1ANPAXBCADgVQ4dOqR58+bZtdNLhPIgGAEAvAZDZ7hQBCMAgFdwFIqSk5MVGBhoQjXwVAQjAIDH4jZ8OJtXPRIEAOBbCEVwNnqMAAAeZfly6emn89W9e5rdPgIRLhTBCADgUTZvTlX37vbthCI4A0NpAACP4WiCdUbGXWrfnlAE56DHCADg9pYsWaLdu3fbtdNLBGcjGAEA3BprE8GVCEYAALflKBQRiFCVCEYAALdDLxHMQjACALiNshZs3LChmx544GoTKoKvIRgBANzCt99+q82b/2PXnp6eonHjpN69TSgKPodgBAAw3fmGzhg9gysRjAAApnIUiiZMmCCLxWJCNfB1BCMAgCmYYA13xMrXAACXcxSKiooCWMEapqPHCADgMidOnNDs2bPt2uklgrsgGAEAXKKsoTN6ieBOCEYAgCrnKBQ9+OCDCg8PN6EaoGwEIwBAlUlNnSTJsGtn6AzuimAEAKgS3HUGT0QwAgA4VUlJiSZPnmzXTiCCJyAYAQCchl4ieDqCEQDAKRyFoltvvVWtWrUyoRqgcghGAIALsmLFCm3atMmunV4ieCKCEQCg0hg6g7chGAEAKsVRKCIQwdMRjAAAFUIvEbwZwQgAUG6OQlGLFi3Uv39/E6oBnI9gBAD4S3v37tXrr79u104vEbwNwQgAcF4MncGXEIwAAGVyFIratn1MffsGmFANUPUIRgAAO/QSwVf5mV0AAMC9EIrgy+gxAgBIkn7//XdNnz7drp1ABF9CMAIA0EsElGIoDQB8nKNQNHfuPUpPJxTB99BjBAA+6pVXXtHhw4ft2pcsSVFEhDRunAlFASYjGAGADzrf0BmjZ/BlBCMA8CGGYWjSpEl27cwlAs4iGAGAj2CCNfDXCEYA4MWWL5fS0qTERPtQdN111ykhIcGEqgD3RTACAC/2xhtfKTHxI7t2eokAxwhGAOClUlNT1aqVfTuhCCgbwQgAvJCj+UQTJkyQxWIxoRrAcxCMAMCLMMEauDAEIwDwEo5CUZ06dTRixAgTqgE8U4WDkb+/v44cOaLo6Gib9l9++UXR0dEqLi52WnEAgL/2888/68UXX7Rrb98+Rb17m1AQ4MEqHIwMw3DYnp+fr8DAwAsuCABQfmUNnU2cmKL4eBGMgAoqdzCaPXu2JMlisWjevHmqUaOGdV9xcbE2bNigli1bOr9CAIBDjkLR9OkPKzY2VPHxPOsMqIxyB6Nnn31W0tkeo7lz58rf39+6LzAwUI0bN9bcuXOdXyEAwEZZvUTt26eobduzgYieIqByyh2M9u3bJ0nq2rWr3nvvPdWsWbPKigIAOPZXd50RiIALU+E5RuvWrauKOgAA57FsWbG2bn3Srp3b8AHnqnAwGjJkyHn3z58/v9LFAADssTYR4DoVDkYnTpyw2S4sLNT27duVk5Ojbt26Oa0wAIDjUNSs2UDdcUdTE6oBvF+Fg9H7779v11ZSUqJ7771XzZo1c0pRAODrVq5cqW+++cau/dxt+HfcYUJRgA/wc8pJ/Pw0ZswY651rAIDKS01NdRiK2rdP4TZ8oIo57ZEge/fuVVFRkbNOBwA+ydHQWXp6ivUWfO46A6pWhYPRmDFjbLYNw9CRI0e0cuVKDR482GmFAYAvOd8Ea+ZYA65T4WC0efNmm20/Pz9FRUXpmWee+cs71gAA9hyFok6dOqlXr14mVAP4NtYxAgCT7NmzR4sXL7Zr5zZ8wDyVnmN07Ngx7d69W5LUokULRUdHO60oAPB2rE0EuKcK35WWl5engQMHqn79+urSpYu6dOmiBg0a6I477lBubm5V1KisrCwNHTpUTZo0UUhIiJo1a6aUlBQVFBTYHLdt2zZdffXVCg4OVmxsrKZPn14l9QDAhXAUih5//HFCEeAGKtxjNGzYMG3evFkrV65UfHy8JCkjI0MPPPCA7rnnHi1ZssTpRWZmZqqkpEQvv/yymjdvru3bt2vYsGE6deqUZsyYIelsYOvRo4e6d++uuXPn6rvvvtOQIUMUGRmpu+++2+k1AUBF0UsEuD+LYRhGRd5QvXp1paen66qrrrJp/+yzz9SzZ0+dOnXKqQWW5emnn9acOXP0448/SpLmzJmj8ePHKzs7W4GBgZKkcePGadmyZcrMzCz3efPy8hQREaHc3FyFh4dXSe0AfMPy5VJa2tl1hzZvJhQBVclZv78r3GNUu3ZtRURE2LVHRESoZs2alS6konJzc1WrVi3rdkZGhq655hprKJKkxMREPfXUUzpx4kSZteXn5ys/P9+6nZeXV3VFA/ApaWnStm2ntHnzDLt9BCLAPVV4jtHjjz+uMWPGKDs729qWnZ2thx9+WE888YRTiyvLnj179Pzzz+uee+6xqaFu3bo2x53b/mOtfzZt2jRFRERYX7GxsVVTNACfk5iYqocftg9F6emEIsBdVTgYzZkzR19++aXi4uLUvHlzNW/eXHFxcdq4caNefvllXXbZZdbXXxk3bpwsFst5X38eBjt06JB69uypW265RcOGDato+XaSk5OVm5trfR04cOCCzwnA9yxfLiUknP0pOZ5P1KrVSOsq1gDcU4WH0vr06SOLxeKUDx87dqySkpLOe0zTpv97gvThw4fVtWtXJSQk6F//+pfNcTExMTp69KhN27ntmJiYMs8fFBSkoKCgClYOALbS0qSMDGnDhjnavPmY3f5zQ2e33urqygBURIWD0cSJE5324VFRUYqKiirXsYcOHVLXrl3VoUMHLViwQH5+tp1d8fHxGj9+vAoLCxUQECBJWr16tVq0aOHSuU8AfBMTrAHvUOGhtKZNm+qXX36xa8/JybHp3XGmQ4cO6dprr1VcXJxmzJih48ePKzs722bu0IABAxQYGKihQ4dqx44dWrp0qWbNmmX3bDcAcDbDMByGorPPOSMUAZ6kwj1GWVlZKi4utmvPz8/XwYMHnVLUn61evVp79uzRnj171LBhQ5t951YbiIiI0Mcff6wRI0aoQ4cOqlOnjiZMmMAaRgCqVFlrE7VvTyACPFG51zFaXjqjsG/fvlq0aJHNLfvFxcVas2aNVq9ebX1MiKdiHSMA5eUoFG3b1lfvvddW8fHSxo0mFAX4KJevY9S3b19JksVi0eDBg232BQQEqHHjxnrmmWcqXQgAeIpvvvlGK1eutGtPSUnR8uXSkSPizjPAQ5U7GJWUlEiSmjRpoq+//lp16tSpsqIAwF2VNXS2ffvZobPevc++AHimCs8x2rdvX1XUAQBuz1EomjEjRSdPSjVqmFAQAKercDCaNGnSefdPmDCh0sUAgDs638NfCwqk2bOlUaNcXBSAKlHhh8i2b9/eZruwsFD79u1TtWrV1KxZM3377bdOLdDVmHwN4I8chaIjRy7R3Lk3m1ANgLKY9hDZzZs3OywmKSlJ//jHPypdCAC4k6NHj2ru3Ll27TzSA/BuFe4xKst3332nG2+8UVlZWc44nWnoMQJwvqEzAO7JWb+/K7zydVnOPYQVADyZo1A0bdo4pacTigBfUOGhtNmzZ9tsG4ahI0eO6LXXXlOvXr2cVhgAuNKkSZPkqAO9ffsUXXYZ6xIBvqLCQ2lNmjSx2fbz81NUVJS6deum5ORkhYWFObVAV2MoDfA9DJ0Bns+0ydesYwTAWxQWFmrq1Kl27RMnpig+XiIXAb6nwsFIknJycrRnzx5JUvPmzRUZGenMmgCgyp3v4a/x8QydAb6qQsEoKytLI0aMUHp6unUs3mKxqGfPnnrhhRfUuHHjqqgRAJzKUSi666671KBBA0k80gPwZeUORgcOHNAVV1yhgIAATZ48Wa1atZIk7dy5U3PmzFF8fLy+/vprNWzYsMqKBYALsXLlSn3zzTd27cwlAnBOuSdfDx06VHv27FF6erqCg4Nt9v3+++/q2bOnLrroIs2bN69KCnUVJl8D3okJ1oB3c/nk61WrVmnp0qV2oUiSQkJCNHnyZPXv37/ShQBAVXEUighEABwpdzD6+eefzzuHqGnTpvr111+dURMAOAW9RAAqqtzBqF69etq5c2eZc4i2b9+umJgYpxUGABfCUSjq3r27rrzyShOqAeApyh2M+vbtq4ceekhr1qxRVFSUzb5jx47p0UcfVd++fZ1dHwBUyJ49e7R48WK7dnqJAJRHuSdfnzhxQp07d1Z2drbuuOMOtWzZUoZhaNeuXXrjjTcUExOjL7/8UrVq1arqmqsUk68Bz8XQGeC7XD75umbNmvrvf/+rxx57TEuWLFFOTo4kKTIyUgMGDNDUqVM9PhQB8FyOQlG7dk+oTx+nPSsbgA+o8LPSpLMPjj1+/LgkKSoqShaLxemFmYUeI8Cz0EsEQDLxWWnS2dWuo6OjK/2hAOAMjkJRw4YNNXToUBOqAeANKhWMAMBMJ0+e1DPPPGPXTi8RgAtFMALgURg6A1CVCEYAPIajUDRmzBiFhYWZUA0Ab0QwAuD25s