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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 3: Overfitting, underfitting and cross-validation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. What are overfitting and underfitting ?\n",
"Let us repeat the `LogisticRegression` based beer classfier we used in the first script, we disovered that setting `C = 2` (remember that the parameter `C` controls the `regularization`, lower `C` means higher `regularization` and vice-versa) gave us good results:"
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(225, 5)\n",
"88.44 % labeled correctly\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"beer_data = pd.read_csv(\"beers.csv\")\n",
"print(beer_data.shape)\n",
"\n",
"# all columns up to the last one:\n",
"input_features = beer_data.iloc[:, :-1]\n",
"\n",
"# only the last column:\n",
"labels = beer_data.iloc[:, -1]\n",
"\n",
"from sklearn.linear_model import LogisticRegression\n",
"classifier = LogisticRegression(C=2)\n",
"\n",
"classifier.fit(input_features, labels)\n",
"\n",
"# Predict\n",
"predicted_labels = classifier.predict(input_features)\n",
"print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == labels) / len(labels) * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here to train (fit) the model we only used 225 samples from the original data set of 300 beers.\n",
"But if the above classifier works well, it should also show the same performance on the left out 75 beers.\n",
"Let us check this on the left out data:"
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(75, 5)\n"
]
}
],
"source": [
"eval_data = pd.read_csv(\"beers_eval.csv\")\n",
"print(eval_data.shape)"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"78.67 % labeled correctly\n"
]
}
],
"source": [
"eval_features = eval_data.iloc[:, :-1]\n",
"eval_labels = eval_data.iloc[:, -1]\n",
"\n",
"# Predict\n",
"predicted_labels = classifier.predict(eval_features)\n",
"print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == eval_labels) / len(eval_labels) * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WHAT HAPPENED? \n",
"## Why is the accuracy on this data much lower?\n",
"\n",
"## Answer: OVERFITTING !!\n",
"\n",
"We observed a phenomenon called **\"overfitting\"**.\n",
"\n",
"\n",
"<img src=\"https://i.imgflip.com/2qky90.jpg\" />\n",
"\n",
"To explain the concept of \"overfitting\" we use one of the 2D data sets from script 02:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
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\n",
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"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 270
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = pd.read_csv(\"2d_points.csv\")\n",
"features = data.iloc[:, :-1]\n",
"labels = data.iloc[:, -1]\n",
"\n",
"plt.figure(figsize=(4, 4))\n",
"ax = plt.subplot(1, 1, 1)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=[\"rb\"[l] for l in labels], marker=\".\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We mentioned before that classifiers depend on parameters (like `C`) which can be tuned to improve performance. \n",
"\n",
"Let us inspect the effects the `gamma` parameter of `SVC` classifier:\n",
"\n",
"`gamma`: \"Intuitively, the gamma parameter defines how far the influence of a single training example reaches, with low values meaning ‘far’ and high values meaning ‘close’. The gamma parameters can be seen as the inverse of the radius of influence of samples selected by the model as support vectors.\" (Taken from: https://scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html)\n",
"\n",
"The fitted model is too complex or too simple if `gamma` is too-large or too-small, respectively."
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1y8tKekfSx5JWavK4X0h6UdKVIYRt6x+3saQfy4YZPb3y76DGvE6F9tZbzecilaQ337Rhuxt2NpKkl16STjvNTsTXIl8tlj1m8p7PYybv+Txmam2+HXe0OYvzWXppaZ11klV+H31UvP7+5BMb4SbN27Q9Z/Kez2OmUvItXCj96lc26kDWd99J115rwxJffnlprxFCKoYbRXO0JVrB61Rot9zSuFNR1j332E9TN99sV2kdfbTfOszLssd8HjN5z+cxU9z5dtjBjinkM3KktNhiySqzDz7I/14ka0tEkdStW7q3aRIzec/nMVMt802bJh1wgI2gnjV5sp0IWLjQ7islE22J1KI9USbPU6H95jeNOxVl5TtnMXeunZtYZhm7ANprHea9jk1LJu/5PGbynq+UTKutJg0aVPiY/qhR1TsXW40ye/fdwhc9SzY6tMdjQWn/nJEvWfnyZXrrLbvAOYpy36fXXpP228+mTBwypLTXSEF7wkXHIkmD6n93lHRcgcc8K+mmlp6o/sqADWSNgZ9I+qmkLyRdKensYlcbJEYm42O4r6bLt95aOHPTTkVZL7xgX76VVqp+Po9lRj6fmbzn85iptflGjrShh199Vc2ceqod5Kv00MrVLL++fZu/j4YWXzw502Z5z+cxk/d8HjOVku/ZZxt3Kmpo/HjrvLz00i2/BlOhpdmg+t+0JUqVyfisL/761/Lfy803Sz//ee2zeimzJOfzmMl7Po+Z4s53xBE2dWLDDgOS7Zf/8pfJK7MllrDb8unVyw5IZvdn0rpNk5jJez6PmWqZ78Ybm9cRWZddJu28sx17aClT9ruHNBpU/5v2RCkyGft/5G0qtKlTpYcfLv/9/OUvNt19tfOltY5NSybv+Txm8p6vlEx1dXYO4sgjm5/DXHNNuyg6SWXWu7eKWmKJ5G1H7/k8ZiJf5TP97neNOxVlZTLSVVfZhc+lvEYm0/w5EsZFx6IoisZKGlvG4ydLCkXu/0TSQW3N5VoIuQ9xNZfLWefTT1v3Xt59Vxo0qPr5PJYZ+fxm8p6vnHXq6mw+4GnTpBVXtKlEvOTr0kW65hpp3Djp/vulGTNsp/2II6ShQ+PPV+7y7rtbR4d8hgyRVllTtTWKAAAgAElEQVSl9pm8l1naMnnP5yVHOfkKdSrKeuklmyappddAatGWaCWP9cWUKeW/j5kzpa+/lgYN8lmHeVr2ksN7Ju/54njtGTOkZ56RFiywqc4HD/aTb5llpNtvtynEnn3WOgdssYWdHFhySWn6dD/brpQy22233EHJpnbfXerYsX185pKYyXs+LzniyFesPTF1qo1SsOKKpWVCKtGeaANPdcTnn7fuPUya5LsO817HpimT93xecrQm38cf2/mJjh2lESOkPn3iz5Rd3nhj6a67pD/9Sfr3v23E05/8xEY07N7dOgIkZZsusYS1hSZMUF67757uzxmZyFeNTHV1+QdGyHrllfJeI+FcdCxCmbxOhbbCCtLEieW/n+WWa937ScoQaZ6WPebzmMl7vnIyvfOOdOih1qkoa/BgG2GsT5/482WXjzxSOvFEafbs3O0Nl+POV+ryFlvYlE1XXNG4nlt6aemSSwpPW+Dxc+Y9n8dM3vN5zFRKvm7diu9H9OxZ2n5ECKkYbhSoCK9Toa24oh1wLFf//n7rMC/LHvN5zOQ9XxyZ7rtPOuOMxkPqjxwpXX1183okrjJbbjnpzDOliy5q3p7wuB2Lldkhh9gw60880bieW399m95FSv9nLomZvOfzmKmW+VpqA/TpU1p9RlsCMF6nQlthhda9n/7921YHtfc6Ni2ZvOfzmKmUfAsWSOed13jq4rPPtuPnRx3lp8w22sgucs7eXq3zErXYpuedJx10kPThh43ruv32k3bd1UZjSdvnjEzkq2amjh3t/ijKvx/RuXPp7yEF7Qk6FiVRJuNzCLLRo6V77y3vvQwYIK29drqHSPO07DGfx0ze85WaacYM61k/a5Yaef99mzLkjjukDh3aR5nVMt/BB0ubb27DL0+bJg0bZlced+6cG+qQMktnJu/5PGYqJd/WW9tVQ4Vstllpr8FUaEBOJuOzvhg92jrilmPkSMtaq6kYvJVZkvN5zOQ9X60zTZwonXKKmnnsMTshcNJJlFk18l15pY2+9PTTdvsmm9j+UAjS/Pnx54t72WMm7/k8Zqplvh//uPCFkCuvbJ0KSsmUyeR/DqC9yWTsBJm3qdD69rWRUJp2zm3JLrvkvt8e6zDvdWxaMnnP5zFTKfmuu65xp6KsK66wiwNGjaLMKv28ffvajAr3328jMPXqZcdN1l5bmjuXMmsPmchX+UwjRkiPP668tt3WHlfKa2Qfl2Ad4g6AVgoh1zuumsvlrLPGGnaVYPaLkjVsmPVAbqpnT+n3v2/e269a+TyWGfn8ZvKer5THPfBA805FWZMmSa+/3r7KrJb5VltNOvlk6dxzpb32sh34uDPVuswWLrRpKXbbza762GUX63yana86Cdsxjfm85Cgn37Bh0h57KK/jj7dhfkt5DQCNeawv9t3XrqBraqedpB12aH77KqvYCB6e6zBPy15yeM/kPV8tX2/cOBX0t7/ZgWnKrPL5OnSQhg+XTj9dOuccO4jZsaOffLVanj1buvRSOxGyySY2mtO//pXMbeph2UuOOPKNHm2jEDTVoYN9z0IoPROAxrzVEeeeK625ZvOcJ52Um8q1oZEjrY7wXId5r2PTlMl7Pi85Ss0XRdJf/6qCbr2VMqvW83bvbsfix461fZ21144/Uxxl9skn9v432UTackvptNNslOykbEfy+cl0wgk2ymlTAwbYbCzlvEbCMWJREnmdCi2K7GTALrtYj9hZs6zCXmcdOwg2apSdZP7qK+uENGqUnQxM8xBpHjJ5z+cxk/d8pWb65JPidcknn9h3tD2Umfd8HjO1Nd8FFzS+ImXSJGvMfPyxnSChzMhUTr5zzrE5z2+9VfriCzsguM8+dqKt1NcIIRXDjQIV4XUqtCiSLrxQ+sUvbOS/KLIORcsvb7n339+mZZo500YH3HNPG1rdex3mYdljPo+ZvOerdaYpUwrXI5mMNH26XRFLmZGv0svz5kmHHSb997+5z9wLL9jPxRdbh9O4y8ZbmSUtU63z3Xqrndy87z67CnnDDW204aFDS89EWwIwXqdCC0Hq18+ORb3yik0t2q2btP32NjrZ/vtbG+PVV+2xI0fafcWmBfJSh6Utn8dM3vN5zNRSvkWLrL1QyMcfU2be8nnM1Np8X39t56tnzMh95h54QHruOenOO6VBgygzD8se8+XLtMYa1u/h+uul55+327be2gZV6dmz9NdIQXuCjkVJlMn4HoKsZ08boSP7JZk/30auWG456dhjG99e6vBglcznsczac764M82ebQeWPv3UdiZGjLB/HF7ytaXM+vdXUUss0bbvoNdtmsR8HjO1Jd9bb+Uf5laSbrxR2ntv681NmZGpnHyjRtmBvxBatx/BVGhATibju75YfnnpwAMbf99DkNZbz0Yx++4768ywcGFy6rC4lz3m85ipNfm++MKm3Jg+3a6Q3247+2ymocwGDLBplAvp3bvx/2KP29RjJvK1vPy3vzXuVNTQxRfb9yzusvFWZknLVOt8nTtLRxxh08KH0HJ7gqnQgMIyGTtB5m0qtOzyggXSBhvYtOnZdsScOZZ5hx2knXfO3d7StEBe6rC05fOYKc58b78tTZhgn90ttrDPb9yZKlFmHTvasbjZs5XXgAHVrUeSWGZxL3vM1Np8F13UuFNR1syZ0mWXSZdcQpl5WPaYr1Cm/v1t1KuGxykbLpfyGpmMko6ORUkVgu0MT5smPf10bqejf3/pm2+kF1+0D/PGG9tV/dnHN1y3lOXWrFPLZS85vGfyni+u15440Tq7NZwu7Pe/l666ykbyiTtfW8tsxx2lq6+2ExtNLbustOmm6dumSc7nJUcl8j3zjIp65hlpzBjKjEy1zQegsez344MP7Ire7t1tXvBu3aTJk6VHH7WDgMOHS4sv3ngdD8tecnjP5D2flxytzXfHHTbKVkOrrCJde6201FLJL7M99rCr8fL56U9tKPAkbFMvOchX+vLTT6ugqVNtNNR1142/bDyVWRIzec+X7z4AzU2caCOP9OtnnXk6d7ZRgf73P2mZZaw90bmzPTZNdQT50pep1vkWLpTOOEO6/3794Lrr7KK6Cy+UOnVKdpl17Cjttpt0yy3Ka/To2mfytuwlh/dMrcn31FMq6KmnbEQtyszHspcctcqUcHQsSqLs1AV//rP1rGz4YVxnHen11xs/fp99rBddp07JH4LMez6PmbzniyvT3LnSccc17lQk2d/HHWcn2Dp3TnaZrbCCdM010tFHW+fDrH79bMi+bt3StU2TnM9jprbka0mnTm2f0jNtZdZeM9UyXwipGG4UqIjsd+HUU6WHHsrd3rWrtNpq0n/+k7utUydrSxx2WPupL9KSyXs+j5nKyffee807FUnWWW/sWOkvf0l+mW2/vU1NeM01jd/jsGF2BWjT/TmP29RjJvK1vNySjh3jLxtvZZa0TN7zMRUaUFh2KrTvvrNRwCZNyt235JLSYotJH32Uu61fP+nKK6WttkpPHUG+9GWKI9/ttzfuVJT12GPS6qvbMf2kl9kJJ1j76IUXGr/H3XazaarSsB3TlM9jptbmy3exfdaiRZV7n2kqM/JVP1MK2hN0LEqiTMbmgrz00ub3Ne1UJEm33WY78Icfnls/hJaXPQ5B5j2fx0ze88WV6YEH8g+FKFnD+N57bXjcOMts0iTp5ZdtR2frraUhQ8ovs622shEHHnrIRjMbNMhOEPTrV94QfeUse/ycec/nMVNb8m26qY2WVchGG1FmZKp9PqZCA3IyGesU0LBTkWT7Bg07FUnWOfmcc6SVV86NDpF9jrTWF2nJ5D2fx0zl5Ct05a1kB84//NC+N3GV2aJFNurLf/9r+/7bbmtTIZf72scea+s++qjdts461sbIN+S3x23qMRP5Wl7eZBPppZeUV+/e9t2q1RQ8SSmzpGXyno+p0IDCMhnbzzjooMadiiQbVW7q1Ma3TZ9u5yWefFLq0SMddQT50pcpjnzF2hO3324X98RZZnPn2jGDzz6TVlrJzk90715emYVgFyn861/Sc89Z5/Dtt5d+9CM71sBUaPHn8J6ptfm22KLwqEVbbCHV1VXm85emMiNf9TNlMko6OhYl1V//Wt7jx42TDj7YvgwhWO84qeXlUh8X17KXHN4zec8Xx2t/8YWK+vzz+PItWCD95jfSww/n8lxxhY0+dsop5Wfq31864ADrZZvJpHebJj2flxyVyLfmmnYC6skn1czOO0urrlqZz6KXsklSPi854sgHIGf2bOmuu8pb59ZbpfXWax/1RZoyec/nJUdr8n32mYr68kvr/BBHmX3zjfTLX0rvvJPLc8EFNpLSnnuW/9qDB9v+WyntCS/bznsm8hVfHj1aGj9emjJFzRxxRNun1EljmSUxk/d8+e4DYF59tfF+RkvmzrWLOPfbLz11BPnSl6nW+T79VAVNnWrnCBqez6tlGbzxhl1g8O23uUx9+1onoULT0RZ73uHDpQ03tGXOUfjO5yVHW/Mde6xN6920I0eXLjYqL2XmZ9lLjlplSjg6FiVRly529WM5vv3WKtD+/e3DG0IyhyDznq9WmaZPlx580P4eMcLmq/aUz2OZNV1eeeXi35nVV49vKrTrr2/cqSjrttss189+5m87etimSc7nMVNb811+uU0BcsstVmcNGGCd4w49lDIjUzz5QkjFcKNARXz9tV2dVY4PP2z7NJZJqS/SkqlQvkWLbGSqt96yK0a33dauQKXMyss3eHDhEVUkadCg+MrsrLOan+xbtEj67W+ljTe2KZPbyzb1mIl8pS2PGyf98Y92IjqTsSvbjzjCrjCmzJKfyXs+pkIDCuvSRXr//fLXmzy5de0Jj3VEe8+3YIE0YYL0ySfW2WTEiPgzeS+zfMuDBtn0yvksu6yN8BVHmX3/ffNORZL9/ctf2gwLTImcznweM7U23/rrS3fcIV12mdVXkrT55tKpp+YuAKLM4l/2mI+p0IqiY1ESZTLSUktJs2aVt94RR1ilOWSIfYCzz1Vo2eMQZN7zVTvT/Pk2cs2NN+oHF1xgI4CMHRt/Po9lVmh5q61s3u+mw/NK9v3afPN48knSzTc3z5T117/asKPetqOHbZrkfB4zVSLfkUdKP/+5/b3YYvZ74UKGGSVTPPmYCg3I6du3/HU++sgOIp56qrTccumuL9KSKV++2bPtIPGLL+oHY8dKZ54p7bEHZVZOvj32KDx9wTbb2LRjlR7av5Qy++ADuzKzkJtvtlFQ28s29ZiJfKUt9+kjnX22jea7YIG1J+bPt6nLKbPkZ/Kej6nQgMIyGWnppctfb/x4qVs36Zhjcs+T1DqiPef7+GOboqvhqIJ9+khXX20jmFNmpS/vt591/M9nzJjc/51al9mDDzbvVJQ1bZp0333Sdtv536YeM3nP5zFTW/KtsorVTSFYO6JLl/xTelNm5KtVpmy9nmAd4g6AVtpjj/LXeeMNmw7p/fetd5xkH+Riy6U+Lq5lLzlqlen++xt3Ksq6777c7ZRZacvdutnQnU0bwgMG2O1du8aTr67Opi4oZMoUv9ux4bKXHEnK5yVHpfN16JD7PnnJ5L3M2lumWuUDkNO3rzRyZPnrPfmkTa88d26664s0ZWqa78ILG3cqyjr3XGniRMqsnHyrrSZddFHzK8422MA6Q8RVZi1N0fbJJ+1vm3rJQb7WLXfsmPueecnkvcySksl7vnz3ATBbbVV+56KFC61T9mmn2d9JryPaY76FC6Wjjmo+VemMGXZR+4wZlFk5y6NHSwceqGb22Ufaf//4yqzYFG1S4faEl23nPZP3fF5yVDJf587WnvCUyXuZtfd81XyNhGPEoiTq0sV2LP77X+mBBxrf179/8U4JmYx0ww3SpZcmcwgy7/mqnen22wtv29tuk379a8qsnOW11rITKw8+aDvMgwfb1ACdO8eXr3Nn69z01Vf5t/MKK/jcjl62aVLzeczkPZ/HTN7zecxUy3whpGK4UaAiunSxjg8ffyy9+27j+5ZYwq5CLGTKFJuydbfd0ltfpCVT03yZjPT3vxfetnfcIW22GWVWTr6dd7bRiZ57ztrha61l0zTNmRNfpkGDin//V165etMaetymHjORL32ZvOfzmMl7PqZCAwrr0sX2K//8ZxtxZcaM3H0dOtj0TbNnF17/8cetTbH88smtI9prvn/9y6bIzmfOHOmRR+zCdsqs9OXf/MbO9b30kjRvnrTlltLQofYdiitTS+2JVVdlKrS05vOYyXs+j5nI5zdTCtoTdCxKokzGeoeff7607762w7ZggV0psOGG0muvSYccUnj9l19uPIxiCPmXPQ5B5j1ftTNNnqyCpk61n44dKbNyl7fcMlepz5/f+PsRR74xY2zKu3zGjPFRZt63adLyeczkPZ/HTN7zecxUy3xMhQbkZDJ2wP+222zKpFdesdEcR42SVlxRuvzywlM8SdKzz0o77pje+iItmZrmmzrV2pGFTJ6cqycps9Lzdetm34fscOpz58abacAA6yCWb2QqyToFxl1mHrcj+ZKTz2Mm7/k8ZvKej6nQgMIyGTtBNniw9NBDdsHmxx9LSy5p+0T9+tnUuy+8UPg5nnlG2muv5NYR7TXf//6noj78MFdXUmalLy+1lI1elG1P5JtOuZaZtt5aWnxxm362qSWWsAsp4i4zj9sxDfk8ZvKez2Mm8vnNlMko6ehYlETZOeWjyHoHH3ywLffsKc2cKS23XPH1O3eWpk+3x8+dm1u36fLXXxe+z8Oyx3zVzjRggPTRR/m3a+/e1sFs1izKLOn5xoyxEcmeeKLxNt5zT2nbbSmzNObzmMl7Po+ZvOfzmKmW+QDkNGxPbLaZtM46ue/KrFnSSisVX79Dh9z6aawv0pKpab5u3Ypv1/79S2sntqcy85CjNZlOPtl+3nuv8TY+5RRp4MDqfX+TXGbkS04+j5m85/OYyXu+fJn69WvT7heQGvPn22gqs2bZseiRIxt/VxYtsilji3UskkrfH/FYR7TXfL17F9+mffty3ikNmebNky64wKYtbNi5aPHF7fa6Ososrfk8ZvKez2Mm8vnNlIL2BB2LkqhrV9tJiyJb7tq1+fKPfyw9/XT+9X/yE1u/0LoNl0t9XFzLHvNVM9O++0rnnZd/u+61l+3cd+tGmaUh36WXSpMm2QhjixbZd3r11XM9Wimz9OXzmMl7Po+ZvOerVab586XrrrNRFWfNktZdVzrqKGnttePLlx3GFIB9F4q1J7bYwu7/9tv86++4Y8vtkbTUZ0nP1DTfjjs2n047a7/9av8eklBmHnKUm2nxxW3au2eftQsW+vWz9kS/fj7yeSwz8iUrn8dM3vN5zFQs32efSVddZR0TQrBR2o88Ulp66XjLDEDj70Kh79GoUdKNNxZ+jh12kPr0SW8d5m25Uvm220764x+lTz/N/7kYPZrzTmnJNHy4jSz20EP2P3nQIPtf3KWLj3weyywt+Txm8p7PYyby2exO11wjvfWWHSPZcUfpoIOkxRaLt8wSjo5FSdSlS/M5TJsun3WWfWkaznEs2Q7AkUfah7fQutllj3Mbes9X7Ux7721Djt5xR+PtOmKEDTEbdz6PZdbW5S5d7Kr8OF57rbWkTTeNd07lNG5Tj/k8ZvKez2Mm7/lqlSmKbCf9/fdz/6defNF+rrlG2mabePKFkIp5jIGKaKk90bevdM450jHHNF93xAg7UTB3bvrrs6RnypfvoovsRMDrrzferiefbEPeU2aVz/f99/Z9iyPT1ltbh6KePZu3KTyXWdozkS99mbzn85ipWL4PP7SL52bPzv2f+sc/pAkTpPvvt2lY4igz2hKA6dLFLnws9j0aMsSOC+TrXHTKKTZCaqn7Jkmrwzxkqla+Ll2kG26wi5+/+Sa3Tbt1s4vLllmGMqv0co8e1vbu2TOeTLvumlsu9p31VGaeM3nP5zGT93weM5FPevhh6YQTcv+nvv9e+vOfbSCHe+4pfky0mmWWgvYEHYuSKJNpeZ6+pZeW7rzTdt7/+U/rGLHNNtKhh9qOXnbUk6TNbeg9X7UzLVhgQ1COGSM9/ri0cKH1FB8yxCqmfPPvJrHMFi2y9/fkk/YeN97YRtqqZb4335T+8AfplVfs9s02s5Nrw4b5LDNPy+RLRybv+Txmqla+jz+WPvjAetOvv76PTMWWx41r3KmooQsusPo0jny9etnfAOy70FJ9sdVW1pn9z3+W3n3XRjoZNUrafXdrkKeljk1zpnz5unSxNuJLL9n+bteuNn3FKqvYaHNpKbM5c2zEnn/+0+r/bbe1q25rme/RR+0Ey//+J3XsaN+fY46xKec8llkllj3m85iJfOnL5Dnf/Pl2XGPuXGnVVaWVV44/U0tldskljTsVZX37rd139tnxbMdMpnkmoD3KZEo7Dn3ccXbR5G23SZ9/Lg0aZMe0t9yy5XU916vtPd8KK9gIqI8/Lk2ZYvu2228vLbVU6e2JJJTZd99Zp9Z33rH3tuee1iGuVjnmzrVOXHfcIU2bZjNV7LWXtSeyJ6jjLifv29RjJu/5PGbyns9jpkrny2RsFNE5c6T11st18veSr+nynDnS+ecrr//8x+rVnXaKZ5tmMvlzJQgdi5IqBNuBKLY8cKB1Quna1T6sUdR4uZTnKXTfokV2oPbGG+1k53LLWe/l/fazL1wp+SqxXIvX8JjpRz+yg0GV3KZeyiyTkX71q8ZT+T34oHTrrdLNN9uJgWpn+u9/pQMOsPmCs158UXr1Vemvf7WpfDyVmcdlLzmSlM9LjiTl85KjWvlmzZJOOsmGHs5aZhmbKnHYML9l9tRTKujTT6WPPrIOsbXOB6CxUuqLddaRLrvMlsvd52xpOTtl4vjx0tSp0tChtv81YkTp+SqRw1O9X6t8HTtaJ5tttqnsNvVSZl9/bRfUTJ6sH4wfb1NuXHJJbfKNH2+jfmUtXGjt54kTpdtvl5Zc0leZed+macxEvvRl8pjvgw9sdOsPPtAP1ltPuvhiO44Xd758ZRZFjY8HNfXkk1a/xrUdATTW0vdohx2sg3cUta09ke++r7+Wrr1WeuIJa1tsvLHVeYMHt996v1b5une3TvOV3qZell9/3UbWmjdPPxg3zm7bZ5/a5Bg71kbpy5o50y76mTzZ2jQeyikJ29RLjiTl85IjSfm85KhGvmeesRmSvv1WP9h1V+n00yvXF6DS7/udd6xDZiFPPintvHN82zTh6FiURKVMhVbtIcj++Efp6qtzmSZPtpMO77xjJwiqlanUfHEte8zkPV/TTLffnv8g0vvvS1dcYTvV1c507bWNOxVl1dXZfbfc4qvMPGxH8qUvk/d8tc701Vc2jdcDD9hIHcOHS0cdZSMIVStf005FkvTFF9Jhh9lwnv37+yyzEIrvxxSaXpKp0IDaaak9Ue3v44IF1pH8xRdzmd54QzrxRDs4ceSRPuozj3VsmvJVK9Pvfte4U1HWww/bia2f/ay6+Tp3lq68Mv9375NPpPvus5NensrM+zZNWybypS9TKfnefFO66iq72rdLF2m77aRTT7XpR6uRY/586fDDpc8+a1wPvfaa/Q9++GGfZbZwYfF9mIUL4zsmSlsCMKVMhVbt7+PcudL++0tffpnL9eyzVsfecot1ooy73vey7DGfx0zZ5bo668DasFNR1u9+Z1MNr7FGdXN88knjTkUNPf64nYNbZx0/ZeZ1m3rM5D2fx0ze89Uy04MPWgfDSZNsVPHddpN+/evqHd97910bfXDRosb10L332swK55/vs/w6diy+HxMCU6G1AR2LkiiTiXeItM8+a9ypqKFHHrE5z9dYI758SR9Wrr3la5rprrtU0PjxdqK92u9hwoTCGSZMKG+43vayHcmXvkze8zXM9J//WAecEKRNN5XWXLOyr/fllzZc91df6QfPP28/115rBxUqXWaffio99pjymj3bpjs9/PDWl1k1t9Gmm9rUM/n07y8tv3z+epSp0IDayWTirS8ef7xxp6KGLrnErn7KNvLjyJeW/5Xe81Uj07Rp9vkq5Pbb7WR+NfO9+aZNnVDIc89Jhxzip8y8b9M0ZiKfr0yLFtnFTa+/btOMbLON7a9WMt9rr9kI39mD8vPm2QnDF16wofiXXrry5XT//c07FWX99792An6ttfxt0wULbOrkQvsJW2wR3+csk8mfCWhvMhk7QVar46P5vo9XXtm4U1HWggXSRRfZiPPVzOT9f6X3fB4zZZefe674SBd33y0NGlTdHE88Ufj1JfsfPnSonzLzuk09ZvKez2Mm7/nmzLH/Pffea6OEDhhgo+F07VrZ17v5ZunCC/WD6dOl66+3dsZ11xUul7aU2U03Ne9UlHX77XbBVLFjd3Ft01VXlfr0kWbMyJ99003j+5xlMvkzJUiHuAOglUKwHfhqL+e77/nni2d78sl488W97CVHkvI1/Hv6dBW0YIFV6tXOVKxHa/Y+T2XmcdlLjiTl85IjSfkWLpTOOMPmOb/mGuv0ut9+NuLFggWVe71bb23cqaihP/zBHlfpMnv//fyvl/Xuu3634957S8sumz/3CScUr0ermQ9AY3HWF01HY2to/nzp5Zd91GflLnvJkaR8lX7eYh16JDtJUO18nVq4fqut7Qkv2y5J+bzkIJ+/TN9+a/uuRx9tV//+4Q82qtkNN1Q23+9/n/+g/PTp0l/+Up1yeu+95q/X0KRJ8W/HQmV2zDF2kqKpbt2kX/4y3s8ZgMbi+j4Wa0+8+WZuypak/V9qT/m85Gi6XOzcRMP7q5mjpdE2OnSIv5ySsk295EhSPi85kpLv/fet/XDqqdbR5/zz7SLkl1+u3GvMnm0zBuXz2mt2Tr4aZVasPVFXJ02Z4nObdutmnZ7yGTRI2n33eD9nCceIRUkU91RoLR0o7dQp/qna4lr2mMl7vqaZhg4t3HltmWWkJZe0netqZhoxwoYFz2fECH9l5mE7khnmYQwAACAASURBVC99mbzn69XLRjG7++7m39MnnrCTAYcdVpnXe/bZwv/z3n9fmjXLhv+sZJkNGFD8f+1SS5X//LXajv362VULl15qQ7TW1VndfuKJdvVxXPlCSMVwo0BFxD0VWgjF83XrFm++tPyv9J6vGplWWKH4lWlrrFF6W7W1+dZbz0YfyXcVvdS29oTH7eg9n8dM5POT6aKLbCrOpi6/XNp4Y5tmpK355syR/v3vwv/zJkyoThlnR0EqZODA2hy7a02ZrbuudM89tn1eeMHy/vjHNhXDOuvYyZU4Pme0JQDjYSq0UjIm8f9Se8nnMVN2OTsKeiHDhlU/x09/Kl1wQeEMI0f6Kz+P29RjJu/5PGbynK+uTjr99OajnM2da/utTz1lx8nb+nr/+U/+6Rmznn/eRkmqdJkNGGAjnRay3HJtb09Ua5vuu6+1hy6/3M7fdO0q7bSTdPzxdl6lWHuCqdCKomNREmUy8Q4rt8EGxfNtskn7HvbOWybv+ZpmOuCAwh2LDjrIRiFZuLC6mX7xCxt2u+kJid69paOOYio08rWPTN7zzZkjjRungm6+2eqTDh3a/notmTu3+fCmbS2zoUOlQYOkjz7K/5o77miPK+c5a7kd+/SxOekvuMDKp0sX+5k/P758TIUG5GQy8dYXm24q/f3v+bN16mQHc73UZx7r2LTkq0am7AGka65RXgccUJt8p5xiB6yaGjbMrmZsbXvC43b0ns9jJvL5yPT114UvKJJs6P+LL257vvnzC7+GZCMZZTKVL6ftt7cRmPKNlNS7t3X497xNBw+2unzhQrtv4UK7Pc6pl7LbCWjvMhnb54rz+7j55tLkyfnzDRliJ/HizOdp2WM+j5myy4MGSeuvL02cqGb69ZN22KH6n60ll5R+/nPbF2lq772llVaqzr5D2rapx0ze83nM5DnfU08VnuXg++/tuNdBB7X99erq8r9G1sKFheuEtpTZqFH2HvPZZBNrUxQ71h/3Nt12W9tfqKuTevSw3yG0XIczFVpRTIWWVCHYDny1l/PdN3CgtP/++XNtvrmdKIgzX9zLXnIkKV/Dvzfe2OYK7dVLP+jYUTr8cPvc1SLTCitId91lvXz79JH69pV2281G4Fh+eX9l5nHZS44k5fOSI0n5PvtMBU2bZjvVlXi9rbYq/DqDB1vv/UqXmWQj/vTp0/w1TzzRTkwmYTt26GA74h7yAWgszu/jiBHS2mvnz3X00Vb3eavP4i6ztOarxvMeeqgdvGto8cWlSy6R1lqrNvm23dZGT9xySxvVcOBA6cgjbaqlbt38lZn3bZrGTOSLP1OhUcWyPvusMvl69bIReArZaqvqlFP//nZspanOnW1qtu7d49+Ohcqs4XLHjtbp2EsmAI3F9X085BA7XpvP8cf7qC88LXvJ4T1Tdvmss+w8V0OrrCJdd13unEW1cxx/vF2wN2yYveYqq0hnnmk/XsopCdvUS44k5fOSIwn5Pv9cRWXvb+vrrbde7jhCPltvXZ0y22YbacyY5q+3zDJWT1bivdVim3bubOcovGRKOEYsSqK4p0KLIum006TVVrMDo1OmSEssIY0ebSO99OoV37DEcS97zOQ9X75M++1nvf9ffdUOIg0daicDevaszWcrBLu65aKLrHdqr161fe0kbkfypS+T93y9etkVOoXm+l1mGTtY3qFD21/vkEPsauYvvmj+Oqeemv//XiXKbIMNpEcfle69V3r3XasHd9nFrpxqTX3kcTvWMl8IqRhuFKiIuKdCiyLrdHHttdKdd0ozZ9qB0kMOkXbdNf76wmMdlsZ81crUpYsdhD/0UOn11+3/55prlj8lRlvzbbaZtN12jf9nt7U94XE7es/nMRP5fGRacUVbjqL8/ytXXrl1x97y5TvzTDtmlh19Oat/fxsVuVplvM8+1pH39tvtwovVV7crj5deOv7tmMTPGW0JwHiYCm3VVa0dcdll0mOPWf260UbSySdbR4y46wtPyx7zeczUcHngQOn6620kkjfesGlzNtvMzhPUMseee9oFE7Nn+zxH4X2beszkPZ/HTJ7zrbJK8f+XgwZV5vX69bNzENnOPA1tuKGdS+3cuTplNnastMce0vjxVg9tson0k5/YCEBp3KbVzpSC9gQdi5Iok/ExrNzo0TYn4cKFdvI2O4RXex5m1GMm7/kKZQrBRi/KTp1TaCg/ysxHJvKlL5P3fHPmWI/5c85RXvvumxvesq2v16uXdMst0p/+JD30kA1luummNpLaeuvl/79XqTLr3t3eS8NpxJg+pfXbMfu/BGjvMpn464vOnW0EtqOPtmlaevSweq6uLt5hiVu77DGT93y1qPe32KL17Yn2WGZpzOcxE/l8ZOre3aYXvv9+5TVmTOXyDR0q3XqrTe310kv2P3DbbW00gr59y6+fylleZhnp4IPtdeI+vpL0z1m23ID2LpOxE2RxnwMYMED63e9s2sd582x0s5amYG8vdZj3fB4z5cs3YICNLBiCNHeuj0xxl02S8nnM5D2fx0ye822wgXVEzDdyUa9e0siRlftfuddeNmrRjTdKkyZZZ6NddskdU8tkqldma6xhszaEUPn2hLdtWu1M2XJLMDoWJVUItgNf7eVSHtexo/2uVaZy85HJfz4vOZKUz0sO8qU7k/d8u+0mffqpjXrR0K672hU9lZoKLQS7Oum886Tf/tZu79rVdgSTVmZecsSRD0BjXuqL7HDE5a7rpd7ynsl7Pi85kpTPS44k5fOSg3z+Mp16qo3k8+KL+kEI0umn2wUELe3vl5NvjTWkq69u3I4opU3hrczaU7589wFozEMd0aGDdSryVl94WvaSw3sm7/m85EhSPi85kpTPS44k5OvUyWY9Oe00O0eR1bevdMUVNi16JV9vhx1stKBy2xNxl1OStmktMiUcHYuSyMNUaB6WPebzmMl7vkpmqquT/vc/60yw2mr+8nksM/KRKan5evWyXvpnn21XEz/7rO3Mb7SRDUPas2e8QwN7LTNvmWqZL4RUDDcKVISHqdA81xdpyeQ9n8dMs2ZJkyfb34sv7i+fxzLzns9jJvL5ydSvn3THHdax6LXX7CTAlltKSyzhI5/HMmsv+ZgKDSjMw1RonpbJl45Mlcr35Zc2hdrqq9tzeMjkvczaUybv+Txm8p5v6FDpkUekV16R3n7bRgvNzvTjIZ/HMvOej6nQiqJjURJlMskf7iut+Txm8p6vUpluucWGFZ8xw/5efnmb/3ODDXzk81hm5CNTkvM1zDRggA0H6mlof+9l5iVTLfMxFRqQk8lQX7SHTN7zeco0f7504YXS3/5mw4hL0lprSRdcIK26avz5PJZZUvJ5zEQ+f5mGDLGTApVoT7SXMkt7PqZCAwrLZOwEWdxToXlZJl86MrU13zff2MWPEyboB6NG2eiIlBmZkpLPYybv+bKZhg/PnYvMTk3mKV/cOZKUj6nQiqJjUVKFYDvwks3vOn689Nxz1gty882lffe1kRyyj2n4+HKW27p+tZe95PCeyXu+tq5/9912IqChTz6RDjtMGjfODhBSZuTzns9LjiTl85IjSfm85IgjH4DGGn4/vvxSuu026c03pR49pC22kEaPtoZ03PVCoWUvObxn8p7PS46zz5buuUeNvPmmdPDB0kMP2XfBS1YvOZKUz0sO8qU7k/d8XnIkKV+++wA0lv1+vPWWXfQ5ebI0cKC0++42onTDx7Rl2Uu9QL50Z2ptvgUL7DzERx+pkfvvt4ugr7uOMiNTcvJ5yZGkfF5ykC8ZmRKOjkVJ1HDqggULpP33t+mfsiZOlP7xD+nWW6Ull/Q53JeX4cjeeUe66Sbpiy/sStTRo+1KNcosOZkk2znPZ9Ei6eabpcsvp8zI5zufx0ze83nM5D2fx0y1zBdCKoYbBSqiYXvio4+kPfe0KaCyXnjBhnG+4QY/dYTH+iyKpKeesg4p334rbbihdMghls9DOXksM4+ZvviieaeirK+/lh5+WNpjD8osqfk8ZiJf+jJ5z+cxk/d8TIUGFNZ0KrT77pN+85vc/W++adPCHH+8dMIJ6awjKpVv7ly7YPaFF+yC8a23tnM9xaatTkP5eczUlnwPPti8U1HWc89Zh7sVV6TMyOQ/n8dM3vN5zEQ+v5lS0J6gY1ESZTK5YbMuvbRxp6Ksjz6SLrlEOuec3DohlLfscQiySuYbN066+OJcmf3zn3al9gUXSLvtRpklJdO0adKUKSro3//ODS9HmZHPaz6Pmbzn85jJez6PmWqZj6nQgJxMJvf9OOmkxp2Ksp5+Wrr9dulnP/NRR3irz+bNk04+WXr88VyZTZxoZXb99dLqq8dfTt7KzGum115TUS+/LO20E2WW1HweM5EvfZm85/OYyXs+pkIDCstk7ATZnDl2XPbMM/M/7rLLpJ/8RFp66fTVEZXI99130j77SB9+mCuz55+X7rpL+stfpN69483nscy85mupPfHSS9Iyy1BmZPKfz2Mm7/k8ZiKf30yZjJKuQ9wB0Eoh2A78/fcXfsxDD9mILQ0fX+5ya9ap5XJr1//ss8adiho66ywbopIyS0am7t1VVK9elBn5kpHPS44k5fOSI0n5vOSIIx+AxkKwqWPfeqvwYx58MP56odBy3DkefbRxp6KsGTOsPRF3Po9l5jXTYoupqN694y8nb2WWtHxecpAv3Zm85/OSI0n58t0HoLGnn5bq6grfX6n2hJd6oZL5rriicaeirHffla69Nv58HsvMa76W2hOLLUaZkSk5+bzkSFI+LznIl4xMCceIRUnUcOqC2bMLPy6TkTp18jncV9zDkT3xROFyq6uTJkzIXZ1NmfnO1LevNHKk9Nhj+bfnzju37fnTWGbka12+mTNtJLjHH7d6YtNNpaOPltZfnzIjUzLyecxUy3whpGK4UaAisu2Jlq6UmTu3ssPwJ6W+KGX5kUcKl9vbb0tffikNHUqZJSHTZptJSy1l057ls8cefr4HXsosSfk8ZXrvPZum+5VX7AKZ7be36U685PNefp4zec/nMZP3fEyFBhTWcCq0efOKP3b+/LbvR3msIyqRr6ULxs84o33VsZ6Wy803apR1Bsune3fppz+1x1JmZGprvkcekW6+WZo0SRowwEY923vvyr3PNJZZe8xEPr+ZUtCeoGNREmUyuWGz1lvPhlLMZ9gwG7Fozhx/w31VYrkt+b79Nn+ZZU2dSpklKdNJJ9mQo1OnqpH11pP22it30owyI19r833zje2oNzzh9Pjj0jPP2LSKq69OmZHJfz6PmWqZj6nQgJxMxn4GDrTvRqGLFdZay08d4a0+a6k9MW1a69thaS0zz5nOO0868sjciL9Z++xj7er58ymzpObzkulf/5IOOyz3GZszx9oRTz1lUyguvbSfMvNYft4zec/nMZP3fEyFBhSWydgJsjlzpDXWKP7YNddMZx3R1nxS8QvGv/su97g0lp/HTG3Jt9xy0i9/Kf3xj2pm7FipQ4e2tyfSVmbtNVNb8l13nU0xmfXxx9KFF9r54SuuoMzIRL4kZMpklHRMhZZUIdgO/FFHFX7M4YfbYxo+vtzltq5f7eXWrr/WWoXLTZLWXpsyS1Km5ZeX7r7bRo/ZcENpk01sfu+bbrKrAuLO57HMyFfeOjfckP8q9ro66fe/p8zIlJx8XnLEkQ9AYyFI3bpJhx6a//4ePaQDDoi/Xii0HHeOYu2J7t2llVf2UU6eysxzpi23lO69Vxozxi5OGDHCDtKefLKPfB7LLEn54s4hSb/7XfOOa5L0xRfWwchDOXktv6Rk8p7PS44k5Sv0fQaQM2yYNHx4/vsGD5a2/n/2zjs8irJr4/cEsgECQkIREaR3pEgRFFBQBBUFsWDBAgoq4ifY9bU3VNTXQhEVUUEp0ouIgIigUgQUURBBqjRpIQmQSdnvj/sddjfZ2WQ3sztnZp/7urh4kuzO/PbMzpmnnOeci93rI4rDBzDoykwtW8anj5XUDvc9Awcyk0z37rx+110HTJkC9OihbKaYis935Ajw7rsIqu++8yWfUDZTTIpPPpPDpTIWOVH+pdC6dAHeew949VXgn3/49ypVgP/8h+WhNE1mui+705F168bBzV9/FbTv+edzQJSZqWzmJKYzzwTuv5/tjAzf7/3bymaKL1K+778398lr1gA5OVyAVTaLbybpfBKZYsmnaa5IN6qkZIn8xxMPPsh7Zdw4367ZevUYVNGgQfH7Uk70F0Vp33EHMH06y8XlV//+QIUK9ttJms2kMzVowB3Fycn83mdmMvhOCp9EmzmBTwLTgQMsg2amZcuAZ56RYzNp9nMCk3Q+iUzS+VQpNCUlc/mXQvN6udj9yivsGxvq2hV4/nmgfHl3zs1awTd0KHDnncFtPHiwu0sbSWSygq9rV6BdO9/vrRxLu9Vm8cYUKd+KFUBurrlfXr4cuPJKZTPFpPikM7lgPKECi5woXQ9ModW5M9CpE1Pf6TpQty4XuFV6RfN2bi7r3j73HB+6hrp1A559lgsEymbxyySdTyKT2/mysxFSp04BJUsqm8U7k3Q+iUyx5FOl0JSUfNL1wPtjwACWfNq9mwFH5csDqamySnlJ82eVKgEffsjxhLFZISmJAUcDB/r8jbKZs5ik80lkks4ngSkrCyGVk6P8rdOZpPNJZJLOp0qhKSmZS9e5QGY8uxITgZdfBv7v/7jxuXp1jic0zZrnm0QfYQXfhReyHO9bbzEbCcAxxuOPMyO/4XPcaD+JTNL5JDJJ55PIFClfsA1N/jKOp2ymmBSfbCZdh9OlAoucqKws1tn1ehnpduIE29WqsX38OANnjN/7vyac9sGDxXt/tNvF5StRgh33bduAQ4dYriA5mZN66enKZvHMJJ1PIpPb+dq0AebPD+6TmzZl4NGRI8pm8c4Ubb5Fi4DZs4H9+4GzzgJ69wYuuUTZrKhtJSUln8zGEzVr+u5HwH6/IN2fnX02Sxj98QeDslq3BipX5nhMAp9Em0lnks4nkUk6nwQmj4flu3fvDu6T27aNfA4iHuznBCbpfAcPchJ70SJg7lxmUGjRgmVaatWSwSfBToUxpabGrKumpCRaWVn0I/mfXQDXJ0qXDj7WcJOPsIqvUydWT9i7Fzh5kpljy5d3v/0kMknnk8gknU8iU6R8oUonAuzXWTGecJPN4pkpWnxpaSwh//33LPPduTPQpw+fWxL4JNosf9sF4wkVWOREJSUBKSn8EiYl8V+02ikp0T+H3XxNmvjaui6DSbrN4oFJOp9EJjfz3XcfU46mpRX0yY89Zo1PdpvN4pUpWnwffcTSp4Z27gRWrgQeeQS49VZls6K0jTSmSkpKvBcKe3bFs78It33eeVyYlcQk3WaSmaTzSWSSzieB6dFHWbo7v1JSmOWsXDn77STZfk5gksyXnc3s3D/84Pvu7d4NLFgAfPABs2bYzSrNZmZMSkpKgfdCPPsIK/lq1LBmXcJJ9pPIJJ1PIpN0PolMkfINGsR+W361aQNccQWr2CibKaZo8aWlAffcw0BYQ9u3A19/DUyYAFSt6i77RZPJ4VKBRU6Ux8MUo5rGSDevN7z2oUOcPDh+HGjQAOjSJfjrJdY2lM4nkUk6n0Qm6XwSmdzOV6cOMGcOUxQvXszftW3LNM8XX6zqxSum6PLt3h0YVOSvESNYQ7tqVWWzwtqa5oo6xkpKlqiw8URh9+M//zDjQU4OM6c1bAgkJLjHX7iFSTqfRCbpfBKZpPNJYerWDfjiC+D114FffmEG5csu4+Rs9er280m3n3Qm6Xw//BAYVGQoNxd44QVg+XJls6IwqbGEkhLl8TAIJtL7CwDWr6fvKV0auOYaoGJFZ/kIxec+Jul8Epmk80lkKg7f0KGc//3sM2DHDmaJufFGjidKl1Y2U0zR5fvgg8CgIkMHDgBjxgDvvuse+0WTyQXjCRVY5ETpeuT1+2bPBp54gmnKDNWqBXz8sa8Db7xeYm1D6XwSmaTzSWSSzieRKR74zjwTeOMN+s/ERE7CapqqX6yYos+3YAFC6uuvgZtvVjYrrF22LH9WUlLivRDJ/ZiVBbz2GjBpku9YI0cyyHbEiODHcqK/cAuTdD6JTNL5JDJJ55PEdN55wKefMiizdGlmkTl2zNc/sZtPuv0kM0nnCzWe2LkTWLuWm2mUzUIzGfeqklK8S9e5QBbJfNjRo8zgt3at73hvvgkMGcJsHMHeK9FHKD73MUnnk8gknU8iU3H4srNZxvbmm7nJOTGRwQ9ZWb4+irKZYooWX6jxxIIFka+RSbRfNJmMe9XBUoFFTpWmsQMfTnv7dpbsya8dO4CHHwY++aTge8M9R6zbUjikM0nnk8IhgW/rVmDqVGDLFqBKFeCmm4BWrZTNJPElJAAlSzLASAqTdJvFE1M0+E6eREgZNXrdYLPMTGZoKl+eJUGsPIeSklKgIvEXs2cHBhUZ+u47YPRojjWc5mPdziSdTwqHk/gKe91PPwHTp3Phrm5dTjw3bCiHT6LNYt0uWZJjCql80u0nlUkyX2ET2CdO2M9q1bGOHOGYokoV34KAlUxKSkqBCvf+eu21wKAiQyNHAo0aAZde6gy/qvjcySSdLxbnyMkBZs4EFi1iIEubNsANNzBTjgQ+iTazg8/jkcck3WbxxmQ134kTMNWpU3ydG+wHMAtTerpv40U0zuFgqcAiJyrSUmjTp5sfc906Bh41bCg7BZl/WyKfRCbpfBKZ7OJbtIiltfwfMF9/Ddx3H3fzKJu5l08ik3Q+iUzR4mvfHnj/ffNn+IUXFu1ckm2WlcWghFmzfAsfV14JDB9evPKv/m1Nc0W6USUlSxRpKbQvvzQ/5owZwLPPOs/HuplJOp9EJul8hTG9+y6fp4Z+/hmYNg0YP55lfO3mk2gzu9uKzx1M0vnatuW8XzAlJwOtWzvfZmlpwOOPA0uX8nOVLQvceiuDnq1iUmMJJSUq0lJoubksp2ymqVOBXr2c4VcVn/uYpPPFgik7G7j77sDyqatXcx5g5kznlSyUyCSdTyKTdD6JTNHgO/984Mcfgz+/27XjeTIynG2/338H/vMfYPNmfq7q1YEHHgCuusq6c7hgPKECi5woXY8szdbu3aGPu3MnULu27/V2piA7dAhYsoS7LJs2Bbp0YbS0/2viLUWaW/kkMtnBd+IEyxR6vSigUaOArl15LyibuZNPIpN0PolM0eJr1Yqd91WrUECdOzMoWNedbbMHH+Rz31/z57Nv8tln3Nlf3HOoUmhKSj7pemT+ItR4Ii0NOHiQEwISfOwffwDLlvHnDh2AJk3sZ3LLc8nNTNL5QjH9/ntgUJGh3Fxg6FBg4ULen8pmstqKzx1M0vkuv5xBhocPo4DuvNN+vuLaLDMT6Ns3sJ+SkQGMGcP/H37YGiZdL2g/JaV4lK5z/jLcsid79zL7t5n27Al+TDv8qtcLLF8OrF/PjMpduzJjS7DXS/T70vkkMknniwXTxImBQUWG/v2Xi+3vvqts5nY+iUzS+SQyRYPv7rvNA4sGDXJ+KbQtW5jtOTvb97n27AEeeYTtq66y5ny6HtyGDpIKLHKqNM0XgFDUdo0aoY95zjkF3xvuOaxoz5wJPP98YIBFo0YMrqhUyX6+wtpSOJzEJ4XDTr7vv+eEl5nmz2dgkbJZ9Phycpgh6ocfONHRuTNw9dXKZpL5pHDEgm/UKODll4E5c7hAWLIkcM01wJNPspSGk232558Fg4oMbdzIybyLLy7++ZSUlAIVib845xzgt9+CH698eQbw5eTY62Nzc4HnngMmT/axvfMOcMUVwOuvO8fvxwufFA4n8Zn9bf58mOrIEQYod+qkbBbNdloa5zN+/527Env2BC64QA6fdPs5nUkyX4UKwCefAK++6lswTEkBBgxgVh+7+Yprs3nzzIOfJ04E7rij4HxipExKSkqBCueeqlyZcxk5OcGPZaxd2O1X09KYUX79eh/bq69ycfHOO+3nc8NzSSqTdL5on2PePJhq2TKWBipXTtksmnw7d3IuY+dOoGZNZnEzkkEom8nlk8IRTb5WrVhRYcQIYNs2/q5uXWDYMGZHtZuvuO1x4wKDivw1ejTH9ladz+FSgUVOVKSl0G65BZgwIfiX98ILmfHA//V2pCDbvp0LAfm1eTN//+GH9vAdOcI6kXXrhn69pLRtTuGTyGQHX2GRqidPKptFk8/r5aTqr7/6bP711yzr8sEHQJkyymbS+CQyRZMvNRV45RXgqacYyV+2rO97WdQ0o1JtZhakYOjXX4Hu3Yt/Pk1zRbpRJSVLFGkptNtu8+3Wya9bbuEkYySpj630sV9+GRhUZOirrxikPWBA7JkA4NgxBj1VrOiO55JbmaTzhWI6cSL0fX/yZPQ/j9NsZmV73z7guusCM8LMnAn070+/mZDgHJtJ55PIJJ2vbFlm2pg8mTtv09OBevVYjlgKX3Fs9ssv5r7P6wU2bQIuvbT4TGosoaRERVoKLTUVuPZaYMqU4Me97TYZfnX48MCgIkMjRrDcS7NmsefLyeH6hMfD87nhuSSNSTpfLJgyM0Pf+9nZ5gzxajMr+RYvZtkl/8xu48dzg9RNNymbSeWTyBQtvosv5qa9bdv4c7169BtS+IrTDvbcN7R9O/1fJHEZ+dsuGE+owCInStcjS7N11lncrfvII5w8MNSoEaPu7UhBlpsLrFzJsglNmjDwyUzLlwN//w3UqRM7vk2b+OA2atHXqAHcey+jE4O9XkraNrO2RD6JTHbwNW6MkGrSxJdOUNnMer533gkMKjL088/AyJEsH6FsFtn7//iDPr5hQ18tbruZpNssVDsxEahShc9xXZfBVNx2QgJCKjEx/M8arK1KoSkp+aTrkfmLbt24S3fcuMDjXX45fx9p6uPi+Nhjx4DVq4ESJYBzzwU+/9z8c3/6KdCvX2z9/ty5TBm/Zw9/btmS2eaMTR3RtJP0Z4BEJul8oZiaPDwdrwAAIABJREFUNmUgi5kaN7bmeeomm1nZHjYseJmp8eOB1q2ZDdUpNpPEl5sLrF3LwLhWrTjpbDeTdJsVxmRsTtB1mXyRvN8o82imSMYTqhSakpK5dN0XhBDuPfvgg8A//wArVgQe88EHmfHAjlJoe/ZwTrBcOaB2bW5IMNPHH3MdJVZ8ubnMYD1xInD8OP/WrRvwzDPAGWe447kkhUk6XyyYmjUDdu1CUJ15JrMUmz1P49VmVvEdPszSrcHKRT7+OBNDlC2rbBYJX2Ym16ABzhlJYJJus8Laqalsnzghky+SdqlSCCkjO3txz2f4UAdLBRY5VZrGL3G47csuA847D1i0iDuUGjQAzj8fKF2aX+j8r4/kHEVtr18PPPYYcOCA73OlpIT+3Hv3MrAoFnw7d3J34cmTvvPv3u0rO9O7d/D3RpPJirYUjqIwbdrEa16lCifKpfFZ2a5fH+jSBVi6FAV0zjlAjx6xZ5JuMyv5ZswoaHdDs2Zxt4CyWXjv2bmT9bc3bPDZsls3Zp8zAoyk20zXmQZ42TIuWHfrxsh8IxDGbj6JNouk3aUL7Zubi6Dq3t2a8ykpKQUqEn+RkMCyADfeyPFEdjb9Yu3a9vizyZM5sX/qlI8v2EScoYMHORlQsmT0mPx/XrgQePTRQIZffuFu7MmToVKaR5kpL48BCenp7GuHKq/hBpv17MnFrr17UUBXXhm89Hks+STazKr2jh2hM6bMmhW6DJ0UO0njW7ECePFFZoMCOOF8xx18BkmxTWE2O3qUAX+bNnEBuGdPoH37+LqOseDr3t08sDIlBWjTxjomJSWlQIV7z5YuzQ18f/4J/Pgjgx0vv5wlG2Ptw7KzmZ1o0iTf5ylbNvTn3bMntj52xAiWsvTXokXMFjF5si+w0onPACkcofgyM9kf8Xq5hmZknXCrzfr35xg22PzcPfdwHO20ayqFozC+xYsDk0H4Ky+PZa9j1QeWYpvi8nm93Fw2ZoxvjTc1FXj6aeCSS5xjsx07gGnTuI5evTrQpw8zBUnhk26/ora7d2flkmDq3Jn9lWAxFJG0HS4VWORERVoKzb99001shypVEM0UZGlpzPzjH7QDcNIllGrVil2KtAkTCvIZGj0auPnm2NpMWtq7aDKlpQF33x04Odu4MUvhGQEJbrTZm29y4tR/QqxTJ+CFF7hrRvJ1lP49C8VXmO85ciQ+y0YUh+/ECWDQIN8igKFFizhI+vxz+TY7fhy4/XYuAhj66isuBIwdaz+fRJv5t5cu5Q79LVvot6+/nt+JYK9PTQWefZY77vJr8GD6fyuYNM0V6UaVlCxRpKXQjHajRpzQMH4fi/Jn+flWrixYQjlUUBHADK5lysSuf/Huu8E5Tp3iBNfw4e58Bkhg2rgRuP/+wL5I9+7MUlnUsbTTbFahAksBDh0KrFnDz5yQwPJcL7/MoDonX1PJTBkZoX3PsWPOKhshgW/zZmDIkEC/ruuc7C1ZkkGudtumMJvt3An07cvrb2jaNPZv778/Pq5jpHx5ecDUqZyXM7Lf9uvHzZLB3n/RRSyvNH16wfvvjTcie/arUmhKSuaKtBSaf/uCC4DmzX2/t2ON4r33AoOKgMKf6bVrF+xLRovv0CGOGYLp77+Bb75hP8+JzwCJTPn5ZsxgJQtjfahkSa5XDBniXpudey6zYz3xBIMZAAZG33efL0Oxk66pRCYzvvT00L7n+HFryjC5yWaFvWf2bOCttwLteOQIM81OmMAsedJt9s03HPf465NPuDbRsaP9fJLtd/w4g8rmzuVaVbt2XJto2jT46wcNAr7/nuNQf6WkcPO8VXwuGE+owCInStedmyLNaI8fbx60Y6ZOnZi5JlbloFatMmfZtYt1FStUiJ3NrGhL5MvP5PVywuivvwJtvmkTg7lmzIjtZ4ilzUqUAJ5/nuUKt24FKlcGatcuWPJI4nWU/j0rjK9Ro4KdBkNNmwbaX9ms8PfMmVMwqMjQ998zY13NmrJt9sYbgUFFhlauZJDjkCHOu6axYpo0ib7M0LFjzCiyZg0DKI2MT/7v7dWLKZXnzuUizJlncoKse3fr+FQpNCUln3Rdhr+ItJ2Zab6TKJRuuil2PvboUe4kNtPKldHvX0i/ptFiOnAAuPXWguPNhQuZXv7ll91rs4oVgY8+YomRtDSgWjVOhOXmyuCTaDMr2tWrh86+GKoMnUSbSeAbN848WHTCBGDAAPttE8pmiYkcL/gHFRkaPZoZdNq0iS2TU75nWVks+fH11z6brV7Nfw89BAwcGPxYL77IDO2zZ/MZ3KABnwUtW/KYVtjMuI+VlOJdus75WzvKIFt13OPHGUARrvr2jZ2PXbOGdjbTjz8CV19d+HEkPgMkMvm3v/kmcF4LYJD+qFFcD7r1VvfarFUrZtvcupV921q1mGmssJJHEq+pRCYzvvr1EVINGyqbhcMH8H4109ixQIsWsm1mBEHlV14eNyksWcJkBHbxSf7OHT3KNea///bZbeFCbnr/8EOWFsz/Xo+H/YIJE/har5evu+kmrlNY1ecxvp8Olgoscqo0zdextKL955+8YXbuZIr4Pn04OWblOfKfr6ifD2C09AsvFDxOtPiAwiMHPZ7g740mkxVtKRxmTD/+WDCoyNCuXcB337EckZttlprKyS9JTNJtVly+QYNYzz2YBgxQNguXb+PG4LY09NtvHJhKtVleHoOjzDRnDhcKnHhNo32O9HTgtdeC223JEvr4Cy7gBEV6OlO3Gs/TFi1YUikpiZ1sr5e/t4pPSUkpUFb6C4CBo3PncvKjcWNmfatcOXp+Z8uW8D7v1Vdzl2Vubmx8bGJiaJ7Spd33DJDCNHWq+SaWefNY4rZKFXfb7OyzWULceJ5K43MbU/nyLE3w+ecoII+Hi5BOs5ndfH/8UdCWhtLTuYmhfn37bWPW3rTJfF4DYPBL69axZZJim8L41q8PDCry13//y8xESUnsByQns8wjwM0LV13FcnP+4wmrbaakpBQoq3xBdjbnWr7/ntk9L7iAi3lJSdHxYXv3ht70XKqUr9yyoccfp+8O5l+i4RuNMmdmCmc8IcXXS2cy2pMnF7S3oU8+4YK1m22WkMB+VrjPUwnXzglMwfjat2fwULB105o1gS5dOF+tbFa016WlcS3RTL//Lt9mCxaYb1w5dYpBMtdcYx+fZPt9/nlgUJGhvDxufp4zh2PKHTsYNHTmmXxv2bKcN7zmGm7QsmpMkb/tcKnAIifKilJo/u25c4FHH/Udf80aZoV5+GHgrruik+asatXQn3HcOGD/fqY8bt6cNS9PnAg8TrRTuF1xhXn5gvPPZ+BV/jSt8ZpWzkqmrVtDfze2buVEkbKZ/Rxu4rv+eqYYfvtt+hqA6dKffJK+QNksPL6KFUPfx1WrFv85Fk2bJSQUnEDy15EjzrymsWBavz607aZNA0aMYNY/gAtxQ4dywS3afJrminSjSkqWqLil0PzbZcpwA8AXX/iOv2YNgzs+/pjZA6LhzypVMk8XXro0z798OVPWn38+J+mSk6NXti2/zSpWZGmWZcuCM/boEdvnRDw9l0It5gOcPKpRQ9ksXvhixfTCC5x0/PJL33etWjUGQtStaz+fdPvlb1eoEPo+rljRftuEsllhpXTS0tQzwIzv++/N7ZaXx3tq0SJfNqiaNYGnnuJzNdo2U2MJJSXKilJo/m2AaxC//OI7x8qVwMyZwGefRceHnXlm6M/Yti03Ia5bxw2gF1/MTROx9LEdO3LOJC0tOOMVVxTtvBKfARKZ/NuhMs/+8w9fG4uyVE6ymUQ+iUyh+D74gAGMP/3k+761bMlyXuXLx6YEvdNsZva6ChVCZ5Q1gkYk26wo5fGc+gyINl+o8cRffwHPPMM+Rk4Of9e6NfDKK0CTJtG3mQvGEyqwyInSdetSgh06xPqAwfTGG8wMU7Om9WnOrr66YA1jQ/Xr80ZOSvKlKz55MvYp3G66ibuk8u+GTk5m0FWw1GfxmFbOaqbCJhDLl/eli4tnm2VnM/J2xQoumHXvzsh1Y3e83XzSbFYUvr59GbS2cSM7Fa1asZMZSdr0eLGZWbtHD6YUDaby5Zn2X7LNEhP57Nu5M/hnaNiw8PSXEq9pLJgKK3P67beBP6elMb10djb9WDT5VCk0JSWfdN06f/Hjj4FBRYZOneLmhXnzinaccNqZmUDv3lxcDKY+fZjBoF8/fo78ZWVj5WMfeYSLEfknhOrXB265JfpM8fpcSk1FSJ1xRtFs73abHTzIDUW//84+7/XXM1OwFD6JNius/dRTwN13c7KydGlmYyxdOvR4QqLNJPD17AmsXYugateO/bpYleCJxGa1agVnN1S/vnoGmPGF2qQABAbvARyzDRzIgOKGDaNrM+OaKSnFu3SdC2RW+eGxYwODigxt386MyI88Yr0PS04GOnc2X3zs3ZubnVu0KHw8EU0f++yzwTOs9+zpy55U2HEkPgMkMvm3U1LIGEylSjFYISdH2WzzZpZN++cfBuvddpuvjyOBT6LNQvGlpADjxzNz565d7E/Wrs33OLn0pF18PXsyS2gw9exZNP9pp80KK49X1PGEm65pOO1Qyj+eWLuW84dffUWWaNqsMDYHKMFuAKUIpWnswBe3vXgxF/PMZKQftup8RrtVK2Dw4ILnS0kBhg8v+ue0kil/OzmZqS0feICTEzVrMthoyhTWareDyYq2FA4zpq5dufM9mEqW9O1Ci2ebHT7MVPsvvggsXcrdeg8/DNx7r+/BZDerBDtFwmdMLHTs6Pse2s0kpR3Oe+rWDV4DuEQJ+vikJNk20zTgjjsK8hvq399ePok2M9qtW/P/cDV2LCdlosmnpKQUKKv8xdy55ufYs4flL4tynHDbt9zCncP51bQp++8SfGy9ehw73Hgjy1I1aADcdx8DscqVs59PQjsax+3VC6Zq0ABo1EjZbMMGbvYZM4YLarNncyJt5EgZfBJtVtR25crc8HHeecyCKY1Puv2Mdq9enBvIrypVOM6QYhuzduXKvtIE+VWmDHDDDfFxHSPh69AhuN0K00cfxcZmSkpKgbLiXjM2IgTTggVcu4iG73nqKc7359c11/iyl9vtY6+4ApgwgdUcatXimspzzwGvv85+ht18xWlL4QjWvvJKmKp3b85vxrvNvvySm3QnTeJ44ssvOb5YvFgGn0SbFZWvXj2OJxo1ksMkqV3U1z36KFC7NgqoXTvg1lvl2+yii4LzA1yv7tAh/q5pUdsXXBDcbqH077/MYhQLmzlcKmORE2VlKbTCMgtkZkYvzdn997NTPH8+cOAAdwHcfDODR4pynFikcEtNZcDGPff4fh8q5WA8ppWzmqliRWD0aKbANVLRAXzPO++whFK82+yDD4JnUlm9mjWgH3hA1jWVYDPpfBKZist3991c8J0wgTviGzcGrr2WGSScYLO+fZlhYtQo7kwDuAj82GPApZfazyfRZl4vS34MHky75VfJkoF+3V+HD/P5evbZ0ePTNFekG1VSskRWlkIz28lp6OTJ6PizsmWBTz/lWMLIhnb++QxCr1AhNmnCi2Kz2rU5+Z+cHMgkhc+Nz6X27Vlm8+23A7+Lqal8Pnk88W2z0qVZ7jfYXMCHHzKYo2NHWdfUbpspPnvOPXIkM/TOmMHva6dOXLBKSHCGzV57jRkN5szx3WM1agDvvgtUrx4/1zFcvq5dueCzenV4fZsNG6wtS6NKoSkpmcvqUmhmpb4A+tHExOj4sHPOAb75hhnPVq/mGKJbN5ZBM8paSvCxbdqQKTk5svGExGeARCb/9h13AJs2Fcxo1awZ8NBDymbHjgEvvVTwfvV6OW+6fDkDqe1mlWQzp/BJZIqULzUVmD6dY4mVK/m7yy4DrruOGTKl28zjYeDePfcEZvVr25YbhIyN2/F0TYvaHjCAmyAPHQqvf7NhA4POVCm0kFKBRU6UrluXfqtp09DnatIkumn26tdn5KiRGjwxsehlhySmcJPIJJ0vGFP79tytMnMmsHs3F6qvuYZZUGJRlkqyzTIyfJnEgmnGDAZlSbumktoS+SQyWcHXsCHw9NO+TpOVpWiibbPsbE4k3HQTsGoVFzDat+eupKJ8BonXNFZMQ4aww/zppwwcTkrijq7ffmM6XzN5vdZ9P4K1VSk0JSWfdN06f9G0KSfkzVSvnvXjCX++Cy9kEITxnPF67SmPI9HvS+eLJtM99zDQbM4c4Phx7vbs1YvZTuJ9vLl2LcdYZpoxg7vhpV1TO22m+Ozj6NyZ97Km+fz8sWPOsJnHwyzD990HbNvG/nGLFiyhEu/zGqH4cnO5qWzMGGDaNODECfruG29kUJaZypSJvs103fz8SkrxJF23ts/dvLl5STIjW4Nx/1nthzweBq326uV7zmRnh/fZnORjFVPR2rrOZ86PPwILF/LZdNFFzCJjlMmJZ5tNmQJTZWYy09hVV9nPKslmTuGTyFQcvhIlmCm0Xz9f/9tYn3CCzSpU4Pz6li3cuF21KtfUjeeV3XxS7XfGGcBnn3GzmTFf2bAhN4sH2wxtyBhPqFJoIaUCi5wqTWMHvrjtli2ZonvduoLnqFOHkzhWns/qthQO6UzS+YL9zch6kZREZyuNz652YVnGjF0+drPabScn8knhcBJfLM5RrhyfhV5v+P5Iip1izaRpHLDdfDMn5EqU4L8pU8wDizp04GApmnxKSkqBsspfXH89MH48F3rz67rrmI2yKMcJty3Fr0pnks4XzXM0bcqNMsUZT0ixk5VMR48ipIy/S7ymbmJSfO5jMuOrWpWldtS8RtH5ypRhZrVhwxhYlJrKccXvvwNLliCorroqNjZTUlIKlBX32sCB5oFFAwc6z4dJbEvhkM7k39a0wEyeao3C1w429vfX8eNyWKVwOIlPCoeT+KJ9jgYNgHPPdde8RrT5zj6bAaJGIGhKCscVU6ey7