{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generating Deep Neural Network Model Explanations via ChemML's Explain Module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The `chemml.explain` module has three eXplainable AI (XAI) methods - DeepSHAP, LRP, and LIME. It allows both local (for a single instance) and global (aggregated for multiple instances) explanations. The explainations are in the form of a relevance score attributed to each feature used to build the DNN model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use a sample dataset from ChemML library which has the SMILES codes and 200 Dragon molecular descriptors (features) for 500 small organic molecules with their densities in $kg/m^3$. We split the dataset into training and testing subsets and scale them. We then build and train a pytorch DNN on the training subset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sequential(\n",
       "  (0): Linear(in_features=200, out_features=100, bias=True)\n",
       "  (1): ReLU()\n",
       "  (2): Linear(in_features=100, out_features=100, bias=True)\n",
       "  (3): ReLU()\n",
       "  (4): Linear(in_features=100, out_features=100, bias=True)\n",
       "  (5): ReLU()\n",
       "  (6): Linear(in_features=100, out_features=1, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import shap\n",
    "from chemml.models import MLP\n",
    "from chemml.datasets import load_organic_density\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from chemml.explain import Explain\n",
    "\n",
    "_, y, X = load_organic_density()\n",
    "columns = list(X.columns)\n",
    "\n",
    "y = y.values.reshape(y.shape[0], 1).astype('float32')\n",
    "X = X.values.reshape(X.shape[0], X.shape[1]).astype('float32')\n",
    "\n",
    "# split 0.9 train / 0.1 test\n",
    "ytr = y[:450, :]\n",
    "yte = y[450:, :]\n",
    "Xtr = X[:450, :]\n",
    "Xte = X[450:, :]\n",
    "\n",
    "scale = StandardScaler()\n",
    "scale_y = StandardScaler()\n",
    "Xtr = scale.fit_transform(Xtr)\n",
    "Xte = scale.transform(Xte)\n",
    "ytr = scale_y.fit_transform(ytr)\n",
    "\n",
    "# PYTORCH\n",
    "r1_pytorch = MLP(engine='pytorch',nfeatures=Xtr.shape[1], nneurons=[100,100,100], activations=['ReLU','ReLU','ReLU'],\n",
    "        learning_rate=0.001, alpha=0.0001, nepochs=100, batch_size=100, loss='mean_squared_error', \n",
    "        is_regression=True, nclasses=None, layer_config_file=None, opt_config='Adam')\n",
    "\n",
    "r1_pytorch.fit(Xtr, ytr)\n",
    "engine_model = r1_pytorch.get_model()\n",
    "engine_model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DeepSHAP Explanations\n",
    "\n",
    "We instantiate the `chemml.explain` object with an instance to be explained, the pytorch DNN object, and the feature names (columns). We then call the DeepSHAP method with a set of background or reference samples as directed by the [SHAP library](https://shap-lrjball.readthedocs.io/en/latest/generated/shap.DeepExplainer.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MW</th>\n",
       "      <th>AMW</th>\n",
       "      <th>Sv</th>\n",
       "      <th>Se</th>\n",
       "      <th>Sp</th>\n",
       "      <th>Si</th>\n",
       "      <th>Mv</th>\n",
       "      <th>Me</th>\n",
       "      <th>Mp</th>\n",
       "      <th>Mi</th>\n",
       "      <th>...</th>\n",
       "      <th>X4Av</th>\n",
       "      <th>X5Av</th>\n",
       "      <th>X0sol</th>\n",
       "      <th>X1sol</th>\n",
       "      <th>X2sol</th>\n",
       "      <th>X3sol</th>\n",
       "      <th>X4sol</th>\n",
       "      <th>X5sol</th>\n",
       "      <th>XMOD</th>\n",
       "      <th>RDCHI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.031939</td>\n",
       "      <td>-0.05199</td>\n",
       "      <td>-0.006925</td>\n",
       "      <td>-0.006857</td>\n",
       "      <td>0.027388</td>\n",
       "      <td>-0.020872</td>\n",
       "      <td>-0.057089</td>\n",
       "      <td>-0.115971</td>\n",
       "      <td>-0.00581</td>\n",
       "      <td>-0.000805</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.087464</td>\n",
       "      <td>-0.240233</td>\n",
       "      <td>0.002718</td>\n",
       "      <td>0.003733</td>\n",
       "      <td>0.008075</td>\n",
       "      <td>0.011319</td>\n",
       "      <td>0.007988</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>0.01838</td>\n",
       "      <td>0.002904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         MW      AMW        Sv        Se        Sp        Si        Mv  \\\n",
       "0  0.031939 -0.05199 -0.006925 -0.006857  0.027388 -0.020872 -0.057089   \n",
       "\n",
       "         Me       Mp        Mi  ...      X4Av      X5Av     X0sol     X1sol  \\\n",
       "0 -0.115971 -0.00581 -0.000805  ... -0.087464 -0.240233  0.002718  0.003733   \n",
       "\n",
       "      X2sol     X3sol     X4sol     X5sol     XMOD     RDCHI  \n",
       "0  0.008075  0.011319  0.007988 -0.000032  0.01838  0.002904  \n",
       "\n",
       "[1 rows x 200 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_instance = Xtr[0]\n",
    "exp = Explain(X_instance = X_instance, dnn_obj = engine_model, feature_names = columns)\n",
    "\n",
    "explanation, shap_obj = exp.DeepSHAP(X_background = Xtr[1:10])\n",
    "\n",
    "explanation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing local DeepSHAP explanations using a waterfall plot adapted from the shap library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\nitin\\documents\\ub\\hachmann_group\\chemml_dev_nitin\\chemml\\chemml\\explain\\visualize.py:126: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  sval = shap_values[order[i]]\n",
      "c:\\users\\nitin\\documents\\ub\\hachmann_group\\chemml_dev_nitin\\chemml\\chemml\\explain\\visualize.py:148: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  yticklabels[rng[i]] = _format_value(features[order[i]], \"%0.03f\") + \" = \" + feature_names[order[i]]\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1400x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = exp.plot(local=True, rel_df=explanation,max_display=10, shap_obj=shap_obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MW</th>\n",
       "      <th>AMW</th>\n",
       "      <th>Sv</th>\n",
       "      <th>Se</th>\n",
       "      <th>Sp</th>\n",
       "      <th>Si</th>\n",
       "      <th>Mv</th>\n",
       "      <th>Me</th>\n",
       "      <th>Mp</th>\n",
       "      <th>Mi</th>\n",
       "      <th>...</th>\n",
       "      <th>X4Av</th>\n",
       "      <th>X5Av</th>\n",
       "      <th>X0sol</th>\n",
       "      <th>X1sol</th>\n",
       "      <th>X2sol</th>\n",
       "      <th>X3sol</th>\n",
       "      <th>X4sol</th>\n",
       "      <th>X5sol</th>\n",
       "      <th>XMOD</th>\n",
       "      <th>RDCHI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.031939</td>\n",
       "      <td>-0.051990</td>\n",
       "      <td>-0.006925</td>\n",
       "      <td>-0.006857</td>\n",
       "      <td>0.027388</td>\n",
       "      <td>-0.020872</td>\n",
       "      <td>-0.057089</td>\n",
       "      <td>-0.115971</td>\n",
       "      <td>-0.005810</td>\n",
       "      <td>-0.000805</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.087464</td>\n",
       "      <td>-0.240233</td>\n",
       "      <td>0.002718</td>\n",
       "      <td>0.003733</td>\n",
       "      <td>0.008075</td>\n",
       "      <td>0.011319</td>\n",
       "      <td>0.007988</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>0.018380</td>\n",
       "      <td>0.002904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.030329</td>\n",
       "      <td>0.045286</td>\n",
       "      <td>0.003471</td>\n",
       "      <td>0.009392</td>\n",
       "      <td>-0.033369</td>\n",
       "      <td>0.005686</td>\n",
       "      <td>0.015329</td>\n",
       "      <td>0.132120</td>\n",
       "      <td>-0.011706</td>\n",
       "      <td>0.006712</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013431</td>\n",
       "      <td>0.027834</td>\n",
       "      <td>0.004760</td>\n",
       "      <td>-0.020271</td>\n",
       "      <td>-0.006235</td>\n",
       "      <td>-0.019104</td>\n",
       "      <td>-0.005018</td>\n",
       "      <td>-0.010347</td>\n",
       "      <td>-0.040244</td>\n",
       "      <td>-0.002089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.073318</td>\n",
       "      <td>-0.011014</td>\n",
       "      <td>-0.010239</td>\n",
       "      <td>-0.012253</td>\n",
       "      <td>0.034129</td>\n",
       "      <td>-0.015133</td>\n",
       "      <td>-0.017885</td>\n",
       "      <td>0.005359</td>\n",
       "      <td>-0.016987</td>\n",
       "      <td>0.026442</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006582</td>\n",
       "      <td>0.013818</td>\n",
       "      <td>-0.008897</td>\n",
       "      <td>0.031285</td>\n",
       "      <td>0.015545</td>\n",
       "      <td>0.022423</td>\n",
       "      <td>0.014267</td>\n",
       "      <td>-0.002429</td>\n",
       "      <td>0.078428</td>\n",
       "      <td>-0.039955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.051775</td>\n",
       "      <td>0.060634</td>\n",
       "      <td>0.028966</td>\n",
       "      <td>0.011126</td>\n",
       "      <td>-0.046096</td>\n",
       "      <td>0.022779</td>\n",
       "      <td>-0.021990</td>\n",
       "      <td>0.079879</td>\n",
       "      <td>-0.005687</td>\n",
       "      <td>-0.001833</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.055763</td>\n",
       "      <td>-0.149791</td>\n",
       "      <td>0.011571</td>\n",
       "      <td>-0.056075</td>\n",
       "      <td>-0.012510</td>\n",
       "      <td>-0.014471</td>\n",
       "      <td>-0.010389</td>\n",
       "      <td>-0.003207</td>\n",
       "      <td>-0.077971</td>\n",
       "      <td>0.076956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.078189</td>\n",
       "      <td>0.049846</td>\n",
       "      <td>-0.006229</td>\n",
       "      <td>-0.007896</td>\n",
       "      <td>0.024672</td>\n",
       "      <td>-0.011916</td>\n",
       "      <td>-0.001073</td>\n",
       "      <td>0.035578</td>\n",
       "      <td>-0.000805</td>\n",
       "      <td>0.019776</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003993</td>\n",
       "      <td>0.007286</td>\n",
       "      <td>-0.010335</td>\n",
       "      <td>0.039825</td>\n",
       "      <td>0.012199</td>\n",
       "      <td>0.021159</td>\n",
       "      <td>0.010633</td>\n",
       "      <td>0.004272</td>\n",
       "      <td>0.090355</td>\n",
       "      <td>-0.020396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>0.008847</td>\n",
       "      <td>0.394204</td>\n",
       "      <td>0.027389</td>\n",
       "      <td>0.021292</td>\n",
       "      <td>-0.046195</td>\n",
       "      <td>0.024054</td>\n",
       "      <td>0.122414</td>\n",
       "      <td>0.310809</td>\n",
       "      <td>0.111767</td>\n",
       "      <td>0.002920</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001368</td>\n",
       "      <td>0.002888</td>\n",
       "      <td>0.011813</td>\n",
       "      <td>-0.006262</td>\n",
       "      <td>-0.004366</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>0.004123</td>\n",
       "      <td>-0.014602</td>\n",
       "      <td>0.027206</td>\n",
       "      <td>0.010870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>0.064879</td>\n",
       "      <td>0.029331</td>\n",
       "      <td>-0.023800</td>\n",