+frwMHDti100sEwNnKFYxmz55d7hOOGjWq0sUAwJ8xdAbAlcp1u36TJk3KdzKLRT/++OMFF2UmbtcH3INhGJo0aZJdO4EIgCMuvV1/3759lf4AAKiosnqJ0tNTRC4CUJUqvSRsQUGBdu/eraKiImfWA8DHOQpFTZsOUHp6isaNM6EgAD6lwpOvT58+rfvvv1+LFi2SJH3//fdq2rSp7r//fjVo0EDj+C8XgErYtGmTVqxYYdd+buhs4EBXVwTAF1W4xyg5OVlbt27V+vXrFRwcbG3v3r27li5d6tTiAPiG1NTU84YiAHCVCvcYLVu2TEuXLtUVV1xh84y0Sy65RHv37nVqcQC8n6OhMwIRALNUOBgdP37c4XPSTp065VUPkwVQtc53G/7y5VJamjRunNS7t4sLA+DTKjyU1rFjR61cudK6fS4MzZs3T/Hx8c6rDIDXchSKduy4SkuW/C8UZWSc/QkArlThHqOpU6eqV69e2rlzp4qKijRr1izt3LlTGzdu1KeffloVNQLwEj///LNefPFFu/aUlBQlJEiZmdIjj0gWi9SihbgLDYDLVbjH6KqrrtKWLVtUVFSkSy+9VB9//LGio6OVkZGhDh06VEWNALxAampqmaFIOhuC4uPPhqLMTKlWLYbRALheuVa+9iWsfA04n6Ohs9Wrx+uRR6rZhR/mFwGoDGf9/i5XMMrLyyv3CT09TBCMAOcp6+Gv7dunEHoAOJVLHwkSGRlZ7jvOiouLK10MAO/hqJeoWbNmuuOOO0yoBgDKp1zBaN26ddb/nZWVpXHjxikpKcl6F1pGRoYWLVqkadOmVU2VADxGYWGhpk6datfuaG0ihs0AuJsKzzH629/+prvuuku33XabTfsbb7yhf/3rX1q/fr0z63M5htKAyjvf2kSOJCScvS0/Pl7auLEqKwPg7Zz1+7vCd6VlZGSoY8eOdu0dO3bUV199VelCAHg2R6HogQceOO8q1ufuROO2fADuosLBKDY2Vq+88opd+7x58xQbG+uUogB4js8//7zMx3pERkae9729e5/tKWIYDYC7qPACj88++6z69eunjz76SJ07d5YkffXVV/rhhx/07rvvOr1AAO6rokNnAODuKrWO0cGDB/XSSy8pMzNTktSqVSsNHz7cK3qMmGMElA8PfwXgTly6jpEvIRgB50cvEQB35NJ1jP4sJydHr776qnbt2iVJuuSSSzRkyBBFRERUuhAA7s9RKOrfv79atGhhQjUA4HwV7jH65ptvlJiYqJCQEHXq1EmS9PXXX+v333/Xxx9/rMsuu6xKCnUVeowAez/99JMWLlxo104vEQB3YdpQ2tVXX63mzZvrlVdeUbVqZzucioqKdNddd+nHH3/Uhg0bKl2MOyAYAbYYOgPgCUwLRiEhIdq8ebNatmxp075z50517NhRp0+frnQx7oBgBPyPo1A0YcKEcj8iCABcxbQ5RuHh4dq/f79dMDpw4IDCwsIqXQgA9zF58mSVlJTYtdNLBMDbVTgY/fOf/9TQoUM1Y8YMJSQkSJK++OILPfzww3aPCQHgOc49tywx0b6XKD4+Xj169DChKgBwrQoHoxkzZshisWjQoEEqKiqSJAUEBOjee+9VWlqa0wsE4BozZ55UYuIzdu30EgHwJZVex+j06dPau3evJKlZs2YKDQ11amFmYY4RfM3y5dLmzUywBuDZTF3HSJJCQ0N16aWXVvqDAbgHR6Ho0UcfVXBwsAnVAIC5yh2MhgwZUq7j5s+fX+liALjO6tWrtXHjRrt2eokA+LJyB6OFCxeqUaNGat++vXiKCODZHN2GHxMTo3vuuceEagDAfZQ7GN1777168803tW/fPt1555264447VKtWraqsDYATnb3rrESJiZPt9tFLBABn+ZX3wBdffFFHjhzRI488ov/85z+KjY3VrbfeqvT0dHqQAA+weXMqoQgA/kKl70o79+ykf//73yoqKtKOHTtUo0YNZ9fnctyVBm/kaOjsvvvuU1RUlAnVAIDzmX5Xmp+fnywWiwzDUHFxcaULAFB1MjMztXTpUrt2eokAwLFyD6VJUn5+vt58801dd911uvjii/Xdd9/phRde0P79+72itwjwJqmpqYQiAKigcvcY3XfffVqyZIliY2M1ZMgQvfnmm6pTp05V1gagkhwNnRGIAOCvlXuOkZ+fn+Li4tS+ffvzPln7vffec1pxZmCOETyZo0AkEYoAeD+XzzEaNGjQeQMRAPOU9ViPm2++WZdccokJFQGAZ6rQAo/uID8/X507d9bWrVu1efNmtWvXzrpv27ZtGjFihL7++mtFRUXp/vvv1yOPPGJesYALnDhxQps3z7Zrp5cIACqu0nelmeWRRx5R/fr1tXXrVpv2vLw89ejRQ927d9fcuXP13XffaciQIYqMjNTdd99tUrVA1WLoDACcy6OC0UcffaSPP/5Y7777rj766CObfYsXL1ZBQYHmz5+vwMBAXXLJJdqyZYtmzpxJMIJXchSKnnjiCfn5VehmUwDAH3hMMDp69KiGDRumZcuWKTQ01G5/RkaGrrnmGgUGBlrbEhMT9dRTT+nEiROqWbOmw/Pm5+crPz/fup2Xl+f84gEnev/997Vt2za7dnqJAODCecQ/LQ3DUFJSkoYPH66OHTs6PCY7O1t169a1aTu3nZ2dXea5p02bpoiICOsrNjbWeYUDTpaammoXiq666ipCEQA4ianBaNy4cbJYLOd9ZWZm6vnnn9dvv/2m5ORkp9eQnJys3Nxc6+vAgQNO/wzgQhUWFpa5NtHf/vY3EyoCAO9k6lDa2LFjlZSUdN5jmjZtqrVr1yojI0NBQUE2+zp27Kjbb79dixYtUkxMjI4ePWqz/9x2TExMmecPCgqyOy/gTphgDQCuY2owioqKKtdDLGfPnq0nn3zSun348GElJiZq6dKl6ty5syQpPj5e48ePV2FhoQICAiRJq1evVosWLcqcXwS4O0ehqE2bh9SvX3UTqgEA7+cRk6/j4uJsts89l61Zs2Zq2LChJGnAgAFKTU3V0KFD9eijj2r79u2aNWuWnn32WZfXC1yo7777zuEq8vQSAUDV8ohgVB4RERH6+OOPNWLECHXo0EF16tTRhAkTuFUfHmP5ciktTUpMtO8lat68uW6//XYTqgIA31LuZ6X5Cp6VBrMkJBhKTJxk104vEQD8NZc/Kw1A1Zk3b54SEw/ZtROKAMC1CEaAyRxNsL7vvvvKdWMCAMC5CEaASX755Re98MILdu30EgGAeQhGgAkc9RI1aNBAd911lwnVAADOIRgBLuYoFE2YMEEWi8WEagAAf+QRz0oDvEF6enqZj/X4YyhavlxKSDj7EwDgWvQYAS7gKBDdcccdatasmV17WpqUkXH2Z+/erqgOAHAOwQioQmfOnNFTTz1l136+Cdbjxp0NRePGVWVlAABHCEZAFansw19796anCADMQjACqoCjUDR+/HhVq8ZfOQBwZ/xXGnCirVu3atmyZXbtrE0EAJ6BYAQ4iaNeosTERF1xxRUmVAMAqAyCEXCBSkpKNHnyZLt2eokAwPMQjIALkJaWpvz8fLt2QhEAeCaCEVBJjobOxo4dqxo1aphQDQDAGQhGQAUdPHhQr776ql07vUQA4PkIRkAFOOolatOmjfr162dCNQAAZyMYAeVU1nPOAADeg2AE/IWlS5cqMzPTrp1QBADeh2AEnIejXqK7775b9erVM6EaAEBV8zO7AMBdLF8uJSSc/ZmXl1fm0BmhCAC8Fz1GQKm0NCkjQ9q8OVWbN9vuCwsL05gxY8wpDADgMgQjQGd7iX79VZo40b6XaMKECbJYLCZUBQBwNYIRIOn117/RbbettGtngjUA+BaCEXxeamqqLrnEtu3mm2/WJX9uBAB4PYIRfFZxcbGefPJJu3Z6iQDAdxGM4JPmzZunQ4cO2bTVrl1bI0eONKkiAIA7IBjB5zi6Df+xxx5TQECACdUAANwJwQg+49ChQ5o3b55dO0NnAIBzCEbwCY56ifr06aN27dq5vhgAgNsiGMGrGYahSZMm2bXTSwQAcIRgBK+1YsUKbdq0ya6dUAQAKAvBCF7J0dDZ2LFjVaNGDROqAQB4Ch4iC4/2xwe/SlJubm6ZD38lFAEA/go9RvBo5x78mpZ29uGvf3bllVeqe/fuJlQGAPBEBCN4tHHjzoaixETHvUQAAFQEwQgeLSbmKyUmfmTXTigCAFQGwQgey9FcouHDh6tu3bomVAMA8AYEI3icwsJCTZ061a6dXiIAwIUiGMGj/Pvf/9a+ffts2i6//HL9/e9/N6kiAIA3IRjBYzgaOnviiSfk58eqEwAA5yAYwe0dOHBA8+fPt2tn6AwA4GwEI7g1R71Ed955p+Li4kyoBgDg7QhGcEslJSWaPHmyXTu9RACAqkQwgttZtWqV/vvf/9q0NWrUSElJSeYUBADwGQQjuBVHQ2fJyckKDAw0oRoAgK8hGMEtnDhxQrNnz7ZrZ+gMAOBKBCOYzlEv0U033aRLL73UhGoAAL6MYARTOQpF9BIBAMxCMIIpvv76a3344Yc2bYGBgUpOTjapIgAACEYwgaNeojFjxigsLMyEagAA+B+epQCnW75cSkg4+/OPfv/99zKHzghFAAB3QI8RnC4tTcrIOPvz3HafPi/qzJmfbY7r2rWrrrnmGhMqBADAMYIRnG7cuLNh6NzPxMRUnTlje8yECRNksVjMKRAAgDIQjOB0vXuffR08eFCJia/a7eeuMwCAuyIYoUo4mks0fPhw1a1b14RqAAAoH4IRnIqHvwIAPBnBCE6zc+dOvf322zZtTLAGAHgSghEuyPLl/5tg/WdPPPGE/PxYEQIA4DkIRrggM2eeVGLiMzZtF110kQYMGGBSRQAAVB7BCJX2/fffq2vXN23a7r//ftWqVcukigAAuDAEI1SYYRhauHCh9u/fb9POBGsAgKcjGKFCcnJyNGvWLJu2u+66Sw0aNDCpIgAAnIdghHL7/PPPtWbNGut2cHCwHnroIfn7+5tYFQAAzkMwwl8qKirSlClTbNp69eqlTp06mVQRAABVg2CE8/rpp5+0cOFCm7YxY8YoLCzMnIIAAKhCBCOU6a233tKuXbus2xdffLFuu+02EysCAKBqedTqeytXrlTnzp0VEhKimjVrqm/fvjb79+/fr+uvv16hoaGKjo7Www8/rKKiInOK9WAnT55UamqqTSgaNGgQoQgA4PU8psfo3Xff1bBhwzR16lR169ZNRUVF2r59u3V/cXGxrr/+esXExGjjxo06cuSIBg0apICAAE2dOtXEyj3Lpk2btGLFCpu2xx57TAEBASZVBACA61gMwzDMLuKvFBUVqXHjxkpNTdXQoUMdHvPRRx/phhtu0OHDh61PcJ87d64effRRHT9+XIGBgeX6rLy8PEVERCg3N1fh4eFO+w7urqSkRDNnztSpU6esbddee626dOliYlUAAJSPs35/e8RQ2rfffqtDhw7Jz89P7du3V7169dSrVy+bHqOMjAxdeuml1lAkSYmJicrLy9OOHTvMKNtjHDlyRJMnT7YJRffffz+hCADgczxiKO3HH3+UJE2cOFEzZ85U48aN9cwzz+jaa6/V999/r1q1aik7O9smFEmybmdnZ5d57vz8fOXn51u38/LyquAbuK+VK1fqm2++sW7Xr19fd911lywWi4lVAQBgDlN7jMaNGyeLxXLeV2ZmpkpKSiRJ48ePV79+/dShQwctWLBAFotFb7/99gXVMG3aNEVERFhfsbGxzvhqbu/MmTNKTU21CUW33nqrhg0bRigCAPgsU3uMxo4dq6SkpPMe07RpUx05ckSS1Lp1a2t7UFCQmjZtan1eV0xMjL766iub9x49etS6ryzJyckaM2aMdTsvL8/rw9HOnTvtAuW4ceMUFBRkUkUAALgHU4NRVFSUoqKi/vK4Dh06KCgoSLt379ZVV10lSSosLFRWVpYaNWokSYqPj9eUKVN07NgxRUdHS5JWr16t8PBwm0D1Z0FBQT4TCAzD0Msvv2wNjJLUqVMn9erVy8SqAABwHx4xxyg8PFzDhw9XSkqKYmNj1ahRIz399NOSpFtuuUWS1KNHD7Vu3VoDBw7U9OnTlZ2drccff1wjRozwmeBzPr/88oteeOEFm7bhw4fbzcsCAMCXeUQwkqSnn35a1apV08CBA/X777+rc+fOWrt2rWrWrClJ8vf314oVK3TvvfcqPj5e1atX1+DBgzVp0iSTKzffunXrtGHDBut2RESERo0aJT8/j7gpEQAAl/GIdYxcyZvWMSosLLRb3LJ3795q3769SRUBAFA1nPX722N6jFAxe/fu1euvv27T9tBDD6l69eomVQQAgPsjGHmh119/XXv37rVut2nTRv369TOxIgAAPAPByIvk5eXp2WeftWkbMmSI1y8/AACAsxCMvMSXX36p9PR067a/v7+Sk5Pl7+9vYlUAAHgWgpGHKy4u1lNPPaXCwkJr23XXXaeEhAQTqwIAwDMRjDzYwYMH9eqrr9q0jR49WhERESZVBACAZyMYeaj3339f27Zts243adJEAwcO5DlnAABcAIKRhzl9+rR11e9zbr/9djVv3tykigAA8B4EIw+ydetWLVu2zKYtOTlZgYGB5hQEAICXIRh5AMMwNHv2bOXk5FjbrrrqKv3tb38zrygAALwQwcjNHTt2THPmzLFpGzFihOrUqWNSRQAAeC+CkRtLT0/Xl19+ad2Ojo7W8OHDmWANAEAVIRi5ofz8fKWlpdm09evXT23atDGpIgAAfAPByM3s3r1bS5YssWl75JFHFBISYlJFAAD4DoKRmzAMQ/Pnz9fBgwetbZdddpluvPFGE6sCAMC3EIzcwIkTJzR79mybtmHDhql+/fomVQQAgG8iGJnss88+09q1a63boaGhGjt2rPz8/EysCgAA30QwMklRUZGmTJli03b99derY8eOJlUEAAAIRibIysrSokWLbNrGjBmjsLAwkyoCAAASwcjllixZot27d1u3W7Roof79+5tYEQAAOIdg5CK//fabZs6cadM2ePBgNW7c2JyCAACAHYKRi/w5FI0fP17VqvHHDwCAO+E3s4u0atVKu3btUrdu3XT11VebXQ4AAHCAYOQit956q9klAACAv8BiOQAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRgAAAKUIRi6yfLmUkHD2JwAAcE8EIxdJS5MyMs7+BAAA7olg5CLjxknx8Wd/AgAA98QjQVykd++zLwAA4L7oMQIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChVzewC3I1hGJKkvLw8kysBAADlde739rnf45VFMPqT3377TZIUGxtrciUAAKCifvvtN0VERFT6/RbjQqOVlykpKdHhw4cVFhYmi8VidjkukZeXp9jYWB04cEDh4eFml4Ny4Jp5Fq6X5+GaeZZz12vnzp1q0aKF/PwqP1OIHqM/8fPzU8OGDc0uwxTh4eH8B8DDcM08C9fL83DNPEuDBg0uKBRJTL4GAACwIhgBAACUIhhBQUFBSklJUVBQkNmloJy4Zp6F6+V5uGaexZnXi8nXAAAApegxAgAAKEUwAgAAKEUwAgAAKEUwAgAAKEUwglauXKnOnTsrJCRENWvWVN++fW3279+/X9dff71CQ0MVHR2thx9+WEVFReYUC6v8/Hy1a9dOFotFW7Zssdm3bds2XX311QoODlZsbKymT59uTpE+LisrS0OHDlWTJk0UEhKiZs2aKSUlRQUFBTbHcb3cy4svvqjGjRsrODhYnTt31ldffWV2SZA0bdo0XX755QoLC1N0dLT69u2r3bt32xxz5swZjRgxQrVr11aNGjXUr18/HT16tEKfQzDyce+++64GDhyoO++8U1u3btUXX3yhAQMGWPcXFxfr+uuvV0FBgTZu3KhFixZp4cKFmjBhgolVQ5IeeeQR1a9f3649Ly9PPXr0UKNGjbRp0yY9/fTTmjhxov71r3+ZUKVvy8zMVElJiV5++WXt2LFDzz77rObOnavHHnvMegzXy70sXbpUY8aMUUpKir799lu1bdtWiYmJOnbsmNml+bxPP/1UI0aM0JdffqnVq1ersLBQPXr00KlTp6zHPPjgg/rPf/6jt99+W59++qkOHz6sm266qWIfZMBnFRYWGg0aNDDmzZtX5jEffvih4efnZ2RnZ1vb5syZY4SHhxv5+fmuKBMOfPjhh0bLli2NHTt2GJKMzZs3W/e99NJLRs2aNW2uz6OPPmq0aNHChErxZ9OnTzeaNGli3eZ6uZdOnToZI0aMsG4XFxcb9evXN6ZNm2ZiVXDk2LFjhiTj008/NQzDMHJycoyAgADj7bffth6za9cuQ5KRkZFR7vPSY+TDvv32Wx06dEh+fn5q37696tWrp169emn79u3WYzIyMnTppZeqbt261rbExETl5eVpx44dZpTt844ePaphw4bptddeU2hoqN3+jIwMXXPNNQoMDLS2JSYmavfu3Tpx4oQrS4UDubm5qlWrlnWb6+U+CgoKtGnTJnXv3t3a5ufnp+7duysjI8PEyuBIbm6uJFn/Pm3atEmFhYU2169ly5aKi4ur0PUjGPmwH3/8UZI0ceJEPf7441qxYoVq1qypa6+9Vr/++qskKTs72yYUSbJuZ2dnu7ZgyDAMJSUlafjw4erYsaPDY7hm7mvPnj16/vnndc8991jbuF7u4+eff1ZxcbHD68G1cC8lJSUaPXq0rrzySrVp00bS2b8vgYGBioyMtDm2otePYOSFxo0bJ4vFct7XubkPkjR+/Hj169dPHTp00IIFC2SxWPT222+b/C18S3mv2fPPP6/ffvtNycnJZpfs