Fkw9ewZG5s5XCICizRNuw7ARQBaAmgBoByAz71eb78wj7MDQE2TPx/wer1Vi8MpRlaWQvN6uQvo2WcDs6B06gQ88YSMlIVmbYkp3CQySeeTyCSZr1Il4KyzgH37gvuHZs3sZ5VmMyfwSWSSzieRSTqfHUwVK/rScw8YwIWAVasC/VblysAzz0SfT9NckW5UKbjUeCJMWVkKLTWVO6iefJILfgCDCW+7jQuCHo87/JkTmaTzSWSSzmcFU5s2of1Dy5bKZopPNp9EJul8EpmKyle6NNsZGcB//sPSNHv3FvRbgwcDeXnRZVJjCVdLjSfCkNWl0C6+GHjvPZZWOnCA56hQAXjkEWawz8x0rg+T0JbIJ5FJOp8kptatubnITC1bymCVZDOn8Elkks4nkUnxBbaTk33t114DBg0CcnIC/Va/fsxKl5GhSqEVIhGBRQCeAjvsGQD2AGhUjGOlAXg7yO8zinFMWTLSMWqa7+fitEuXZkqwXbuAPXtYX7hyZUYeG2m5pKRF829LTOEmkUk6n0QmyXzZ2UDfvrxng+n22+1JxyrZZhL59u0DZs0Ctm+nv73kEkad220byTZzApN0PquYTpxgvfRff+XxevQAGjcu2ntHjWKN4yVLeJx27Xy1i6Nd1kKVQnO71HgiHOm6tf6iVi3Wft+9m+mZ69QBzjzT2hKY8eJj44lPIpN0PiuYKlQArrgC+OorFFD58tylF+l4wq02k8j3118sE3XoELNzXXkld2FK4ZNos3jmk8Z07Bh90M6d3DzVsSNLpxb2/kqVWK5x4kTgp59YVq5LF5Yx8nqjbzNdh5KrpcYTRZWu856zcv6xc2eWT9q6lWOIhg1ZyiQrS54Pk+5jncAnkUk6nySmzp25hrhrFwqodWvfHKHdrJJsJo0PAH74gX5X15lJ/tJLOVerbOZ8pnjgM9bXDh/meLhrV8Y6FPbeNm2AefOATz4BNm/m+OLqq1nu0ujXqFJoISUlsGgY2GHfCu4MWFqMYx3zer3PWQElWprGDryV7apVuQDgn9bR6nNY3ZbCIZ1JOp8UDqfw9erF9tixvtJoqanMMta6tf18Em0miW/1akZFnzqF0/r4Y+D55xk0ZrdtJNrMSUzS+Yr7/iNHmHlo82ac1tixwL338l9hx/F4gD59gJtu8vU1YtXvUHK71HgiXEXDX9StC9So4Qx/Fi9M0vmkcDiJz4pjPfccM4vNnYvTqlcPGD7cF5yibCaXb+JE4PXXcVrz5wPvv89/551nP59Emyk+ORwbNwJ33RVYRuXtt4G33uKGhcLeX6ECx9MDB0a/LE2wvym5WWo8EYmsvO9KlACaNw9+X0vxYWZtKRxO4pPC4SQ+KRxJSZwLfOIJ4JdfcFqdOjEbSEKCHFYpHJL48vJ47fwr2MyZA4wbB7z5JvtaEmwjyWZOZHIz36xZrMJk/A4AqlQBPvyQgcmFHadWLWZdN/xZrPsdDpeIwCKv17vUaGuaZieKM2R1KTSztkqR5g4m6XwSmaTzlSsH3HMPJ9NWrqQ/uOACX9Sr3XwSbSaFLzsbePDBwKAiQ88+C1x2GTvvEuwkxWZOYpLOZwXTk08GBhUZGjMGaNGCKcyl2kzTXJFuVCm41HgiTFlZCs2p/iwemKTzSWSSzmcl04gRLEX6yy8sXdqmDXfmSeGTaDMJfH/+GRhUZOj4ceCxx4AVK9xvP4lM0vmkMOXmAg88EBhUBHCB6+GHuSBZpoxcm6mxhKulxhNhyOpSaE7xYYrP3UzS+aQx1aoFTJ7M8qTbtjHrR+PG/FtGhv18Em0mhW/KlMCgIkNbt3J+9+237beNNJs5jcnNfNu3cx4jvw4e5HhiyRLZNnPBeEJEYJHFStI0rR+AcwBkAtgA4Huv15trL5aF0nXZKchi1ZbIJ5FJOp9EJul8BpPHwwxFmsaAFWl8dnNI5Fu6lOUKzDRpEnDnnTLsJMVmTmKSzldcpqNHuSPeTJMmMchRqs1UKTSlokuNJyT6MOl8Epmk80lkks5nNVO5cixLqmlMey+NT6LN7OabPh2m2r0bWLaMwd5utp9EJul8UpiWLwf++QdBlZPDBcp+/eTaTNeDsyspFZS7xxO6zgUyK0uhOcGHKT53M0nnk8ikaUC1atykcOyY7zlpN5N0m9nN9+WXMNXXX/sCwKXYSYLNnMbkZr6pU2Gqv/5iib8mTeTazPCTDpYbA4uqApiQ73fbNU3r7/V6l9kBZLmysujcvV5Gup04EZ32wYPRP4fb+CQySeeTyCSdTyKT4itaO1jtaX999BF3aPboYb+dpNjMSUzS+YrLtH176O/vnj0slSbVZkpKRZcaT0j0YdL5JDJJ55PIJJ1PIpN0PolMxeHbuze0f3/6ae7UPPdc99pPIpN0PilM27aF/v7u3Bmb+c5IbZaaal1fTMntcvd4IiuLGUnS0+PLhyk+dzNJ55PIJJ1PIpMEvoMHQ/v4YcOYsf6MM2TYSYLNnMbkZr6dO0N/f7dvZ8CjVJu5YDzhtsCi8QCWA/gdQDqAOgCGABgEYIGmaR28Xu+vRTmQpmlrTf7UyArQYikpCUhJ4ZcwKYn/otVOSYn+OdzGJ5EpFnwnTwKrVjFzTqdO4X1H49VmbmNSfIW3W7YM7d9PnABefZXRy7ffbr+dJNjMaUzS+YrD1KABULIkdxMHU926xf/M0bSZkcZUSSm0xkONJ+T6MOl8Epmk8/kz7d4dWOa3XDlZfBJtJoVJOp9Epkj5mjUDFi829+87d7LU1GefsbydW+0nkUk6nwSmZs1C908aNYrdfGekNlNSKlzj4fbxhP+9EE8+TPHJZvJ4gN9+Y1+oUiWgbVtu3pTCJ9Fm8cAnkcluvsaNQwcX/fQTMGgQS6ZVqCDDTnbbzIlMbuVr1Aj49lvz72/TptaMJ6JpM4fLVYFFXq/3+Xy/2gjgHk3TMgA8BOA5ANfEmstyeTycbNU0Rrp5vdFpu632YrwyxYJvwgRgxAgGFRkaMIA7JZXN4oNJ8RWt3bYty9etNZsb+p/GjOE9FAtfL91mTmKSzldcpooVgZtuos8PpjvuKN7xo20zTXNFHWOl6EqNJwT7MOl8Epmk8xlMiYnAE08AM2f6vqPJycArrwCXXWY/n912ks4knU8iU3H4+vYFPv4YOH7c3Mfn5QHvv88ytW60n0Qm6XxSmDp04GaFLVsKfm/LlwduuAEoUUKuzdRYQqkIiovxhMfDUh7x5sMUn1ymjAzgrruAX37xfU+rVwc++ACoXdt+Pok2iwc+iUwS+O68k+WTQ2nfPpZgvvde++0kwWZOY3IzX9++wLhxzJ6YX23bAuedx2eCVJu5YDzhqsCiEHof7Lh3LuobvF5v62C//99OgfMs4opMuh772oYnT3JSato0YP9+ZiW4/XagWzcgISG6HEXhc2o9SDfwLVzISf/8+vhjLkLfeaeyWTwwKb6it999l7uIf/4Zpjp2jMFHjRsrmzmJSTqfFUwPPsiSZ0uX4rRKlgT69QNGj2Z5g6pVgWuuAa6+WpbNypblz0pKkSm+xhPRuB8PHeJC96JFPH7r1pykiqT2uVt9bLzxGUyvvRYYVATwbw88AEycCDRvrmwmmUk6n0Sm4vCVKUNf+uij7JOZacUKTqi60X4SmaTzSWIaNQq4557AsmgVKgB9+gC33MId9PXrc6NNq1aybKbrUFIqhtwzntB1LpBlZsb2fty+HXjzTWDNGgYhXnQRcPfdQK1aysc6jc9KJoDrD7/mSwS2Zw+fK/Pncz5I2Sz++CQySeBr0QJ48UXg5ZeBU6dgqhUreG/ZbScJNnMak5v5KlTg+tpjj3ENzVCjRlxLu/hiBh21bcs+wllnybKZ8dxysOIlsMjI65ZsK4WV0jR24KPd9no5GXXttYG1CzduBB55BBg8mDdnLJny89l1bicxRZPvs89gqk8/5WSQsll8MCm+orUrVmTg3W23Be6kyS+Px347SbGZk5ik8xX3/aVLA++8A/z5J1NMezzA0aOc3DO0bx8h6QYfAAAgAElEQVSwfj2wbh0wfLgcmykpFU/xN56w8h7cvJkZz06e9J3/++/5b8wYlr0K95hS/Kp0Jul8xgYWM02YALz+urKZdCbpfFI4rOJr2pQbfFq2DMwa7K/ERHfbTwqHk/ikcNSowR3wq1cDu3YBqalc9P34Y5zWvn3sIzz/PNC7tyybKSlFLveNJ4DY3Y/Tp9Mn+GvmTGbdmDaNpa+Uj3UWn1XHWr++YFCRoaNHgXnzmOFC2Sw++aRwSOO7+moGct94I0xVsqQcO0mwmdOY3MzXvj3w3XcsEX7oEFCnDjes+a9V79kDfP01MH48A44k2czhipfAog7/+/9vWymsUixLoZUsyY6Xf1CRv0aP5t/r1IkeRyg+aSncJDJFm89/l1l+HTzI16pSG+5nUnzht/v0MQ8sqlaNaRtPnlQ2cxKTdD4rmc49l534ffuAjh2Df49nzWIAnZF5y26baZor0o0q2ab4Gk9YeT8ePFgwqMhfI0ZwQVH52PjjK1uW349QuyS3bbOPW6rNpDFJ55PIZBXfFVcAs2cHv3e6deOxJaeBdxOTdD6JTJ07s71kCf8F06uvAj17MvhIgs3UWEKpeHLPeCLWpdB+/71gUJGhI0dY7urZZ5WPdRKflUxm61aG/v47/HO53WbxwieRSRJfhw7AOecw0DuYuneXZz+7beYUpnjhu/JKtj/4IPg69cmTnHP8/HM5NnPBeMJxgUWapiUCqAsg2+v1bvP7fVMA+7xe75F8r68JYOT/fpwYM9BoStdjl4Lsp5+4wziUvv0WOPNM+SnS4pUp2nyVKgFpaQiq0qXpMLOzlc3czqT4wm9ffjkDL9atQwE9/jgX2ZTNZDIB3BU3axaQns7d4n360B9K4IulzZYs8dkkmObMYflUCddUlUJT+p/UeAK8F2J1P44fbx5UBHCi96+/gAYNnPEMcBKTdL7MTJZ1CqXKlX2+W9lMJpN0PolMVvHdcw+zuhw9igBVqADcd581JWok2k8iU7h86enMoPDDD0BuLgP1r70WSEiIP5stWABTnTzJ7/jll8u4jsbzSCnuFffjCV3nfG+sSqGNGhWa5+uvgSeekO33pT+XnMyUkoKQqlTJ57+VzeKLTyKTNL7HHuO4Ib+aN2dwd7j3TjzYTArTgQPAl1+yokCZMuwvX3aZHL5Y2m/uXJhq7Vpg/36galUZ19S4pxwsEYFFmqb1BvC/3Lao+r//O2ia9sn/2oe8Xu/D/2ufDWATgJ0Aavkd5noAj2uathTAdgDpYAf/SgClAHwF4I0ofYTYS9PYgY92e+XKwlny8mLL5N+O9fmcyhRNvj59GPUZTH36sOZ1bq6yWTwwKb7w2h4PMG4c8OGHDL44cYI1jvv35/9280m0mQQmgDvlZszw/bxiBVNtfvQRB17xZDOz8huGjE6zhGuq5Gqp8UQEitX9uGpV4SyRjCek+FXpTNL5UlI4+fXNNwiqa69VNnMCk3Q+KRxW8519NjB5MvDJJ76ML126AHfcwQyodvNJtJkEvowMXqM//sBpffcdFwbGjQPKlYsvmxU2uZ6VZR9fsL8puVZqPBGhon0/ZmUF+stgysuz35/Z7UudyGfVsTp04Kb3AwdQQJrG4Ahls/jlk8Ihla9TJ2DiRI4n1q1jooCrrwYGDlSl0CQzbd0K9OsHHDuG0/r6a6BXr8AMf5JtZiVfUdYnYs0Uqu1wiQgsAtASwO35flfnf/8AdtIfRmgtBdAQQCswtWgygGMAVgCYAGCC1+uSqxbLUmhFSctlpC+OFkcoPmkp3CQyRZvv9tuBDRuAhQsDvxfnnQc8+KCyWbwwGe30dGD3bn4H6taVwSTdfvffDwwYQK7k5OKXK4gHm9nJtGRJYFCRoePHmXp74cL4stkFF4TuI1x0UdH7LKoUmlLxpMYT4SiWpdAKu++qVAHq17ffn0n0sW7nM5hefZVpq/Onru7fn6WeEhKUzSQzWc2Xns50/DVqWFP+yO02q1kTeP31wDGEleMJifaTyBQO3+jRwRfJ//yTafyffDK+bHbBBcDMmeb9hPbt5VxHNZZwu9R4oqiKZSm0ouzsD2feQT2X3Mfk8fD52a8f+5H++u9/2VdSNosfPoBBZkeOMOBMApN0m7VpQz+akcFMLWqNQj7TM88EBhUZmj2bG0169JBtM6vt17kzsGNH8D5CrVqcW5ByTV0wnhARWOT1ep8D8FwRX7sDgBbk98sALLOSS6x0PXYpyLp2ZfkCM/XqxQd0rFKf5ueTlsJNIlO0+XJzOZF5443caZybS0d+wQWMai7suxGPNnMjk64DL7wATJnC7wDAdO7PPMM0g3bzSbefRCbpfHYxhZr03rSJ6UerV48fm1WuDFx3HTBtWkF7NG0KXHihnGuqSqG5Wmo8EaaMZ3cs7seuXYFffzVnGTaMfYdwxhPx4mPdzmcwlSnDrCuLFgG//MIJnB49gNatuUvdbj677SSdySq+3bu5u/KHH/hzQgLQty99RKlSymaKTzZTOHzB+s2GZs4EHn44vmzWpQs3JeUPLgWAm29mgKGUOUddL8io5Bqp8UQY0nUukMXi3vR6GWBoVlVB01gaVLLft7stkc9qpoYNgfnzWQ5nxw6gYkVmXalTJ7LxRDzYzI18q1cDL77IbC4As0AOHsxMkVLsJM1mTmCSzhdrpj17mF3KTDNnch5Oss2stt+tt3IjeEZGQXsMHsyMRlLmHHW9IKPDJCKwSCkCaZovAjea7XPPBa65JvhCapcunPiLBYdZ285zO4kpFnwdOnDy3+vlYoCu288k3WZuYnr2WeCrrxCgFSuAu+7ixKnHI4dVov2kMknns+PcaWkIqWPHGAUfTzZ74gkGGU+cSPuULMlU0w89xHZeXnh8Xi9w8CD/r1HDOlYlJaVAxcpf3HAD+wh//lmQYehQ4Mor5fgziT7W7XzGz0lJ/C706RPeOCKebWY3h5V8WVlMt79zJ04rLw+YNIm7jV9/XdlM8clnKipfsN3FhtLTIysP6mSbeTzAW2+xrPRXXzHYuHx5Zsfu3z+y4+bkcNElOZkbnay0mZKSUqBi4S8GDwY2biy4YFiyJDBmDIMT7e4/2u1Lnchn9XErVGDWonDXJeLZZm7i27aN6xD+JZHS04HXXuN34rrr5NhJis2cxCSdL5bnK2xtIi3NGTazkq9GDSZIeeMNYNUq/u2cc7hJ6ZJLIjvmyZPA/v0MUCxTxtrP7XCpwCInKpal0EqVAt5+G2jViplIDh5k+sj+/Rn1bWc6PIkp3CQySeeTyCSdTxrTzp0Fg4oM7drF3ee33eZ7T14eMHUqd6RXrMgd6a1axa/9pDJJ57OLqWVLYM2a4N/3kiWBFi2AEiXiy2YeD/D449wleOQIcNZZXBCIhG/tWg76jQCE+vWBRx9lze/ismqaK9KNKilZoliWQktJ4c6hkSPZXzh1ir5y8GAGpUcynognH+tmPolM0vkkMlnB99VXgUFF/lq4kCW2mzTxvf7YMeCzz7gjvVYtoHdvThzGk83imU8iUzh8LVuyzxtMTZpwHi7ebHb22cCIEVwM2L+f8wTly4ffRzACEseO5fwlwNIejz3GrBXFtZkaSygpUbEsheb10jfOmAF8/DHw3XfMatijBzBgAFCpkv0+TLqPlcgnkUk6n0QmSXyffx4YVOSvsWO54alkSd97/viDWa4OHGByhVtuiX1JRbtt5hQm6XyxZmrQgOfLygr+fW/ePJBHos2iYb9mzYBPP+UGg2PHOJ4oWzb88URWFoOWZ81iu0QJJl95/nlrfIQLxhMqsMiJ0vXYpyDr1YuTdR6PL32kHamIzfjclLYt3vgkMknnk8ZkFmRhaO1a4Npr+Z7du7l7YP9+398//ZQ7Sv7zn/i0n1Qm6Xx2MV17LTPznDyJAurbl4PUrKz4tFleHgMI8vIiO87KlcCQIYE2/esvZjAYNy68smrB2qoUmpKST7oeW3/h8TD48N57rRlPxKOPdSOfRCbpfBKZrOAzK29iaPVqbnDSdWD5cmY7y8nx/X30aAYm9+oVPzaLZz6JTOHw3XWXeWDRnXfydfFqM4+HGSfy8iLrI4wbB7z5ZqBNly1juepp04Bq1YpnM+PaKCnFu3SdC2SxWhvIzGT2seee840jjDFFNHymW32s3RzSmaTzSWSSxBdqPHHgADcx1KjBn0eOBEaN8v19/nwGH334IYM24sVmTmGSzhdrJo+Hpb8++ggFVKoUg+h0XbbNomk/j4dZhsItf2a0hw0Dvv3WZ9PcXI4jduygjyhRonh8xrVxsBLsBlCKUJrGDny027E4h9v4pHA4iU8Kh5P4pHAAXKwPpeRk33ueeSYwqMjQxInA99/Hp/2KwrRjBydQLrsM6N6dqeKPHJHDJ9Fm0WpXqwZ88AF3xxtKSABuvpkdT7v5JNqsqO1PPoGp3n+/+OdQUlIKlJP9hVQ+KRxO4pPC4SQ+KRxW8hV1PJGZyUyG/kFFhp58Ejh8OH5sFm579WoGcF9yCQOwJk70TWpK4JNos2jxdekCvPACM/IYOuMM7oLt1k3ZLNL3Z2VxnBZMR44Akydbw6SkpBQop/gIxSeDQzqTdD4pHBL5ypVDSJUpw9etXx8YVGTo6FFmY49WSVqJNguHCWAGl759OZ64805WqZDCZ3c71ucbNozBRQl+IR7nnMNgo3POsZ9Puv3M2ps2BQYV+evnn1lmzYrzOVwqY5ETFctSaPGQIs3tTNL5JDJJ55PGdPHFnAg9fjy4z7r6ar5u925g3Tpz3zZrFtC5c/zZrzCmv/5i0Ip/LflPPwWWLgXmzOH7lM1ie+62bRkIt2YN6xafd17B66BsFn57/Xpz/7BmjW8SINJzaJor0o0qKVmiWJZCixd/JpFJOp9EJul8Epms4Lv2WpY3CaZy5RiIkZwMzJ4NnDgR/HW5ucDixdyhGQ82C6c9fz7w8MM+W/37L8tOrVnDcYXdfBJtFm2+669nVvAtW5gJtXlzIDU1svKg8WKzwtpbtwLp6eZ9n3Xris+kxhJKSlSsS6HFgw+LNz6JTNL5JDJJ4uvTB/j11+A+q2NHZj3TNGDuXHPftnUrsG0b0K5dfNgsHKYXXgC++MJnq0OHOJZ48EFg0CD7+STaLNrtJ58E7rsP2L6d83tNmnDsnH88IdFmUvnMfIih9eu5Flqcc7hgPKECi5woXXdmCrJ44JPIJJ1PIpN0PmlMmsZsOg8+iAK6/XagYUMyB8tU5K+DB+PTfoUxvfpqYFCRoV27gHfeYSkIZTN7OOrVY9u/rI8kPok2C9UuVYqMwZSUVPw066oUmpKST7rubH8hkU8ik3Q+iUzS+SQyWcFXty7Qvz8wfjwK6NlnmW48MxPYt6/g3/21Z0/82Kyo7fR04MUXg9vru++4uNKpk7O+cxKZIuVr1qz45UHjzWah2qHk8YRnY1UKTUnJXLrOBbJYlkKLBx8WT3wSmaTzSWSSxNe7NzBvHoNd/FW+PPDEE77XFbY+sW9ffPu2YEx//BEYVOSvt94CrrwSOPtsZTM7zl2mDNCqFccTOTnBv7sSbSaVz/jZTImJfG1xzmG838FSpdCcKk1jBz7a7Vicw218UjicxCeFw0l8UjiM9iWXcAfxNdcAjRoxcnfMGAYbGa+rVSswPWN+NWoUv/YzYzp5EvjxR3ObxTLlqBQ7SWeSzieFI1j7ootgqu7d+ZrinENJSSlQTvYXUvmkcDiJTwqHk/ikcFjNN3QoMHIkcOmlDLbo1YsZTS+7zPeaRo0QUo0bx5fNitJev54ZNs30zTfO/M5J4XASnxSOaPHVrQvUqQNTdetmDZOSklKgnOIjFJ8MDulM0vmkcEjkS0oC3n8fePppoH17oEULVgCYPp19BON1hY0n6tePH5sVlWnx4tA2W7ZM2UwKh+IrXvuSSxBSVpWtdrhUxiInSpVCk8snkUk6n0Qm6XwSmTSN5aAaNGCUcdmy/Fv+1It9+wKTJhX0ayVKAAMHxq9vM2MKlqnIXzk5ymZ2cziJTyKTf/u++5hy9J9/Ar/nZcuy1vkzzwA9egAdOkR2Dk1zRbpRJSVLpEqhxQeTdD6JTNL5JDJZyXfppQwo8h9D+Lc7deJ4Y8uWgn6tRg2+19gJGC82K0o7lPLynPc8kMgknU8iUzT4XniB2c+yswO/52edxVLW//zDjAb16kXGpMYSSkqUKoWm+NzIJJ1PIpNEvltuYWmujIzANQrjdXfcwSypJ08W9G1XXAHUrBl/NiuMqTDl5SmbSWNSfJG1U1OZ4Wz48ILf80aNgPfe4yao224DSpeO7BwuGE+owCInStfjLwWZU/gkMknnk8gknU8iU1H5HnwQOHUKmDkTp1WxIicAq1YtWE4qXuxnxpSYyJ3XmzYhqM4/3/5rKs1mUtoS+SQy+bfLlgU+/5zpdZcupa84eJCTAcuX83VTpwI33AA8/3z451Cl0JSUfNJ1Z/sLiXwSmaTzSWSSzieRKZZ8OTnAqFHAo48yE4+hhg2BN99kMIGyWWC7aVOgZEnaLpjatXPed04ik3Q+iUzR4Dv3XI4XJk4E1q4FcnOB3btZ1mTfPo4xPvqI5QGvvz58Jl2HkpISeC94vfFdLkjxuY9JOp9EJul8wZjOOIOZjR59FDhwAKd12WXc0Gg865XNfH9r3Roh1aZNfD8PJDIpvsjbN94IpKSwtOLu3Vyf2LcP2LyZ/xYvZnDi2LFAkybhn8PwMQ6WCixyqjSNHfhot2NxDrfxSeFwEp8UDifxSeEIl8/jYcTv3XcDv/3GKOCWLTnZLYFPos3uvx8YPBgFVLo0d2DYzSfRZlLaUjikM/m3U1IYgDhkCNCvHzvw+TV1KsstduwY3jmUlJQC5XR/IYVDOpN0PikcTuKTwmEXX5UqzID6yy/Arl0st9ywIU5L2SywXb48cOednPjMrzp1gKuvtv+aSrOZW/mkcESbr04d4OWXgcOHga5dEVTPPAN06cLFxXCZlJSUAuU0H6H45LSlcDiJTwqHk/iC/a1VK2DBAq5NHDzITb316nHBXwKf3e38P3foALRtC6xZgwLq2ROoXVvZTAqH4rOm3a4d0L07KyvcdhsKKC0N+M9/WGoxknM4XCqwyIlSpdDk8klkks4nkUk6n0SmcPlq1uQiQHJywXJpEvgk2axrV+Czz4BXXmFUNMBMRY8/DjRvHhv7Oc1mEtoS+SQymfFt3w5s2GDeF5ozh4sB4ZxD01yRblRJyRKpUmjxwSSdTyKTdD6JTHbxtWjBDQrJyaH7w8pmwNChQLVqzPZ08CCQkMBFgMceY/ZYp9lPIpN0PolM0eabMYMZkYPJ6wWWLGEm1HCY1FhCSYlSpdAUnxuZpPNJZJLOF4rJ4+Gce6zXJZxqs7FjgbfeAqZNYwaX8uWB228HBg7k3JLdfBJtJqWt+CJnmjfPvC+0bRv/tWsX3jlcMJ5QgUVOlK47PwXZ4cPMOLBlC2udX3UVULeuHD6JNnMrn0Qm6XwSmRRfdJnatQOmTAGOHWNHxFgMVmlG7edwEp9EJjO+f/9FSB06FP45VCk0JSWfdN35/mL3bmDuXGD/fu4u7NuX97kEHybFTtL5JDJJ55PIJJ1PIpMdfH37MjtRWhpQoQJ/p2mFjyck2k8ik3Q+iUzR5vMvbxJMe/eGz6TroY+ppBQv0nUukDl5TiorC1i9mkGGGRks5dO7N4NvJfBJt58bmaTzSWSSzieRSTqfGVOJEiwf9+ijXNstXx4oU4a+1OgfKZvJYVJ81jAdPIiQ2r8//L6Qcb84WCqwyKnSNHbgo92OxnHXr2dZn8xM3+f5+GOmDrv1Vvv5JNrM7XxSOJzEJ4VD8cWWqUIFRkvrukw+xSSfTwpHYXx16nDQmpuLoGraNPxzKCkpBcrJ/mLWLOC//w38POPGAWPGMIuJXXwSbOM0PikcTuKTwuEkPikcdvOVKMGys+GOJ6TYSTqTdD4pHLHia9IEIVWU8USwvykpKQXKiT4iLw94+mluUjA0fz4wYQLwwQdA5cr28km3n5uZpPNJ4XASnxQOJ/GF+ltSEjOeSuVTTIrPSqYmTYDvvoOpjJLs4Z7D4VKBRU6Uk0uh5eQwqtU/qMjQyy8Dl10GVKliH59Em7mdTyKTdD6JTIrPfUzS+SQySeeTyBSK7+abObEXrB9kpNoN5xya5op0o0pKlsjJpdC2by8YVARwfPHII9x1LMGH2W0nJ/BJZJLOJ5FJOp9EJsXnPibpfBKZos3XsSMXA/74o2CfoXZtlgPMygqPSY0llJQop5dCmz8/MKjI0N9/A6+/Drz7rv0+TLL93MoknU8ik3Q+iUzS+SQySeeTyKT4rGHq3x/47DNmNsyva64BqlcP/xwuGE+owCInStedm4Ls++9DpyP+/HPgvvvs45NoM7fzSWSSzieRSfG5j0k6n0Qm6XwSmULxDR0KZGcDkyfjtM46C3jpJaBSJd9CQFHPoUqhKSn5pOvO9RfTp5t/rgMHuJvo0kvt92F228kJfBKZpPNJZJLOJ5FJ8bmPSTqfRKZo8+XkAO+9x+zoK1fitFq0AF57ja8Nl0nXoaSkBN4LXq9zS6H5zzHk1zff+EqzKx8bX0zS+SQySeeTyCSdTyKTdD6JTIrPGqZy5YCxY4HHHwd278Zp9e7N3+l6+Ocw3uNgqcAiJyorCzh2jB345GTgxInotA8etP64u3aF/mz79xf9s0WDT6LN3M4nkUk6n0Qmxec+Jul8Epmk80lkKozvoYeAG24AtmxhMFGdOkBCApCeHv45lJSUfCpsPCHZX/zzT+jPtmtXZD4iHn2s3W2JTNL5JDJJ55PIpPjcxySdTyJTLPhKlGBw0aZNwJ49QO3aQLVqfE1hfYVgTKmpsemnKSlJV1YWd+/Hqs9ttY84eDD059u9GyhVyn4fJtV+bmWSzieRSTqfRCbpfBKZpPNJZFJ81jFVrw58+imwYwfjF+rXB2rV4utOngz/HC4YT6jAIicqKQlISeGXMCmJ/6LVTkmx9ritWoX+bM2bh/fZrOaTaLN44JPIJJ1PIpPR/ucfYOlSZgdp3x444wz7mZxgP4lM0vkkMknnk8hUGF+9ekDdumzreuTnMNKYKikp8V4orM8t1V80bw4sWGD+2Vq35q4iKT5MUlsin0Qm6XwSmazk83iAzZsZVHzmmUCHDkDJkspmik8+k3Q+iUyx4mvZkpmKkpLCG08EY1JSUgq8F5zoIxo1AnbuDP7ZypYFGjTwzR9I8GHS7OdmJul8Epkk8pUowWyF27cD557L9Qm7maTbTDqTdD6JTIrPWqZq1Yq3LuHfdrhUYJET5fEAiYlMm5WczC9jNNrRqG3YvDkf5P5piA2lpAA33sgHv118Em3mdj6JTNL5JDJpGpmeegqYNs13XycmMi3goEH280m2n0Qm6XwSmaTzSWSKJZ+muaKOsZKSJSpsPCHZX1x3HVMRHztW8HOdfz4XDt3ow9zIJ5FJOp9EJiv5Dh8Ghg0D1qzx3dcVKwL//S/QpYuymeKTyySdTyKTdL5gTGosoaREeTxcXHOqj7j3XmDhwuCf7bbbeD6n+zDpfBKZpPNJZJLIt3EjMHRoYKbjZs2AkSOBqlXt55NoM+lM0vkkMik+uUwuGE+owCInStedXdvw1VdZ4/yHH3yfqWZNYMQI7kTMyrKXT6LN3MwnkUk6n0QmTQPeeScwqAgAsrOBF18EzjkHaNdOBqtE+0lkks4nkUk6XzhMeXnAoUPs+Erki6Rdtix/VlJS4r3gNB9mtD0e4M03geefDyyzfOGFwCuv+O5zyT5W8cllks4nkclKvqFDgZ9/RoAOH+YmhcWLmY1M2UzxSWSSzmcHU3Y2cPQoMxhL5IuESdehpKQE3gteL+8TJ/qwRo2A114DXn4ZOH7c97n69QPuust3r0v2sU7nk8gknU8ikzS+I0d4D6elIUAbNwL33ANMmWK/naTZzAlM0vkkMrmF7+RJll31eOQwFbet63C6VGCRU6Vp7MBHux3OewBg+XJO+GVksOzZ9df7UnwZr09JAcaNA37/Hdi6FTj7bEYNGzdYtPgk2kzxyWWSzieFw2jrOvDFFzDVhAnMIiCBVaL9pDJJ55PC4SS+wl7n9QLjx/OePXyYnehrrwXuv98XZORUmykpKQVKog/TdWD+fGDVKv7ctStwxRUFX1+3LjB7NscTe/eyZGKTJny/ZB9rd1sKh3Qm6XxSOKzm27KlYFCRoVOngOnTgf79lc0Un1wm6XyxOl9GBvD228CcOdw4WLEi791+/XBaTraZkpJSoKT5sCNHOD+5aRNQqRJw5ZXMaJr/9ZdfzmyI69ZxAbFFC6B69cjHE1L8lpP4pHA4iU8Kh1S+efMKBhUZ2ryZ93uHDvbbSZLNnMIknU8Kh1v4/v4bGD6c8QYA5/yGDAF69HCHzRwuFVjkREkshVa6NPDII8DcuT7ORYvYkf/0UwYP5X9vkyZA06ZsZ2REl88NKdLcyieRSTqfRKYjR8w77gA7A7HwW061n0Qm6XwSmaTzFYVp+HA+tw3pOjBpEiflJk60n684bU1zRbpRJSVLJLEUWnY2Fx3//NPHuWABFyZHjgzkKVuW44+LLopsHOFEH+ZGPolM0vkkMlnF55+BLJi2b49sPOFmm8Urn0Qm6XyxYkpKYomhDRt89+7hw8Abb/D/xx5zts3UWEJJiZJaCm3zZuCOOwLnJ6dMAe6+G3jqqYKv93gYeFTc8YREHyadTyKTdD6JTNL4du4M7bt27gQuvVTZzGlM0vkkMjmZb98+4JZbmPnU0NatzG48dizQubOzbeaC8YQKLHKidF1euq9ZswKDigzt2QM88wwwZoy9fLFqS2SSzieRSTqfRKbSpVnKMCcHQVW5shxWifaTyCSdTyKTdL7CmPbvDwwq8tcvvwDffMPMIU61mSqFpqTkk67L82EvvRQYVGRo+XJmO73rLnv5CmtLZJLOJy9DitcAACAASURBVJFJOp9EJqv4KlVCSFWqpGym+OQySeeLFdPChYFBRf4aP56LBEZGECfaTNeDfzYlpXiTrnOBTFIptKws4KGHgm96NBYi/SsmONHHuolPIpN0PolM0vgqV0ZIVawYO7/lFJs5gUk6n0QmJ/N9+GFgUJG/Xn2VVVESEpxrM10P/tkcpAS7AZQilKaxAx/tdlFfN3u2OesPPwCHDtnLJ9Fmik82k3Q+KRxGu1QpoHdvmOr66+WwSrSfVCbpfFI4nMQX6m+rVyOkVq50ts2UlJQCJcmH5eSEHk/Mnu18HyuhLYVDOpN0PikcVvO1aAHUrAlT9emjbKb4ZDNJ54vFOX78ESG1Zo3zbaakpBQoKT5s0yZmSzfT9OnO97Fu45PC4SQ+KRxS+Xr29AUc5FflyiyDJsFOkmzmFCbpfFI43MBnrD8E0/btwIEDzreZw6UyFjlJR48Cb74JTJ0KnDwJtG8P/N//8aGoafam+zKLIDR08qSz0pG5iUk6n0Qm6XwSmTQNeO454K+/gF9/Dbz/+/ZlaZPMTBmsEu0nkUk6n0Qm6XxFYQqlaH8eVQpNSSn62rIFeO01YMkSoEQJoHt34L77CpYXirUPy8nhLmMzHT1asBSaE32s4pPPJJ0vCkxZ8ECHB97kcsgGd88lJnsKbZdN9iLJe9havvfeY3aygwcDfcBLLwHnnuueEuqKz31M0vlixVSmTOh+SJkyzraZGksoKQHffsvxxMaNzCbYpw83E9rtw9LTQ3MfPx5ZSVVJPtZNfBKZpPNJZJLGV706108ffhjIzfXd/xUqAKNHk9FuO0mzmROYpPNJZHIyX2Ji6Od5crKz1yhcMJ5QgUVO0dGjwIUXMvre0LRpwIIFTCfcqBF/Z1e6r8aNWcc4mMqUYfCT1WkGJaZwk8gkmS89nantlizhJHHTpsCddwJt2sjgk2gzqUzGQ3H8eOCrrzjBkJwMdO3KRYATJ+znk2w/iUzS+SQySecrjKlt29AlDS+6KLopg1UpNCWl6Gr9et7H/pPuY8awzOFnnwHlyvF3dviwEiWAc84Bdu0Kzt64se/+daqPtbstkc8KpgMHgPffB5Yt488XXggMGADUqiWDz2abZekadC0RXiQgWy8HaEAitID2Ub0i8rwadJRDVhbf6gEKbVdEOpLyHTM7Q0Oip2zAOcoiG0lF/Xy1anEsMXs2AyGrVAEuv5yLBJH2QSReR8XnPibpfLFi6tyZcwLBlJgItG4d/F52is10PfhnU1KKF33yCdC/v+/nvXtZ/vCnn4C337bXh9WqFZq9YUPn+1g38Uli2riR44lff+W80RVXMPONFD6JNpPMd8klXGuaMQPYuZNzCX36MEjAeI4rmzmLSTqfRCYn83XtyrmAYGrenHOX0b6XVSm0kFKBRU7Rm28GBhUZyswERowAPvqIP2saI9+sahf1dbffDsycGZz91lv54LaTL5ZtKRzS+XJygMGDgZ9/xmkdPAgsXcoI8o4d5bBK4ZDOBDAooWNH4KqrfB12u5mcYj8pHE7ik8LhJL5QfzvjDO7qefVVFFCPHgz6dLLNlJTiXcOGBd/Ju20bMGECcO+9/NkuH3bXXcAzzwRnv/125/tYCW0pHFYx7d8P3HIL8O+/OK2pUxksN3UqULVq3NtM1xLh9SYgw1sW0HTAC2R5PQHtPK+GbM0TNoYOD6AlBRzzhAaU8SYFnMMDICmcA5cty8wHXq914wkp107xuZtJOl8sztG+PbMhLlyIAnrkEV8Qs5NtpqQUr8rIAB54IPjfFi5k6ZLWre3zYVWrMhhk3ryCfGXKADfe6Hwf6zY+CRwrVwL33APk5fF3//4LjBrFwJQJE7iwbLedpNnMCXxVq3J+4cgRICVFrVG4gUk6nxQON/D16wcsWsS5