       "      <td>-0.014171</td>\n",
       "      <td>0.023401</td>\n",
       "      <td>-0.014327</td>\n",
       "      <td>0.026467</td>\n",
       "      <td>-0.096276</td>\n",
       "      <td>0.037964</td>\n",
       "      <td>-0.028652</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000230</td>\n",
       "      <td>0.005973</td>\n",
       "      <td>0.003281</td>\n",
       "      <td>0.038597</td>\n",
       "      <td>0.030991</td>\n",
       "      <td>0.038983</td>\n",
       "      <td>0.024876</td>\n",
       "      <td>0.010109</td>\n",
       "      <td>0.078109</td>\n",
       "      <td>-0.032479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>0.086556</td>\n",
       "      <td>-0.004422</td>\n",
       "      <td>-0.007464</td>\n",
       "      <td>-0.019316</td>\n",
       "      <td>0.037914</td>\n",
       "      <td>-0.011631</td>\n",
       "      <td>-0.008085</td>\n",
       "      <td>0.005726</td>\n",
       "      <td>-0.011518</td>\n",
       "      <td>0.041259</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008781</td>\n",
       "      <td>0.014713</td>\n",
       "      <td>-0.020406</td>\n",
       "      <td>0.043650</td>\n",
       "      <td>0.018309</td>\n",
       "      <td>0.026390</td>\n",
       "      <td>0.009535</td>\n",
       "      <td>0.016264</td>\n",
       "      <td>0.104574</td>\n",
       "      <td>-0.033671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>0.090357</td>\n",
       "      <td>0.031684</td>\n",
       "      <td>-0.036333</td>\n",
       "      <td>-0.023286</td>\n",
       "      <td>0.013101</td>\n",
       "      <td>-0.025404</td>\n",
       "      <td>0.024115</td>\n",
       "      <td>-0.069291</td>\n",
       "      <td>0.041967</td>\n",
       "      <td>-0.028402</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004694</td>\n",
       "      <td>0.006852</td>\n",
       "      <td>0.001424</td>\n",
       "      <td>0.085513</td>\n",
       "      <td>0.071626</td>\n",
       "      <td>0.091616</td>\n",
       "      <td>0.028419</td>\n",
       "      <td>0.041313</td>\n",
       "      <td>0.184755</td>\n",
       "      <td>-0.036952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>0.110965</td>\n",
       "      <td>0.032688</td>\n",
       "      <td>-0.040615</td>\n",
       "      <td>-0.028315</td>\n",
       "      <td>0.032846</td>\n",
       "      <td>-0.037154</td>\n",
       "      <td>0.013515</td>\n",
       "      <td>-0.028467</td>\n",
       "      <td>0.022227</td>\n",
       "      <td>-0.025841</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.010460</td>\n",
       "      <td>-0.014772</td>\n",
       "      <td>-0.005115</td>\n",
       "      <td>0.075755</td>\n",
       "      <td>0.068138</td>\n",
       "      <td>0.088936</td>\n",
       "      <td>0.046433</td>\n",
       "      <td>0.050386</td>\n",
       "      <td>0.161519</td>\n",
       "      <td>-0.073746</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>450 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           MW       AMW        Sv        Se        Sp        Si        Mv  \\\n",
       "0    0.031939 -0.051990 -0.006925 -0.006857  0.027388 -0.020872 -0.057089   \n",
       "1   -0.030329  0.045286  0.003471  0.009392 -0.033369  0.005686  0.015329   \n",
       "2    0.073318 -0.011014 -0.010239 -0.012253  0.034129 -0.015133 -0.017885   \n",
       "3   -0.051775  0.060634  0.028966  0.011126 -0.046096  0.022779 -0.021990   \n",
       "4    0.078189  0.049846 -0.006229 -0.007896  0.024672 -0.011916 -0.001073   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "445  0.008847  0.394204  0.027389  0.021292 -0.046195  0.024054  0.122414   \n",
       "446  0.064879  0.029331 -0.023800 -0.014171  0.023401 -0.014327  0.026467   \n",
       "447  0.086556 -0.004422 -0.007464 -0.019316  0.037914 -0.011631 -0.008085   \n",
       "448  0.090357  0.031684 -0.036333 -0.023286  0.013101 -0.025404  0.024115   \n",
       "449  0.110965  0.032688 -0.040615 -0.028315  0.032846 -0.037154  0.013515   \n",
       "\n",
       "           Me        Mp        Mi  ...      X4Av      X5Av     X0sol  \\\n",
       "0   -0.115971 -0.005810 -0.000805  ... -0.087464 -0.240233  0.002718   \n",
       "1    0.132120 -0.011706  0.006712  ...  0.013431  0.027834  0.004760   \n",
       "2    0.005359 -0.016987  0.026442  ...  0.006582  0.013818 -0.008897   \n",
       "3    0.079879 -0.005687 -0.001833  ... -0.055763 -0.149791  0.011571   \n",
       "4    0.035578 -0.000805  0.019776  ...  0.003993  0.007286 -0.010335   \n",
       "..        ...       ...       ...  ...       ...       ...       ...   \n",
       "445  0.310809  0.111767  0.002920  ...  0.001368  0.002888  0.011813   \n",
       "446 -0.096276  0.037964 -0.028652  ...  0.000230  0.005973  0.003281   \n",
       "447  0.005726 -0.011518  0.041259  ...  0.008781  0.014713 -0.020406   \n",
       "448 -0.069291  0.041967 -0.028402  ...  0.004694  0.006852  0.001424   \n",
       "449 -0.028467  0.022227 -0.025841  ... -0.010460 -0.014772 -0.005115   \n",
       "\n",
       "        X1sol     X2sol     X3sol     X4sol     X5sol      XMOD     RDCHI  \n",
       "0    0.003733  0.008075  0.011319  0.007988 -0.000032  0.018380  0.002904  \n",
       "1   -0.020271 -0.006235 -0.019104 -0.005018 -0.010347 -0.040244 -0.002089  \n",
       "2    0.031285  0.015545  0.022423  0.014267 -0.002429  0.078428 -0.039955  \n",
       "3   -0.056075 -0.012510 -0.014471 -0.010389 -0.003207 -0.077971  0.076956  \n",
       "4    0.039825  0.012199  0.021159  0.010633  0.004272  0.090355 -0.020396  \n",
       "..        ...       ...       ...       ...       ...       ...       ...  \n",
       "445 -0.006262 -0.004366  0.002759  0.004123 -0.014602  0.027206  0.010870  \n",
       "446  0.038597  0.030991  0.038983  0.024876  0.010109  0.078109 -0.032479  \n",
       "447  0.043650  0.018309  0.026390  0.009535  0.016264  0.104574 -0.033671  \n",
       "448  0.085513  0.071626  0.091616  0.028419  0.041313  0.184755 -0.036952  \n",
       "449  0.075755  0.068138  0.088936  0.046433  0.050386  0.161519 -0.073746  \n",
       "\n",
       "[450 rows x 200 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_instance = Xtr\n",
    "exp = Explain(X_instance = X_instance, dnn_obj = engine_model, feature_names = columns)\n",
    "\n",
    "explanation, shap_obj = exp.DeepSHAP(X_background = Xtr[1:10])\n",
    "\n",
    "explanation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\nitin\\documents\\ub\\hachmann_group\\chemml_dev_nitin\\chemml\\chemml\\explain\\visualize.py:381: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
      "  ax.scatter(shaps[nan_mask], pos + ys[nan_mask], color=\"#5c5ccd\", vmin=vmin, vmax=vmax, s=16, alpha=1, linewidth=0, zorder=3) #, rasterized=len(shaps)>500)\n"
     ]
    },
    {
     "data": {
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lxZIp7dhVpJ155ddOLyzSXd/9oOySipm8LRLi9b9Lztdtg0/V7vwCuTxeeUxTP6zfqJf/8N+r94DYsDClZRXIcEkWr7RiV7oe/na6nvxtltam75NUPoF2xZ50/bF9R43fD4fLrXs++l47svIkSbtzCnTvR9+r2FH9HrpV+WnpRr336xKVudwyTWnm6q3679Q//PqsS03XM5/MUEGJw1dDo6RYXXFGn2BDAgAAAIA8stTZP6A2eKcAAAAAqHMub5FyHCv92gxDahud5Xs8P2uT7+tNBenKdBT69S/zuLQ0p+YQsLLZGVsC2uZkbA3ad27GdrkPWkrZ6fX4PfbK1B8Z24KevzRnmxwH7QWbUZavbUUZkqTfd2+vOGBKhgy/vh7T1B+7A5/f72mB1/s9bZvmpadW1Os2ZHj9x3N6PFq4a3fAubO3pQZpC/66/rE5sO+CbTuD9v89yLgHW7M7Q7nF/iF7kcOpFTv21nhuMHPXB17z4LZ5awL7LNmwSy63J6AdAAAAAID6QEALAAAAoM7ZjEiFW5MD2vNcUb6vm0Um+b5uHBkvmxH450nzqMSAtuq0jA7s3yI6IXjfmNqNHWxMSWoeFfj8wiw2NQiPLz8vzv+6pgL3Xz24T3ldgW2tYhPVonK71Qw+XkJ8QFuLIG0tEwPbJKl5UmB7k/i44GMEaTtYs8Q4WQz/INkwpOZJcTWeG7S+5MBrNk/xb2veICGgT6OkWNms/PkLAAAAADg28BcqAAAAgDpR6nHop7S5+jD1B20q3K2uSXer8p8cu0pTtKmofC/XGFu4IqwWZZYVSJIMWdQnob1cbou8+yeJjm3RVx3iGlV7zT2le/Ttnm81LX2aitxFGt92gFpUClTtZpiSjUR9vXWNHB7/2a6nNmilM5uW7/1qegx5HFZ1imqqyrlnm7hYOY08ub2Bsy/jrbFqF9Xcr21i2+FKCCsPoce06aTuDRrIHumSLdIli81/tu7IVm01sGkL3+Mip1MfrV6hGE+UYi0RvvaUiGjd0vVUndqopUa32L9XrUUyY8prMg1T3nCvOrdIVnJMlA52w6mnKDEy0vc42mpXoj1CXy1fK4fb/zU5p3tH9W7RxPfYajF03+ghum3QANksFd/LZnGxysku1jdL1srh8h9j0ZZd+u/PczVlyVolxURqwtC+fsdPadMsaJ3V2bBrn179fp7CbVY1S64IdyPD7PrTuYP8+o48pYN6tW/qe2wY0rgz+8g4KCiuycqNe/TG539o6szVKnO4anXO3ox8ffjFAn3y9UJlZhfWfEIVSkud+v6HFXryyal66qnvNO2X1XI63TWfCAAAAAA4LhimaQbedg0gQEFBgeLj45Wfn6+4uMO74x8AAOBEVeZx6M/Ln9eOkoqla+/qME6DkhtrX+lcRdmaKczaR5/umK/Pd/4ht+mWYUixtkj9q+d1unveFGWUlQdaFsPQfT2G6aZOQ6q95qq8VXppy0vymOVBZaI9UY92fVRhlihNS9ugqVs2aMbOimWGBzRqoc/OHuc3o9Nrmnph5Ry9vHyBL5dtHBWjLs3CtLF4syLsLhmG1C+xk57ufYvvvC15Wbr4p49U4CyTPcyjqDDpH/3G6MJWvX19lmXv1A1zP/Atg2w3rCp1mPI6bTKsXo1t303P9B8rSSp0OjT280+0NTdHkmRIuqRHV/Vr3lTntOykuLDywLbU5dLZX0zSzqJcyW3I9BiyRJUvlyxJcWHh+ur8q9QxsWLf3NfmLdLzv88tH9cjWSplzb2aNdZHEy+X3Wr1tbk8Hs3csE3pBYUa1rGtkmIidckHn2pbdq6vj7VEsu3PLHu1aKIPbrlcNqtFb/y2UP/7ZZ6vX5/WTTXp1sv06m8L9PqMhTKN8ifXJiVRk28bp5iI8Gq/x5L085KNevD9n+Td/xybpcRrwpmnyDSlM3q2U4P4mIBz9mTma/wTH6lw/z60dptVL951kU7t2qrG60nSZz8t1X8/nOV73LlNI73x+JUKs9sC+rpcLr333nvKynNr1hKHyhzl3++Y6HC99szVatU8cKZ1dZxOt+648wNt2bKvotHrVc8eLfT8i+NlsRxa0AwAAICjh8+MTxz/3XBmnY11d+df62wsnLiYQQsAAADgiP2+b6lfOCtJH+34QbFhbdQufryaRI9QckSCdpXuk0fl4awkFbpL9dSqn3zhrFQemk7bvbnGa05Jm+ILZyUp15WrmZkzFWUL05lNOmnenl1+/Rdl7NKctO1+bRbD0C/bt/gtFpxeUqQ1WTsVGeby1bkkd6NW5VXsZfvm2kUqcDokGXI5bcovsumnbf5jv75xtt8etS7TI6vdK1uUW9Zwr6buWq3thdmSpG83rPeFs1L5JN75qbt1RftevnBWkn7ZtkU7swskh1XyWGSGmb5wVpIKnA69uWqx73Gpy6XX5y/Sge1vjYMmAq/ck65Zm/zrtlutGt2tg64d2FetkhP07dr12paTWz7G/n+eiEpj7Nqr3zdsU4nTpbdnLvYba3lqmv7YmKqpK9fLtMhXx/asXE1dsV618coP83zhrCTtycqXy+XRFUN7BQ1nJemr31f6wllJcrk9evu7BbW6ntvt0btf+/fdsD1Ds5cE7m9c2dotFeGsJBUVOzT52yW1umZlv/++wT+clSTD0KpVu7R4cfD9kAEAAAAcGa9pqbN/QG3wTgEAAABwxHKcBQFtec5CvwBVkrIdgf1yHKUBbfvKal4eNteZG9CW58yTVB5UlnkCl4TNKCkKvFZpYJvTHThLMcuRXzFOkHMObsusxXM48DwzioPUVcu2gDoqPcdCh0MlrorleYPNvcworH7MfUXFgY0H/SW5r6BYxWUOlToDlwLOLCjWvoLAMYK1BZOZH+R1CNJWWVZ+4NiZeTW/dpLkcLpVWFwWeH5u9fWWOgIXp8rMOfRljrOzq64zO+vwl00GAAAAABw7CGgBAAAAHLEByd1lHBT/9U/uJqth9Wsb2qBbwLlnNusY2Na0U43X7JvYt8q2ptFx6p7sv39tmMWq4c3aBpwzqmWHgLa2Sf57pEZYwnRKUkVNvr1gKxndwn+cM5p0DuhjmhWvUUp4tPokle9hO6pt+4DwdFTb9gHnj2zdVtZKSzQb3sDIdXSrivMaxsSoZ5PG+ztL5kHd7RaLhndsEzBGZWe2bxdQm6VSDmuzWjSscxs1iItRjxaN/ce3WjWkU2uN7NrOr90wpDO6+LdVZUTPwNchWFtlw3oHjj28T/XnHBAdFa5Turbwa7NaDA3pE/jeqax5o8Dlj08/LfC9VZOBA9sHXcY4zG7VgFNr95oBAAAAAI5t7EEL1BL7CQAAgEO1u/Arbct7XU5PrhpHn63OyX+TzRId0M80Tf2S8YXmZ0+XTFMDk0dpdOPLZDGO7v2UW4u26eMdn2pnyU51iG2vMxuN1LT0X7SteJvaRLfR+Fbj1TKqZa3Hm5mxWB+k/qBsZ566xbVXmdetzYW71T62uW5vf7E6xraU2+vRP9Z8rhkZK+U1TTUMT9Jzfa7T7+nb9eaG+Sp0lSkuLEwl3hL1SW6hh3ueqwJPtt7b9q3SyjLVJ6Gzbmt/ucIsFn26820tzV0tlylFWiN1QdMLdVbjs3z17CzM04Pzfta89J1qG5ekyzp01xepK7U1N08ypV4pTfTMoHPUJCpOj8yfrh9TNyohPEJ39h6k4S2b6YWNX2hV3ja1jGqoRFsjLdi3QwWldjndhnonN1XbqAb6IXWTPF5TV3bsqT91H6gnfp+laVu3qGF0jO487VStLUvV56lL5TFNhVlsirdHal9ZobonNtOjvc9Vj8SmenP5Yr29YqkKHQ5ZZZHD49botu31rxFnKiEiUpL05dZVemnNXGWXFatHQhPtSS/W3sIind6qtRolxGjqtvWyGIau6dJHzS1xembuHBWaDoXbbLqiaw9tz8jV/B271DwuTgm2cK3fm6kWifH6y6jT1TwhTk98P1Or96QrOTpKxS6XDIt0Wd8eumfkIFktFn25aq3++8d87Ssqkt1ikVngkVxSq+QE3Xfu6TpjfwC7Jydff//6Ny3YvFPNkuKUFBOlNbsyJNMsXxrZMNUgIUZ3njlIF59SEda7PV7997s/9O3CNQqzWXXV6X10w6gBkqSCkjI9OXmGfl2xWXGR4YoOC9O+vCL1aNNEf7tihNo1rdhvt7L3f1qsj6YtUYnDpZF9O6i0zKX5a1LVNDlOt18yRMP7Vh3YbkzN0J+f+lo5+SWy2Sy6akw/3Xbl0KB9D+xB6/WaKnS30g8z1sjjNRUXE6F7bzlTZw7tUuV1vF5T7374h777cYUMw9CF5/XWdVcP1qxZG/TGmzO1b1+BZJpq3iRBf7pzlLp3b6FX//OT/pixTonJMRp/0zCdeW6vKsevC3t35ejlf03VqsXb1apdQ918/7nq2b/6UB8AAOBkwWfGJ44X1o+us7Hu7TKtzsbCiYuAFqgl/mMLAAAORU7pEi1Ov9avrXnsZeqW8veAvnOzftE3e971a7uo6XUa0uCco1afw+PQvSvuV7GnYtlWiywyK+0Pm2BP0LM9n5XNEjgzsDoe06OJC/+pDEfFEsTx9hh9dNpj8prSuTOfVZ6zxHesWWSivh1+r5wet0ZOe0F5zoolj5tHxSgmao9cZsVyxV3j2qp1tFvrClZUqt2qB7s+pUYRTYPWlO8s1eBvX1ZRmUeVF/ptFh2n2WNvkdVSdRj+n3XfafKO+cotjJRZaT+hRpExmjXmDoVZy2cJ3/XTD/p+00bfcUPSrcN66d3tf/iN93Cvc3R12/Lw8bvNG3TntB/8jt/df6DuHTDI93hZ5m5dMu1Dvz6Xtu2hZweeF1DrvO07de0XX8ob4f9n3r9HjtYV3XoE9Hd5PBr9/LtKL6hYVtc8ULwh3T96qG4Y3E+SNGdbqq7//Bu/8689pbceGTUiYFxJuvGtr7Rg886A9j+fO0TXD+/v1/bmLwv1yo/z/NqevOZsjelXEW6WOd069+G3lVtU8f5okhSn7/4xsdrvnyTd/cLXmrc61ffYarVo8hMT1KpxYtD+d/zzCy1dW1G7zWrR5y9cryYN4gP6HghoJWlHdgPNXlixV63FYujd5yeoXesGQa/z5bdL9PIbM/za7v3TKF14Xp+g/Z957Bv99uMq32PDkF5870Z17tYsaP+6cNsl/9P2Tem+x5FRYfpg2v2KjY+q5iwAAICTA58ZnzgIaBFqLHEMAAAAHAUZJdMD24qD/5G2Kn9hQNvq/EV1XlNl6ws2+IWzkuSV1+9xnitPW4q26FBtKtzlF85KUr6rSKvztmlpzna/cFaS9pTmamP+Xi3O3uEXzkpSgSfLL5yVpHUF27Qmf5Vfm1cerc5fVmVNs/duU7HLpYN3Yd1TXKBV2enBT9pvZsZauT0Wv3BWKt9zdnn2bt/jX7Zs9jtuSvpp95qA8X5N2+D7+uetmwOOH9z2066NAX1+2bUpaK3TNmyW1x54D+7PWwKvI0mrdqf7hbOS/ys0bV3F9/+XjYFjTNsU/P1RVOYIGs5K0vTVgef8ujJw7F9X+vdbvmWPXzgrSXtzCrRuR0bQ6xxQ5iifOVuZx+PV7BVbg/YvKCrzC2el8hm+fywN3v8A0zT1x2L/Pl6vqdkLg7/2kjR7buD3cfa84N9bSfpjxvqDrinNPaitLqXtzPYLZyWptMSpJXOrfk4AAAAAgJoR0AIAAABHQbg1OaAtzBp8KdY4W0JAW6w9cKZeXYqzB7u7OzDYC96veon22ID9aCUpMSxWyWExAe2GDCWERyklPHD5Z4838E+WCEuYoqyBs/dibVW/Zg0iYg7OZvdfW0qJqH4mYHJ4jCxG8IWHUiIqak6OChwnISywLbnS80wJck6Dg9oaRAS+ZslV1JwSEy3DG6Q9yHUkKTmm+ufeoNLx5OjA709KdPDzw202xUaEB68xNshrUou2pLjAPoYhJQU5tzKbzaq4qIjA8YOMJ0kR4TZFR4YFtCclBD5//1oMJcRFBl6nmvOSEgOPJVbTPzEpSP/kwPdHXYmNj5TNZg1oP5rXBAAAAOqDR0ad/QNqg4D2CHk8Hv3222+69957NWDAALVs2VIRERFKSkpSly5ddN555+nVV1/V7t27ax6sktTUVBmG4fdv9OjaT7GfNWuW37lFRUXV9ne73Vq5cqXeeecd3XrrrerXr5/CwsJ857du3bpW1+3Xr5/vnAEDBtS63mAeeeQR31jh4eHKyck5ovEAADjZmaZTZtlPMks+l+nJPuLxSh3zlV80SU5X3c/eMr0Fcpd8KXfptzK9JTWfcAzxml6tzV+pXc4GslsbVjpiUbuE24OeM7zB+QqzVIRZdiNMwxtc4NenzLFM+UXvqcy5IuD8bUU79dPe37WhoPoZfpW1jWmjXvE9FWVxqEV4tpJsRWoU3sC3vLEk9UnoqaaR/ksGr89P0+TUBVqZG3x2pCQ1jkzWqUk95fJY5PYaMk1pcEpPtY1pqs7xTTW8URc1CC9U+9h9ireX6oLmfdQ0MlFdE5pqQMr/s3ff4XEUhxvHv3tdpy5ZsmRZkm2594YLtrExzfTeOyGQkATSSCAQSkhIIfklgQAJJIHQTO/NVBts3I17L3KVrN6lq/v74+w7re9sy+BCeT/Pw4NudnZ2du9O1t27M9PV0tZJ+UfRK8W6Du7xnYcyJKMndiMULcv3dGVYZuTvz6q2Jl7avJD3dqzAHwqyuqGUyuBmRuVlwx5B6/DcfNY07iQYTpBq7vKdksm4HAZuZ8BSPq5zMQtrN7C2ITLC8KbRYy3bi9MzuGnQsXgcBjZbGDBx2xxc3TNW7+rBw8lwx8JDl83ODSNGs7W+nmeWLOHjjRs5p/sACpLbhc9BgxGpRczeFv8cTOnXm1TDbcnaPXYH1w4fSVsgyJsr1vDSkhXUtbYB0C07k9OH9LW0sXuKY4/TwbXjI1MR+wJB8j3JpNlc0bbtJgzplMdHqzcQDIWpa2nlpQXLeWfpGkKmyXcnW6cxBnDaDIZ3K+D5z5awo6YhWn7tCaNw2mMfT1OT3Fw2abhl3z5dc5g8xLpu7NCSAjJT40PR9hx2G9ecPsZygp3SkslI9vDGJ8uZNns1bb7Yc7ts7Q6G9S+0tNG7Wy7HjNz7mrW7nXeqtc+FXTI5/pj4NWhN02TBwk3kd07H5YpNIZ6U5OSMU4bw3vvLeP+D5bS0+Cz7nXXxGMvjvC4ZnHCadQ3a5Uu28PpLC9iwbt8jixNZMm8jbzw3l80bKgBoafIxaES3yFDdXasjDRrZnSGjehxw2weiakctbz82nc/eXEQwENz/Du001DTy7mMf89HUmbTtcf2+jaq2V/PWI+8z69V5B3wtRURERETk0NEatF/CO++8w89//nNWrly537oOh4MbbriBO++8k6ysrP3WLy0tpXv37nHlM2bM4Jhjjtnv/tOnT+fYY2NrQTU2NpKSkvgu5zvuuIM///nPtLa2JtwOUFxcTGlp6X6P+8ADD3DjjTdGH69atYq+ffvuY4/ETNOke/fubN68GYBzzz2XF1988YDbOZi0noCIiHydmeF6zOqLILQrwDOSMTL/i+FKvM7h/lTU3ERTy/PRx1npvyYjNXH4eKDCgXX4qi8EMzJFrmHvgjv7RQx7/kFp/1AKmSH+sf5PrGlcAYDHCHF2Xh86u9PonHwi6e6BCffzh+r4YNsVbGptBKDA5WdSl4fJ8AwGoLrubuqb/hmtn576Q7LTbwPguS1v8vy2t6PbpuRN5Ls9LuxQf9fUvczCqj+xO3HLTxrH0qZWtrdW4LX7yXIEOLXrrylJHQfAw2s/5NH1H0f3v6h4DL8YEL8O6hvb5/HHlS9j7mq3T2oXHhn1g+hatq9v+xOrG2LtTMq9llGdzuXxTU/xwc7p1LQl0RpwMTlvCLcNvAx/OMj0ivnsaK0kEN5AWdsn0X07u/szIONYRmVNwGNP4vPqLVw/50laQ34Ast0ektzl2GyRvvRPGUR1fTr1vjZWNGwjZIQwDBic2YUnJ15BksOZ8FrdvfwJZlQspsXnwhdwUJCcwfa2umigfWOfE7mq5BgW7tjB+xvX0zk5hXHdC/jhwieoaIsEkWYYmrencExeb/595lnYdu1c3tTIS6tX0hYKcmavvqytquYnb78dDY3HFBbyt1On8NrmVUzfuIlZG2M3f57Ruy9/P+lUAFZVVHLZsy9Q3+rDNE1cHhun9e3Dj48eh8tm56L/PcfWunoA0jxunrj0PPrn5RIKh7nt7fd5ackKTFvk5dC7UzYPnXsG3bIzqWtp5dJHnmNTVeQ96XLYGdIjn0Ubd0T72KdzJ3ZUN9Dki1z3ouwMnr7uQtaXV/HukrVUNjTTLSeDBeu2s2JbJDh02G38+fJTOW5QT5755HP+8PL0yEvRgIkDu/PAtWfFPQ/BUJhnPl7EQ2/Opm1X2JSbmcLjP72QLln7/ht94eqt/G3qDNaUVsQKzcgo6vxOafz7jou4/6kZvDd7dXTbyP6FTB7dh5Mn9CfJk/i1sXsN2vKqIDMX+mjzBzENyMlO5l/3XU5Op1RLfdM0uf2ul/lszq4pnA0YO7onfXrnMbB/V+699zVq6yI3pmRnp/DA3y4jLy+DRYtKue1XL+Bv9WMLhsnOSeOBR64iJzcW3v/1D2/x9uufRx9f871jufiKcfu8Lrv9/pfPM+PdZdHHU84azoevLCIYjNwIkd05jUtumMzxZw63hMoH28IPl3PXRX8n4Is8v72GdeO+d27B4008Iru9jUs38/Nj76SxNjJ9e173XP4287dk5ydea/ibbv60xdx51p8I7LoBoffIEv4y/e4OXUsRERHpGH1n/M3x51UnHbS2ft5v2kFrS765NIL2CzBNk5tuuolTTjnFEs46HA569+7NxIkTGTFiBDk5OdFtwWCQ+++/n4EDB7Js2bJEzXbIbbfd9qX6nsiWLVv2Gc4eiIsvvhinM/bFxRNPPPGF2pkxY0Y0nAW48sorv3TfREREvtVanomFswBmM2bT/32hpnz+JZZwFqC24T5C4fov08OoYNPfouEsgBnaQaD53wel7UNtad3CaDgL0Gbaeaeqhl6ZP9lrOAuwuWEqhDfS3V1Jd3clLqOeNbX3AxAIbqG+6V+W+vWNDxEMbqfO38BL29+1bHu3fAbbW/c/ci5k+llW8zDth1qWtc7CySoKPPVkOlsxjSCfVkSOXeVr5LENMyxtPLd5LluaqyxlgXCQh9e9Ew1nAdY07mBR7cZdx1hjCWcBZlU+SWnzBj6smI5hQHZSK13T6tnQOovGYBMeu4sp+eM4o+AoSzgLUOlbw7CMkXjskVGUf1v1QTScBaj2tdHkj01Xu7ppOX8cewJtthbCtlA0YF1au4PXtyT+O31L804+qVyMYUCyx09Wagstxg7LtMf/WvcRDYFWRnTpwi3jj+HqYcN5Yeu8aDgLYNjAle5neukmPml382NeSio/GDman40eR0lmFr+fMcMyonfO1q3M31bGxSVDWbzV+ty+vnY1n5fvAODvM2dT3+YDAwybQcBvkpOUQkFaGo/PWxQNZwEa2nw88MlsAHyhEG9tXksoGcJJEPbC6pZqanyRzwhT5y6JhrMA/mCIpZvLLX1cs7OKRn/sum+pruPp2YsZ3bOIO889nn9cfSZ983Oj4SxEwtY/v/EJLb4A9789K5KU2gADZqzYxJLSHXHPhcNuY832StqCwUh9Ayrqmnjs/fkJn7v2cjNTWLu5Iq7cBMqqGrh/6iexcJZI2ys3lTNlQr+9hrPtLV7Vhs8fjJyGCdVVzcxIsJ7swkWlsXB2VwdWrNjGxeeP5v33l0XDWYDq6iamPhdZo/qRf32M3x8Eu42w20FlQwuz2q0Fu2lDhSWcBXjyv5/QUL//WQhWLt5iCWcB3ntpQTScBaje2YDH4zqk4SzAv3/9fDScBVj3eSkfTv2sQ/v+787nouEsQPmmCl7+21sHvY9fF4/+4sloOAuwdsEGPnjyk33sISIiIiIih4sC2gNkmiaXX345999/f7QsOzubBx54gLKyMtasWcP06dNZsGABO3fu5LPPPuOcc86J1i0rK+OYY45h/vz9f4GQyMyZM3n33Xf3X/ELcDgcDB48mGuuuYaHHnroC4WinTp14tRTT40+fvrpp/kig7TbB7u5ubmcfPLJB9yGiIiIxJihzfGFwdIv1FYguCm+fbONUKj8C7W3p3CCfplfsK+HW4Uv/hrUBWrwh/c9zWZzIP75aQlGpq8NBEuJXxs2TCC0mQpfNSEzfmre8tb4EGpPvlAd/nBDXLkda3v1gR2YZpjtLbUE9ziWicmWZut02Q2BVuoD8YHQtpZIvRr/9rhtAdPH1pb46ZlDZohqX6z9Gn9ZXJ0wIeoCsfPdsz8AgbC9XX2T8rYqSpvil8/YnKAMYFtrVVyZYYCt3WKvvnCQ8tY6S50tLfF9sTkjgVdpXW3cNgB/KMSOxsa48k21tVS0NNMcCMRt21gbaau0Nr7N0ppInzbX1MVvq42UVTQ3JWx3064+bq6O37etA1Olbq629mdLVXw726rr2VnXSIsv/vilFYmv0ZbK+Ha2VMSXxR1rZx1xH03aTem9eUf889/SFqCqrjmuPJHG5lBc2bYd8eeQqKyhsY3Gxja2bY/ftn17jeX/lrba1d+2NX57wB+iojz+fR53jC17vFZNEzMc/zlue2n8e+Fg27Eh/gaT7QnKEtm+Lv53xPb18WXfFgmvR4IyERERERE5/BTQHqC///3vPP3009HHo0aNYtWqVfzwhz+kU6dOlrqGYTB27FheeuklnnjiCez2yBdDdXV1XHDBBTQ07P+D8m69evWK/nz77bd/ybOwuuaaa5g1axYNDQ3RdWi///3vd3jd2T21D3a3bNnC9OnTD2j/1tZWy3TGl1xyCQ7Hob1LW0RE5JvOcI2PL3R3bNrLPXncRwPW0WR2execjv2vz9gRdveEBGUJ+v8V1C9tUFxZj+ReuO2eBLVjcpKOjivr5ImsU+pxDccwrFOk2ox03M6hdE/uSprDuoyF2+aiT1rJfvvqdeSS7tpzSQ0Dv2n9u6vQOwzDsNE3LZ8Ml9eyLcnuYkhmsaUs251KSUreHq0ajMiKvD6KvEOwYT1GmjOXoRljcNlc1nJHKkXe2Fqghd6+OG3Wa5lkTyXPE1sPc2xO/Ll7HLHwL9mRRK/UYsZ3jl9Dc1yCMoCB6d1w26yvedM0CJmxj1M57lR6pORa6ozpFN+XUIsTAxhXVBy3DcDtcDCyoCCufHxREcXpGRSlpVvKHTYbRxdG1ugd3y2+zfHdItvGdS+K27a7rCg9g6J0a7t2w2DsrnaPLonft3NqguVT9sjzju5p7c/Y3vHtjO5ZSHFOJl2z9zi+zWB0r/j6AGP6xp/nmL6J67Y3qGcXvHuOhG3X50kje2K3Wz8iF+Sm0zU3Y79tA+R1ih9lO3JofF9HDOtmWesZoFtxJ7KzUxg5vFt8/eGR9+mIEfFL4IwYEas/aEghTpfdsj2rUwrdSnLYnyFHdcfW/twNA1eCUcPDx/WKKzvYhh3bP/64xw7o0L4jThgSX3b84C/dp6+rESfGX4/hJ3x7r4eIiIjIvoRN20H7T6QjlHodgNWrV3PLLbdEH/ft25dp06aRkZGx330vv/xy2trauO6664DIGrM33XQTjz32WIeOfccdd3DFFVdgmiYLFy7klVde4eyzz/5C57GnjqxpeyBOPfVUOnXqRFVV5O7qJ554wrIe7v688sorNLYbNaDpjUVE5FAz/fMxmx6AUBm4j8VI/QmGkdTx/Zsfx2x9EXBhJF+BkXTWIevrgTJ9szGbHoRwBTgGQXA1EADXeIzUX+5//5YXMFueBkIYSRdiJF+Gw55LbtY/qK67hVC4FofhopNrKJuq76aqbTZuRwHdMn5EumfE3tsNVWA2/hkCC8HRFyP1pxiOEsyWZ7H7Z2GzZRIMNxDGwJ50Dnbv5db9297FbP4PmM0YnjMg+ToM44t9CDJ9n2A2PQzhGvCchJHyQwzDtf8dAdMMs7L2CTY1voPTlky/zMs4v+vlvFn2InZqSXdAmr2KVfUz6Ze+95C5S8rpVDW/QIvvM0xMnI7+9Mn6KQDNwWq2MZZa/3KSjRaKXV7ysv8Pm82LDfhZn2t5cP2TVPiqyXJl8N3uF7Kx4TXWNbyD3XDTL/1sKv2b2Nw0m1RnZ47Kvop8byRIPrrzPXy28w7q/Rtx29LJTz6Rqto5tIaaqfSlkO7M5eq8nwHgtju5fcCx/G7FW9T6Id1p8KuBp5DqjASmm+v/x47GlzEMBzf0OJcHN8LGpnLSnF6+3/Nkkh0+nt9yLztbS8nxDKDev4m2cAOZrgJOK7iZVGcaN5R8l/+VPk1toA6HYcdt9/D81pfZ3LKdSl8VQzIGcmaXG5lW/h8ag9VkOHMZlXUx9658jC0t5QzJ6M31fY6jytfE7MoNuG0Ojs0voSKwhip/LTnuTAYlj+WCD56kLRikwJuK374DrytIQVIuXVO8CZ+fhTvLCdWVsK2pCq+3lcwUP32S+rLe3Em1r4mu3izuGXIeDlssHCtvrWd1/Q68dhctIT+YEGhy4m5J59eTjyHJ4eDGt95i6c5yBufl8Ytx4+m6KyT9zXHHccUrL1DV2IrdZnDJsEEMyY+swXzxwMH8bd5n+IIh7IZButPDXR99xM3jxnPT+LFsb2jgg3UbcNhsnD94IBcOiTzXFwwbxJqKKp5dugy/K0SS20mzPcAfPv2EDzZsIMXpIi85hfLmJrKTkrht4iS6pEZuDDh9aD8WbtnOC4tXEDRMnG4bbZ4wqY4kGupaSXY6uero4azaVsGMtZtw2OycP3IgHpuDi+5/hjZ/kDNG9ufqiSO48eRxPPzebAKhMMluJ2eNGoDNZvDnK0/llqfeobSilsyUJH52xjG8tWAVb85fhdft4srJI+jXNZcHXp3Jys07yc9MZWddEzbD4OSj+nLZscP3+379aP5aslK9+AONBENhPC4HPn8Qh83G6AHFzF26mYxUL82tbbT5ghTmZTCgRz4X/ewxcrNSuObcsQzvX8ia9eX8+5mZbN1Ry8ihxXznorGUVQdp9odxuR34fUHcLgfnnzmS8WPiA83Crln87KYp/OvfH9PQ7MPhtJOc6mH5yu34fAGSkly0tvqx2QzGjC5h+YptXHrFP+nbO4/+AwpYuWI7Ho+T8847irFje/Hy1Dm8+/pinE47p54+jE+mr6amuokuBZnc/OszcDjsCa4G1Nc08/h9b7N49nqKeuZyxfWTeGXqXOpqm8nITsblcdFQ24yvsQ1vkotLvncsA4YnvrHgQJSVVvLYPa+wbukW+g7vTrcBXfnkjcjUzKdeMZ4f/t8VNNW1sPyztXiS3Zx34xRGnhB/88ueanfWUVtZh9vrxtfiw+6wM+WayZxy3fEAvP3vD3n9oXcxTZPTrjuB078fW2PM1+rjf3c8x2evLyA9Jw1vqoft68rpPqiIa+69hOJ+XS3Hmv3GAp7946s01jQx6YKjufT2c7Hv5TofSTc+eC1Ntc0s+3QVNrsNb1oS7z8xnblvLmTh+0vIzMvg0tvOTRhsHwqmafLy397i3cc+wul2cs5Np3L8ZQf3+wgRERERka8Lw/wi889+S33nO9/hv//9LxAZHfvJJ58wfvyBjeY46aSTeO+99wCw2+1s2LCB4uL4D7mlpaV07x67Q3rZsmXcc889PP98ZL23AQMGsHTpUmy2xF9ETp8+3RKKNjY2kpKS4C73fbjrrru4++67ASguLqa03TpZ+3PTTTdFp4FOTU2lvLwcrzfxF157mjJlCtOmRRbRHjx4MEuWLDmgfh8qWvBdROSbyQxuxaw6BWg3Ba3nbGwZf+zY/s1PYjbeYykzMv6J4Zl8EHv5xZjBjZhVpwPtpg5NOg8j9ecYtqz979/6Fmb9TyxlRtrvMbznYoYbCFdMJmTWYcfAMAxqQ7B816FsRhJHFbyLx5GfsO1w1TkQXB4rsOVCyk+g4VZrxdS7sSVfbO2Xfx5mzeW0H/pmpPwEI+X7+z2nuHMMrMasPgdoN12r9ypsab/q0P7Lav7DsppH2pUYHF/wMGsaV/NJ5dOW8ku7/Y5uyYlHLlU2PUdpjTUwL+n0IBlJJ/L2ljNpDcam90x39eLEwmctdcNmmLpAA+nOVFbWvcDcygej24KmjXC7iXMchpuLu/+PVGfnaFlLsJJq31Ze3vpL2l/X9c05nFlwE8fnjSEY9vHUxktpDlbTEnKRZPeTl9SX84ofZmvDM6yutr4PhuQ+iM0xkjSnFxthHlh7HY3B2BSs+Z4SLiq+nRRHFka74YSfVc3h4Q2RNYfNaG9i20dnjeQHPa+lOViHHQ/Xzv8tDcHYFLSD03vx+yE/osbXjMfuwOtwEzLD1PkbmbtzOz/67NVo3cJONSS5Yu+PTFca/z3q13jssYB+efVOznzzf4Taf2wKAkE7N48axwX9B9DJnWo5B9M0Of/Tf7C+MTb1cr4nnf+Muo7sJC8Om40T/vc4pXV10e3dMzN5/8qrsBkGP5/7Oq+ULoMQYIuMqn3v5OvZVtfIxa89h2mCETDAjIxOBsjxJjPjO9fgcTipbW3FYbOR6nZbnpOdTU0c++R/aQ3uOucQGGas3w6bjf+cdRajuxbislvDpov++yyLtpURdlmeDnp3yublKy7B44zc+1vX0orTbmdxaRnX//tlSxs/P+0YNpfX8OKcyHvfAJx2Oy//8nKKczIBqKhvIjM5iSc+Wsj9b86K7msY0CnJS0279VS752Xy2M0Xkebd9wh1gA/mruG2ByNrke5+Jm+75gQmjezJtp11XP+b5wiGYlNWn3bMAMyQydufxNaUdjkd/OvOC/nJr5+nqSX2b8aQ/l1Ztno70RmBTZNTjhvIrT/a9zItt9zxInPmb4w+djhshNqC0ctrGJCamkRDQ2u0zoD+BfzmrnPweJwkJbl47fl5PPhn6xI4d/7xAvoMLCC7U4rldbmnX17yMEvnxKYWT8tK5pH3f8Ebz8/nyX9a14m+4y8XMW5yv32eT0eEgiGuHXsn5e2nSjYAh4Pdw4pvvv8KJp97FHWVDXiS3Xi87sSN7eFHY25l9bzY2r6ZnTN4cuM/cCe5+WjqTH5/6d8t9W9+7AeceOUkAP5y7cO8+9+PErablZfBExsi7QCsmb+eG8f+inC7KaAvuuVsvnPvJR3q5+EW8Ae4ouSHVCWYIhvA4bTz8KL76DagMOH2g+nVB97hwZv+aym75/VbGHPa3m/oEhER+arTd8bfHH9aefCWWfxF/3cOWlvyzaWx1h1UWVlpmdr45JNPPuBwFuDee++N/hwKhSxr2e7P3XffHZ0mecWKFUydOvWAj3+4tB/12tjYyKuvvtqh/crKyvjggw8StiMiInJItL2LJZwFaHsT04xfDzERs+3V+LLW+LIjou0tLOEsQOubHQpnYW/n9krkB9/HGDTgMGzRACDTHpv4OGy2UtU8LXG7wfXWcBYiI3xbnoyv7ItvI3J9zQRlB85sewNLOAtwAG1tanx7zxbZ1PgOK+pnxJUvr/uYvalufimurKrpZSpaF1jCWYB6/zrqfOssZTbDRpYrA7thZ11D7JqZJoSxBjRB08eGRmv/vI4c1jR8zJ7XNd9dz4cVcwHY1rKQllA1hgHJDj82AyraVlPr30JZ02tx/S9reo1O7jRcNgcbm5dYwlmAsrYNtIWa4wKkz6rn7tGSdfv8mkUEwkHSnNksqF1tCWcBltavo7Ktlix3Ml5HJFCxGzay3em8tjkWtjntQUs4C1Drb+Dz2jWWstc3rrSGswC7sstX160mx5MWdw6rGnZYwtnI+daz3VeF2+Hg87IySzgLkTVmF5eVEQyHeXPLithxDPCFgry1ZRWvrF0ZeYbMSLBqtLs2lS3NfLo5spZxZlJSXDgL8M6GtbFwdlc77QXDYWZt3hIXzm6uqePzbWWRp2KPvG9tVbVl7dsMbxLJbhdvLFoZd/zXFqzkzYWrLM0EQiHe/Tx2zXPTU3A67Lwxf5VlX9OEqibr2sabymvZVlkfd5xE3p4Z68/u47/72SrSU5KYuWijJZwF+GjeOt7/bLWlzB8I8sSr8yzhLMCSldssYR2GwQczra+jPTU2tjF3wUZLWTAYtlxf08QSzgKsWLmdllY/SUmRmwg+eHtpXNsfTVtGp5zUfYazlTvqLOEsQENNM4tnrWP2jNVx9WdMWx5X9kWsmLvBGs7CrjsxYtfvgxfnAZCRk9bhcHbrmu2WcBYiI2oXvh+5Ph88uefvZHj/iekAhMNhPnz60722XVMeawfgw6c/tT7fe2n/q2LpjJV7DWcBgoEQ05+dtdftB9P7iZ6Hr/C1ExERERE5lBTQdtC0