08p7vf7o0KFD6tmzp2655RYNGzbMpMoB7zBixAht375dS5Yscfq5qzn9jDDd2LFjlZSUdN5jmjZtqiNHjkiSWrdubW0PCgpS06ZNtX//fklSTEyM3R0Z52b4x8TEOLFq31bea7Z27VplZGTYPQ+oY8eOuv3227Vo0SLFxMTY3YXBNXOu8l6vcw4fPqyuXbsqISHBblI118t91KlTR/7+/g6vB9fCfYwcOVIrVqzQhg0b1LBhQ2t7TEyMCgoKlJOTY9NrVOHr5+zJUPAcubm5RlBQkM3k64KCAiM6Otp4+eWXDcP43+Tro0ePWo95+eWXjfDwcOPMmTMur9nX/fTTT8Z3331nfaWnpxuSjHfeecc4cOCAYRj/m8xbUFBgfV9ycjKTeU1y8OBB46KLLjL69+9vFBUV2e3nermXTp06GSNHjrRuFxcXGw0aNGDytRsoKSkxRowYYdSvX9/4/vvv7fafm3z9zjvvWNsyMzMrPPmaYOTjHnjgAaNBgwZGenq6kZmZaQwdOtSIjo42fv31V8MwDKOoqMho06aN0aNHD2PLli3GqlWrjKioKCM5OdnkymEYhrFv3z67u9JycnKMunXrGgMHDjS2b99uLFmyxAgNDbWGXbjOwYMHjebNmxt/+9vfjIMHDxpHjhyxvs7hermXJUuWGEFBQcbChQuNnTt3GnfffbcRGRlpc2cuzHHvvfcaERERxvr1623+Lp0+fdp6zPDhw424uDhj7dq1xjfffGPEx8cb8fHxFfocgpGPKygoMMaOHWtER0cbYWFhRvfu3Y3t27fbHJOVlWX06tXLCAkJMerUqWOMHTvWKCwsNKli/JGjYGQYhrF161bjqquuMoKCgowGDRoYaWlp5hTo4xYsWGBIcvj6I66Xe3n++eeNuLg4IzAw0OjUqZPx5Zdfml0SDKPMv0sLFiywHvP7778b9913n1GzZk0jNDTU+Mc//mHzD5HysJR+GAAAgM/jrjQAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAAIBSBCMAqCLr16+XxWJRTk6O2aUAKCeCEQCPNXHiRLVr187sMgB4EYIRAK9XWFhodgkAPATBCIBpSkpKNG3aNDVp0kQhISFq27at3nnnHUn/G4Zas2aNOnbsqNDQUCUkJGj37t2SpIULFyo1NVVbt26VxWKRxWLRwoULJUkWi0Vz5sxR7969Vb16dU2ZMuW8dZz7rPT0dLVv314hISHq1q2bjh07po8++kitWrVSeHi4BgwYoNOnT1vfl5+fr1GjRik6OlrBwcG66qqr9PXXX1fNHxYA13DqE94AoAKefPJJo2XLlsaqVauMvXv3GgsWLDCCgoKM9evXG+vWrTMkGZ07dzbWr19v7Nixw7j66quNhIQEwzAM4/Tp08bYsWONSy65xO4p25KM6OhoY/78+cbevXuNn3766bx1nPusK664wvj888+Nb7/91mjevLnRpUsXo0ePHsa3335rbNiwwahdu7bNA15HjRpl1K9f3/jwww+NHTt2GIMHDzZq1qxp/PLLLzbnPXHiRNX8AQJwOoIRAFOcOXPGCA0NNTZu3GjTPnToUOO2226zhopPPvnEum/lypWGJOP33383DMMwUlJSjLZt29qdW5IxevToctfi6LOmTZtmSDL27t1rbbvnnnuMxMREwzAM4+TJk0ZAQICxePFi6/6CggKjfv36xvTp023OSzACPEc1s3qqAPi2PXv26PTp07ruuuts2gsKCtS+fXvr9v/93/9Z/3e9evUkSceOHVNcXNx5z9+xY8cK1/THz6pbt65CQ0PVtGlTm7avvvpKkrR3714VFhbqyiuvtO4PCAhQp06dtGvXrgp/NgD3QDACYIqTJ09KklauXKkGDRrY7AsKCtLevXslnQ0b51gsFkln5yb9lerVq1e4pj9/1h+3z7WV57MBeC4mXwMwRevWrRUUFKT9+/erefPmNq/Y2NhynSMwMFDFxcVVXKljzZo1U2BgoL744gtrW2Fhob7++mu1bt3alJoAXDh6jACYIiwsTA899JAefPBBlZSU6KqrrlJubq6++OILhYeHq1GjRn95jsaNG2vfvn3asmWLGjZsqLCwMAUFBbmg+rM9Uvfee68efvhh1apVS3FxcZo+fbpOnz6toUOHuqQGAM5HMAJgmsmTJysqKkrTpk3Tjz/+qMjISF122WV67LHHyjVk1a9fP7333nvq2rWrcnJytGDBAiUlJVV94aXS0tJUUlKigQMH6rffflPHjh2Vnp6umjVruqwGAM5lMQzDMLsIAAAAd8AcIwAAgFIEIwBeb/jw4apRo4bD1/Dhw80uD4AbYSgNgNc7duyY8vLyHO4LDw9XdHS0iysC4K4IRgAAAKUYSgMAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAAChFMAIAACj1/1j+WUwWRiX3AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2.4 Model Validation\n",
+        "\n",
+        "We check the fit on the validation set to see if the surrogate is fitting well. This step can be used to check for overfitting on the training set."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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rTnnCwsJUVFTki+JVScuWLRUWFqaNGzeqWbNmkn697MOWLVs0fvx4cwsHoMZIiI4g5AQowo4flDSBPrTsaxUZhl+aQOvWrauJEydqwoQJKi4uVvfu3eV0OrVx40ZFRUW5QkNFmjdvrqysLO3YsUMXXnih6tatq/DwcJ+VuTy1a9fW3XffrQceeEANGjRQ06ZNNXv2bBUUFGj06NF+Lw8AILAQdvzEjCbQxx57TDExMcrIyNB//vMf1atXT5deeqkeeught7qIBg0apGXLlumqq65SXl6eFi5cqJEjR/q83GWZNWuWiouLddttt+mXX35R586d9fHHH6t+/fqmlAcAEDgchmEYlR9mb/n5+YqOjpbT6VRUVFSpfSdOnFBWVpYSExNVq1Ytk0qI6uLvCAD2U9H399mYjQUAAGyNsAOvuuuuu0pNdT/7dtddd5ldPABADcSYHXjVo48+qokTJ5a5r6ImRgAAfIWwA6+KjY1VbGys2cUAAMCFbiwAAGBrhB03sZpvYOPvBwA1F91YlQgLC1NQUJAOHDigmJgYhYWFuS6rAOszDEOnTp3S4cOHFRQUpLCwMLOLBADwM8JOJYKCgpSYmKicnBwdOHDA7OLAQ5GRkWratKmCgmjMBICahrDjhrCwMDVt2lRnzpyxxLWiUDXBwcEKCQmhRQ4AaijCjptKrsx97tW5AQCAtdGmDwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbM3UsFNUVKSpU6cqMTFRERERatmypR577DEZhuE6xjAMPfzww0pISFBERIT69OmjPXv2lHqco0ePatiwYYqKilK9evU0evRoHTt2zN8vBwAAWJCpYeeJJ57QvHnz9Nxzz2nXrl164oknNHv2bD377LOuY2bPnq25c+dq/vz52rx5s2rXrq20tDSdOHHCdcywYcO0c+dOrVq1SitWrND69et15513mvGSAACAxTiMs5tR/Oy6665TXFycXn75Zde2QYMGKSIiQq+//roMw1Djxo31hz/8QRMnTpQkOZ1OxcXFadGiRRoyZIh27dqlpKQkbdmyRZ07d5YkffTRR7r22mv1ww8/qHHjxpWWIz8/X9HR0XI6nYqKivLNiwUAAF7l7ve3qS07V1xxhVavXq1///vfkqQvvvhCGzZsUL9+/SRJWVlZys3NVZ8+fVz3iY6OVteuXZWZmSlJyszMVL169VxBR5L69OmjoKAgbd68ucznPXnypPLz80vdAACAPYWY+eSTJ09Wfn6+2rZtq+DgYBUVFenxxx/XsGHDJEm5ubmSpLi4uFL3i4uLc+3Lzc1VbGxsqf0hISFq0KCB65hzZWRkaPr06d5+OQAAwIJMbdn5+9//rjfeeEOLFy/W9u3b9eqrr+rJJ5/Uq6++6tPnnTJlipxOp+u2f/9+nz4fAAAwj6ktOw888IAmT56sIUOGSJKSk5P1/fffKyMjQyNGjFB8fLwk6eDBg0pISHDd7+DBg7rkkkskSfHx8Tp06FCpxz1z5oyOHj3quv+5wsPDFR4e7oNXBAAArMbUlp2CggIFBZUuQnBwsIqLiyVJiYmJio+P1+rVq1378/PztXnzZqWkpEiSUlJSlJeXp23btrmOWbNmjYqLi9W1a1c/vAoAAGBlprbsXH/99Xr88cfVtGlTXXzxxfr888/19NNPa9SoUZIkh8Oh8ePHa8aMGWrdurUSExM1depUNW7cWAMGDJAktWvXTn379tWYMWM0f/58nT59Wunp6RoyZIhbM7EAAIC9mRp2nn32WU2dOlX33HOPDh06pMaNG+v3v/+9Hn74YdcxDz74oI4fP64777xTeXl56t69uz766CPVqlXLdcwbb7yh9PR09e7dW0FBQRo0aJDmzp1rxksCAAAWY+o6O1bBOjsAAASegFhnBwAAwNcIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNZMDzs//vijbr31VjVs2FARERFKTk7W1q1bXfsNw9DDDz+shIQERUREqE+fPtqzZ0+pxzh69KiGDRumqKgo1atXT6NHj9axY8f8/VIAAIAFmRp2fv75Z6Wmpio0NFQffvihvvnmGz311FOqX7++65jZs2dr7ty5mj9/vjZv3qzatWsrLS1NJ06ccB0zbNgw7dy5U6tWrdKKFSu0fv163XnnnWa8JAAAYDEOwzAMs5588uTJ2rhxo/71r3+Vud8wDDVu3Fh/+MMfNHHiREmS0+lUXFycFi1apCFDhmjXrl1KSkrSli1b1LlzZ0nSRx99pGuvvVY//PCDGjduXGk58vPzFR0dLafTqaioKO+9QAAA4DPufn+b2rKzfPlyde7cWb/73e8UGxurTp06acGCBa79WVlZys3NVZ8+fVzboqOj1bVrV2VmZkqSMjMzVa9ePVfQkaQ+ffooKChImzdvLvN5T548qfz8/FI3AABgT6aGnf/85z+aN2+eWrdurY8//lh33323xo0bp1dffVWSlJubK0mKi4srdb+4uDjXvtzcXMXGxpbaHxISogYNGriOOVdGRoaio6NdtyZNmnj7pQEAAIswNewUFxfr0ksv1cyZM9WpUyfdeeedGjNmjObPn+/T550yZYqcTqfrtn//fp8+HwAAMI+pYSchIUFJSUmltrVr107Z2dmSpPj4eEnSwYMHSx1z8OBB1774+HgdOnSo1P4zZ87o6NGjrmPOFR4erqioqFI3AABgT6aGndTUVO3evbvUtn//+99q1qyZJCkxMVHx8fFavXq1a39+fr42b96slJQUSVJKSory8vK0bds21zFr1qxRcXGxunbt6odXAQAArCzEzCefMGGCrrjiCs2cOVM333yzPvvsM/3lL3/RX/7yF0mSw+HQ+PHjNWPGDLVu3VqJiYmaOnWqGjdurAEDBkj6tSWob9++ru6v06dPKz09XUOGDHFrJhYAALA3U6eeS9KKFSs0ZcoU7dmzR4mJibr//vs1ZswY137DMPTII4/oL3/5i/Ly8tS9e3e98MILatOmjeuYo0ePKj09Xe+9956CgoI0aNAgzZ07V3Xq1HGrDEw9BwAg8Lj7/W162LECwg4AAIEnINbZAQAA8DXCjk3lOAu1ae8R5TgLzS4KAACmMnWAMnxjyZZsTVn2lYoNKcghZQxM1uDLm5pdLAAATEHLjs3kOAtdQUeSig3poWVf08IDAKixCDs2k3XkuCvolCgyDO07UmBOgQAAMBlhx2YSG9VWkKP0tmCHQ80bRZpTIAAATEbYsZmE6AhlDExWsOPXxBPscGjmwPZKiI4wuWQAAJiDAco2NPjypurRJkb7jhSoeaNIgg4AoEZzO+zk5+e7/aAszGe+hOgIQg4AAKpC2KlXr54cDkeFxxiGIYfDoaKiomoXDAAAwBvcDjtr1671ZTkA/FeOs1BZR44rsVFtWucAwAvcDjs9e/b0ZTkAiAUhAcAXPB6gnJeXp5dfflm7du2SJF188cUaNWqUoqOjvVY4oCYpb0HIHm1iaOEBgGrwaOr51q1b1bJlSz3zzDM6evSojh49qqefflotW7bU9u3bvV1GoEZgQUgA8A2PWnYmTJigG264QQsWLFBIyK8PcebMGd1xxx0aP3681q9f79VCAjVByYKQZwceFoQEgOrzuGVn0qRJrqAjSSEhIXrwwQe1detWrxUOqElYEBIAfMOjlp2oqChlZ2erbdu2pbbv379fdevW9UrBgJqIBSEBwPs8CjuDBw/W6NGj9eSTT+qKK66QJG3cuFEPPPCAbrnlFq8WEKhpWBASALzLo7Dz5JNPyuFwaPjw4Tpz5owkKTQ0VHfffbdmzZrl1QICAABUh8MwDKPyw8pWUFCgvXv3SpJatmypyMjAHEiZn5+v6OhoOZ1OLnUBAECAcPf7u1oXAo2MjFRycnJ1HgKwLFYyBgB78CjsnDhxQs8++6zWrl2rQ4cOqbi4uNR+1tpBoGMlYwCwD4/CzujRo7Vy5UrddNNN6tKlS6UXCAUCCSsZA4C9eBR2VqxYoQ8++ECpqaneLg9guopWMibsAEDg8WhRwQsuuID1dCwgx1moTXuPKMdZaHZRbKVkJeOzsZIxAAQuj8LOU089pUmTJun777/3dnngpiVbspU6a42GLtis1FlrtGRLttlFsg1WMgYAe/GoG6tz5846ceKEWrRoocjISIWGhpbaf/ToUa8UDmVjTInvsZIxANiHR2Hnlltu0Y8//qiZM2cqLi6OAcp+xpgS/2AlYwCwB4/CzqZNm5SZmamOHTt6uzxwA1fHBgDAfR6N2Wnbtq0KCxkUaxbGlAAA4D6PLhexcuVKTZ8+XY8//riSk5PPG7MTaJdcCNTLReQ4CxlTAgCosdz9/vYo7AQF/dogdO5YHcMw5HA4VFRUVNWHNFWghh0AAGoyn14ba+3atR4XDAAAwJ88Cjs9e/Z067h77rlHjz76qBo1auTJ0wAAAFSbRwOU3fX6668rPz/fl08BAABQIZ+GHQ+GAwEAAHiVT8MOAACA2Qg7AADA1gg7AADA1gg7AADA1nwadm699VYW6QMAAKbyaJ0dScrLy9Nnn32mQ4cOqbi4uNS+4cOHS5LmzZtXvdIBAABUk0dh57333tOwYcN07NgxRUVFlbpshMPhcIUdAAAAs3nUjfWHP/xBo0aN0rFjx5SXl6eff/7ZdTt69Ki3ywgAAOAxj8LOjz/+qHHjxikyMtLb5QEAAPAqj8JOWlqatm7d6u2yAAAAeJ3bY3aWL1/u+nf//v31wAMP6JtvvlFycrJCQ0NLHXvDDTd4r4QAAADV4DDcvIBVUJB7jUAOh0NFRUXVKpS/5efnKzo6Wk6nk6nyAAAECHe/v91u2Tl3ejkAAEAg8GjMzmuvvaaTJ0+et/3UqVN67bXXql0oAAAAb3G7G+tswcHBysnJUWxsbKntP/30k2JjY+nGAgAAPufu97dHLTuGYZRaSLDEDz/8oOjoaE8eEgAAwCeqtIJyp06d5HA45HA41Lt3b4WE/O/uRUVFysrKUt++fb1eSAAAAE9VKewMGDBAkrRjxw6lpaWpTp06rn1hYWFq3ry5Bg0a5NUCAgCAwJXjLFTWkeNKbFRbCdERppShSmHnkUcekSQ1b95cgwcPVq1atXxSKAAAEPiWbMnWlGVfqdiQghxSxsBkDb68qd/L4dEA5RKnTp0q86rnTZv6/4VUBwOUAQDwrhxnoVJnrVHxWSkj2OHQhslXea2Fx+vr7Jxtz549GjVqlDZt2lRqe8nA5UCbjQUAALwr68jxUkFHkooMQ/uOFPi9O8ujsDNy5EiFhIRoxYoVSkhIKHNmFgAAqLkSG9VWkEPntew0b+T/i4h7FHZ27Nihbdu2qW3btt4uDwAAsIGE6AhlDEzWQ8u+VpFhKNjh0MyB7U0ZpOxR2ElKStKRI0e8XRYAAGAjgy9vqh5tYrTvSIGaN4o0bTaWR4sKPvHEE3rwwQf1ySef6KefflJ+fn6pm6dmzZolh8Oh8ePHu7adOHFCY8eOVcOGDVWnTh0NGjRIBw8eLHW/7Oxs9e/fX5GRkYqNjdUDDzygM2fOeFwOAADgHQnREUpp2dC0oCN52LLTp08fSdLVV19darxOdQYob9myRS+++KI6dOhQavuECRP0/vvv66233lJ0dLTS09M1cOBAbdy4UdKvixn2799f8fHx2rRpk3JycjR8+HCFhoZq5syZnrw8r7HC2gIAANR0HoWdtWvXerUQx44d07Bhw7RgwQLNmDHDtd3pdOrll1/W4sWLdfXVV0uSFi5cqHbt2unTTz9Vt27dtHLlSn3zzTf65z//qbi4OF1yySV67LHHNGnSJE2bNk1hYWFeLau7rLK2AAAANZ1H3Vg9e/ZUUFCQFixYoMmTJ6tVq1bq2bOnsrOzFRwcXOXHGzt2rPr37+9qMSqxbds2nT59utT2tm3bqmnTpsrMzJQkZWZmKjk5WXFxca5j0tLSlJ+fr507d5b5fCdPnvRa11tZcpyFrqAj/ToS/aFlXyvHWejV5wEAAJXzKOy8/fbbSktLU0REhD7//HOdPHlS0q8tMVXtOvrb3/6m7du3KyMj47x9ubm5CgsLU7169Uptj4uLU25uruuYs4NOyf6SfWXJyMhQdHS069akSZMqlbkyFa0tYAU5zkJt2nuE8AUAqBE8CjszZszQ/PnztWDBAoWGhrq2p6amavv27W4/zv79+3XffffpjTfe8OulJ6ZMmSKn0+m67d+/36uPX7K2wNnMWlvgXEu2ZCt11hoNXbBZqbPWaMmWbLOLBACAT3kUdnbv3q0ePXqctz06Olp5eXluP862bdt06NAhXXrppQoJCVFISIjWrVunuXPnKiQkRHFxcTp16tR5j3nw4EHFx8dLkuLj48+bnVXy/5JjzhUeHq6oqKhSN28qWVsg+L+Dt81cW+BsdK8BAGoijwYox8fH67vvvlPz5s1Lbd+wYYNatGjh9uP07t1bX331Valtt99+u9q2batJkyapSZMmCg0N1erVq11XU9+9e7eys7OVkpIiSUpJSdHjjz+uQ4cOKTY2VpK0atUqRUVFKSkpyZOX5xVWWVvgbFZauhsAAH/xKOyMGTNG9913n1555RU5HA4dOHBAmZmZmjhxoqZOner249StW1ft27cvta127dpq2LCha/vo0aN1//33q0GDBoqKitK9996rlJQUdevWTZJ0zTXXKCkpSbfddptmz56t3Nxc/fGPf9TYsWMVHh7uycvzmoToCEuFCCst3Q0AgL94FHYmT56s4uJi9e7dWwUFBerRo4fCw8M1ceJE3XvvvV4t4DPPPKOgoCANGjRIJ0+eVFpaml544QXX/uDgYK1YsUJ33323UlJSVLt2bY0YMUKPPvqoV8thB1ZauhsAAH9xGIZhVH5Y2U6dOqXvvvtOx44dU1JSkurUqePNsvmNu5eIt4scZ6GlutcAAPCEu9/fHrXslAgLCzN1XAw8Y7XuNQAAfMmj2VgAAACBgrADAABsjbADAABsjbDjR1ymAQAA/6vWAGW4j6ugAwBgDlp2/IDLNAAAYB7Cjh9Y/SroAADYGWHHD6x8FXQAAOyOsOMHVr0KOgAANQEDlP3EildBBwCgJiDs+BGXaQAAwP/oxgIAALZG2EG1sVgiAMDK6MZCtbBYIgDA6mjZgcdYLBEAEAgIO/AYiyUCAAIBYQceY7FEAEAgIOzAYyyWCAAIBAxQRrWwWCIAwOoIO6g2FksEAFgZ3VgAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAAMDWCDsAcA4ubgvYC1PPAeAsXNwWsB9adgDgv7i4LWBPhB0A+C8ubguz0YXqG3RjAcB/lVzc9uzAw8Vt4S90ofoOLTsA8F9c3BZmoQvVt2jZAYCzcHFbmKGiLlTOweoj7KBacpyFyjpyXImNavOGhG1wcVv4G12ovkU3Fjy2ZEu2Umet0dAFm5U6a42WbMk2u0gAEJDoQvUth2EYRuWH2Vt+fr6io6PldDoVFRVldnECQo6zUKmz1pz3K2TD5Kt4cwKAh3KchXShVoG73990Y8Ej9C8DgPfRheobdGPBIyX9y2ejfxkAYEWEHXiE/mUAQKCgGwseY4ouACAQEHZQLfQvAwCsjm4sAABga4QdAABga4QdAABga4QdAABga4QdAABga4QdAABga4QdAPChHGehNu09ohxnodlFAWos1tkBAB9ZsiVbU5Z9pWJDCnJIGQOTNfjypmYXC6hxaNkBAB/IcRa6go4kFRvSQ8u+poUHMAFhBwB8IOvIcVfQKVFkGNp3pMCcAgE1GGEHAHwgsVFtBTlKbwt2ONS8UaQ5BQJqMMIOAPhAQnSEMgYmK9jxa+IJdjg0c2B7riUHmIABygDgI4Mvb6oebWK070iBmjeKJOgAJiHsAIAPJURHEHIAk9GNBQAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbM3UsJORkaHLL79cdevWVWxsrAYMGKDdu3eXOubEiRMaO3asGjZsqDp16mjQoEE6ePBgqWOys7PVv39/RUZGKjY2Vg888IDOnDnjz5eCKuDCiAAAfzI17Kxbt05jx47Vp59+qlWrVun06dO65pprdPz4cdcxEyZM0Hvvvae33npL69at04EDBzRw4EDX/qKiIvXv31+nTp3Spk2b9Oqrr2rRokV6+OGHzXhJqMSSLdlKnbVGQxdsVuqsNVqyJdvsIgEAbM5hGIZR+WH+cfjwYcXGxmrdunXq0aOHnE6nYmJitHjxYt10002SpG+//Vbt2rVTZmamunXrpg8//FDXXXedDhw4oLi4OEnS/PnzNWnSJB0+fFhhYWGVPm9+fr6io6PldDoVFRXl09dYk+U4C5U6a02p6wUFOxzaMPkq1iEBAFSZu9/flhqz43Q6JUkNGjSQJG3btk2nT59Wnz59XMe0bdtWTZs2VWZmpiQpMzNTycnJrqAjSWlpacrPz9fOnTvLfJ6TJ08qPz+/1A2+x4URAQBmsEzYKS4u1vjx45Wamqr27dtLknJzcxUWFqZ69eqVOjYuLk65ubmuY84OOiX7S/aVJSMjQ9HR0a5bkyZNvPxqUBYujAgAMINlws7YsWP19ddf629/+5vPn2vKlClyOp2u2/79+33+nODCiAA8x8QGVIclro2Vnp6uFStWaP369brwwgtd2+Pj43Xq1Cnl5eWVat05ePCg4uPjXcd89tlnpR6vZLZWyTHnCg8PV3h4uJdfBdzBhREBVNWSLdmasuwrFRtSkEPKGJiswZc3NbtYCCCmtuwYhqH09HS98847WrNmjRITE0vtv+yyyxQaGqrVq1e7tu3evVvZ2dlKSUmRJKWkpOirr77SoUOHXMesWrVKUVFRSkpK8s8LQZUkREcopWVDgg6ASuU4C11BR5KKDemhZV/TwmNhVmyFM7VlZ+zYsVq8eLHeffdd1a1b1zXGJjo6WhEREYqOjtbo0aN1//33q0GDBoqKitK9996rlJQUdevWTZJ0zTXXKCkpSbfddptmz56t3Nxc/fGPf9TYsWNpvQGAAFfRxAZ+MFmPVVvhTG3ZmTdvnpxOp3r16qWEhATXbcmSJa5jnnnmGV133XUaNGiQevToofj4eC1btsy1Pzg4WCtWrFBwcLBSUlJ06623avjw4Xr00UfNeEkAAoAVf3mibExsCBxWboWz1Do7ZmGdHaDmsOovT5RvyZZsPbTsaxUZhmtiA38z69m094iGLth83vY3x3RTSsuGPnlOd7+/LTFAGQD8obxfnj3axNAlYmFMbAgMJa1w5y4ca4VWOMtMPQcAX2Nhy8DFxAbrs/LyIrTsAKgxrPzLE7CCHGehso4cV2Kj2h6FFKu2whF2ANQYJb88zx3/YZUPZMBM3hrPlhAdYbn3FAOUxQBloKbJcRZa7pcnYKZAvVAzA5QBoBxW/OUJe6huN5BZ7L6eEWEHAIAqKivUBPKyBu6OZwvUMEfYAQCgCsoKNT3axAT0sgbujGcL5DBH2AEAwE3lrdU0Z0jHgO8GqmgmVaCvUUXYAQBYipW7Ssob2xLkcNhiWYPyxrMF+pgeFhUEAFjGki3ZSp21RkMXbFbqrDVasiXb7CKVUt61ui5tVt+yC+p5Q6Bfo4ywAwCwBCtfSLJERasED768qTZMvkrP3dJJf77lEvVoE2Nyab3Hyqsju4NuLACAJQRKV0lFY1vW//twwA7irYxVV0d2B2EHtmDlPn4A7gmky3mUNbYl0AfxuiNQ16iiGwsBz+p9/ADcE+hdJVxo1rpo2UFAqwm/pICaJJC7SgKpZaqmoWUHAc3Ov6RynIXatPeIpQZnApLvz82E6AiltGwYUEFHCvyWKTujZQcBza6/pAJ5pVLYmx3PTW+O+Qvklik7o2XHBmpyC4Adf0kFwvRb1Ex2PDd9MeYvUFum7IyWnQBnx19ZVWW3X1KBMv0WNY/dzk3G/NUctOwEMDv+yvKUnX5JBfpKpbAvu52bdh7zh9IIOwGMN6o92bFrDvZgt3PTbuEN5aMbK4DZdXAu7Nc1ZwcsXPkrf5+bvqz3kvD20LKvVWQYAR/eUD6HYRhG5YfZW35+vqKjo+V0OhUVFWVKGTx9Qy/Zkn3eG7WmjdlxF19WKFHVc4GxcebwV73nOAu9Ht74vPEPd7+/CTsyP+xU9w3tizeq3fBlhRJVPRdynIVKnbXmvBbUDZOvqtHvN19/mQdyvfN54z/ufn8zZsdk3hhkbKfBub7AQG6UKOtcmPL2V/pi/8/l3oexcec7e7r2FRlrNPP9b7z+fgrUevf086YmLyHiD4QdkwXqGzqQUMcoUda5UCxpwAubyl1fJdAHsXr7S/TcL3ND0l/+leX169IFar178nnD9f18j7BjskB9QwcS6hglyjoXJMmo4Nd3IM9A8sWXaFlf5pL3W0wDtd6r+nlDy7N/EHZMFqhv6EBCHaNEyblQ1gdfRb++B1/eVBsmX6U3x3