Sn8lJgJPPOEOmzlcKrDIKZoxw/xva9bwwZiayi+mpsU+3Vfr1tzx/PTTwKFD5EpI4G7R++9nsIGT0pG5iUkq37x5gUFF/nrpJS4IRON7E07733+Bd95hmt+TJ4Hzz2cwlBH0ZPN1zEpORQY0AEUrV1Bo6QI3fs+cwieRSTpfrJiSkoC5c9mhzcsD2rXjTpfCnrlOtdnttwO1azN7yaZNzBTQrx/Qu3f0fbIqhaakFD0dPsyMLmZavBgYOtReH3bHHczSOnq0ryzaGWcw2KhLF3f4WMVnLdPYsYFBRYaOHWNJrddft99m27Zxk9APP/AZ1K0bMGQIUL++pUxm5cwyoEGHByWTkwKqiPm3syKoLqZpQMnkJBz3JgUcMzMZyE0KPEdichZ0JJ1mUmMTxedKplB86enAl1/6/ECvXszsE8v5jlja7M03mQl1+nRmlWvQgPMobdvK4CuOzdRYQimetWQJy4mZaelSBhfa6cNeeokLj/6bn2vWZOm2WrUiK6kqzce6hU8CU14e8MorvqAif23eDMyZAwwaZL/Nli0DRo5kZqUqVYAbbuCaW+nS9l9HadfUCUzS+SQySeeLBdOePaxgtGkTqwPdcguzcUnhs9J+lSoBs2ZxTufrrzk/2KYNcPfdQKtW0XuWx8pmLhhPqMAip8iYXDdTZqb9pcYuuIA7FDZu5EDj3HMZHZyV5eugOSUdmZuYpPLNnw9T7d0L/PYbS6PZxXf0KDvq+/b5uJYv579PPuFDLMZMWUhChl+JgSyUwqGscnweofByBYWVLjDamp4Ej6YjCarcQFwzSeeLBVNWFvB//8cdTIYWL+aupc8/B8qXd6fNOnRguaTTzsNj/iw/eZKLJBs2cFKje3egbt3i8Xm9nLT86ivg1Cn2J/r0Ac48s3g2UKXQlOJZhY0ldN13f9jpw+64A7j2WuD33+kLWrWirzX8kd18dj+X3MZXXKZvvoGpFiwAXnyRm13s4tuwgeVCjBKjWVncMLRsGRfcU1IiZjLGBeGUM7Prkh5BErKykoIyqbGJ4nMNkxnfjh18th04gNNauJB97bfecqfNcnM5l9KvX8HxRLDXp6XRN/77L8seXnYZn/3F4Th1igsSy5ez3GrnzszAWlyb6TqUlOJWhY0nMjLs92EJCcDw4cxAs3kzgzAaNaIfcHJZdzfySWD6808+p8309ddcvLfTTpMmBWYVP3CAi+0//gh8+KG99pN4TZ3AJJ1PIpN0vmgzff89cN99vnkFgPMJ//d/zMxlN1807Ofx8DMPGRI4jjB7lh88yL7/0aNAs2YcaxXnM2dmsl8zcybwyy/c9HjNNcB55xVvjknT+L/DpQKLnKKuXYG//w7+t7p1gQoV2NY0TsJb1Q73PSVLMquLrlvLYRVfvDJJ5MvORkhlZ9vLN358YFCRv4YPZ3mFGDPp3kRkaUkBJQYiPWyw0gVGu6yWBd3rQRJ053/PnMQnhUMCX1YWo/AXLODE9IUXAtddV/BZF22OSZMCg4oM7d7NHW/Dh8uxmR3X8cgRDmD++MNnm3ffBR58kAsokRwzNxd49tnAHYbffgtMnMiArurVI+dWUopnnXUWJ9U3bw7+9/PPl+PDypXjJEBh4wkpflU6k3S+4rw/1ISMMelmJ99bbwVO/hk6fJilzB99NGImY1xQ3HJm0WhH8h41NhHC4SS+wl536BAweTKwbh2zV3TvzvFErPmGDw8MKjK0bBn7u/36ybGZHe0//gDuvJOLAIZGjAD++19ftsJwj5uWxgwTmzb5jmmUyPzkE85bFsdmSkrxqk6deP8E69sA3KAkxYeddRY3O8ey/JEUv+okPrs5irI2YSffiRPA228HZ1u7lhsfr77a/uvo35bCIZ1JOp8UDrv5/voL+OILrstXqsRNr127xpYpOxt4/PHgz95332XwfLNmcmxmxzWdM4eZzv2zz1WvzgzXdetGdsxt25jV3T9T49y5LKv6+OPF/9wOlwoscooefZSpk9PSCv5t2DCgVClnpftyK59EJql8F10ErFgR/PterhzQvLm9rN99Z34//vknSyyceWbUOIKVM8hLLofjGUkBJQYSLSxdYLQPZyQhSdPhTfZGVqpA0vfMKXwSmeziO3GCwSq//uq759at4zPwiy98pUNiwTRvnrkfWLCAKZPNGCReU6uZnngiMKjI0FtvMctQhw7h8333XWBQkaHDh4Hnn+diQKTcmuaKdKNKShFJ04CXX2Y2oPwqVw4YODDQP0j0YfHmY+OBr7hMF1zAshvB1LEjj20XX0YGsH69+T25bBnwn/8U+ZhGCeSs5FQkJSWdHhcYL4u0nJmUS6rGJorPUqYDBxhE5B+ssnIlM2KOHh39z2PwZWdzh7GZ5s1jSn8JNrOjnZPDXcj+1wlgtqFhw4BVq9h3D/e4Y8cGBhUZ2rAB+Phj7n6O1GZqLKEUzzrrLOCBB1juML8aNuSCq7EbPx58mOJzPlPjxkBqKjfNBdOFF9rLt2wZn4lmWrECuOkmdU2dxiSdTyKTHXzLl/tKIRpavJjlfe+/P3ZMq1YV7Cv766uvfBsF7baZHdd02zbgqacK2mXPHuCxx2ifcI9plMkMVv518mTgkkuYCTXSz+2C8YQKLHKK6tdnZ+KhhzgZAgB16vDnjh19uzWdlMLNTr4TJ7jLQhKTdJtZ3e7dm1mB9u5FARkTPdH4Xhe1Hay+sr+ysizlK2o5g1hcxiw9CRlaEtIRfqmCbL0ckKmjrAeRlyuIp/tAMlO0+A4eBKZMAVavZumsnj2Byy/3Hf+jjwKDigzt388dv++9FzubHTtWkMNQXh7/npISfZtJvI5Hj7JzbqaJE4HWrcPnCxZUZGjVKqapPvvsyLhVKTSleFefPiw18vTTLDUGAO3bA08+6Ss1CMj1YdJ8bP7xhAQm6Tazmunuuzmhnn+3saZxPGE3Xyjl5hZ6HP/xgVEC+dgJICUpdqXNJHzNIh2blEU2kqR+96Xfm9L51q1jUM727UDlygyaveQS3+ueeCL4BPyKFeyj9usXG5sFy1Tkr6NHo1uaR/p1/O674PNBABdSp0wB+vYN02FkhR5PfPklg6kjtVlhvl1Jye16/XVmbXjzTWaGK1ECuPJKrk9kZ8eXDysuH8AAy9xcmXzxwJSXxzHDiy+igFJTgeuvj91zOli7sIxKOTn28km8pk5gks4nkclqPq+XpYlnzmR/vF49lj1s2pSvOXWKzzX/oCJDo0czg1/TprGxmVlFFUNFGU+4+ZpOnWpum40bgTVreH3DOeamTcDWrebHnTaN34FIP7eumx/bIVKBRU5SixaMity2jWVYUlKYqUjXfU7OcIxWtaN1XLv4li0DPvgA+O03OquePRllWrmyslms2+XKAZ9+yt3zRnagatU4yXPTTdH9Xhel3bmz+QOkXj0uwFl4vnDLGdhpmlClCqDp0LxJxS9XEO22FA7pTFbz/fUXMGBAYMT3qlVcGBg1in55wQKYatEi3ypSLGzWpAmfG8F09tkszea0a2rVsQpbKNm3L7Ljh9qFATCYq1q1yLiVlJRYE7x3b2ZfPHqUu2bMSgRI8VtmbTvO7fWyLOOkScA//3DC+cYbWcZF2Sz2TI0bA599xrI569bx982bM2V1q1bWjCcifX/ZsmTZsAFBddFFhR4n//hA8mW0wmSRts3GJh4AScpo7uNbsMCXft7Qt98C997Lf0eOAD/+CFN99RUXDmJhs7PO4rydWf/WWJCIx+uoaeZBRYb27g3/uF4vFyfMdORI8W2mpBTPSkigD+7fn33hEiX4u3j0YZHypaez3OPs2fRXdevSntEu1ynFTtKYrruO/fZRo4Bdu/j7Sy5hJnVjI6FdfOedx3lSs0Xozp3tt5/Ea+oEJul8UjiixffKK5zXMbRhAzfhjRrFgJGffgqercbQggVcM4iFzZo1M+cAij6ekHLtrOYrLPBq715f9YuiHjPURnP/vxfncztcKrDIiapcmRHLmiY3BVks2uHyzZ/PSFNDus4Hxs8/M8owNVXZLNbt6tWBN97w7fb2eDgglcA3ZAi/M8EWz599NrKU3PnaRkkDAGGVM7D7MoYqVZCRAeSULQdvknm5ArN2oWUM3HofSGWKBt/w4cE75qtWsR7uwIGcZAklTQMSE2Njs0GDzAOLhgwJ7QckXlMrmWrW5M9eb3D71K4d/rmMRdjffgt+zFKlmGI90s+gaa5IN6qkVGxpWmCAnlN8mAS+F18EPv/cZ8sjR7hjbcsWPuOUzWLP1LEj0LIlF2ZKleIClxS+Rx4Bbr+9YCbUlBSWEklMLPDeUOODxAyZl9Hur5nZ2CQxOQs6kk6Xj0tM9kDzpsOjZSMpuWR8G82pfHl5wAsvBH+2jRnDlPRlyoR+Bp44EbtSaMnJXJj8f/bOOz6Kan3jzwnZGWATJEF6U7ogTVG4clVQkKbYC4qIV4rt2q4dGz+99l6uvWLDXkBFxYqol6vYC4gFCwgmlGwCezbJ/P54M+xuMrvJ7k55Z/Y8nw+fHJLNzDfPmT07Z+bM+1x3nfVn8YwZ+dmPZrtXr/R91bu35TjZaLt3b3qgxUpDhjR9myoKTUkptVq0ADp0oHE54kIeK8cxLBu+6mp6ICFx4bkZ47J1Ky18zRf/ODEdfTRwwAF0s7hNGzquKyt58J15JnDNNQ3fg0OGULUwr/m49ilnJu58HJns5Fu+PHlRUaIuvpgKIKSLIASALVuSGZz0bPBgWuxophglqn17engwn/u0R4/0fbXTTpnPJ8xFY6k0aFBuf3cA5hNqYZEfJSX/EmTc+GpqrE/CAFqNPm8ej3L5nDxzk6mkhLjMSiReMwlBFyQfeYQWPr3zDi3mGzaMnoLcbbeMWaNSQIoQDBRsK89vRhoIkVmcAcduTGxvrNRhaKnjClK1G41YEwmRBkF8H3Bjspvvzz+BTz5BSr38Mk3mBw2ip46t1K0bnQy65dnAgRS9dtllQFkZfb9FCxoHDjrIf31qJ1PLluRBqqiBo46i12XKd+SRVMbUquTz1Kl0wzjT7ZptFYWmpBSXlP4bw7zmW706eVFRot58ky5Gjx7tvTecPHOTSdPoYQU75xO58g0eTMfMLbcAH31EfPvuC5x2GlU9rGO1ijwTwnp+wLEbufKVQ0c0qifFx2lSoEAYKEHE3vlFUEzjzvfmm7QwKJVeeomu67RtC6xfb/2agQNpe255dswxdNP9gQfoPQ/QzfiLLqKFNfkchTZsGLDDDhR1XF+tWgHjxmW33RkzgPPOa7hNgKrn5uKZeewoKeW7pKQbZPk8hmXD99JLqatZXn89MHEiXbfIB/+4McVi5L1h8OI75hh6GP7eeylZYbvtKOJ81ix334N+7FOuTNz5ODLZyffSS0ip8nLg/ffjVYBSqf58wmnPrriCriUsWpTMcMUVdJ8kn6PQJk+mhKL6D3MBwK67UmGLTK8RtWwJHHggVRasrxYtqNJdLmOveez4WGphkV8lBJ08ON12Yx9u8P3wA7BuXWo/lyyhC1DKM8WU2O7YEZgzh54w1DR6siTLbUkRgmEUIGIUITE6LGiW5cLXWMRag0gDtwE5muZWu6aGYnMAYMcd6aQ1021FIkgrs2T9jBmpFxbNnk3bc9OzsWOBPfagKjoFBfQEbMuWyRypfpdD3znJdNFFwNq1VCLWVLNmVNVt8ODsttm9O3DffVRe3SxnKgRdTDnjDJooZMutpKSULD+OYV7yLVmS3s+PPwZGjeLhDRfP/MpkJ9/QoXShq6aGKirFYg1ekyryLF8tc5IpJjSEDJk0J7NtfhE00+zmk5KquxUX0/leNttpynyiWTN6CMCqslEoBEyf7q5nBQXAiSfSgpbPPqOncXfdlcYEP/ajne2CAqo0NXt2PH4GoAfPbrkl/lBAptsdP56OlRtvjM8xW7Wiqg+jR2e2TaufKSkpJStfx7Bs+D74ILWPW7dStO+ee+aPf1w4uPMdeCAwYQLw119UUSlVlDmHNhcO7kzc+bhw1G9v3EjX53v0oH/ZbKsp84lu3eh88rXXGv68e3f6mZuehcPAtdcCF14IfPcdPUTRv3/u57Sc2tn+fpcuNG84//zkOOR+/eKFRrJhMpMqnn46vs0ddqA5ZocOuf/dPpdaWORHaVp25YAzbQetRFo6NWumPFNMqfmaN6f/Z1DeNzHGIBTWEIGAhIbCsJ60mVAWFYP9YFk2fI1FrAkRjzQwfc0qzoCjgRyZzPb77wNz5wK//Ubj5Xbb0ZP25tMxTd3WTjvR0/mpcmqHDaPXDx1KT+L8+9/xp1fbtKHIkEMP9c6zESMyGwc49qndTKWl9PT1l18CX39N5yb77ksn9dmUQzf59tkHeOMN2m51NT3NXVKS8TjcoC1EIMqNKinZosbmExzHMK/5mjdP76muK8+CwOQUn6YlfY41FnmmLHOGKWLokEJHKGzz/CJoptnJBwCPPw7cfHM8EnnHHYFLLgHGjMlsmyNHph+Hhw0j1hkz6EL7nXcCmzbRz3r2pIvL/fp541lpKUU3mq9zIzrID8fZzjsDr7wCvP46Vbjt3p18MsfMbLc7axZVdFi+nB4K2Wmn7GKaVRSakpK1NI3G2XwfwzLlK2zkVpxT8wmO/nFk4s7XqhU/Ju6ecWTizseRSUpa0PHkk/HKNHvsQd/r0iWzbe22G7BgQepx2JxP3HorPVD7zDPJ+7zxRnpQwgvPevQA2rULRp/ayTd2LM0rX3qJqk4NHUqJGAUF2W+zpAS4/HLgggsogaNVK7o3VFWV+98dgPmEWljkR0nJvwQZN75OnYDOnYHff7f2dNQoe0pHBsmzfGbKgC8xuiAxsqt+jEFi9FeeW5ZT24w0ML1MjDMQUocmJHT4sPwjRyYhqETzzJlI0qZNdGLVvDmw//6ZbXfGDCrvXF/NmwNTpsTH4eHD6QLzt9/Sk/39+8cnEtw948znFFO/fnTCbg502X6eJvLV1FDpWTMmM7Hvs2VVUWhKSnFJ6b8xzGu+4cPTe7r77vaMVUHyzI9MDvJlEnmmLHOPyZb5RdBMs5Nv/nzgyiuRpJ9+onnBc8/Rk59N3WbnzrQA3aq6aY8edF3HHIenTKGFJatX04NkPXrQBWs34tc59ilHJrNdU0NVnEpK7D33Lyigm0PZblNFoSkppZaUdI1GRaFlxrfXXqlvaIfDzsV1cvSPIxN3Po5M3Pk4MnHn48h07rnJMWAAsHQpMG0a8OyzmW1rv/3ogWbzAepEHXIIPdwsJXkwZw6l3Pz5Jz1o3bFj/LySu2f5xqdpVEnKbOc65zOZWraka31CAFu22PN3Swm/q8BrAKUsJQSdwDvddmMfbvAVFNAHkJV69qQPDeWZYsqCz4wuiBo6IkbRtnYuMWcBt8zWdkxoqDUEIkYRDAFIQ+MFyNG0TNr33YeUuvtu+prJdo89FjjrLDoZN9W3L53Qd+uW/HozdmynnehEzi+ecefjwuEFn5KSUrLUeJFZu3NnuhFupYkT6fOKizdcPPMrk0N8ifMGFYnMlynr+UXQTLODr7aWzvOtVFNDlS8z3ebVVwOTJtFcwdSeewIPP0xzhsTf0XWqiNOzZ/y13D3LNybufFY/U1JSSlY+jxGZ8u27L1XLsNI559ANzHzyjwuHn/i4cPiJjwuHn/i4cADAr782XFRk6o8/gFdfzWy7LVvSvCHxwbHCQuCYYyixof7rW7emh2k7dvSPZ4qPP5PPpSoW+VEqCi07vv32ow+N++8H/vtf+t7BB1M1ju22U54pJst2tKgUUi+FES5GDLSaNBTWtrXrRxfkGnMWAMtc5UuMMyiL6NCFhBE20kcYcDSQI5MQFEWVSqtX0+rt0tLMtjtrFnDyybRtsyx9ZaX7nm3cCLzwArBqFdC1K3DEEfEFTEHtU45MbvIJEYhyo0pKtkhFoWXXPussYMcdgUcfpc+PTp2A444DDj8c2LpVeRYEJgf4otAgoWFrePsmR57luWWeMmU1vwiaaXbx/fEHsH596s+iL77I7trW3LkUpfbXXxRF0K5dXee5HC+2ejXd6CgroyoTBx3Et085MnHnU1FoSkqppaLQsuPTNOCxxyge9IUX6HOsf3+6NzF5snOfYxz948jEnY8jE3c+jkzc+bgxfftt+s+jr77KfLt9+gAPPQSsXUvRVu3b098dDmc3DmfrWcuWFLP11lu0uGnECPoX9D71A5+TTAGYT6iFRX6UlP4pQcaNb+hQ4J57EnKpbCyzHFTP8owpKgWkCMFAAWKyGOURoDDUChLFSXFmdkab+dwyNnxRqSMidFQgHmHQAeXQuQByNK2xdsuWSKtmzbIfP3v0oHZVlfuevf8+cNppdBPY1E03AbfcEn9iIYh9ypHJTT4VhaakFJeUarzIph2LAQccABx6aMP5hPIsGEw28SXOKTbINqg1BCR0ZZnPmKzmF7ZHpHE0zS6+UAhpFQ5