adPw+WIfxK+55pov1M6IESMYNCg2PdPrr7/e4X379u3LZZddFn181113EQwG97HHkTN8+HDLeT7xxBMd2u/pp58mFAoB4HA4uPTSSw9J/0RERKJsCWZ4MDxEE5j9MZI71uaRYCTox4H0bV/7J9gWNq15j922l2mi9zZ9dKLjJaqbsN4Xu+ZGoufvAKa3diY4rsPw4kpw7nuundqeLUE7dlsSjr30xbGPthzG/kcTJuqLM0GfQ6aBx+7eR7sGDsODfS/93y3R9dhbPzy2fQcyTpsD+67prJPs8XVt2HDZ49fOjNSPlZumQaK5hNqPngXwOhO0tWs/ryPxcbz2xFNkexyR8mRX4u1JTic2w8CToP/JDmesLwaYe6argNe576m5k/ezHcDrij+2x+nYM5fd7z7eBOfodTtJOoC6cRI8XwnrJZDkiT+GZ9e+SQnWWvV6nHjc8SsCJSfFt2OzxV+dpP30y+6w7XXq4X0xDHC7Yv3yJOhPorI9Od0O65qz7fZNSrB/krdj077vjyd5L+/vdmGy5wscy5PsSRhIJ6VEfsd4UhL8rtlVZrPZ9ntMT7Kn3c/x57DX8/oKSEpw7ns6XP1P1Jek5P33T0RERETkm0gBbQfNnDkz+rNhGJxwwglfuK32+65fv56Kiop91La68847ce76Ymb9+vUdXsP2SGg/+vWDDz6grKxsv/u0D3JPOukkOnfuvI/aIiJfbWZwK2bbB5ih2Og3M7ACs+1jzHDzPvaMTI9p+udj+j7t8EjOL8sMrMFs+xAz3HBoj+P/HNM3HdP07b/yFz1GuCZy7YMbEm9vf33dJ4HN+u+NkXxVh9czNbxXY/2TygX23pjBLV+w9+366V+861q1xcqC2zDb3scMle+/Ac9ZYOtkKQq7JhAOWUdkhsOtNLR+SItvkaXc8F5JbEwsmNggadfNU+6JYC+JbmszYV0AArsCFKetMxhe2oLx/TTsBeCJTR0UMMM0k03QOR5oH4g4MLxXxZ9X0gWA9ctkI/k78fX20OpbQFPrR4TbXU+SzgEjw1LP9F5JefNMqtv2v8xC30zrlJY2w0OP1DMZ3eksS7nT8DAi65S9ttM57Vra3xRg4KRz6tW0hN0Y9n60H6zVJXkSKc5CAoGtrKv5NytrPyIYjt20NyjzIsCIjp61m9bXcoojl2TnUGZWLqfKFxt9ODjjdOyG9bpube3EWV0iy2ZkuvLp5OqMjTAtISfbWjPo5D6GVGcuRelXYn0fOMlLPj/6qNg7gC5JvS1t90sbx/rGFj6rWE8gHIqWn5h3PHYjci1Mk7gQ9cTOk3HaIq/L4Zn9KPZap9Hum9KHJn+IRK7qcxQum400Tytel5+mNmsw0D25gCEZkTVDNzeXM7tqOad070mGe48AIRSZXnh0fiGrqyvjjtMtJYdjcvtgmhD02Qm02RmWUcygjMg6lv1ychhXVGTZZ2hePv1ycqhsaWJCp56Y7QZ0ZjiTGJVdzKUDhpDsdEZGWdqAMJFpkE0YmNuZsYXWKUp9wSAzNmxi0fYdAJzcszdd20+7tsevuQyPh/MHDARg8dYyZqzdRFsgSOfUFE4b1DcSkFoHmnJU1wIKd62d295FRw/B1S6ANAy46pgRXDnJOpVpZrKHU0f2jdv/8mOt9dxOBwMKcy1lEwZ1p1teFpV1TUxfvIFtlXVx7ex24YnDcNht0WmzbQacNr4/MxauZ2ifrmSmWW8iOH5MHy46xdqHTpkpXHfReAq7ZFr7MbonTpcRy49Nk7EjurN63d5/T3uTXJxxytDInS3hyAs9LdUTec3vqpOa6qF7N+vv8OMmD2BneT1z527A7w9y7iVjLAGx02XnhFMH89mnayndGHtttjb7mDt9NetWbMfvC7BudRkjJ1mve7feeQwc1Z2Bw4vb56W43A7OuGhUwvMIBUN8PmstS2avJxwOJ6zj9wVZMGMV056dQ21lIwPH9LRWsO16XkIhbIbJWddO2ut1i7QXYP60xayYFRml3NrUxoZlWxl+0lBLvV4jejBk0gBM02TwMf2xO2IveMNm0Hd0L1qbIiOUz/vZGXs9XpeSzvQc1i36+JTvHk9yuvWmlPPb7b9mwQbmvLmQ1ubYvzWhUIhFHy5j8cfL93qdvqyAP8CC95aw7NNVmKaJv83PvHcia/sOGNdnr/slp3sp3mN6461rtvPZa/OpSzBCfd2ijcx+YwEtja1x2/bn3J+cZnnsdDs484dTDrgdERERkUMhhHHQ/hPpCK1B20FHHXUUCxYsAKB3796sWbPvKav25ZlnnrGMDH3rrbc45RTrF3aJ1qAdODDyZckNN9zAww8/DEBhYSHr1q3DvccUZkd6DVqA8vJyunbtGh0Re9999/Hzn/98r/U///xzhg8fHn38/PPPc/755++1/uGm9QRE5ECYTQ9iNj1A5JtsB6TeDv5Z4Hs/UsFIw8j8J4ZrZPy+4UbM2qshsGs6PVsBRtb/MBxFcXUPSl9NE7P+FmjbNXWt4cXIeADDPeEgH6cNs/Y68M+JFNg6YWT+F8MZ/8X8lzpO27uYdTcTnbbYezm2tF/Htsdd3y6Q8WfwfQyhcgz3sRhJp8U3nOhYpolZ/wto2z296+4vf8OAAcnfx5b64wM/B9OHWXs9+D/b1Ww2RuZ/wPcpZtNf2f26MlJvxUi+fN9thXZgtjxFqG06vsBKgoQAJ0np9+JOvohW/zI2VV5GKFwNQIpnIsWd/ottV1AX9s2jufaHhMKVNIQDhOydKej0HC5nT8xwLbQ8xdbm6axtWY25K7lJchTQGixjVzxI76xbKEq/zNov0w8tz1Hd+Ci1wdi0lJ0dxaR4JoJhx0i6AMM1ZI/zqcKsvRKCu6b4NVIg7TfY9vGchcOtbK+6ghZfZApHuy2XwpypuF2R9RQ/Kfs/HG3PkWyEWOPPwGc4SLZFQuxOnhEcnf8Ajr2NBgY2Nszgre0PUBPwsaElB6+zkLv6/4C3dtzHjtbVmIDLlsJl3e6iq3fvX5I3+RZS2fQ8hmEjw3s+r5W9wqbmyOvUY3MzIr2Absmj6JF+LtUN/6Sh4Q/YDJOwaTC3dRgnFj9OjjsHgJk7H2Rx7cuAiYFBSeox2A0bKc48Vjdm8WTpbExM7IaNm3qfw+kFYwGo8W3m04pn2NyyBZMenJR/Hn3TurO27lkWV/0NkxDLGgv4tKYnJgY2DK4tmcJl3SZT0zqfWeX3UBOopCyQQYhsLu32K7ol9wfAF2phfs1b7GwrJcfdk4dWl7OiLhJgFXgzeHTslRQmR6bffr9sHg+snUqQSGDjtgdJcbi4uOhMTso71jJSrjHQwps7PmFG+Urml9VS05SE3bDxi2HHcl3/0ZZr3BBo5I7lf6TSH3l+MxyZ1LXmsbm5HF/QTjiQyT/HXcRntbN5u2w2AG6bk2u7ncuSsmZKG2oJB8HvN1mwYzu+XX/nntt3AH+efJKlX1WtTZz1+pNsa2gCID85lamnXki39Ei41xoIcO+nM3huxXKCuwKbAZ1zWdFcTmjXxNQ5yUnUNLVAkwMHdm6fNImxRYU8tWIxCzbtYO32ql1ho8EvJ0/gmlGxQHFNZRVXPfcSlc2RaYFHF3XlP+edzcdbNnLTe2/h39X3kZ0LKExJJ9vr5YohQ+mcnML3nnqVOZu2Rt4DKV4eveIcSnKyeOHz5czetIXK1hZWlFfg8wUxgjC0az7/ufxsUjyxzySPfjSPB6Z9Rtg0MYBLxg3l1jMjn09+/r+3eG/JWgDsNoPbzp3MeWOt6zM//+kSfv/CR4QgOifxhP7dGFnUlTXbKhjUPZ/zjhnMO3NX8/unPyQYCmMYcO2po/neGUcnfI+9PmM5f3ziQwLBEJiRkNY0I+HxmZMG0dzsY/r89QSDkWszcWRPJo/qxWefb6JzdirnnTiM3OxU6hpaeOmtRWzdUUsgGObTeesJ7/pYXdwlk6rKRlrbIjdXHX1UCb+95cy40bKhUJg77niZ2XMiv/8cDjumnehUyyXdc7jnznNITfXw6muL2FRaSb9++Xw6fQ3Ll20DILtTCn+672Iaa5t5780lOF0Oirp34j///Ji2Xcc/+fShnHzyYO78/v9orI8Eag6PE/+uGLggL52S7jl075tP/1E9+P0tL1Bf24IJdOqcxqgJvTn9glH06J0Xdz2ryuu55fJ/sX1TJAju1juP3z95PRnZsc+dWzfs5JZLH6ZmW030bovkNA/HnjmChuom+o7oRkqml3/8/Bl8rX4ABo/rzT3P3og7wUjeLau3c8uU30Wn7O0+qIjK8gaad00F3WNgVwqKs+kxpBtn/uAkwmGTX554D+sWRqaT9qS4SU7zUr0jMi13amYyv33zVvqP7cOM5z/js9fnk5WXSUpmMu/+50PKSyPn5kl28+vnf8aok4cR8Ae45aR7WDojMg13UmoS931wByVDu3H3uX9mzpsLI21npfC7t35FTmE2vzjubrauidwo0W1AIX/68E4yc+NvbPiidmwo5xfH/4admyujx6irbKCuIhKwDhzfl5EnDaV0+Rb6j+1DZl4GHzwxgyXTV9C2a8ruIZMG8Lu3buWx26by0t8i6zU73U5+8fgPmHThOEKhEL+98K/MfDkyDX1KRjK/ee2XDJrQ8bWJK7ZWcdO426naFvmbo2vvfP4287ekd9LnaxER+frSd8bfHL9fufebqg/Urf33XA5JJJ5G0HZQ+1GuxcXFX6qtPfc/kBG0ALfffjseT+Qu/q1bt/Kvf/3rS/XnUMnLy+Okk06KPn7yyQTryrXTfvRsZmYmZ5yx97uYRUS+yszg1nbhLEAQGu+NhbMAZgNmwz2JG2h5IhYeAoS37wrlDhH/rFg4C2C2YDbcxUG/h6vlxVg4CxCuwmz840E9hGn6MRvuwrKmbMuTmO2vZ8uTe1zfHdDyFLbUm7Fl/KXD4SwA/pntwlmIPOe7n3cTmh/GDG460NOA1pdj4SxAuBqz4W7Mpr/R/nVlNv4xEpLug2Hvgpl0Ps2B5bvCWYAArQ13YYYbKau7OxrOAjS1zaCu3Xqodf75lAe3URn24SNMMFRGVf3vI23bMgkmXc661g3RcBagNbg92k+TEOtq78MfsvbTMFwE3BMs4SxARXAzpqMQW/rv4sJZALP5kVg4C2A2gX/BPq9BffPUaDgLEApXUFEfef+Vt25ievV0PmjuzGtNXVjt97LFZ4+OWK1qW0hpwyuJmo36rLaej2o6s7ixiMZQEjvbqvjXxv+xtXUtIWyEsdEWbuGdsn/vs50U9wi6Z/+Rblm/Z21zWTScBWgL+ygPpNEr42LMcB0NjX/CZkQ6aTNMRiV9ztvbI39LtYUaWFb3BrvH4ZmYbGj8lNE536U45ZxoOAsQMsM8tO51moKRcCPLXcyZhbdyY5+HuanPzfRN605bqJYlVfdjEqIt5GBWTQnmrjuCw5j8Z+M0drbVscMfYF6TnfW+PJrDHtrCzby149HoObjtXsbnnM+5hTezvCYjGs4CbG+p48HVsTV6H1+/hFqfA8OIRMxtISdVPpONTVVx05imOr2c0HkCH28IUtPkBQxCpsl9n0+noqXJUveNHe9Gw1mAumAtO9u2Ul6fRm1zMvV+P3ctfjkazgL4wgGe2/YOvzrqWP5z/Hn896Rz2VJfHw1nAV5avYKZ2zZbjjV11bJoOAtQ1tzInxfEZuVJcjqZv2N7NJwFWLGzglBw9/MGFU2tmI0OCBsEw2F+P2MG2Ulevjv4KNbtqI6OtAybJn+d8Rn1rbERe7//6JNoOAswd8s2nl+6nL/Mm4nfDEU+CdpgQeV2Tu7bm9snTqIoI4OXP18RDWchsu7rn979BKfdziUjh/DA+aeT6/YSaA5iC0ay0yXbynh6XmzEeVldI/9477NoaGkCL85dRl1zK9uq63h/6dpo3VDY5E+vzaCxNfZ7u765jb+8PIOQQWRguQ0w4NNVpXTOTeUP157KpccNJxAM8efnpkdDTdOEf781l60VdSTy4oeLo+Hs7vq7///qx8tYW1oRDWcBZixYj8Nh5+4fnsoNFx9DbnYqABlpXr5z8Xi+d/kxfDo/Fs4CbN1WEw1nAT6bv4GPZsav6Tp9+qpoOAsQDIYI+mLH3rCpkpraZlJSPFx26dH8+rYzIUQ0nAWormrikX99xKBhxfzs12fwg59P4flnZkfDWYB33ljMX+58ORrOAgTbAhCKJNPbdzbQb1wvLvnRCTzx8MfU10ZeMwZQvbOBfoMKE4azAFMf/CAazgKUri3nhUesa20/9se3qNlRZxkK39zQxurFW7j10Ws5+3vHM/2l+dFwFmDprLW8+9RMEvnPr56xrKe6adkWmmoao483Lt/GhAvGccmvziE5PZmX//ZWNJwFaGvyRcNZgMbaZh68KTIr1cQLjubWp27i+j9fQb8xvaPhLEBbs48HfvAo4XCYj6fOioazAK2NrTz0k8eZ/txn0XAWoLGmiYd+/BhP3/NiNJwFKF2xlef++GrC8/uiHrt9ajSc3X2M3eEswPKZq0lO83Lb1J9w9o2nMOmCowmFQtFwFmDJ9BU8cdcL0XAWIOAL8MAP/4PfF2DWK/Oi4SxAU10z/7jxPwfUzyfvfiEazgJsW1vGC3/u+LJPIiIiIiLfJApoO6imJvYhMD3BFF4HYs/927fdEV26dOGGG26IPr733ntpaWnZxx5HTvtpjpcuXcqSJYmnCgwGg0ydOjX6+MILL4wbFZzI1KlTOeOMMw7LfxdeeCGAZS3ipqYmGhtjXwj4/X6qq6stfdxzauc9H5eXl1tCkJqaGh1Dx9AxvubHqK2cQ9wckPiJE1yd8Bgh34r4qq3LDt15BOO/OCa0lZ3l1uDsy14rM8Fxwnuc65d+PsKVEE7w72qg3RepTZ/HbTb9Kzt+DNpd/3btJmZCcPWBX6tAgmvlXw2E9ij1QzDyxfO+jhEKrCZu8UazmZ3lC2htd+67tQYiz0t5eTk+f/zr0bdre1NTE5X1KwnvZ7rqsOmnORDpZ/vXrj/B9TOBtrZ2XwDvca3CCfrrb7H+fRH3nqyPD3DbfJH31M62jXHbQtgJmLGpluv9a/f5u6S0eXtcG5ub4qc2LW+NHWt/v0vK20rj9t/evAHTNAkE1mLb47VgN0ya2pbR2NhInX8bIdP6O8ckTLVvEwu2rohbu7Qt7Gd7S1XkuAneg9XN6wgTCXxqA15Ce3yECJlhNjWVU94afzNCeVspO3bssJaVl7OmIf76rG6InH9TUxOr68tx2eOnKd6461rv+XzM3bgGf9haP2iGWVNfGT0Pn8/Hlpat7CnZZb1WZW3xUxZX+etZuy0yZXqj38/WhvhpPxds2Wx5Dy6r2BFXp31ZKBxm7R6vAQAj1C6ANsC0x54PXyjE6p07WV1RaQkFAdqCQdburIi+rlZXxp/Hip07WV8b/ztyZWUstF5Sui1u+6qy2A2lfr+fldt3xtVZXR473tyVawmFrf3zBUNsqqxl7Y6quGmr2/xBVm2OvY/Wb6/AFwiRaGaw1dsifSkrK2NbZT2tPusyAKYJa7dWJvyduHZrrI+JJh3bUh5/w8vadqHXnu+PJStLCe9xnonubVq3KXb9dr9216/f/0266zbstJzHhg3x+6xfvzP6nDc2tFJZ0RhXZ9vW+PMy2nV01dLIa3fT2vj35YbVZXv9fbVhZfxrfOOqSNnua7Vh5faEF2XDim3R3+0bl8e/Lzcs35rw9+7GpZvj6u7Z/oZlkSUGmpqaWLNwfXz9PY+1uNRyjD3LdisvrWRb6XbWLoxfPmHD55sS7rNhcSmrF6xLUB77fXkw/hZdk6BPe1rf7pg1NTWsT9DflbPjZwprqG6kals1S2Yuj9u2ccnmaN87ch7rFsX3c32C67+3x1/XzwY6ho6hY+gYOsY3/xgiIl+EY/9VBKyhXEeCw33Zc/+2tra91Ny7W265hUceeYSmpiZ27tzJ/fffzy233PKl+nUonHnmmWRmZlJbG/lS4IknnuAvf/lLXL1p06axc2fsi572we6+XHzxxVx88cUHp7P7sXu6ivbP357TRrtcLrKzsy1l+fn5+3ycl2e9Iz0rK8vyWMfQMXSMr98xMnMnYlY6gGC70iRgj7W6nEMTHsPuGYEZ+MBS5vAedejOY1c/rAfsRV6nXgfvGIDhHIbZ+ryljs1jXd/vSz8ftjyw5UN4jw9LzmHRH5NSx2I2zrBsNtyxKfYP6Dl3DWPf7OAccuDXyjUUs3WqpY7NPRz884B2YYSRDI7IlLn7OobDNTTSl3ahnmGk0zlvDK1VI2hqs4548roiz0teXh51TSNpan3Vsj1p1/aUlBQ84SGsbkgmZO59XWW74SXVFeln+9euxzWUSEwS+7BsAzyeSQnPA3Zdh+A8S5kr2TqN7Z7vj+yMCZTXWs/B64m8p7p6+8b1wUEIlxF7/2Z5BpOftvffJX1Su7Ow1vrFda+0InwhazBQmBybznt/v0sKvX1YVPueZXtxSn8Mw8DlGkAYF7Z2N34ETBsZ3lGkpqbiDnfHafMSCMdu4LPhINfTh6OL7dy//Q1C7RY4TXZ4KE6OrMOc6D3oD/XHYSQRNFvJdjXjNIKWANtp2OmT1pXKtvjXQGFSb7p06WIpy8vLY0hjIR+VW29EGJoZWQMxJSWFYVmFrG5qxOMMWur0Tesed60AJvTsT9KSj2gNxd4fbruDgVmdo+cB0Cu1hOUN1hsDGn3Wv82LvV1owRqo5Huy6ds1sm5mmttNr8xs1tVav7SZ0KOn5e/EUV2KeG+r9QaAo7rEpqq322wM7tyZpe3+BgZrIItpDWyTnU4GdelCqz+A02Yj0G70bYrbRf8ueSS7ItPCDuuSz/vrrGHIiIICVjVXsLTSeswR+QXRn8f06sZry9datg8rij2HLpeLEd26sm2J9ToOLYw9JxMG98P5xiwC7UYZe11Oeud1ojnTj8Nms4wcTvW4GdQjtgZmv+I8kj0uGgP+uCR1aPdIX/Lz88n0B0nzumloNwrQbjMY2COPrMxUy34pKSkM6tmFJWsjQbCJtWnDgN7FOawttQbbg3rGzmvP98dRQ3vicHxIMBg7F7vdIByyBoYD+sSu3+7X7oABBezPwP5dLb/b+/cv4L1p1hu2Bg7oGv1dkp7hpaAwi+1brSF8Sc9cNi633khitlu3duhRJbjdbvoNLmTRHOtrpv/Qwr3+vuo/vJg1S6zrrfcbFpktave16j+iGxVbq+PuW+s3ojupqZHnqN9RJXz2lvXmqf5HlST8G67fmN7s3FxlbcxmvWmk/6jIezUlJYXBEwYw/+3F7Ev/sbH1saPPz9G94+oV9i2gqEchgyb057V/vGtt4+g+9D+6D/zfG3Ft9xzWnfULS/coj013fzD+Fh08vj9l6+NvnGhvwNGxY2ZlZTHg6D7MesX67+nIE4ewfI8R39ldMulcnMOoE0fw+v3Wf5f6jekVndWgI+cxaHx/Niy2huwD2l2Lb+pnAx1Dx9AxdAwd45t/DBGRL0IjaDsoIyMj+nNDQ8OXamvP/TMzMw+4jZycHH784x9HH993331ful+Hgtvtjo48hcj6u6F2X9Ts1n564z59+jBmzJjD0j8RkUPBsOdipN0BRtKuglRI/yN4LyX6T6+9K0babxI34L0M3MfFHjsGYqT89ND11zUSkq8jet+WLRcj7d6Df6CkM8FzBtGvxO0lGKm/OqiHMAw7RvofwLb7A5cTI+WnGM52X7R6L93j+g7ASPnZFzue6yhI/i7Ra2dkAMm7tnowUm/DsHdJvPO+eM4Az5nErlUPjLS7MdLuBsO761gpGGm/xbDtf415mz2fpPTfgBFZIsFtJJPiKMRs/D/y036Ky9Fj9xmR4T2fDO+Z0X3Tky8jOSm2DovL2Z9O6bdhNj9FuOYKbA23MyTreziMSD9sRhL5KWdh39VPh5FC/073UOPbyIyyW3l/24/Y0PBmZJs9n5y0WzF2nacN6OQowPC0e372YCRfh+kcRUPYR2WohVpSCHlO3+f5pyWfT6r37Oj1dDl6k5txNwDZ7gKOz7sKu+GMXBubg+7uBnbPots15SSKU/fdfmGSl+5eyHY147YF6J3SjRtKrmFYxmRcRpAkm480h5Njcy7aZzvtDc44lp7tAt1MZxZT8r8DQI3fYFHbBfjCkdddwLSxwteDMdmRGwZctiSOy7sZly3yWnQYHibm3USyI4tO7nRu7H0OblvkfJMdHn7Z7yI8dhdhM8Saumf4ePv3mFP+a+p8kYA5TBiv+2jqQyn4TQcTszZg3zW9stvm5Kd9zyHTlULvtBGMzj6FhkASy+vyWF7XHa9jUty5VbbVUxsspzDVIMnpB0wKvDa6Js9mYfVrmGaYXw06lTRbPm2BWBA8IK0HFxWdCETWkn1q87P8duUfmbrlBRqDFVwzJMyxJRvol1tGqtPO70ZPoS5Qw59X/4/blt7PG9tncHLeCQxM6xdts3dKT0ZlDqdXp0r6dy6nb3aA3w8/l8uLp2A3bLuun52B6d1pC8cC8T9NPonOyZHXvMNm4ztDh/Jp3RKum/MIP1v4JNfPeYzP21YxsjAnus/ATp35xVETmLt9G9976zUuf/VFTuhRQpddIZXdMDi6uBCXa/dxbZxR1A93ko1wRgBbVpCLRw0kxeUiJyWZu06aTJIzcn1S3W5+f8qJ0XB2TWUl2MzodoDc5GQykzz8/tiT6JISOabNNOialMbTS5cwb3tk5OzpQ/px+pC+0fdAZpKHqoZm7nn9I3bWR6Zs/unx4+mXFzu3/JQUjiqKBI4V9U3884M5dMlMxbErOEvxuPjN+SeQ7HGRm57C2WMGgt0gbAOPy8FvLjqRJJcz2p7X7eKuS0/AY7NjBMEIgRGGyQNKeHvOKr73wEu8NnsFHpeDO686iVRvJBh3Ox3cfNGxdN4jnAXYVlFHZnoSTpcd0wDTIBosuZx2brp4IndcfzL5OZF1w2yGwYlj+/LRnLXc8JvneOqN+dGplHfLykjm1EkDsZtghEwcNpMTjumH2x257oYBp580mIlj48O+wYMLKemZG52+OTXVg8MdWafWZjO4+orx9CzJtexz8imDmTRp1+vXNHGasGjmOn7982dpafZhGAY/v+10snatAetw2Ljsmgn84t7zyCuM/Lto2AxSspIjC/ACx5wwgJPOiNykdNF3JuC1A74AhMJ0Kcyi94C9/xt28Q+PZ8DI7tHHQ4/uyXnfnWSpc80tp9OtXxdLiNq5MIsf/SH2GfG6e86nuG/sOBk5qfhafITDe85GAt/9w6X0GBS70SG7azbOXc+/zWZw+nePY/TJQ6Pbz77xZEadEruZqvfIHpxwxURsu84/v0dnbnzou3HH6T+2Dxffejb2XWsHZ+VnMubUEdx8/N18+vIcxp11VPT106VnHj/6x3cYf/YoTv3u8dG2u5R05kcPXsult59rWad16OSBXPCLM+OO+WVcc+/F9BrRI/q428BCPMmxG0aOvXgcJ145ybLP9/5yJcX9uwKR98KxF4/jolvO5rt/vAynO/J+TMtO5ReP/xC7w87oU4Zz5g+mRM8vr1sOP/nX9QfUz8vvPD8SZO8y4sQhnPezA1haQkRERETkG8QwD/oCc99Mffr0Ye3ayJ3k48aNY+bMxGvidMT777/PiSeeGH387LPPWkJMgNLSUrp3j33YXbZsGQMHDrTUqa+vp3v37