TThslXBcT4C199iZYXGCXvt5hWpd7dacHyR1dRVT9vaHn2D6aeWwDTjH2vptaxVWaEWKUc0q/nQtv4uhrwwiYZ5wx+rai1LyE6wi9l91Zd+Wq145Iv8ylvf6Xic/b5osXUnXo/d0Dw6O6Juq5Dgo6fKnLVoz8HDVfl86Y6S4hY6X1ldczGkvmzsQB3VeXDzSozQqxSjrLKZbVlG7xZV76ezZTjLNTCDfv00ob/qNiQaXVY1us8W5BDmtS3rZ746FvLzuzy5Fy06vvK35h6XgWEHQSCqny4+XvabnkhzOrTh620bIMv6sofgc7sOty094iGLthc4TFB0nmtUJL05phuSmnZ0Cflqqqq1KPV31f+5O73N91YQACo6gULvdGF4W4rUkUhzOoXjvRX15Q7fFFX/ui+NbsOy+oGOlexJIdDVeq29Leq1GN558q2fT/ruo7WOJ+thgHKQACo6iDG6s5Aq2gWz9mDPCsbBMtMOPf5qq6stA6XLwYIuwadlzNoWvq1Hif3a2ubSQrlDRIf97fPy32v1nS07ABuMHsgYFUHMVbnmj8VtSKt//fhUq04d3RPrLA1wtNyuFvfFXWfBdrATX9fp8nfdeTLMSYlLVgLN2bppfVZpbqszu6+u6FjY8t0W1ZHeYPEK3qv1tQxPSUYsyPG7KBiVhkI6Mn4C0/GU5Q3BuL5oZ1075uflwo3QZJURgg7d+xAVcrhbn2Xd5xV/l6e8scYGH/XUVljTIIc0sbJV3v9NZbUX2RYkApOFQd8sKnIii8PKH3x5+dtf+6WThr3t89rxJgexuwAXlDVsTK+5Mn4C0/GU9QOC5ZDv66MWyLY4VCxYZS5+vCd3Vvo5Q1ZFbZGuFsOd+u7vOPaxte1zN/LU74eA2PGOV3mytWGtHBjlh66Nsmrz2X2GCJ/uqxZ/TJbfM/9ASJZa6ycGQg7QAWsNsDW1x/kJb/4zw06Mwe2V+fmDcr8YL29e3Pd3r25V1oj3K3v8o7bsu9nS/29rMiMc7q8QcQvrc/S7amJ/G08VF7XZ3khqCaPlSPsABWozoJfgebcX/zSr10Ny+5JUccm9SWpwjEl3vjCcre+yzvu8uZ8yFfGjHM6ITpCo7snasG/skptL5YIotVUXouvP8d/BQJmY6HKatII/5p0qYnyuhoKTv1vCKSvL5vgbn2Xd1zHJvVrzN/LU2ad06O6J+rcCUQEUe8oa8ZdIF7ixJcYoCwGKFeFlQZ/+nM2idkLp/mDlRYqc7e+yzvOKn8vK88KM6OOrLhqNQIbKyhXAWHHPVb5MsxxFuqVDVl6eUOWJUKXnfBl5D1W+mFgJVYJotVh5RBb0zAbC15nhcG6S7Zka/LbpQfQBuKMG6vy1oq7Nf3LwEqz+Kwm0GdLEWIDE2EHbjN7sG7JF0hZTZHMuPGe6n4Z8WVgjR8G8D5CbOBigDLcZvZg3bK+QEow0NEayvoymLLsK32x/2dzC+ZnXCbDnqp62RZYB2EHbimZgdWjTYxpI/zLux5MkEPMuKkGb86uK29G14DnN5W6Zk8gqE69mPHDoCbNkjQLITZw0Y2FSlmlW+LcBbSCJN3RI5FFyarB23/b8haPMxRYzf3eqBdfXXG8rPFQVnmP2p2/r1/mKzVxTB2zscRsrIpYZQbWuWUK9NkcVuCrv+3ZX7znenNMN6W0bOjxY/uDFc/5EmWFmh5tYixbXrsK5M8guwVjd7+/6cZChazYR13WAlqoOl/9bQdf3lTv3HNFwC4gZ8VzXip/cOy278u/RAZ8I1A/g8o7h2pC1ydhBxWij9qavDE+w5d/245N6mvWIHNXMva0jqx6zpcXwvTfX+hns0J54X3Vfd9bNcj7A2N2UKGK+qhrYr+vFXirGdrX4w98NWbFHdWpI6uOyyhv6YfLmte3XHn5bPA+b7zvzV4+xEyM2RFjdtxxbh+13fp9q8qsD3NfjCcJ5PEHZfFWHVmxXipa4bqy8vrrnK3pnw2+4M33vd1WSWcFZXjV2QvN1fSFtcz8MPfFYnWBvqLtubxVR1asl4payyoqb2XnrLeCUE3/bPAVb77vzWxxNRNhB1UWKKvD+uKXrNkf5jW5Gdpddq+jqoawys5Zb4b3QPlsCDTePqetGOR9jQHKqDKrDuA825It2UqdtUZDF2xW6qw1XlvQzuwBfmavYh0IqKPSKjpnvT07JxA+GwIR53T10bKDKqtsAKfZgxMr+iUrqVpls0KrQU1thq4K6uh/Kjpnvd0S443B3WZ/fliVJ+c0dfk/hB14pLw3XnmLnvnzDVfeB/jCDfv00ob/VKu53iozdazWDG3FD1Wr1ZFZKjtnvRnec5yFatIgUsvuSVHBqeIqB00GN1esKuc0dVkas7HEbCxvKWvGgMMh6delQCp8w3nzy7KscgRJUhkf6p7OYrLiTB2z8KEaGMo7Z701O6e654GVV64ONN6ckWi1HzHnYjYW/K6sFpWzo3R5g3m9/WVZ1i/Z0d2b6y//yip13LnN9VV5Y9Nq8CuzB2zDfeWds97o8vPGeRBog5utHAS8UZd2+xFD2LEIK79x3FXeRSDPVlbA8MWX5bkf4JL00oascpvr7fbG9pdA+4JC2aob3r1xHlhhPJy7rP55Ud26tOOPGNvMxnr++efVvHlz1apVS127dtVnn31mdpHc5quZQ/527oyBIIcqvT6SL2c3nX39mopmM/jzejHeuMyDlVhl9o3d6jXQeOM8CJQZR4FwfanKPu8qe6+YPevUF2zRsrNkyRLdf//9mj9/vrp27ao5c+YoLS1Nu3fvVmxsrNnFq5DdEvS5LSrr/324wsG8/vw1V15zvb9aJ6z+a9ATVhiwbcd6DTTeOg/Ke49aqeU7UFozy6pLd98rgdTK5i5bDFDu2rWrLr/8cj333HOSpOLiYjVp0kT33nuvJk+eXOn9zRygvGnvEQ1dsPm87W+O6aaUlg39WhZfqWwwr9nLl/tjYKTdB1+aNWDb7vUaaHxxHlgtzAbqOVfVcpv9ueyuGjNA+dSpU9q2bZumTJni2hYUFKQ+ffooMzPTxJK5x44J+lyVjQcwe00Uf7ROBMqvQU+ZNWDb7vUaaLx9Hlix5dsKrZmeqOp7xezPZW8L+LBz5MgRFRUVKS4urtT2uLg4ffvtt2Xe5+TJkzp58qTr//n5+T4tY0UC9Y3jbWbPbvL1G7smhFozUK/2ZtUwG4hBwJP3itmfy95kmwHKVZGRkaHo6GjXrUmTJqaWZ/DlTbVh8lV6c0w3bZh8lSWbCmuCswc0++KxA2HwZaChXu3NKgPgy+LLzwtfqOnvlYAfs3Pq1ClFRkZq6dKlGjBggGv7iBEjlJeXp3ffffe8+5TVstOkSRMWFYTPsRihb1Cv9hUoY0cChd3eKzVmzE5YWJguu+wyrV692hV2iouLtXr1aqWnp5d5n/DwcIWHh/uxlMCv7NQsbCXUq30FYpeRldXU90rAhx1Juv/++zVixAh17txZXbp00Zw5c3T8+HHdfvvtZhcNAFBNNfULGt5ji7AzePBgHT58WA8//LByc3N1ySWX6KOPPjpv0DIAAKh5An7MjjdwIVAAAAKPu9/fNXI2FgAAqDkIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNYIOwAAwNZscbmI6ipZRDo/P9/kkgAAAHeVfG9XdjEIwo6kX375RZLUpEkTk0sCAACq6pdfflF0dHS5+7k2lqTi4mIdOHBAdevWlcPhMLs4fpWfn68mTZpo//79XBesGqhH76EuvYN69B7q0jt8UY+GYeiXX35R48aNFRRU/sgcWnYkBQUF6cILLzS7GKaKioriTewF1KP3UJfeQT16D3XpHd6ux4padEowQBkAANgaYQcAANgaYaeGCw8P1yOPPKLw8HCzixLQqEfvoS69g3r0HurSO8ysRwYoAwAAW6NlBwAA2BphBwAA2BphBwAA2BphBwAA2BphpwZYv369rr/+ejVu3FgOh0P/+Mc/Su03DEMPP/ywEhISFBERoT59+mjPnj3mFNbiKqvLkSNHyuFwlLr17dvXnMJaWEZGhi6//HLVrVtXsbGxGjBggHbv3l3qmBMnTmjs2LFq2LCh6tSpo0GDBungwYMmldi63KnLXr16nXde3nXXXSaV2JrmzZunDh06uBa8S0lJ0Ycffujaz/novsrq0ozzkbBTAxw/flwdO3bU888/X+b+2bNna+7cuZo/f742b96s2rVrKy0tTSdOnPBzSa2vsrqUpL59+yonJ8d1e/PNN/1YwsCwbt06jR07Vp9++qlWrVql06dP65prrtHx48ddx0yYMEHvvfee3nrrLa1bt04HDhzQwIEDTSy1NblTl5I0ZsyYUufl7NmzTSqxNV144YWaNWuWtm3bpq1bt+rqq6/Wb3/7W+3cuVMS52NVVFaXkgnno4EaRZLxzjvvuP5fXFxsxMfHG3/6059c2/Ly8ozw8HDjzTffNKGEgePcujQMwxgxYoTx29/+1pTyBLJDhw4Zkox169YZhvHrORgaGmq89dZbrmN27dplSDIyMzPNKmZAOLcuDcMwevbsadx3333mFSpA1a9f33jppZc4H72gpC4Nw5zzkZadGi4rK0u5ubnq06ePa1t0dLS6du2qzMxME0sWuD755BPFxsbqoosu0t13362ffvrJ7CJZntPplCQ1aNBAkrRt2zadPn261HnZtm1bNW3alPOyEufWZYk33nhDjRo1Uvv27TVlyhQVFBSYUbyAUFRUpL/97W86fvy4UlJSOB+r4dy6LOHv85ELgdZwubm5kqS4uLhS2+Pi4lz74L6+fftq4MCBSkxM1N69e/XQQw+pX79+yszMVHBwsNnFs6Ti4mKNHz9eqampat++vaRfz8uwsDDVq1ev1LGclxUrqy4laejQoWrWrJkaN26sL7/8UpMmTdLu3bu1bNkyE0trPV999ZVSUlJ04sQJ1alTR++8846SkpK0Y8cOzscqKq8uJXPOR8IO4EVDhgxx/Ts5OVkdOnRQy5Yt9cknn6h3794mlsy6xo4dq6+//lobNmwwuygBr7y6vPPOO13/Tk5OVkJCgnr37q29e/eqZcuW/i6mZV100UXasWOHnE6nli5dqhEjRmjdunVmFysglVeXSUlJppyPdGPVcPHx8ZJ03qyCgwcPuvbBcy1atFCjRo303XffmV0US0pPT9eKFSu0du1aXXjhha7t8fHxOnXqlPLy8kodz3lZvvLqsixdu3aVJM7Lc4SFhalVq1a67LLLlJGRoY4dO+rPf/4z56MHyqvLsvjjfCTs1HCJiYmKj4/X6tWrXdvy8/O1efPmUv2r8MwPP/ygn376SQkJCWYXxVIMw1B6erreeecdrVmzRomJiaX2X3bZZQoNDS11Xu7evVvZ2dmcl+eorC7LsmPHDknivKxEcXGxTp48yfnoBSV1WRZ/nI90Y9UAx44dK5WYs7KytGPHDjVo0EBNmzbV+PHjNWPGDLVu3VqJiYmaOnWqGjdurAEDBphXaIuqqC4bNGig6dOna9CgQYqPj9fevXv14IMPqlWrVkpLSzOx1NYzduxYLV68WO+++67q1q3rGvcQHR2tiIgIRUdHa/To0br//vvVoEEDRUVF6d5771VKSoq6detmcumtpbK63Lt3rxYvXqxrr71WDRs21JdffqkJEyaoR48e6tChg8mlt44pU6aoX79+atq0qX755RctXrxYn3zyiT7++GPOxyqqqC5NOx/9OvcLpli7dq0h6bzbiBEjDMP4dfr51KlTjbi4OCM8PNzo3bu3sXv3bnMLbVEV1WVBQYFxzTXXGDExMUZoaKjRrFkzY8yYMUZubq7ZxbacsupQkrFw4ULXMYWFhcY999xj1K9f34iMjDRuvPFGIycnx7xCW1RldZmdnW306NHDaNCggREeHm60atXKeOCBBwyn02luwS1m1KhRRrNmzYywsDAjJibG6N27t7Fy5UrXfs5H91VUl2adjw7DMAzfRSkAAABzMWYHAADYGmEHAADYGmEHAADYGmEHAADYGmEHAADYGmEHAADYGmEHAADYGmEHAADYGmEHAADYGmEHgKWdOnXK7CKcx4plAlA+wg4Av+rVq5fS09OVnp6u6OhoNWrUSFOnTlXJlWuaN2+uxx57TMOHD1dUVJTuvPNOSdKGDRt05ZVXKiIiQk2aNNG4ceN0/Phx1+O+8MILat26tWrVqqW4uDjddNNNrn1Lly5VcnKyIiIi1LBhQ/Xp08d13169emn8+PGlyjhgwACNHDnS9X9PywTAGgg7APzu1VdfVUhIiD777DP9+c9/1tNPP62XXnrJtf/JJ59Ux44d9fnnn2vq1Knau3ev+vbtq0GDBunLL7/UkiVLtGHDBqWnp0uStm7dqnHjxunRRx/V7t279dFHH6lHjx6SpJycHN1yyy0aNWqUdu3apU8++UQDBw5UVS8LWNUyAbAOLgQKwK969eqlQ4cOaefOnXI4HJKkyZMna/ny5frmm2/UvHlzderUSe+8847rPnfccYeCg4P14osvurZt2LBBPXv21PHjx/XBBx/o9ttv1w8//KC6deuWer7t27frsssu0759+9SsWbMyy3PJJZdozpw5rm0DBgxQvXr1tGjRIknyqEy1atWqVj0B8B5adgD4Xbdu3VxBR5JSUlK0Z88eFRUVSZI6d+5c6vgvvvhCixYtUp06dVy3tLQ0FRcXKysrS7/5zW/UrFkztWjRQrfddpveeOMNFRQUSJI6duyo3r17Kzk5Wb/73e+0YMEC/fzzz1Uuc1XLBMA6CDsALKd27dql/n/s2DH9/ve/144dO1y3L774Qnv27FHLli1Vt25dbd++XW+++aYSEhL08MMPq2PHjsrLy1NwcLBWrVqlDz/8UElJSXr22Wd10UUXuQJJUFDQeV1ap0+frnaZAFgHYQeA323evLnU/z/99FO1bt1awcHBZR5/6aWX6ptvvlGrVq3Ou4WFhUmSQkJC1KdPH82ePVtffvml9u3bpzVr1kiSHA6HUlNTNX36dH3++ecKCwtzdUnFxMQoJyfH9VxFRUX6+uuvK30N7pQJgDUQdgD4XXZ2tu6//37t3r1bb775pp599lndd9995R4/adIkbdq0Senp6dqxY4f27Nmjd9991zUYeMWKFZo7d6527Nih77//Xq+99pqKi4t10UUXafPmzZo5c6a2bt2q7OxsLVu2TIcPH1a7du0kSVdffbXef/99vf/++/r222919913Ky8vr9LXUFmZAFhHiNkFAFDzDB8+XIWFherSpYuCg4N13333uaZzl6VDhw5at26d/u///k9XXnmlDMNQy5YtNXjwYElSvXr1tGzZMk2bNk0nTpxQ69at9eabb+riiy/Wrl27tH79es2ZM0f5+flq1qyZnnrqKfXr10+SNGrUKH3xxRcaPny4QkJCNGHCBF111VWVvobKygTAOpiNBcCvypr9BAC+RDcWAACwNcIOAACwNbqxAACArdGyAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbI2wAwAAbO3/AW8G965BJW03AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "# visualize with IDAES surrogate plotting tools\n",
+        "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
+        "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
+        "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     },
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_usr.ipynb) file."
       ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
     },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.6"
     },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# visualize with IDAES surrogate plotting tools\n",
-    "surrogate_scatter2D(poly_surr, data_validation, filename=\"pysmo_poly_val_scatter2D.pdf\")\n",
-    "surrogate_parity(poly_surr, data_validation, filename=\"pysmo_poly_val_parity.pdf\")\n",
-    "surrogate_residual(poly_surr, data_validation, filename=\"pysmo_poly_val_residual.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now, the surrogate is trained and validated, we shall embed it in the property package, which is demonstrated in the [surrogate_embedding](./surrogate_embedding_usr.ipynb) file."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+    "orig_nbformat": 4
   },
-  "orig_nbformat": 4
- },
- "nbformat": 4,
- "nbformat_minor": 3
+  "nbformat": 4,
+  "nbformat_minor": 3
 }