tHRqXfccQd33x35snH69Okce+yx0bqNjY1xdwPtz1133RVtr7i4mNLS0gPaf7c5c+YwduzY6ON33nmHKVOmWM4jLy8vOpL43nvv5dZbb/1CxzqUtOC7iBwoM9wAoVKw98SwRcIqM1QO4Wpw9MUw7PveP7gFzDZruHgImaFKCJeDox+Gcegm2TBD2yHcsOsaJJpk8iAcw/RHpm62d8WwZSWuE9wCZiuGs0/C7Qd0vHbXDgKRNVLtxRi2L7csQuRa1e96TiLXygw3QmhTJOC2Je+nBatwuB6z5nKM9tNNO/pA1qv4gqux2zJwORKP6goENxMON+N29Sfc+HdofjC20fBiZj1PU9iH19kNpy2VYLiJ5sAmkp09aAhs552t3yFsxkY3jsz5Cf0yIn//tFZfid83HQcGNsPAsBfizvkAw3Al7Et1zQ9oaX05+thm60x+55nY9hNWB4JbCYUbcDv7x732WoINrKu+l1DbM9gw8WPHYXgZ1OVDnI693x09p3oGT29+JHYpsPHj3r+mR0pvXthyK5ubF0W3Zbq6cnWPR7Dt570PUNY8nXk7f4w/bCeIjSQjwJj8+8n2HM3Vc/9IWVs1A1K2My5zIy1hFyFs2HBwRtE/6eSJvKYD4VZqfJvJcHXFbbdem6ZAK9taK+mWnIfHHrnOS6ruZ3Xdk9E6TlsyU4qe461tv2FnW2y0ZK0/iWkV/QHIcqby7Lhf4HVEwv9NTTu5Zu7fCJixG/Ju6HkKl3SbBEAwHOKqOfexrTU2Ai7T2cbYTrFRe6OzL2Bi56sJm2HWNOzEF2omy5NCkTdy57tpmvx6+W/YHJ2u2CTP48NsN7q8b8oIzii4lh8uupfWUGx05fmFJ3BFtzPY0VqOiYnL5uRXS++kLRyrc0aXUzmr4HSunf87drZFRiIaBhyV1Z/fDIyFEYFQiFXVleSnpPKzxY+zqj42QjFsQsi0Y2Bw+4AzGZBWRN+sHJbsLOe8F6daRo/eM+k4huTmk+P1cv2rr7NsZ3l0wHuP7Ew2uKyj4h6ZeB4ndI3McNDY5mNTTS09O2Xj3RVwljc2MuXxJ2j0+WIDw8ORMBbgkfPOZEKPbvxtziweWhAbPeew2Xjh/IsZ0jlynbfXNfCL599m0eay6EjTwqx03vzxlTjtdu578xMemxlZb9MwI6NgX/7xZXz30ZfYXFUXbXdwUR7//u65eN2R19n7y9bxkyfejG43DHj4mrMZ37eb5TynLVzDLx9/O1YPcGAdeXvzeRO55NjhtPoCbCyrpig3g1Svhz01tfo479bHqa5vN8rbjPTb6bDxr1svZOCukbKhcJh1myux2wx++NsXaGiKzXZ0zglDuPma46OP3/loOb//+zvWg7X/dG3An+86j1HDurOnG3/8FMtXbGtflfZ55OWXHc01Vx8Ttx/AzOmruPvWF6Hd77Giomz+8+z3gch6thvW7SS3czqZWZF/J8LhMBtXl5GelUKnzmlsXLeT5GQ3eQWRm4X9viDXn/gnyioboV2w3yk3jX+/dhMeb+LfxwBb1u/EZjPo2iN3r3U2rdpBa7MPl9tB9/4F2O3We8XLSiv53vi78LVbP/eSn53KFbcmDjKXzVrN3Zc9RFN9a2TKQtNk4jmj+NV/EweG29eX4W8L0H1gJNyt3FZNXUU9JUO7YbPt/b712p11VGytZs7rC3jqty9Gyz1eN/e+extJyR56DCm2tFG5rZr6yoa48s2rtmGzGRT22f/o6S9q0/ItzH/3cx79xVPRMsNm8H/T72bg+H5x9U3TZOPSzSSne8nrFnv+GqobKdu4k+6DinB5rM991fZqanfW02NIMXb7/v89S2Tzyq3YHXa69v4CN7GJiIh8xeg742+O3604eDeO3Tbgzf1Xkm89jaDtoB49YnejLl++nC+Tay9bZp2Wqn3bByI9PZ2f//zn0cd//etf4+bH/yoYM2YMvXvHwoX2o2UBnn/++Wg4a7PZuPzyyw9r/0REDhXDlobhHBwNZwEMex6Gc8B+w1kAw1F02MJZAMOeg+EcdEjD2chxCjCc/Q5ZOAtgGK5d1z5xOAu7r++XD2fBeu0MI2nXsb9cOBtptwBjjzDRsKXuav/AwlkAI7TTGs4CBNdgBBeR5Bqw13AWwOkoxu2KhHLsMf0yZgtG27ukuwfhtEVGrjlsKaS7B+GwJbO+/g1LOAuwti4SsJqhMvB/gsuwYdsdQoe2EvZZp6HeLRyuo6X1tT3KdtLa9m7C+tZzKMTjGpDwtZdkT8XmfxW7YWIY4DZC2GmktuXVfbb5aaV1OnKTMJ9VfUydf4clnAWo9W9jc3P8GsiJlDa8AIDLFsJrC2AYUNrwIvNr1lDWFvl7r9hbQ2PYE10TNkyQNfVvxc7XlkTnpL5x4SxAijOJvmlF0XAWYH39y5Y6gXAzK2qfsoSzAJmuyFTHYFATaOKTytg6xW+XzbeEswCvbJ8T/XlhzVpLOAtQG/DQEoyNnlxcGzkHm2GjX3o+Q7N6RsNZgPVNG9uFs+C2BS3hLMCapkW8Vz7DEs5G+he5ybJLUh4FSfnMqppjCWcBPqqYzue1a6jw1WAYsQxsfs1KKtpiU8c67XYG5+ZR4a+1hLORvoOBiYnJJ5Wr6JsVGW363IplloAR4JnlSxnUuTM7m5pYvnMnBgZGyMDAYFN1HQSsr9en18ZeV6keN4O75EXDWYA3Vq+JhLMQSf0MwEZ07eFnPl+Kw2Zjeql1zeBgOMxzy5fGCkz4vF04C7C1pp7P1kXWnHxu7lKMXSEnRMLif34wxxLOAizdUk51U2y67ednL7VsN014fo61DOD5mXvUCxN37Z7/JFInye1kQLe8hOEswIxFG6zh7O42DQiEwkxfFJuO3G6z0bd7Zxav3m4JZwHenL6CQDD2+n7tncUJjxc7ALz2zpK44o2bKizh7K6q0afLAF5/fe+/K957/XNLOAuwZUs1ZdsjN+46HHb69OsSDWch8jmrZ/8CcvLSMQyDkt550XAWYNGnayjbVgMO698nVRUNzJmRYK36dop6dt5nOAvQvV8X+o/sTs9BhXHhLMBHL8y1hLMAbz42fa/tbdtQSVN9ZOkIwzAwbDY+e+tz2poTr4le0DM/Gs4C5HTNptfwHvsMZwEyO2fQZ2QJbz36vqW8rcXHoveX0nNY97g2crpmJywv7tf1kIazAN0HFjHz5bmWMjNs8uYj7yesbxgGJUO6WcJZiIyc7XNUz7hwFqBTQeTafdFwFqC4f6HCWRERERH51lNA20Hjxo2L/lxfX8/q1fv+kLov8+bF7lT3er0MG7a/9ev27qabbiI3N/JhqrGxkT/84Q9fuK1Dqf2asq+++qpl4fX2ge3kyZPp2rXrYe2biIjIt8eRmjhFE7Z81UVuPvzyz9PhmJvH7GA/v0ytvR3jy57evvp+sC5dR28k/eq/Kw9eDw/epFFfjau2t158mfPUxFr7pssjIiIiIiIHmwLaDpo4caLl8dSpU/dSc9+ampp4883Y8PaxY8ficHzxkUrJycmW6YAffPBBysrKvnB7h8oVV1wRvYO4tbWVF16IjArZtGkTs2bNitZrH+SKiIjIwWU4+4BzuLXQ0RucIw6soaSL92g4CSPprL1W75l+BjbDaSnrnX5OZFd7PobrWPxmmOCub8ANe1ds7sRTe9psGXiTztijLJckz5SE9TvKMAyyUy61tmukkuE9a5/7je9kXS/Xho2x2ZOwmU10TRpg2ZbpKqA4ef835gXCAZJc8effLfU8Rmb1ocCTQQ93LWWtGXsc20Gf9FP3234ihmFQsus52c1pS2ZA5mXkuktwEGJ3LFTrT6Ih6CbJ7ifblcIxObHzPKXLSFw269+2ZxWMif7cNy2Pzh7r6PIcdwteR2zk3NDM2JrHZS0NrKwtp97fwqr6bbSFAvRKKaHIWwhEphKu9SURCLktbfZPG8FJeRNJslvLR2QMpTUYO9a4TmPx2Kx1hmYMo1dKIXmebEv58Iy+VLb6qPE10+D3sbSynLZggP7pBfRLs46KC5tgYmBgMr5zz2j5hf0HRddl3W1iUTfq29oYkpfHgM7WUWxFmengtCZDU4qsI/9LG2pZXxcblXxGv76kuNqNeotm75ERlxcPGwzApYOGQBiMYGS7w2bjwgGDors5HDaGdMu3hIGFWemM7VmMYRgcP7gnZrtBnCluF9cfN4aibOvzO7ZXEYXZGdHHF4wZbNluGHD+mEGWsvrmNsb2LbaUYSPu2p03wdrW3kwa0ZO05PjRtQbgdto5dXz/uG3HjelDarL1tXHaxIE4240wPXPK0H0e1zDgzClDANi8rZqtOyIjXHt0z2VA/4K4ukAkCTRNTj/d+ruiqqqR9et2Eg6bXHr1MXGJYWFhFl267n3WiEQqdtSxaXUZpmky4pi+kRG1QesI+OycVMZM7IvfF2Dt4s001saPRD4YJp8/2rJmKqbJ0afu/ffl+NOHk97Jutbw5PPHWNs4iE7/3omWxx6vm+MvT/zv1JF22vXWvtpsBqd+94Qj1BsREREREdkbrUHbQaZp0rdv3+g6tAUFBaxbt46kpKQDaucf//gHP/rRj6KPE60/Cx1bg3Y3n89Hz5492bYtMk3WD37wA84777yvzBq0u51wwgl88EFkGsBJkybx8ccfc/fdd3PXXXcBkJqaSnl5OV6vdx+tHDlaT0BERL4JzHA9ZvO/wP85OAdgJH8fw569/x3bt2Ga0PI0pm8a2DphJF+L4Rywz30qWpewqu5Z/KFGuqdOoWd6ZG0Xf3AL2ysvwx+MTDGa4iwhr9Mz2B2F+zh+Gw2ND+PzzcDhKCEt9UYcjuK91u/4eYWoanyM+tZpOO355KZ9nyRX/Jp9e1pQM4u51Z/gtLkZkzWCmqa/0xhYT8i0EbAPJkgncjw9GJN9MSnOfV/rFfWr+Mf6R2kINlLobmBsBnR259At7QLyko8h5F9CU821GOGdhEwb64JDqLAV47GnMTDzAvKSOhZYJdIYaOLB1bfgMlbTHHLTZh7NuQUZrK9/CpMg4CQz6Tjm1Aap8pdiGJDl6sz3S35Jrie2Tu+b217k6c0f0haGbt4WvtfzKvqkH8vHFS/xwc4XaA2aVLTlkmQvYnT2QE7o3J2lda/RFKyhd+rRDM86HRODXy98mxc2LSZsmthtJqneVrI8Hu4YeD6DM7vyj7XP83LpFnwhcBg2jslPoXdGAz1TBnBs7pm4bG42Nm3jpW0fsKZ+Oyur29jZ6CbNmcQfRp3KSV37ArC5eQtvlb3LtpYyNjfX0hAM4rK5OKvgOOoDzZQ2l5Fpz+PtLdupbGvGhoHZ5sTXbCPd7eG+iVMY1aULj22Yzsr6baQ6vDQE/JT5yqgPNgDQJ7WAPw69mk7uNOZu38Z/Fy9kW0MDm2tqafEHcdvt/GL8BM7s248fv/MWn23ZQsgwSfY6uXz4YBbXbWdZdRnNIT82A84oHsDdI07iR5+8zoztkamKR+QW8Ojkc8jyeFlTWcm/5s1nc20dm2rqaGiLTPs6qrCAJy48D4fNxkufr+DuNz/EHwxht9v43qRR/OiYsZimyW/e+5hnFy0lZJqkud0UJaUxtCCf6yaNwjAMrn/2VVaVVwKQ5U5ifFER3500ikA4xA/+9xqV9c0YwKDCPP597bkk7zFN6i1T3+Gtz1djmpCS5Ob+K05nVM/Ie/7J6Yu4/+2Z+AIhvA4nhEzaAkEAjurVlVS3m2afn5NH9uWsoxN/PmqvvLqBn/ztVdZvi4TYGalJDOyRT2urn8w0L5edPIIBPazrTJumyZ//+yGvfLAEE3A57Zx74jBuuHgCjj2m5/3wk1W89cFSyst30Kebm2OOOZa3P1iBzWZw9qnDGNCnC7/63Sss2TWl8cghxfz21rNYvXYHt9/1Mq0tfgybwdgxJaxYtJXGhsi0vaPHlHDn3efgcjm4/6/TeOuNzwmHTboUZHLPveexdVMVjzzwAQ2NrQwaXMStvzkbbwfDyVAwxF9ueYHpby7BNE269e7MXQ9fic1m4+kH3mfRvI2YNhtDx5Zw6XXHsn19OX/6weM01DTh8ji58penc873jtv/gQ7Q+qVbeO5v77D0k1XUV0beOyWDirjruRvJKYgPn7etL+e5v75D+eYqRhw3gHN/cCJO16FZpsE0Td54+D0+fWk2GbnpnP/zM+g9ouSQHOtg+PjZWUx7/GNcHidn/egUhh83aP87iYiIyBei74y/ObQGrRxuCmgPwD//+U++//3vRx//8pe/PKAphSsqKujbty+1tZE7p4uKitiwYUPCEbQHEtACPPLII1x//fUAuFwuHnnkEa666qro9q9CQPvUU09F15c1DINNmzYxefJkNm7cCMDVV1/Nf//73y91jENJ/9iKiIgcfNsrr6Kp7T1LWV7W30lPPv8I9ejLmV/+E8pbPrSUDel0N0VpZ+9337AZ5qbFt1Djr7WU/2nwbyhIigRITRUnEt5jHWFv9gs43KO/ZM/hX+vfZOrm6dHHOa5Gzsu3rqPrtOUwoz4N2q1M2jd1MN/vGZnRpTVYz6PrLyHUbs1hp+Hh9MI/8PCGOyxtZTpzubnvP7AZ8ZP6vLN1FT+a/ZL12I4Q6cltpDu9vHrMLznr4wfZ0VpnqfPSpBvondbZUlbR2siEN/5B0IytX5rqdPPZGTfidUSCw5AZ4pp5d1Ljr7fs+/CI2ylIymXKew+xqanGsi1Q58IMRULauZd+D48jNkr8+S0zuX/t65b6J+eP4LYBkRsz/aEQ4/79KNUtsbVZDeCliy/mglefxR+OjWJMcboY2zufD3ess7R3Ypc+vLtpvaXsir7D+c2Y2Ei5H7z6BtPWWuv8fsoJTO7Rg0n/928CodhxvC4nn/z8OuZv2cb1L1jXeR7etQvPXhHp+89efoc3l1tfg3ecfCyXHjWUc+9/itVllZZt/732PEaXxG64WF9exVn/96SlTl5GKtNuuYZt1fWc8fvHo4NDjVBsjdvdbj1/MhceM4SOuuXBN/hwgfXa/eqq4zl74t5vZvhkwXp++RfrNRjWrysP3RF/Yy1AIBDgscceAyKfaZzO2Gvhwf9+zHOvLrDUv+KCscz6bB0bS2PXyuYPYQtaT/ba646lqCibO2970VI+eEgh/3f/5Xvt//5Me3E+f7vN+v46+oQB/Pof8W0GAyGuGHk7tRUN0TLDMHh05h0U7Gfd2S/ijUc/4sGfP2UpO/b8Mfzy39cd9GOJiIiIHAz6zvib4zfLz9h/pQ66Y+Dr+68k33qa4vgAfOc732HEiNgUgPfdd1+HpzpuamrirLPOioazAA888MCXmt64vWuuuYYePXoA4Pf7+d3vfndQ2j2YzjnnHFJTI9NQmabJDTfcEA1nQdMbi4iIfBu1+hfEl/nmH4GeHBy1vsUdKkukylcdF84CrGuMBGxmuDkunAUIJbiGX8Tyus2Wx3nu+rg6gXAlTsM6Beqm5lj4VdG2zhLOAgTMNtY0zI5rqzZQQWMg/nwBFlVviz92MPLRpT7QwuLazXHhLMDimi1xZUtryizhLEBjwMe6+lg4trOtJi6cBVjduIlaf0tcOAtgOCNt1vvaWFdbbdm2vL40rv6yuljZ5ro6SzgLkVmI31m31hLOAjQF/Cyo3Bp/XtXxy5osrNhufbx9R3yd7TtYUbbTEs4CtPgDrN1ZyaIE+3y+bUfCn3dbtLWMtkAwLpwFWLzFWn/x5vh+l9c1srO+iSWlZdaZexPcSrxkU/zx92Xp+vj6S9fve0mYZWsT7JOgrCOWr9oeV7ZkxVZLOAtghOJPdsXybaxcHv9eWLE8vs0DserzzR0qAyjfUmUJZyHyWW7Vgk1fqg97s3Le+riyFXPXJagpIiIiIiLy9aaA9gA4nU6mTp0aHYkaDoe5/PLLufvuu/H7/Xvdb8mSJUycOJHZs2NfTN1www2cccbBuyPD4XBEpwoGWLfuq/ch1uv1cv75sdEwb7/9dvTnbt26ccwxX801fEREROTQcTvj135MVPZ1kebq06GyRDJdGaQ64mc8KU4uivxgeDHs8VM52w7S9SpJsU7zWu2P74vdSCdg2i1lBUlF0Z+z3d0w9viIYTecdEuOH/GY4sggxZkeVw7QNz1+ZJ7DHglEvXY3A9ILyHbH969PWl58WXpuu/G+ER67g26psSlTO7kzSHXEL7PRPbmADJeX/KT4O+HNYKRVr8NJt/RMy7Y9ryVAz9Qu0Z+7pqWR6o6fjnZCcTdshrW3bruDfpnx16MkrVNcWb+sHMvjvjk5cXX65+bQMyc77jguh53unbLomxu/T9/OsbI+ufHH7du5Ex6ng+J2a81G6+dZ2+uTH99+VnISOanJ9Omyx7Y9nzigd0H8/vvSqzC+fqKy9noWJdgnQVlHlHSPf+56l3SmID/DUmba4k+2pCSXHiWd48t7frmRq937xr8+E5UB5HTJJCUj/r3RY0BBgtpfXo8B8dPb9xi49ynvRUREREREvq4U0B6gXr16MW3aNDIzI1/ChEIh7rrrLnr06MFPf/pTnnvuOWbMmMHbb7/NQw89xMknn8zIkSNZtCg2PdyVV17J3//+94Pet0svvZT+/Q/8C7rNmzfj8Xji/vvtb397QHU6Ym+jZK+44goMI8E3MCIiIvKNlpNxB3ZbLPDxuseRnnLREezRl9M/+6e4263pm+wawYpmgydK/8Hc6hmE9xjJ2Z7T5uSqbpfgNGIzrJzU+Ti6J0dCWcMwSEr/HRixsMSZdDYO96SD0vfLux9PoTcWQjnsvemSfHL0cXM4lSZjDLnuTIxdQxuT7Smc3TU2LWqKsxMjsi6iNeSiKeTGH3YyPvdaeqeNZEz2SQCETWgNJeG0defjiukEw0FLP+ZWlDK3cjMF3lgoahgmyR4/DsPOT/udRprLy22DTsVti12rC7sdxYCMfD6qeJ9HNjzI39b+nfvXPcSShtn8cMDYaNbnMGzcNvR40l1J0X3thp3xnQbjsoWxG2HA5IwukyhJKSRohphSVIS93d+qoTY7ZtCODYNbR08k1WUNW0/LH0UnZywAznGnc13JlOjjJXXbGNgnBVe2D8MZwgCuGzmSMV0LOb4ktsyJ3TC47eiJ/GLwZFJavBiVTox6B6M6FfKnsadagtui1Ax+PHQ866ur+c2HH/HLd6Zxcp9edEqOvV56ZGcyv3IbT69ayrUTRkZDWrthMKZHIfdM+5j6ljaO69Ujuo/TZqNrZjrrqqpZtr0ct81OkjN23Yd1zefikZEA/tdnTcbrik3vW5ybQbfcyOemj1Zs4Nbn3uXdpWs5Y3hsbWeXw873jhvN396YyZPTFzJ5UGxdT7vDRqo3dm2zUpLYUl7L2m3xI3X35oTRfXC3W5d0WO8Czp647/U4jxvTm/HDd10DE5x2G7mZKaxcX97h465cvYP77n+XthY/nTulRsu7F3XisvNG85MfnECSJ3atjj6mD1mdUgg7DMIOg4KiLKacOoRt5XVk5aURtkXedSkpHn5w44kd7kciU84fxaBRsddZZqcUrr35FAB2bq/hP394k/t++gyzpi3DneTiht9dgKPdNTzn+sn0GND1S/Vhb0679lj6j+4ZfZydn8F37v56TnkvIiIiIiKyL1qD9gtauXIlV155JQsWdHxKuaSkJH71q19x22237TeMPNA1aHd76aWXOO+88+LK97UG7Z7HOhB33nmnZeTu/pimSUlJCZs2WafEWr9+PSUlJXvZ66tB6wmIiIgcGuFwKy2+WdhtGSS5Rx7p7nxpobCPqrZ5gIdHS5+h0hcLdSbmTOGcrvte1qEh0MjaxvV0ScqjS1L8qDYzXE/QPxebvSv2gzzaOGSGWVy7AQMYklmC3bBR51vP57UfM61iWrSe03Bxcv7VjMw6BpctFqC1hZr5x7ofUx+oipZNyr2A4zpfDEB56xYeWP8QO9p2RrePzBzJD3r+AIBp21bzo9kvRme2ddns3DL4eEbldqW8rYaBGUVku2NhV62vmUU1W+iWkk1Jai7/3PAPFtXOxxeyE253L2qvlBKuKv4eq+sqGJyVT57X+rfcPzc8zYc7Z0Yf53ly+OvQO3HY7PxmxX+ZVbWUUNigLeCgsSqH+qbY3/KndO/NQyecaWnvsnef59Mdm3C5g9gMk5FZPXl6SuTGg3e3r+Cn89qdo2Hn7yMvYlLXntw85w1e2rQMMwSEDHplZfPOqdfynedeYVZpbPrmcd2KePzicwmbJnPLtxIIhxibX8SW2nrOefJpmgOxaabvO/kkMpO8vLF+NS+vWxktL0hN4z8nn82myhr+OmMWm2rqotsuGDaQoqwM7psxM9JPA9yGHaPVJBgOYwJ2m8EtUyZy+aihls82/5u7iN+/PQPTBtgg3ePmyuHDeOi9OdE6mclJ/PWyU2lo8dElI43rHnqRhhZfdPv3Tx5D7y45DOnWhVSPi/+8N49H35yLaUYG1bqddh67+SL6Fu17JOmnSzbyswdeIxyOXG2nw8Zjt11C3+KOjUB99f0l/Pm/H0b3t9tt3H/7+Qzrbw0n91yDdvmqMn52+/OEQuHoft+7ZiIl3XMZOrAQuz3y2mxsamPp8q10zk2ntdXPT38xlWAwso/NZtA5N52ystjzMnxoEb+961ySvK4O9X9/Vn2+mcaGVoaMLsHtcVJb2cgNp/yFuuqmaJ1rf3Ua5147ibqqRlbO30hRrzy69owf1XswmabJijnraG1qY8gx/XC5nfvfSUREROQI0XfG3xxag1YON42g/YL69+/PvHnzeOqppzj66KOx2fZ+KXNzc7nuuutYs2YNt99++yEdKXrOOecwfPjwQ9b+l2UYBldccYWlbPz48V/5cFZEREQOHZstiZSk478R4SyA3eams3cC230BSzgLMKvqQ3yhtn3un+ZMZWTWsIThLIBhS8fpOfGgh7MAdsPGiKxeDM/qhd2I/H2b4e7Jsoa1lnoB00+1f5slnAVYVjfTEs4CzK56g5AZWe+0IdhmCWcBFtQuoNIXGRH5n7VzLMuO+sMh1jVU0ic9n4mdB1jCWYBMdzLH5fejJDWXKl8li2rnEzaxhLMA65o20GZWc2LXPnHhbGOgiY93fmYpK2+r5PO65exorWJW1dLItbGZGCHDEs4CvL1pLVsbY+vXrqyu4NMdpYCB3+ekrc3FzB1bWFVTAcBj62Zbz9EM8Wn1Wipbm3ildDkAhh0Ml8n6piqmrlxsCWcBZpVuYXVFJTbDYGx+EccUdMdps/PM4iWWcBbgf4sWc3S3It4ttS6Bsr2xgSVVZTiddks4C/DykpW8tXotpkF0muFAW4hgOBIeGkA4bDJnw5a4zzZPL1iC6SD6SbO+zcdjsxda6tQ2t/J5aRnHDezJR0vXW8JZgLfmr2byoJ5kp3pxOR0sWr0dzNiMx75AiOemL2Z/npq2gPDuVNeAQCjMcx9+vt/9dpuzpDQazgKEQmGef3vhPvaIeOHVBdFwdvd+y1duZ8SQ4mg4C5Ca4mHcmF707JHLS68siIazELm+7cNZgMVLt9Lmsz6/X0a/YcWMmtgX966RvB++ssASzgK89OgMADI6pXL0yUMOeTgLkc+MA8f25qgTBiucFRERERGRbyzH/qvI3hiGwaWXXsqll15KdXU1s2fPpry8nKqqKjweD507d6Znz56MGDFinwFuIt26deOLDG42DIOFC/f/pcHBONYXdddddx3QqFsRERGRr6NEQWzIDBI0g8SvPvrV5g/Hn0tHywJhP6YZBsOOL+yL2w7QtutatQT9cdsSlSWyt7aj20OJt/vDQcLETz3dFvLRusc+4XDiGy1b24WizXvp7+7gNNH2lqCftlAwEibuoa4tcaDf4o8P6poDCdoO+AmFw/iCwQT1AySF49sJhsO07NlWgo8LifrQ4o/vgz8Uf31312tJEDju2UaLL8F5dSCobE1QJ1HZXvdv+4LHTbBfa+u+92tt3f/rPBw28fnin8eDpbU5vg9tLR17/4mIiIiIfN2F0RKMcnhpBO1Bkp2dzWmnnca1117LLbfcwo9//GMuvvhijjrqqAMOZ0VERETk629Q+kjctiRLWf+0YSQ7Ei878VU2LHOi5bGBwbCMY+LqlaSMxGFYp18dmD4Ohy0yCq5val8ynZmW7V2TinAbGZimyVnF8WuDnpmgLJGCpK4UeouxGWAQWUd2twxnBv3S+iTcz46bfqm9LGXJDi+9U3qS58mme3KXaLnX68PlbB82mvTN6kTvrNg6ysNzutA9bdc5GiYYJt3TMhmeG2nnzMLBcX04o3AwhSkZjOhknTo32+3ltN59KM5Mt5QXZ2YwtMA6wrqypZlT+vSO+0rhrAH9SXI6mVJiPcckh4MpJb2Y1LM7GUkey7ajigo4vX9fS5mZ4NbeM4f2szyuamzm1AF9I5d+11NgNwxO6G2dLcduGIwtiaytfMqIPtht1l6fNtI6OvzU0dbjAEwY1J1QeO9rOgOcMrZfpC/twuVTj+74yPMpE+LrnnzM/vc/8dgB8WWT973ficfHL2eTlGQdPTp4YFfy8tLj6h0sE08fisNpt5RNPuurOzuTiIiIiIjI15nWoBXpIK0nICIiIgdqc/MG3i57nkpfOX3TBnNa/kV4HclHulsHLGyGmFH5KotqP8FjS+KYnDMZlDHWUuehde/y/OZZJNnrGZrVQrbbTv+0URyfdykuWywALGst48VtL7K1dSuhQAGzywPU+FronpLNzYPG8dDaV1lbG8ZpM7igx0B+OfD8DveztHkTf137VxqCjQDYcOIPQ9A0GZDWjx/1upZ0Z+TvuAZ/Gz/97A0+2r4ejwPGFRm4XE3kJ3WmzudkXvUmDMNgcufBuGxBVjdupiSlgOOyJvD40mXMqSmlBR9gckLX3vx5zOmkOCNjo9fXV3HdzGco99dgGDApry//d9S5NAf9/GzeS8yu3ITNgE7uFG4ZfBKndI2Ec1Vtzfxp8cfMrdhCUUoGDYFWlteV4zGd5Ddns6O6CX84TKrHxS8mTeDioYMpravlxmlvsaxiJ6kuN1N69GJ9eRXN/gBnDejP9aOPwmYYNPn9/Oz9d/iwdAOhsEl2UhJ/OeFkJhZ3Z2V5BX+d/hnrK6tx2A221NeDAb1zc/CFgiS7XHznqBE0t/iYOn8ppmly4cjBXDJqCABbquv4+dS3WbF9Jx6Hg1DYJBAM4XLaueHEMVx59Age+mA27y1bhxGGmvoWmtr8lHTO4g+XnczOuib+8/486prbOGlYb647aTROeywoNE2Tpz9cxKuzlhMIhWloaaO+uY28zFRuu/R4xg3oFvdaqGtq5dePvM2c5ZsxgIw0LzeeP4HTxsWHp/vyyvtLeOW9JQCcc+IQzjphSFydPdegdTqdTH1pHv979jNaWv3YXXbOO2MEN1w5cZ/L3bzx9mL++/in1Ne3YIZNBvYvwJPkYvuOWoYMKeL670wiI8N7QP0/UIs+XcvUf7xPTUUj46YM4rIfn6hphkVERET2Qd8Zf3PctfzMg9fWwNcOWlvyzaWAVqSD9I+tiIiISGIf71zGr5Y8bSk7KX8odw26aK/77Gxt5Ph3/07AjI2CTHaaDOpcyu4My8DgnoH3UJBU0KF+/H3d31lct9hS5g/Zo2vSHp09ih/1uhaAO+ZP48m1iyx1/zD6FGrZwVOlH1vKb+x9BhcUjY8+fmrdQu5YMM1S55o+o7h9+PEAPLL2U/628kPL9h/1PZaNjTW8sXWZtc+jz+ekgvgRotfPfIEPtrdb+7fMg+GPzcxjAG9fcwW3Tn+PhWU7LPu+ceFlDMy1rhXaGggw9rFHqPfFpkxOdbn47OrrSXFFRj3/87N5/GXGLOu5TxjLj8aPietfe1f863kWlm6PG60K0CnVywe3XovTbmd7TT2n3vsYoXbrunbLzeT1X165z+Ayeg7+ACff+qhlzdoUj4t3f/9dvB7ryO27/zONN2etsJT97nuncuKoxCOpv4xEAe3vH3iXtz9abql3509P4/gJfRM1AcD0Gav4zW+tX+ScdMJAfvmL0w56n0VERETk4NB3xt8cCmjlcNPcuyIiIiIi8qXMq14fX1a1bt/7VJZawlmA5oBBWzA2Ws/EZGXDyg73Y0X9irgymxELA5e22z6zrDSu7qdlm5hXvTaufP4eZTPLN8XVmVm+MfrzZxUb4rbPqljPZxUb48t3xtcFmNX+GCEs4SxEctCPN2yMC2cBPt1SGle2rGKnJZwFaPT7+bw8tv+s0i3x/di0OWH/dmsLBCPh7F5UNbawtqwKgLlrt1rCWYDSilrKahv3eYzdVm7eaQlnAZra/CzbVBZXd97K+H7PWV7aoeMcDPOXxB9r/uJ9H3/BgvjX1fyF8WUiIiIiIiLy9aeAVkREREREvpSu3uz4suROCWrGFKdkxZXZDBOXPWgpy3XndrgfuZ74uma7VVnz2m3vlpoZV7dbaiaF3vh+F+xxft0S9L1baqysODl+e1FKNkXJ8cdMdB0i5e3q2sC0xU981DM7m7zk+DWNu2XEH6cwPR3bHqNUDaA4PSN2zMz49U2LMjPiytpzO+zkpafudbvTbqdLZmQkQVFOfFspHhdZKR2btrcgO8E5GNA1Qbtdc+PLCjvHX5dDpWt+/LEK8jP2uU9BQfxroaDg8PVZREREROTbLGTaDtp/Ih2hV4qIiIiIiHwpZxaMokdKbEpdj83J93uetM99BmcVcHrhIEvZed174Wj3CWVQ+iAGpQ+io0aknkRpVQ5bazLxh2w4DBchMxLouWxOLi48J1r3J4MnkLprzViA4pQMruo7ktPzjyboS6Gx2UMgaCPXncHFxRMtx7mm7ygKkmNhptfh4qaBE6KPr+09nhxPCqYJgVYHtrZkRqT14KcDjyPJHhkhbJrQ2Z3BtsZGXtm0DH8oBMCKnRX8+dOZDHYW4TRj67BmZlin8J3YoxuTSrrzq/ETsbcLLcd1LeKEHj3jrk1lfTNDs/IsZVcPHU5Ru4D2ujFHkZsSWyM5KymJwqw0/jDjE2Zt3kxlUzOPzJrPXz+exZqdkVGxhmFw8ykTsNsMSDBL8feOG01mchIAI0u6csLgWN8MA246dTwelyN+xwTyslK54oQRlrJLJg+noFN8sHze5KE4nHZMIzLauHt+FudOGtyh4xwM3710PEme2Gjw4q5ZnD1l6D73Of20oXTrFrtBwONxcu01E/exh4iIiIiIiHxdaQ1akQ7SegIiIiIiexcIB/m0YhUNwRYm5PQn2733UZXtza0sZX1DJUd1KqZ3ei7lbeWsqF9BrieXgWkDO7Q2KcCbm1dx06zXCO/6eNPJ4+H1KVexpW0jTcFmhmcOJtOVYdmnpq2F97etw+twckLXXlT7Wjjrvf9S42sFwG4YPDT+XI4v6G3ZzzRNLnzjWeZVbomEkgEb3x18FLeNnRStU+dr4fTXnmRLQ0O07OaRE7iw70A+KlvDu1vW8klZbPraifklXJg/nB++8Wb0HHKSvVw9YQgfLCvl863l0brjiot47IJzoqNJt9TXMWNzKV3T0phY3D1ulOkby1Zz8yvvYAJhu0l6qoe/nHEyE7t1j7uOTT4/H6xdTyAU4omlS1hZURHZEIZU00WrPwCAw2bjoQvPYGLPSBvbaur5dE0pXTJT8bqcrC2vZnhxF/oVWEc1m6bJ3HVb2VRRw+hehfToHD/6en9WlJazrLSc/kWdGdwjP277qs07ufa+52nzR0Zju5x2/v3z8xnQPb7uwZBoDVqA2rpmPp23gdRkN+NGleBy7j+I9vuDfDZ7PU3NbRw9thdZmcn73UdEREREjhx9Z/zN8etlZx+0tu4Z9MpBa0u+uTp2q7KIiIiIiMg+OG0OJud1fLTrbqNzujE6p1v0cZ4njzxP3t532Iv7l82MBpsAVW1tvFq6mu8PGLvXfbI8Xi7sOST6+H/LFkTDWYCQafLv1XPjAto5ZVuZV7YdiI1wfXz5Im4YNppMT2S06Owd2yzhLMDDS+Zy7cCRHJvXh9vnvWfZNqNsA5s3NFvOobK5hbLyVks4C/DZ5i1sq6+nKCMDgKL0DC4fPHSv5/mPGbPZ3aotZNBY52P9juqEAW2K28VZg/ozbe26WDgL2ELQGgxEHwfDYR7+dG40oO2alc7FY2PX8qgehQn7YhgGY3oXMaZ30V77uz8DuuUxoNveXyOPvzs/Gs4C+AMhpn60mN9+59AEtHuTmZHMGSce2Khdl8vBpIl9D1GPRERERERE5KtCUxyLiIiIiMjXXmVrU4fK9qWqLUEbbc3xZS0tcWWBcJg6X1u7Y8fv1xTw0xoMUONrsQSxu9W0tMaV7WhsiCszgarm+D7sTWVTfN2qBGWWfZr36H+CeZcqm+LP8auguiH+3Krrv5p9FRERERERkW8nBbQiIiIiIvK1d1Jhnw6V7buN+JGLU7rGt3FM12KSnU5LWd+sTnRPz4w+Pq6oBJfNbqkzJq+QTE8SvdNz6JaaZdmW5vQwpVevuGNdMmQI2V6vpSw/NZXB+R0fZXxSv/g1aU9IUNbe5JIeuOyx/pv2+Don9ovv71fB5OHx5zZ5+FezryIiIiIiIvLtpCmORURERETka+nd8o94bfvbNAdbGZk1gnPCA3h361oy3V5+OPBoRnc+sGl0T+rah18NPY5/r55LSyjA2d0GcuPACQDMrVrHX1e/RWlTJSOye/DHY4/n4UULWVdTzeguXfnt+BMsbRWkpPHP48/kD/M/obS+lgyPhwUVWxn33D/56fDxPDrhfH694F0WVW2jT0Yuvx5+Av3SOgPw5uo1pHs83DB6FJN6dOff557J3R9OZ8XOCobm53HXCZNx2Dp2r61pmnRKT8bhseMPhUhxuLj1uGMYXtglYf3tdQ3c+cYHzN64hZyMZEwvVLW0MKGkmCGd8nhu4TJqW1qxYfD07M9paG7j9pOPJcnlTNjekXDRscOoaWjh5U+WYRgG500czHkTD2yqYRERERER+XYJm8aR7oJ8yximmWBuLRGJowXfRURERL46Ftct54+r77eUndB5Etd0v+SgH6vG18SZM+7DF46twdo7NZ+nxv2oQ/t/78NXead0bfSxAbxx5hUM6nTga+0eqBeWLOdXb79vKfvpxHF8/+hRCetf+O9nWbKtLPrYabfz/o1Xk5eeCsD0tRv53jOvWfa5fPRQbjv52IPc86+PQCDAY489BsDVV1+N0/nVCatFRERE5NDSd8bfHLctPeegtfW7wS8ftLbkm0tTHIuIiIiIyNfOgprFcWXzaz4/JMeaXbXWEs4CrG0sY0dL7X73NU2T9zevt5YB721edzC7uFfvr10fX7YmvgygsrHZEs4CBEIhZqzbFH38waoNcfslKhMRERERERGRvVNAKyIiIiIiXzsZrvS4skxXxiE5Vo47/k54t81BmjNpv/sahkGONzmuvLM35aD0bX9yU+KPk5sa3x+AFLcLb4LRn7mpKe1+jt93b+2JiIiIiIiISGIKaEVERERE5Gvn+NxjyHJlRh/bDRun5B3P+zs/YUbFbNpCbQftWEdllzAiq4el7NLuE0hxejq0/8+Gj6f9akYl6VmcVdL/oPVvX74zagTpHnf0scfh4Pqxiac3TnI5uW7CUZEHJhCG4swMjiouiNa56KjBlkDWbjO4YeKYQ9J3ERERERERkW8qx5HugIiIiIiIyIHKcKXzh0G/5tOqOTQHWyhM6sK/Nj5NS6gVgOe2vs5vB/6CLHfmflraP8MwKE4Ns7GlhUDYhtseJN/b8Xtdz+89iD6ZnZi2eT15ySmcXdKfFJd7/zseBN2zM3nr2it4dfkqguEwp/fvQ1Fmxl7rf++Y0SS7XPzpnU8ImmG2VNVx7sPP8Ox1F5GZnER2spfuaRlU1jZjGmAGTKoamg/LuYiIiIiIiBwqIY1nlMNMrzgREREREflaSnWmcEr+8ZxfeAafVs2LhrMA1f5a3ir78KAcZ2XDeubWLMHrDJDu9uFxhHh2y5u0HsAo3cE5+dw8cgKX9xt22MLZ3TqnpnD92KP4wbjR+wxnd/tg5XqC4XD08ZaaOp6ZtwSAT9ZsYv6m7RhhsIUAE/46bSbBUHgvrYmIiIiIiIjInhTQioiIiIjI197OtqoEZZUHpe3yBG23hf3U+RsOSvtfNVtr6hOU1e11W01zK00+36HuloiIiIiIiMg3hgJaERERERH52huSEb+m65DMAQel7cHpfbAb1o9O+Z5c8jw5B6X9r5rxvYrjyib06gbA0T2LMQzrtoEFncnwJh2GnomIiIiIiIh8M2gNWhERERER+Vr7YOd0ltYvxWt30xry4TAcTO48nuNyx3/hNk3T5NnNn/L69nk4bHbGZY9jWf0SagMNFHm78ONeV2DsmVR+Q/z8xAlUNbYwfe1G3A4Hl44eyimD+gBQkpvFiYN78d7K9YRMk4K0VP504clHuMciIiIiIiIiXy8KaEVERERE5Gvrs6q5PFb6dPSxzYDLu13ASXmTv1S7r2ybwz/WvRV9vLGpnLsHXcyo7J6kOVO+VNtfdWlJHh667Ewa23w47XY8ztjHxqnzl/LOynWRBwZsb2xkVXkF3TplHqHeioiIiIiIiHz9aIpjERERERH52ppVPdfy2DBgXs3CL93ue2Wfx5W9X77kGx/OtpfqcVvCWYA3lq6Kq/fG0tWHq0siIiIiIiKHRNg0Dtp/Ih2hgFZERERERL62kuyeDpUdqGSHu0Nl3zYp7vhrkOJ2HYGeiIiIiIiIiHx9KaAVEREREZGvrSl5x+MwYqM87Yadk/NO+PLtdhmKyxbGZoQBcNkcnF/4xde0/aa46ujh2G2xO8JdDjuXjxl2BHskIiIiIiIi8vWjNWhFRERERORrq2dKD34z4FdMr/yUsGkyMWccPVK6fak239oxk4fWv4THGQlnu3uL+VmfiylJzT8IPf56G1dSzNTvXMTLn6/AYbdx/ohB9Onc6Uh3S0RERERERORrRQGtiIiIiIh8rRUnF3Jl8iUHpa3mYCuPbnyNMOFoWWnLFjwO+0Fp/5tgcNc8BnfNO9LdEBEREREREfnaUkArIiIiIiKyS1lrFb6w31JmYlLaXEZBUu4R6pWIiIiIiIgcSmGtCCqHmV5xIiIiIiIiuxR6O5Pq8FrK7IaNvqndjkyHREREREREROQbRwGtiIiIiIjILm67i5/3uYw0RzIASXY3P+p5Adnu9CPcMxERERERERH5ptAUxyIiIiIiIu2Myh7Ak2PuZmvLTvI9nfA6PEe6SyIiIiIiIiLyDaKAVkREREREZA8um5OSlK5HuhsiIiIiIiIi8g2kgFZERERERERERERERES+tUKmcaS7IN8yWoNWREREREREREREREREROQwUUArIiIiIiIiIiIiIiIiInKYKKAVERERERERERERERERETlMFNCKiIiIiIiIiIiIiIiIiBwmCmhFRERERERERERERERERA4Tx5HugIiIiIiIiIiIiIiIiMiREjaNI90F+ZbRCFoRERERERERERERERERkcNEAa2IiIiIiIiIiIiIiIiIyGGigFZERERERERERERERERE5DBRQCsiIiIiIiIiIiIiIiIicpg4jnQHRERERERERERERERERI6UsKnxjHJ46RUnIiIiIiIiIiIiIiIiInKYKKAVERERERERERERERERETlMFNCKiIiIiIiIiIiIiIiIiBwmCmhFRERERERERERERERERA4TBbQiIiIiIiIiIiIiIiIiIoeJ40h3QERERERERERERERERORICWEc6S7It4xG0IqIiIiIiIiIiIiIiIiIHCYKaEVEREREREREREREREREDhMFtCIiIiIiIiIiIiIiIiIih4kCWhERERERERERERERERGRw8RxpDsgIiIiIiIiIiIiIiIicqSETeNId0G+ZTSCVkRERERERERERERERETkMFFAKyIiIiIiIiIiIiIiIiJymCigFRERERERERERERERERE5TBTQioiIiIiIiIiIiIiIiIgcJgpoRUREREREREREREREREQOE8eR7oCIiIiIiIiIiIiIiIjIkRI2NZ5RDi+94kREREREREREREREREREDhMFtCIiIiIiIiIiIiIiIiIih4kCWhERERERERERERERERGRw0QBrYiIiIiIiIiIiIiIiIjIYeI40h0QERERERERkXjBYIiZ8zdQVlnP6KHd6VHU6Uh3SURERETkGymMcaS7IN8yCmhFREREREREvmKCwRA33fUCS1ZtA+DB/83gnClD+fF3jsNm05dHIiIiIiIiX2ea4lhERERERETkK+bV9xZHw9ndXn53MX98eNoR6pGIiIiIiIgcLBpBKyIiIiIiIvIVsGz1dl58+3PqGlpYvHJbwjpvf7ycq88fS15u+mHunYiIiIiIiBwsCmhFREREREREjrAVa8v44R3PEQqF91nPNKGuoVUBrYiIiIiIyNeYAloRERERERGRI+y195fsN5wFyM9No1f33MPQIxERERGRb4+QaRzpLsi3jAJaERERERERkSNsf+GsYcCQ/l356bXHY7fbDlOvRERERERE5FBQQCsiIiIiIiJyhJ06eSDTZqzc6/Zn7r+Gwi5Zh7FHIiIiIiIicqjotlsRERERERGRI2z4wCLstsTTqtkMg5Xryg9zj0RERERERORQUUArIiIiIiIi8hWQmuJJWB42TX73wDvU1rcc5h6JiIiIiIjIoaCAVkREREREROQrYEi/gr1uC5sm73y8/DD2RkRERERERA4VrUErIiIiIiIicoQtW72dT+at32edllb/YeqNiIiIiMi3S9jUeEY5vPSKExERERERETnCHp06E9Pcd50xI3ocns6IiIiIiIjIIaWAVkREREREROQI27S1ep/b01I8TJ+9lura5sPUIxERERERETlUFNCKiIiIiIiIHGEup32f2xua2nj29QXccPtU/IHgYeqViIiIiIiIHAoKaEVERERERESOsOzMlA7V215ex+yFGw9xb0RERERERORQUkArIiIiIiIicoRNmdS/w3UDwfAh7ImIiIiIyLdP2DQO2n8iHaGAVkREREREROQI69OjMx6XY7/1sjK8HD2ix2HokYiIiIiIiBwqCmhFREREREREjqBgKMyv//wGbf79ry17549Pw5vkOgy9EhERERERkUNFAa2IiIiIiIjIEbRxcyUV1Y37redyOehb0vkw9EhEREREREQOJQW0IiIiIiIiIkdQTnYqRgeWqjpnylCSve5D3yERERERERE5pBTQioiIiIiIiBxBmeleRgwq2m+9jz5b06GRtiIiIiIiIvLVpoBWRERERERE5Ai79+Yzsdn2PYy2oqqRqa/NP0w9EhERERH59ghjHLT/RDpCAa2IiIiIiIjIEeb1urnjplOx7yek3bC58jD1SERERERERA4VBbQiIiIiIiIiR1h9Yyv/e3E2obC5z3q9uuceph6JiIiIiIjIoaKAVkREREREROQI+9k9L7Jpa/U+6xiGwdlThh2mHomIiIiIiMihooBWRERERERE5AjasLmS1Rt27reeaZrc9X9vHIYeiYiIiIiIyKGkgFZERERERETkCDLNxNMaJ1qNdvWGnZRu2/dIWxEREREROTBh0zho/4l0hAJaERERERERkSPI5w8lLE8U2xoGeNzOQ9shEREREREROaQU0IqIiIiIiIgcQRlpSR2uO/noPuTlpB3C3oiIiIiIiMihpoBWRERERERE5AgqyMvg6BE99lsvLcXN9y6dcBh6JCIiIiIiIoeSAloRERERERGRI+z3vzyLQX0L9lmnocnHH//5Hv97cQ5vfriM1jb/YeqdiIiIiIiIHEwKaEVERERERESOMLvdxkO/vYgbLj9mn/UWLN3Co1Nn8oeHpnHdLU/T0qqQVkRERERE5OtGAa2IiIiIiIjIV4BhGDzx0twO19+0tZr3Pll5CHskIiIiIvLtEDZtB+0/kY7QK0VERERERETkK+DZ1xfQ1OI7oH0+mr2WYCh8iHokh9um2lpufm8aF77wHA/Om4svGDzSXRIRERERkUPAcaQ7ICIiIiIiIiLw4tsLD3ifRcu28I/HP+bH3znuEPRIDqcGXxtnTn2apkBk2ur5O7azqbaGP5908hHumYiIiIiIHGwKaOWw2LBhA08++SSzZs1i1apV1NbW4vf7SU5OJj8/n5KSEoYMGcKoUaOYNGkS6enpR7rLIiIiIiIih8WMOWv519OfUl7Z+IX2f/39pfzwqmNx2DVJ1p52NjVxx8cfMmfbNrpnZnDr+GMY3bXwSHcryjRNAuEwLrud++fOiYazu728ehVbGxq4a9Jk+uXkHKFeioiIiIjIwaaAVg6puro6fvrTn/L4449jmmbc9vr6eurr61m9ejVvvfUWAA6Hg3vuuYdbbrnlcHdXRERERETksNqwuZLb//xGws9LHeX/f/buOzyqKv/j+OdOSe8VQgu9NxGQJggWVFCxV6yru+oW27qu665t3bXrb9dV17UA9oKKiqAoSJXeeyeQQnpPpt3fH4GEYSYhgSQT4f16njxP7rmnfO9kEpj7veccp1t/fGq6/nz3eCXERjRidL9s2aWlGv/uFBVWVi0bvS4rSzd/+bnm33ybEsLCAhyd9O66tXr558XKr6jQwFattSn7oN96y9MP6KYvpmv+zbcq2MZtHAAAAOBkwOO1aDI5OTkaNWqU3n77ba+bDfHx8TrjjDM0btw4DRkyRK1bt/Zq53K5tH///uYOFwAAAACa3Zffrz2h5Oxhy9bs0dP/md0IEZ087v9uVnVy9rAKl0vnTZuiObt2BiiqKivT0/XXuT8ot7xcHtPUyox0ldex32x2WamWpO3TuqxMZZeWNmOkAAAApwaPaTTaF1AfPHqJJnPLLbdow4YN1ccTJkzQ3/72N51++uk+ddPT0zVr1ix98skn+u6775ozTAAAACDgdqzZrbyMAvU9s6dCw0MCHQ6a0ZYdWY3W18+rd8vl9rDUsaqWDl60b6/fc/kV5br9qy81vF07Xdunv3olJSo1JrZZ4iqoKNfK9AxNWbOqwW3v/W6WCioqZDUMndO5s34/dLi6JyRUn1+Vka5Sh1ND27ZVkNXamGEDAAAAaGQkaNEkli5dqq+++qr6+I477tBrr71Wa/2UlBTdcsstuuWWW7Rr1y7t3BnYp5kBAACA5uB2u/XkVS9o4fRlkqTwmDA99c2f1WtY9+o6W5Zt1+71+9R7RA+179EmUKGiiYSG2Butr4TYCJKzhxiGodaRUTpQXFRrncVpaVqcliZJ+tVpg/TQqNFNFs+yA/v11dYt+nTTRlW63cfVR0FFhSTJbZqatWOHZu3YoUk9euqxMWN1y4wvtCL9gCQpITRMkwcM1LmdO6tbfEJdXQIAAAAIEBK0aBJffPFF9fehoaF69tln6922U6dO6tSpUxNEBQAAADQNR4VD8z/9WTn7c3XGxNOV2rtdvdrNfX9hdXJWkkoLyvT0jf/WtX++VAUHi7Rj9S7N+2hx9flfP3+jLrtnQuPEXOnUws9+1sF9ORpywWnq1K9D9bmSglLN+2ixKkordOblZyipfWKjjAlfwwd10sr1+46rrdViyO2pWh7ZMKQ7rhvVmKH94j0wYqTunf2tPPVYQvqNVSs1sVsP9UlObvA4HtPU3N27tCUnR4PbtNGQNm29zt/yxXTN27unwf3Wx+dbNstqsVQnZyUpp7xMLyxZpBeWLNJ9w0boriFDvdq4PR7N2bVTO/Ly1CXZpkpblpJCEnR67GmyWRp+m2hXyW5tKNykViHJGhQ3UFbj5J+9W+4q1895y1XuLtfguEFKDCYRDgAAgIYhQQtJUmpqqvburVr+ae7cuRozZowqKyv1/vvva9q0adq6datycnIUHx+vwYMH68Ybb9Sll15aa3/btm2r/r53796KjIxs8msAAAAAAqGirFL3jHpEO1bvliS9+ef3des/rlXv4T206POlik+J03m3nKWouEjt3ZSmOe8ukM1u1Xk3n6VpT3zq01/6jkw9d8t//I71xoPvquugjup3Zu8Gx5m1N1vfvTNPjgqHRl0xTP+68w1tWbZDkvTWwx/orn/dKrfTpT0b0rT4y2UqzCmWJE3560e69Z/XKXNXluLbxGv8LWcpMjaiwePDv1FDuuhf78w7rrbXTxqqdimxOphbrOGDOqtLKon0I13UvYe6xyfo+5079N2uHdpw8GCd9T/auL5BCVqXx6Ovt23Vyz8v0d7CguryuwYP1X3DR0iSXlm2tMmSs4ety8ys9dxLPy/W5b16KyTYo/nZC1XsLNF3G0s0f3uBkpPy1cXMqK7bLaKLHup5v/Ic+VqQs1hu060RCWeoTWiKV59pZQe0OOdn2S12OdwOfZM5q/pc76ie+mOPe2Qxmmcmt8vj0uLcpdpbuk9dIztrSNzpTT52obNQj254SjmOXEnSp2mf6r72bdUr/koZ9p5NOnZz21O6V0tylynUGqrRiSMVGxQT6JAAAABOGoZp1uNRUpz0jk7Qtm3bVldccYXWrFlTa5tJkybpww8/VFBQkM+5c889V99//70kqUePHtq8eXOTxN2cioqKFB0drcLCQkVFRQU6HAAAALQQs976Uc/f9mqddaLiI9W+VxttWrxNHrdHkhQaEaKK0ko1NrhTegABAABJREFU9COZYUiPTv+jhl88uN5t9m05oLuH/knlxRXVfRw9rNVmkdvlOWZfKZ2T9Z+Vzyg8KqxBcZ+snE6n3n77bUnSzTffLLu9YUsWT/n0Z73xwcLjGvt/T1+vHl1aHVfbU0FBRbmmrFmjnfl5Gta2nWRKD8+dU2v9qOBgrbz9N7Jaak/wfblls37cvUttoqK0Iy9Pc3b5bs9jMQzdOvA0/fr0IRrx1huqcLka5XpqM6p9ey3Y538WdmxMsXq0cyo0Ml+VnkpJVb/723akqFNqlux27+WWxyaeqZ9yFsptVv0tsMiiXlE9NDZ5tAbHDdLGws16dutLcpu1L9P8QPc/qF9Mn0a6uro9s+VFrS/cWH08IuEM/brzbcfd38bCzVqYs0Qh1mCNSxqjtmE1y8pvL96pn7IXaG/pPu0p8369uwUX6uFWG1UY8YK+zy9TTmWO+sf004iEM+o99tLcFVqZv1qxQTE6J3msEoLjj/s6GsOq/DV6adsrMlX1j0WwJUg9I3uod3RPjU0eoyDL8S3PblbMlVnxjWSJlRF2vQxbh2M3AoAWjHvGJ4/LFt/ZaH19Ntz/A7fAkZhBCx+ZmZm6/vrrdeBA1RJJ3bp1U5s2bVRQUKB169bJfWi/nM8//1z33nuv/v3vf/v0ER9f80Fix44d2r9/v9q2betTDwAAAPily9xT96w8SSrKLdaGBVu8yspLKo5rPNOUPvjHdPUc1k0f/fNzbV+9W1a7VS6HS606JumqP16iDj1r/u+9dcVOPXnl89XJ2cN9HK0+yVlJSt+ZpR/fW6CJvznvuOKHt6/mrDvutp/MXKVHfndBI0bzy1ficOi/K5dr2YED2pabU71v69fbtmp8l651ti2qrNST8+fpb2PG+j3/4pJF+teypceMwWOaemPVSs3asaPJk7N9kpI0pE07vwna5MR8delcNUO20iO53YZy8yKVmFCkdm2yfZKzkvRj9nyvY4882lC0SRuKNql1SCuVukrrTM5K0s+5yzQ7c46CLcE6t9U49YjqdgJXWLtdJXu8krOStCjnZx2syFZKaGtNTDlfySHeM6JdHpdmZX6vdYUblRycqAkp5ys5JEmStDR3uf6z4zWdE3lA/UPztCv9DVmT/6nWkWdoXcEGPbf15epk5dH2OcKV7rDr2a0fK89VleBfkrtMXxz4SknBiTozcaQGx52m7zJ/0OqCtUoIjteFrccrJbS1JOmr9Jn6OG36EdexRH/v+6jWF2zU4tyfFWoNVWxQjNLK9isuKE4TUsb7zGz2p8xVpm8yZml78U51CG+vCSnnK9runTxYlLNEi3Kqxjiv1dnqFtlFkvTlga+9rrfS49CawnVaU7hOG4s2677uv6s+Z5rlMkvekJzLJVtXGeG3y7D6Pjxiln0os+ivNcfln0sJX0qWRKn0TZmOJZI1taq9re2hvj1S2bsyK3+QLMkywn8lubbILP9CMsJlhN8oWZJllv5Xcu+RETRMCr9VhuE7mQAAAKAlIUELH3fffbdyc3N10UUX6fnnn1eXLl2qz+3fv1+TJ0/W3LlzJUmvvvqqfv/736trV+8PukOHDtWHH34oSXK5XLruuus0ffp0r8QtAAAA8Eux+Mvl+vSFr1ReUqGzrz9Tl/7hQhmGIUmKSYpu9njyswr0p3Of0K51e73K18/frCVfLtebm17SrnX7NOWvH2rr8p0NnqV7LAUHixq1v1NZTn7Jcbf9fsFm7dh9UCOHdJHb7dHilbuUGB+hGy8fpn492hy7g5PQVZ98pM052X7Pzd6x/Zjtp65doy5x8bquX//qsvfWrdVHG9ZrUy391iatqLBB9Y/HaxMuUnGlQy8sWeSTOkxJyfU6tlpNVTqCtC8tUSkpuXI4rAoKqjvZeqSMitqXUj7SgpyafbNXFazRNe2v0Mr8NSpxleiMuMGakHJ+vZYhTi/P0Kf7v9CBsnT1jOquy9tdoghbhPIdBfokbbpW5K3y2257yU5tL9mpBdmLNSh2gK5qf7mSQ5KUVnZAL2z9v+qliTdri1YXrNUz/Z5UobNIb+9+V5EWpxymRe2DStTbWqCKkjtkhs/Vm7un1JqclaQK06a/ZAySW97XlVmRpcyKLK0r3KC+0b29Esqr8tfon/2eULQ9SjMOzPRqVxXPNK3MX+13vCW5S5UYnKAekVWvy9FJ18Oe2fKidpZWLb+/uXir1hWs1z/6PV79+s/Jmqspe95T56AinROzV6H5r6vAOVHRsQ+rwFn7+3dNwTodKE9Xm9AUZZRnqiznZnW0H5pN7lgqs3K+lDBThhEk01Mos+QlqfJnyZPh3ZFZJLPoWcmwSRUzDhX+LLNyrpQwS3Kukln4F692ZsXXkmoefDArv5dkkeSsOnb8LLl2yoh5zm/sZunUqsSwESwj/GYZIU33sJFZ9pHM8o8lWWWE3SAjdGLD2ntKZZa8LDkWStYOMiJ+K8Pe68RiqlxYlcz2FMgIuUAK/5WMQ/tGm6ZLKn1NZsVsyRInI/zXMoKHebc3PVLZ2zLLZ0hGhIzw22SEnFX3mGWfyCz/UJJFRth1MkIvOaFrQMthVv4ss/Q1yZNb9bsUfocM4/hm1wPAqYgELXzk5ubq2muv1bvvvlt90+mwtm3basaMGerevbvS09Pl8Xg0bdo0Pf744171rrvuOj388MMqKyuTJM2fP1+pqam68sordcEFF2jo0KHMqAUAAMAvwrr5m/Topc9WJzl3rN4tj9ujK+6/SJIUGhna7DH1OqO75n60yO+5koIyffL8V/r85Zlyu+pOvoSEB6uitLLB4y+btVqjLj9Dqb3bNbgtvNltVrnqOXv5aB6PqZ37crRzX0512a59OVqzcb+mvXSTUpJjGinKX4bPN2+qNTkrqY70mnedR+b+IJvFoqv69NWHG9bpkbk/NFqM9dEtPl7bcnOPXVHSuClv66LuPXRmh1T9dNRet1ZLzfvKNKuWNrdaPNqXliyrxVTbtjlqam7Trff2flSd3Ewr269Kj0NXtJtUZ7sKd6We2vysCp1VD4OkV2QooyJTf+pxn57d8qLSyg8cc2yPPFqev0prCzfIJpsqPBXyyPt3rdBZpEc3PKXMyqxDMQZpbkmK0p1h+nOrdQoxyjV9+2+U54g89rWq7qTzhsJNXsclrlItzV2uLhGdVeHxXVFhXcH62scy3dXJ30U5i3VN+yt1Tivvmd97S/ZVJ2cPS6/I1LbiHdWzmudkzVWctUIPJq9T8OH3i+NDuQqdqnDXvcpDpdshh8eh/2x9Qo+1Omqpb/c+qXKRFHKWzILfS47F/juRpMqZvmWeLJnZIyWz1E+Do2eluw99HaHiG5meR2RYvB+gMkunyix+sua4YLUU+7aM4OG1x3eczLLPZBY9UnNcuEYyQmWEnF3/Pgr/JFXOrjpw7ZDpWCYlfi/DEnd8MTk3ysy/XYdfQ7Nki2RWyoj8fdVx8XNS2Vs19R0rpPgvZNiPmJRR+l+ZJS/U1ClYKcW9LyPoNP9jln8us+jhI65p7aHXgVU4fulM1w6Z+beq+uGIkq2Sp0RG1J8CGxgA/IIc+5FFnHJiYmL06quv+iRnD4uIiNBtt9Xs6bJoke+NocTERJ+lj0tKSvTWW2/p8ssvV7t27ZSSkqJJkybphRde0Lp1x7+sFwAAANCUvp8yz2cG6ux35uqnjxfr+o536rmbX2nWeJLaJ+i8W/0vwXrY+gWbj5mctVgtx5WclaQtS7frofFPyulwHld71OjcPqHR+6x0uPTDoq2N3m9L993OHY3W16ebqmY6frZp0zFqNr6UiEgFW631qlvpduuTTRt9krOSdDAnWi6XRVu2tdGSZT21dEU3HciIk2Ro7/4kZWTGNm7gtTh65umCbP8PlxxpXcH66uTsYZuKtmh1/tp6JWeP5PA4VOYp80nOHpZRmekT49bKGGU5QyRJJe76rxhgO2qMYOOImZ5+HhEwZWpRzhK/fTnN+i2P7TRdmrr3fS3NXeFVvrFos9/62ZXeDzEMDc+uSc4esiV/nsrc5X7bBxlutQlNUcfwDlpXsFFFrtpm2npkujPrTs7WxW9ytr488vdIhln+2dElMsun+9RrDL5j+S+rtb2nWKr8/qjCYqnie/8N6hXTl/JJcJd/esT3R78WTpnVM5sP93F0HU/VctO1jvm5n7L6vw5ouczyGTqcnK3WRL9PAHCyIkELH1dfffUxNzQfOXJk9fdbtmzxW+fmm2/Wxx9/rIQE/zccMjIy9MUXX+i+++5T//791a9fP33wwQcNWn7tgw8+0EUXXdQsX1dddZUkqbKy5iZWSUmJiouLq48dDodyj3rSOSMjo87jzMxMr2vOy8tjDMZgDMZgDMZgDMZgjBY0hj3Edx87t9ulp657WVl7G7bkaWO486WbNXBsH7XrUfv+g/bgYy+W5HEf36zNw3IO5GnDwi0n5c/8eMYIDw9XSUnNcsXHGiM9q0A33vu2Nmw7asnPRhIcZPMZU2oZr1VTjRETHKzGEmyzKTMzU0H1TJQ2pnl796jSXf+lh2uzLy1J6zelKjcvWqZpyOWyyeGo+Xu2a09rbdzcXk5n816j3WI/5s88yOL7d9eQoRBL4/2M62LIlN3wqMRt09LSxHq1SbCW6/7k9eodkq9kW5nOjdyv0RE1y0K3D23vVT/MGqahcYPldpz4z1qq2vv3sMzMTJW6/Sc444Piq38Hz0o6Uw6P788/yOL/PWGRR+NjQ/RA9z8oKytLdsOmPHeI1pZ7J/s9ltYqdQ5USWmlAnLrMXi8DEuMpKP+dhghPlXLK8ym+Xtl+HmvHhq/PmPk5RVK8vNzONTH8fzddTj9TMQ44jVxe3yXpjWOOJ+ZmSn529v3UB1/1+H0N6Zq+mwp/34wRsPHMPz8PpkK+sVdR2ONAQDHwzAbezMi/CKlpqZq796q/aumTJmiyZMn11l/06ZN6t27tyQpLCxMpaW1P9lYXFys//3vf5o2bZpWr/a/f8qRLrjgAn3wwQfHTBI3t6KiIkVHR6uwsLDFxQYAAICms3vDPv126EOqLHdUl429dpR+fH/BMdv2Hd1T63/yP4vpeLTp2krvbP2XJCk3I19vPvSevp/6k0+9X794k6b+7SOVFfmfAVWbxHbxKswukqOifjNjX1v9rDr3T23QGCcbp9Opt99+W1LVQ6p2e/32Xvvd3z7Sqg1pTRJTbHSYpr54k2Kjw5qk/5Zqc3a2Lv3o/RNObhqS/jvxYo3r1Fk/7Nqp27/6sl7LI/9SJSXmq2vnqhvNbrfUWDlpQ4ZuTr1BH6R9ovIjZmNO7nCtz3K8R3N5XPrLhsd1oDy9umxY/FDd3ulm3bbiLrnN2n/GNsMmVz1nn9amT0iRRoSn6+uidjrgDK9HC1NPtFqp9sFlXqVv5XbVTyWtlRicoKf7PqHZWXO0On+t4oPjNTHlArULa6PMiiz9ed2jcpp1/92NsUcrMThR6eXpKnWX+Zwfk3imbu1Ucy9nbcF6Pbf1ZZ96/zntJUXaI6qPF2XNUl/3g4qw1PyMzLA7dPPmzV7v+yiLQ3clblbPVo/LCDlfkuQxPfrL+seUXbFXE6LT1CO4UA5LB/Vp8y8Z1qqHiDwFD0gVX9Z0ZEmUPLU83GTES2b9lvc+1JlkhFfNLD3MPkhG3Nv+k0flM2UW/uGIkiAZ8R+f8L6u/piV82Tm36Gambw2GXHTZAQNqncfnqLHpbJ3awosbWQkfCPDcnx/203XPpm5F3vNTjai/iYj7Lqq86Vvyix+WkeclJHwlQxr65o+yqbLLDpiCVsjVEb8ZzJsXfyPWblAZv6vpOrZ5VYZcVNlBA0+rmtAy2G6M2XmTJTMmln0RuSDMsJvDWBUgcE945PHpEV3NVpfn49o3lWW8MvEHrTw0apVq2PWCQur+c/g4X1maxMZGal77rlH99xzj7Kzs7VgwQItW7ZMK1as0NKlS72eMpekmTNn6vLLL9esWbNksTDJGwAAAIHVsU97vbz475rxyiyVlVTo7OvPVGVZZb0StEMvOE0ZO7KUcyCvUWI5sD1TpUVlCo8KU3zrWP3xnbsVEROuz/+vZg+/9j3baOId52jweQP0xf/NVFFescKiwvTt/+reRzMsKlSPTn9Adw2u395hQy4YeMonZ4+Xy+1psuTspPEDdO3Fg0+55Kwk9UxM1GdXXaNpa9eo1OHQ1twcbc9r2O/e+C5ddX2//hrermq247hOnTXt0sv1ycYN2p2fr3UHs044TkP12w+3uRQUViXrysrsCgs7/mXLw6xhKjsicXh+63N1VvKZ6h7VVd9l/qASV4mGxg/W4LhjJ6hsFpse7vmAZmXOUXp5unpEdde4pDHaV5ZWZ3I2zBqqv/T6k9YVbtD24h3Kc+Rpd+ne6vOx9hh1iuiojmEd9OmBL3zaR9oidFHKhUoIjte/tr9WvSxyqDVUNsOqYleJT5sqhuaXttL1wbuqS4o8saq0n61L23TRua3GyW61a0LK+ZqQcr5Xy1YhyXqizyP6KO0z7StLU1Jwos5KPlNv7ZpWvTet1bDqV51uVr+YPip1lWrang+0KPfn6j5CLME6t9U4r377RvdWx/AOXtc/Nmm0V3JWkkYkj5fp7iuzdIrkzpARcpaMkEmKDXpQrSw7FWK41SW4SOdEpsthaSUF14xjMSx6qOcD+i5rjnaXHVBwcDednXyWDEvN7UYj+inJ3lemY6lk6yIj/EbJsVZm0V8lzxG/T8Fny4j8s8zcSyWzoPp1VdBQyblOMo+492TrLtkHygi7QbKEyyx9pzp2hUyqdcsuI/QCyRJZteyuESIj7LomSc5KkhE8RoqdKrP8E8mwyQi9RkZQ/4b1EfkXydZNZuUCydZBRthNx52clSTD1l6K/0Rm6buSmS8j5EIZIefWnA+/VbK0llk5W7LEyQib7JWclSQj7FLJEiuz4kvJiJQRdn2tyVlJMoJHSXHTZJZ9JMkqI+xqGUEDj/sa0HIY1lZV76eyKZI7V0bI+KrfMQBAvTGDFpK8Z9DOnTtXY8aMqbP+nj171LFjx+rj430buVwuzZkzR88884zmzp3rdW7q1Km64YYbjqvfpsDTUAAAADjM5XTpnjP/qi1Lt1eXhUaGqrzYe8bqEzP+pLCoUP3p3CfkdJzYjC5Jimsdq/f3vSrrUVPcFs9YrhWz1qh1p2Sdf9s4RcT4zvj6zaA/asfq3V5lyR0SNOKSoQoOC9L5t45Tcmqirkq5XQUH/e8pGBIerLHXjFT3wV10zo2jZQ+q32zRk9nxzqC98s43lJ5V296NxycpPlKfvX57rcmJU01WSYnOfPt/cnrqt5z3XYOH6r7hI+qs89uZX+ub7dsaI7yACLZafWYYt4m1yhaWowNZkTqt/07Z7cc3A/milAsVaYtQRkWm+kT3qlcitqGKnMX63er7/SZph8QN0tXtr1BicM02Sx7To6V5K7SlaKv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",
      "text/plain": [
       "<Figure size 2000x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = exp.plot(local=False, rel_df=explanation,max_display=10, shap_obj=shap_obj)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MW</th>\n",
       "      <th>AMW</th>\n",
       "      <th>Sv</th>\n",
       "      <th>Se</th>\n",
       "      <th>Sp</th>\n",
       "      <th>Si</th>\n",
       "      <th>Mv</th>\n",
       "      <th>Me</th>\n",
       "      <th>Mp</th>\n",
       "      <th>Mi</th>\n",
       "      <th>...</th>\n",
       "      <th>X4Av</th>\n",
       "      <th>X5Av</th>\n",
       "      <th>X0sol</th>\n",
       "      <th>X1sol</th>\n",
       "      <th>X2sol</th>\n",
       "      <th>X3sol</th>\n",
       "      <th>X4sol</th>\n",
       "      <th>X5sol</th>\n",
       "      <th>XMOD</th>\n",
       "      <th>RDCHI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0357</td>\n",
       "      <td>0.060859</td>\n",
       "      <td>-0.030067</td>\n",
       "      <td>-0.000306</td>\n",
       "      <td>0.011614</td>\n",
       "      <td>-0.00287</td>\n",
       "      <td>0.038521</td>\n",
       "      <td>0.075271</td>\n",
       "      <td>0.012589</td>\n",
       "      <td>-0.001871</td>\n",
       "      <td>...</td>\n",
       "      <td>0.087779</td>\n",
       "      <td>0.240536</td>\n",
       "      <td>-0.009204</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.03282</td>\n",
       "      <td>0.028609</td>\n",
       "      <td>0.015671</td>\n",
       "      <td>-0.003383</td>\n",
       "      <td>0.059679</td>\n",
       "      <td>-0.03687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MW       AMW        Sv        Se        Sp       Si        Mv  \\\n",
       "0  0.0357  0.060859 -0.030067 -0.000306  0.011614 -0.00287  0.038521   \n",
       "\n",
       "         Me        Mp        Mi  ...      X4Av      X5Av     X0sol   X1sol  \\\n",
       "0  0.075271  0.012589 -0.001871  ...  0.087779  0.240536 -0.009204  0.0284   \n",
       "\n",
       "     X2sol     X3sol     X4sol     X5sol      XMOD    RDCHI  \n",
       "0  0.03282  0.028609  0.015671 -0.003383  0.059679 -0.03687  \n",
       "\n",
       "[1 rows x 200 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_instance = Xtr[0]\n",
    "exp = Explain(X_instance = X_instance, dnn_obj = engine_model, feature_names = columns)\n",
    "\n",
    "explanation, gb = exp.LRP(strategy='zero', global_relevance=False)\n",
    "\n",
    "explanation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = exp.plot(local=True,rel_df = explanation, max_display=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MW</th>\n",
       "      <th>AMW</th>\n",
       "      <th>Sv</th>\n",
       "      <th>Se</th>\n",
       "      <th>Sp</th>\n",
       "      <th>Si</th>\n",
       "      <th>Mv</th>\n",
       "      <th>Me</th>\n",
       "      <th>Mp</th>\n",
       "      <th>Mi</th>\n",
       "      <th>...</th>\n",
       "      <th>X4Av</th>\n",
       "      <th>X5Av</th>\n",
       "      <th>X0sol</th>\n",
       "      <th>X1sol</th>\n",
       "      <th>X2sol</th>\n",
       "      <th>X3sol</th>\n",
       "      <th>X4sol</th>\n",
       "      <th>X5sol</th>\n",
       "      <th>XMOD</th>\n",
       "      <th>RDCHI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.002375</td>\n",
       "      <td>-0.002310</td>\n",
       "      <td>0.003538</td>\n",
       "      <td>0.000393</td>\n",
       "      <td>0.002531</td>\n",
       "      <td>0.000539</td>\n",
       "      <td>-0.003484</td>\n",
       "      <td>0.005217</td>\n",
       "      <td>-0.006279</td>\n",
       "      <td>0.010001</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000975</td>\n",
       "      <td>0.000208</td>\n",
       "      <td>-0.000257</td>\n",
       "      <td>-0.006816</td>\n",
       "      <td>-0.006439</td>\n",
       "      <td>-0.011138</td>\n",
       "      <td>0.000251</td>\n",
       "      <td>-0.004060</td>\n",
       "      <td>-0.012186</td>\n",
       "      <td>0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.031408</td>\n",
       "      <td>0.003845</td>\n",
       "      <td>-0.003586</td>\n",
       "      <td>-0.000377</td>\n",
       "      <td>0.027020</td>\n",
       "      <td>-0.001780</td>\n",
       "      <td>-0.002846</td>\n",
       "      <td>-0.015842</td>\n",
       "      <td>-0.002071</td>\n",
       "      <td>-0.001520</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003107</td>\n",
       "      <td>-0.015789</td>\n",
       "      <td>-0.003154</td>\n",
       "      <td>0.009662</td>\n",
       "      <td>0.004628</td>\n",
       "      <td>0.018693</td>\n",
       "      <td>0.008019</td>\n",
       "      <td>0.004508</td>\n",
       "      <td>0.030692</td>\n",
       "      <td>-0.002962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.003544</td>\n",
       "      <td>0.010888</td>\n",
       "      <td>0.010702</td>\n",
       "      <td>0.010161</td>\n",
       "      <td>0.009560</td>\n",
       "      <td>0.011691</td>\n",
       "      <td>-0.010409</td>\n",
       "      <td>0.024565</td>\n",
       "      <td>-0.007086</td>\n",
       "      <td>0.010840</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.008716</td>\n",
       "      <td>-0.009222</td>\n",
       "      <td>-0.013408</td>\n",
       "      <td>-0.038706</td>\n",
       "      <td>-0.029874</td>\n",
       "      <td>-0.009861</td>\n",
       "      <td>-0.006868</td>\n",
       "      <td>-0.024265</td>\n",
       "      <td>0.010711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.336607</td>\n",
       "      <td>0.222507</td>\n",
       "      <td>-0.021707</td>\n",
       "      <td>0.050956</td>\n",
       "      <td>0.121637</td>\n",
       "      <td>-0.015981</td>\n",
       "      <td>0.095192</td>\n",
       "      <td>0.031510</td>\n",
       "      <td>0.073009</td>\n",
       "      <td>-0.109299</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013377</td>\n",
       "      <td>-0.021679</td>\n",
       "      <td>-0.057243</td>\n",
       "      <td>0.103574</td>\n",
       "      <td>-0.009558</td>\n",
       "      <td>0.117196</td>\n",
       "      <td>0.026707</td>\n",
       "      <td>0.029786</td>\n",
       "      <td>0.304746</td>\n",
       "      <td>-0.031534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.008907</td>\n",
       "      <td>-0.007431</td>\n",
       "      <td>0.001667</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>-0.007712</td>\n",
       "      <td>0.000166</td>\n",
       "      <td>-0.007769</td>\n",
       "      <td>0.010181</td>\n",
       "      <td>-0.007833</td>\n",
       "      <td>0.010821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004072</td>\n",
       "      <td>0.007154</td>\n",
       "      <td>0.001378</td>\n",
       "      <td>-0.005021</td>\n",
       "      <td>-0.004586</td>\n",
       "      <td>-0.005019</td>\n",
       "      <td>-0.004799</td>\n",
       "      <td>-0.008497</td>\n",
       "      <td>-0.007774</td>\n",
       "      <td>-0.002996</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         MW       AMW        Sv        Se        Sp        Si        Mv  \\\n",
       "0 -0.002375 -0.002310  0.003538  0.000393  0.002531  0.000539 -0.003484   \n",
       "1  0.031408  0.003845 -0.003586 -0.000377  0.027020 -0.001780 -0.002846   \n",
       "2 -0.003544  0.010888  0.010702  0.010161  0.009560  0.011691 -0.010409   \n",
       "3  0.336607  0.222507 -0.021707  0.050956  0.121637 -0.015981  0.095192   \n",
       "4 -0.008907 -0.007431  0.001667  0.000218 -0.007712  0.000166 -0.007769   \n",
       "\n",
       "         Me        Mp        Mi  ...      X4Av      X5Av     X0sol     X1sol  \\\n",
       "0  0.005217 -0.006279  0.010001  ... -0.000975  0.000208 -0.000257 -0.006816   \n",
       "1 -0.015842 -0.002071 -0.001520  ... -0.003107 -0.015789 -0.003154  0.009662   \n",
       "2  0.024565 -0.007086  0.010840  ... -0.008347 -0.008716 -0.009222 -0.013408   \n",
       "3  0.031510  0.073009 -0.109299  ... -0.013377 -0.021679 -0.057243  0.103574   \n",
       "4  0.010181 -0.007833  0.010821  ...  0.004072  0.007154  0.001378 -0.005021   \n",
       "\n",
       "      X2sol     X3sol     X4sol     X5sol      XMOD     RDCHI  \n",
       "0 -0.006439 -0.011138  0.000251 -0.004060 -0.012186  0.000308  \n",
       "1  0.004628  0.018693  0.008019  0.004508  0.030692 -0.002962  \n",
       "2 -0.038706 -0.029874 -0.009861 -0.006868 -0.024265  0.010711  \n",
       "3 -0.009558  0.117196  0.026707  0.029786  0.304746 -0.031534  \n",
       "4 -0.004586 -0.005019 -0.004799 -0.008497 -0.007774 -0.002996  \n",
       "\n",
       "[5 rows x 200 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# strategies + global relevance\n",
    "X_instance = Xte\n",
    "\n",
    "exp = Explain(X_instance = X_instance, dnn_obj = engine_model, feature_names = columns)\n",
    "\n",
    "explanation, gb = exp.LRP(strategy='zero', global_relevance=True)\n",
    "explanation.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mean Absolute Relevance Score</th>\n",
       "      <th>Mean Relevance Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>nHet</th>\n",
       "      <td>0.083375</td>\n",
       "      <td>0.080595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ON1V</th>\n",
       "      <td>0.082356</td>\n",
       "      <td>0.054230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nS</th>\n",
       "      <td>0.082029</td>\n",
       "      <td>0.073870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nHM</th>\n",
       "      <td>0.081260</td>\n",
       "      <td>0.072965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nCsp3</th>\n",
       "      <td>0.081243</td>\n",
       "      <td>0.026852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRW10</th>\n",
       "      <td>0.004217</td>\n",
       "      <td>0.000566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MWC01</th>\n",
       "      <td>0.004144</td>\n",
       "      <td>0.001311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psi_i_0d</th>\n",
       "      <td>0.003676</td>\n",
       "      <td>-0.003646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LPRS</th>\n",
       "      <td>0.002950</td>\n",
       "      <td>0.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psi_i_1d</th>\n",
       "      <td>0.001783</td>\n",
       "      <td>0.001676</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Mean Absolute Relevance Score  Mean Relevance Score\n",
       "nHet                           0.083375              0.080595\n",
       "ON1V                           0.082356              0.054230\n",
       "nS                             0.082029              0.073870\n",
       "nHM                            0.081260              0.072965\n",
       "nCsp3                          0.081243              0.026852\n",
       "...                                 ...                   ...\n",
       "SRW10                          0.004217              0.000566\n",
       "MWC01                          0.004144              0.001311\n",
       "Psi_i_0d                       0.003676             -0.003646\n",
       "LPRS                           0.002950              0.000132\n",
       "Psi_i_1d                       0.001783              0.001676\n",
       "\n",
       "[200 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = exp.plot(local=False,rel_df = gb, max_display=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intercept 0.11532020646501222\n",
      "Prediction_local [-0.25389418]\n",
      "Right: -0.18441454\n",
      "Intercept 0.22570137102586968\n",
      "Prediction_local [0.09135068]\n",
      "Right: -0.35446894\n",
      "Intercept 0.30997393583284116\n",
      "Prediction_local [-0.77875192]\n",
      "Right: -0.5938779\n",
      "[                   labels  local_relevance\n",
      "0               C% > 0.87        -0.178290\n",
      "1       Psi_i_1d <= -0.01         0.154477\n",
      "2           nHet <= -0.60        -0.136784\n",
      "3               nC > 0.73        -0.133803\n",
      "4             N% <= -0.73        -0.088682\n",
      "..                    ...              ...\n",
      "195     0.05 < Xu <= 0.86         0.000874\n",
      "196  0.06 < X1sol <= 0.88        -0.000847\n",
      "197          X0A <= -0.68        -0.000638\n",
      "198     0.03 < Sp <= 0.79        -0.000621\n",
      "199         piPC10 > 0.86        -0.000148\n",
      "\n",
      "[200 rows x 2 columns],                      labels  local_relevance\n",
      "0               nS <= -0.60        -0.188840\n",
      "1             ON1V <= -0.62         0.184538\n",
      "2              TIE <= -0.66         0.171063\n",
      "3              nHM <= -0.60        -0.158884\n",
      "4             ON0V <= -0.64         0.145337\n",
      "..                      ...              ...\n",
      "195            X5v <= -0.65        -0.001563\n",
      "196   -0.30 < MAXDP <= 0.26         0.001506\n",
      "197  -0.62 < piPC10 <= 0.15        -0.001110\n",
      "198     0.08 < AECC <= 0.70        -0.000295\n",
      "199    -0.52 < HNar <= 0.42         0.000197\n",
      "\n",
      "[200 rows x 2 columns],                   labels  local_relevance\n",
      "0            nS <= -0.60        -0.181937\n",
      "1              C% > 0.87        -0.169501\n",
      "2           nHM <= -0.60        -0.164351\n",
      "3             TIE > 0.78        -0.157693\n",
      "4          nHet <= -0.60        -0.157111\n",
      "..                   ...              ...\n",
      "195        piPC10 > 0.86         0.000914\n",
      "196         MWC10 > 0.88         0.000862\n",
      "197       Psi_i_s > 0.86        -0.000552\n",
      "198         MWC02 > 1.03        -0.000424\n",
      "199  -0.19 < X4v <= 0.43         0.000020\n",
      "\n",
      "[200 rows x 2 columns]]\n"
     ]
    }
   ],
   "source": [
    "X_instance = Xte[0:3]\n",
    "exp = Explain(X_instance = X_instance, dnn_obj = engine_model, feature_names = columns)\n",
    "explanation = exp.LIME(training_data=Xtr)\n",
    "print(explanation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=[]\n",
    "for local_explanation in explanation:\n",
    "    f.append(exp.plot(local=True, rel_df = local_explanation, max_display=10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "chemml_dev_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}