nz1RSQpWI7Lyek0n73nuBG29M/ntuv52qujZvzq9Pg3ycuclkHmtKSvkuKekGmYpCy5xP04DZs4ETT0yOa3HSS47+cWTizseRiTsfRybufNyYmjdHWrVsmf342aYNVSLKdT6RjWc1NcAZZwCvvRb/W+6+myqx3n47/T+ofeoHPieZzGPNx1ILi/yoaJQqLRgGXYipqnKmvW6d8/sIGh9HJu58DJiilTFIaDDCGjZWhVBrFCBWVAQZkVi/HmghNDRrqSzzE19NlYaQIREKh1BcJaEZ1dDDUT6AHE2zao8bB/znP9afRaNG0cKcLVv85ZkQdOKeuKgIoJ+ffjrwzDNA27bB7FOOTG7yKSkpxdXYfCLfx4ugMHHn48hkA180XIo/q8Lb5hQVEYGYTfOJgFrmCyZzfiGLihCKRFEADe3DEehVOV6b4WiaXXy1tbRo/+OPrT+Lxo7N7tqW1579+GPDRUUA8PPPwHnnAXPm8Og7Tp75kc+KqbTU0dMzJSXfKBqlqg4VFfk7Rii+4DFx5+PI5BJfNFyKSKUAYCAUBmJNbFevN1BoJP+sKCxzP3/3gWeBYerblyqUVlRYfx79/e/ufRbZfxHwdwAAIABJREFU6dmTTyYvKjL1/vv04PNxxwW3T/3A5yRTAOYTamGRH6Xr9HSWYVBb151rl5Q4v4+g8XFk4s7nMZPUQzCMAkS0UtRodOHf0HTUaoAA0KI1D5sytezVV4EnngB++AHo0AE46ih6wL6gwBu+wkK6thwOO++T1HUYhg6pazB0CWkAui7ZHHMc3weW7VmzgA8/BJYvT/4cateO4gfc+iyy07OXX6YTOStVVQHLlgFHHhncPuXI5BafWcZUSUmJ3guNjeH5PF4EiYk7H0emHPmkVooardW2OUVIAwp9aFlBATBvHvDii5TU0bcvcMIJwMiR3vEVFNC/Fi3c98ycX9TqgNR0WmSka9B1+KdTveC7+GJg+nQ6iBI1fDhw/PHU9ptnCxak/nz97DO64c6xTzkyceezYlJSUkp+L+TzGKH4gsfEnY8jUxq+9RU67r1Lx5tvGqiM6Ri5u47Zswz07ZDZdqVWiqiuAwYQ1TRAl01qV4lStGytJ/0MBVFoGiDA0zMWbW5MV15JDwPX1iZ/Fp1wAvC3v3nPl41nCxem/ox94QV6KDrIfeoHPieZfC61sMiP0rTscugzbXPMNuTOx5GJO59HTFFodVWKihGBgISGwrCOaIQFXs6W3XknLW429cMPwBVXAJ9/Dlx7rbt8v/xCKVOvv07/HzECOPVUYNgw5z0rDOsoMzpBFxJaeCt0o8y/nepV++GHaYXa++/TCfxuuwFTpgCdOzuX/+6kZ+Xl6T9jy8qC26ccmdzkEyIQOcZKSraosflEvo8XQWHizseRKQc+c36xNbw9ohGdA1LW7RYtKKXj3Xfjw8b//kf/5s6lNdhu8i1dCtxxB/Dpp5TEO3EiXWvt3NkbzyKGDil0bA1rkKALg0Vhg+YaXDvVq4OuVy/gjTeA++6jBfzhMDBmDDB5MtC6dXbzCa89q79Iqr42b+bXp1575kc+KyY1l1BSImkaRXnk8xih+ILHxJ2PI1MavrJygQOODqNstQEDAhtQih9eF5j/DvD4Mxp27kNxQKGwhhjSt2vDxdicML9KPH1M164MAzU6pWXddx/w0EPA2tVRdN1Ox6GHAmecq0HTms6R9fm+n/qUI9PYscCbb1IU8bff0hP0U6cCu+7Kgy8bz9auTf0ZW15OT9MUFga3T7nzOckUgPmEWljkR0np/xzBoPJxZOLO5wFTFDrWyjaoNQQkirfFWWs88HK2bP365EVFiXr5ZeDww4Hdd3eH76efaA3Kpk1xho8+on/3309PPDvtWVTqiAi64F8sdWiVG6HXTRp806letg0DGD+eOtKt/HcnPevaFWnVtas9fxvHPuXI5CZfURH9X0lJid4LarwIPhN3Po5MWfIlzy90Dkg5tRcvTl5UlKirr6Zru27xvfkm8M9/xvdfU0NzmqVLgfnzgS5dvPOsHDqiUbrJ0QYVNNcQEjoyOJcM0PsgZbtFC6qEOnt2fD5hGNmfc3vtWbduSKu2bem1XvFx9MyPfFZMZr8qKeW7pMxtHA/CGKH4gsfEnY8jU0I7GolBaiEYKEBMFuOGe4BfVgsAxfQSNEcExYAEzv4/ui8gBN2PSbw3k6qdi2U33QTcfTfqpGPVJh3XPgC88xVw1120fqMpHG1QAV0WAwIIQSCW0BZBmQdwZBIC6NQJOP98ilEuKUm+R+E1Xzae7bADsGIFLNWtG016zQpNQe1TznxOMkkJv6vAawClLCUEncA73XZjH0Hj48LhJz6X9yeNEGoNijxjiJcz03vvIa0WL3aP7/77kxcVJermm931TEKDIQBphPh0pJVpXnP4iS+b3xkzBmjfHpbq0AEYPToYnhkGVZk67TTKQJwzB/juOz5954VnSkpKyeI8hvmVjwuHn/i4cOTIl+n8grtl5nzBSlu2UOUiN/gMg24EWKmsDHjkET6execaWnZ/qNOAubS5cHBhOuoopNTYsbSwiItPuXgmJa3emzEDOOYYKn385598+LzyTElJKVlcxzAO4wWnNhcO7kzc+bhwWLQlCmEYBYgYRYgKHYve1hFBET10AR0S8Sod//sfUFHhDt769cA998BS//0vXTpt6rYkNESFjqihb/s7zXag5gFcOPzEl+nvTJ2KlDr2WO/57GqXlwO33UZ/0/TpwIMPAlVVfPi88sznUhWL/CgVhcaXjyMTdz6XmKLhUkQgAFD5zKbGE/jRssJGRnY3+ZYuTc3x5Ze0+NqN4UyIhFi0Ig2aHoMeLvRPp3rd5siXC9N99wGnnAKsXh0/IHfYAbj9dtqu13x2tG+7jTJDTH39NbBgAXD99ZRfwqUf3fRMiECUG1VSskUqCi0/mLjzcWTKkM+N+DMvLBMi/RBSUOAO36ZNwI8/puZYupSPZ5YRzJw6lftB5yemwYOBW28FLriAnmY1tffewJVX0mv87pmUlF/+0Ufxv+/LL4FnngHmzQN22SVYfdpUJjWXUFIiqSg0xRdEJu58DJjMuY8RLm4QFbY5DAi9GIVhHZEIsN4AImmGkWbNnP9zioqAd96hdiotXQqMG9e07RaGdWw2rCPZyiI6dCFhhI2mx6gx6FOOx5nv+LJhOvxwWvV2223JB+S0aVTltbLS/56tWUMJGImxb59+CrzwAvDoo0BpabD6tKntAMwn1MIiP0pK/5f7CiofRybufC4xRSDwe3R7Grsbefk33wDPPktrDrbfnj7Phwzxj2W77IK0Gj7c2WrFiXzm91Npy5b4fU0nPTPbUaljY2UrxDQDHVAO3S+d6nWbI18uTN26AS++CCxbRnl9XboAo0YB1dX0Oq/5cm2vWJG8qChRF19Mf6ubbzwunqkoNCWluKTkO4ZxGC+CwsSdjyNTBnyp4s8MA1i0iNbzRiLAgAG0prdbN/9YNnw4zYes1KwZMHCg9XzCbr6tW60ZTAnR+LzGzcMsMYLZjEkoQiz9nMPn74O8Zdp7b+CNN4APP6TyWYMG0UWDaJQiGrzmy9WzJ55IXlRkavNm4LLL6OdB69OmMEnZ0BMlpXyUlHTCo6LQFF+QmBjxbdkCPP+0xHvvCsQEMGoPiUNGVyLsElNUCkgRjzUz4742bJv7FDeICttYBZTo8fsuI0YAv/4KS/XrB7RsGf9YdbIbzTSpVEr8eM9lf+Y8oAIZxKhVShRpyCw+LeDHvi/5smU65RRg8mRgyRKaZO++O0W+VVXx4Mu1ffXVyYuKTH3/PXDnncC55wavT5vSNgccH0stLPKrhIgvtXWy7cY+gsbHhcNPfC7trykvf/ZZ4P/+D0l65RXgiivoc94PlnXtSjcv5s9HAw0fTif2bvHtvTddc7TSsGHx+/xu+hc1NNQaEhIh6F53pJVpXnP4iS+X3y8oAPbai94QhkEn8DU1fPhyab/6KlJqyxbKSxwzhk8/pvKsthZ46ing4YepXEGXLsBBBwHHHUcn95nuQ0lJKVlcxzDuY6zfmLjzceHIgs8q/qy2ltJHn3sO2/TRR8CTT9LHWZ8+/rBswgTgoYfogYv6mjULaN3aHb527YC+fenao5VGjeLjWWJbQgOEDhh0Q6HROQeX491PfBw4wmFg0iTrCS0HvlyYFi1CSi1fDqxbRwMB9z7dsgX4z3+o0lJZGa30nD6dIuuyZVJSUkoWxzGM+xir+PgyMeDbtNnAcTOBFd8KAAZiAD5cIvDafAO3PmygTQfnOaQIwYw1g5CAYV5PTx/9nPj/448HXn+dKpDW19lnu2fr7rtTukN1dUMOgOYTbnAkzg+ihgYICWHokIYGHdL74z2xzYXDT3zZ/n779sAhh1B1HCdvkrntR3U1DQCp9NprtLDID326Zg3NJ956i1YKjhgBnHYaXajIdh8+l1pY5EepKDS+fByZuPM5zGSW6KwNFyPUyMsrK4HLL7d+2116KTB6NNCmjT8su+QSeip63jxaGFxcDBx9NHDSSUDz5u7xnXQSfeb++Weyn6EQrWtYvpyu7bl5WIaKdEhdx9awBhiAJhjEonF8b3Ln48jEha+xle+xmHsZhLl4dsMNFFtn6tdfqUTsihXAvfdmvg8hAlFuVEnJFqkotPxg4s7HkSkDPiNcjGikOOnbb72VvKjIVGUlcOGFVPU7VYwYN8sefhi46Sbg+efp3nzXrsCJJwIHH+xeFFo4TAu1pk9v+LRxx45Ar150WtCrl7tMjbUTYxJC4SjSzjl8/j5QTD7hy5QpMeLNSrW19s4nnPCsupri3JYti3N/9RXdzZwzhwa0TJnUXEJJiaSi0BRfEJmY8N15v8DH34ZRBAMGBCpB7a9+KcKtd+uYe639+46GSxGBAEDxXREISGjbYs3Ml0cjTbesRw8qFn/55cDixTR0DB4MnH46re+NpNmWnd1YVAScfz49NF5fw4fT6cLatUD//s52r1WMWnVRMQw9OT7NMjItT4593/JxZPKaD6B2Km3Zwts/k2nzZmDqVOCvv+Ls779PVWvnzQOGDs18HwGYT6iFRX6UlP4v9xVUPo5M3PkcZEoVT5DqV599NvXnXU0NsHAhcNRR/rCsuho49ljgH/+gSuwtWtCComg0vubADb7ttqPI1HvvpUXKsRjQti3w889UDREASkoonWniRHf9K4cOTbZCgWAQi8bxvcmdjyMTF76dd0Za7bwzH59SebZ6dfKiokQtWgR88AHN+jPZh4pCU1KKS0q+Yxj3MdZPTNz5ODI1gc+MBohANPiVF15ASq1YQRWA+vTxh2WaRhfh58wBKipoPqHr8XL+bvENHhyfT3z8MW0/HAZ+/x047zx6Tc+ewHXX0akBt8Os0TmH14CNtTnycWTizpcp05AhqUuFlZTQE1fcPVu4MHlRUaJuuIFWSaaLh1ZRaEpKqSUlXUBVUWiKL0hMTPhee0kgDCAECZiLfSDREpV47UUNl10CiBz2YRVzFkVz/BWlByYS47u0DDZvZVmHDsCNN9L9gGbN6EEAIdwfOqZOBVq1onUAK1dS0cVolOYWH39Mrx81ihYftWrlXrdvrNRhaMnxafUj04TUoQnpXlyaem8Gg8lrPk0DevemN5yVBg2KDwQc/TOZbr01eVGRqepq4JprgEceyXwfUlp74iMVeA2glKWEiK+AcLLtxj6CxseFw098Dm3XKp4g3a9u3oy02rTJf5YJQRfezc8vL/jataN4uffeozKoP/+c7OuGDcBZZwFffOE+X0xodQvPQv7pVMXHm4kD35gxdIfNSubPvPamMc8++MCa39Rbb2W+DyUlpWRxHcO4j7F+Y+LOx4UjAz4zGiBqaA1+paICabV5s/8sa9YMaNky/jd4wTdgAHDnnRQr178/LSpK1KpVwIwZ5D8Hz+q3G51zeA3I7aDzKxN3vkx+Z+pUejLJSjNnxhfkcPbsvfes+QFg61bgf//LjklJSSlZHMcw7mOs4uPLxIBv8yajbjmRAJDcrqgy6KU57CMx5iwqdEQN3XJeY6dloRA9pOBlN44fTw8rvP8+3dffsAFJeucd4JxzvD/MJLRt/RIximAIQBqat1Dc2lw4uDN5zXfiiUipGTO852uKZ++8k/pv+Oyz+A3lTPfhc6mKRX6UikLjy8eRiTufg0xW8QTp2iNGALffnvqtt+uuPOzj2I1N4ZOSngxIpXnzgGuvdZcvYuiQgkEsml87VTHx5NM04KmnaEb81lv0BissBCZPppxEr71pimeFjZyiFhZmfi4kRCDKjSop2SIVhZYfTNz5ODI1whcNl6ICzSGhIRTWEapXwn/IEFr8YqXCwtwjgH1oma3t778Hli619re8nIoaHnooP8/Szjk4APrtoOPIxJ0vU6ZevegJ3Llzga+/pjdZSQndIJg2zXu+prQLGnmWtnnzzM+F1FxCSYmkotAUXxCZmPD1HyqweFnDKLQqFKHfAB0FxWEg0vTtNjXmrP68xkeWZcS0YAHNG6z04YfATz/RPSCv+OpHppVFdOjCxbg0jh3JnY8jEwe+iRMpBuamm4A1a+hN1qMHZcTvtpv3fE3xTIj050PZcAdgPqEWFvlRUga3RJrf+TgycedzkCkGmdGv7rILPQH7zTdooEGD6OdmpbqAWuYo3+rVVPUplb76yju+cugoljp0AeiI8DGNS5sjH0cmTnzhMJ24l5VRHmL79lSms6DAvZrDuXi2225Iq5EjM9+HikJTUopLSt5jWGNtjnwcmbjzcWRqhC8CkRQTUP9XDjsMeOwx68pFZgEQ86MoTyyztf3FFw19TdRnnwEHHMDXM8tYNE6AVm2OfByZuPNlw9SvH+XFr1xJFX7MHMdYzP75hBOe7bEH8PLLsJSuNx4PraLQlJRSS0q6Qaai0BRfkJiY8M0+XuDjZdZRaCedoAGVjW8rCh0RG2POmFuWEdNnnyGtvviCToG4HGZRqSMiUselFSHWMGo5aB3JnY8jExe+8eNpgdH339OTVn360Pel5MHXmGd77gk8/jgsNWgQzSkyPRcy/3YfS0Wh+VVC0Am802039hE0Pi4cfuJzcB+ZvLygALjjDvq8SNReewF33UU/zwPLHONr3RppVVrqLV9dVVlepnFqc+HgzsSNr00bWjFZXMyHqSmede4MHHssLDVqFD0+lOk+lJSUkuWHMcxvfFw4/MTHhSMDvnS/0rYt8NBDQO/e2KbCQvpIO/vsvLXMtnZJCdIq1XyCizdAilg0r6H8eNBx4fATX7a/37073QQwn9rlxpeqvd9+dMHfSqeeSg8dZMOkpKSULO5jmOLjy8eFgxnfniMN3HQD0K5UAHVRaNuXCMw518DYfZu2LWmEbI85Y2xZRkxNmU94ydeUdmJcWsqoZbehuJuWj0xc+AoL6QLJDjvQ97jxpfNs5kzrQaOgADjrrOz34XOpikV+lIpC48vHkYk7nwNMUWiQ0FAbLkYow8106ADcey8V+PjhB6BVK7qGFg4jqTxowCxzjW/MGODNN62HtiOP9HZoixrFgNCxOVwMYVS4G4vm505VTP7h48iUju/CC4G+fYH776daxB07UimIWbPotZkOykIEotyokpItUlFo+cHEnY8jUyN8obDW6Pxi992BF18EVq2ip0q7daM5RTic+3zCh5bZ2t57b1q8tX699dA2ZUrDoY2bZw1i0YoAXdf4APrhoOPIxJ2PI5MbfA8+CNxzDzB/Pl3k6dcPOOEEKm2WDZOaSygpkVQUmuILIhMjvv2PCGPcfga+/kagpnkYA3c0oElrJvM+iBEu3haVVRsuxuZIPE4r15gzH1jWZKYpU+jUwErbb0/zDe6HWWJcWigchYQOgKLucr6nwbEjufNxZFJ89jD16gU89RRw883AG2/Quc/IkcA559A9i2z2EYD5hFpY5EeZpcKEiP/fiTbHEmR28K1dC9x5J/Duu/T9kSPpwkKPHsqzgDBFZBGiho4K6FlvpnVrYOBAuvaUWJkvoJa5xnf++cCKFRSLlqj99gMmTfKWL7G0qCZFckSBHzt182ZakPHSS3T3ZcAAWmW91148+Dh6FnQ+jkyN8R12GF34B+iEPhqlE/FsSq6rKDQlpbikDN544Wb7iy+onOXnn9OKkXHjgMmTlWdBYErBF5UCUoQQgWjSr8diVORD0+ijy/z4ySPLHNlHbS1w9dXAKadQMlOizj2X1iCbEQHcPTNj0ZpVSrTXJHQwjKpdvZouor7/PkXqjhgBnHgiMGRIsA+0IPJxZHKDLxQCzjwTOPlk+p45n2jKoKyi0JSUUkvK7OflnMYIL/neeAN44on4Q1RTpgD7709VEDjwcfQsz/hCtRJDdhJ1+WXScm5ioAAbZJu6apjFjsWc+cSyJjF17EhrAq67Dklq3hy45hr/DW3l0BGN6tv63bynUYIIhNShiQznGXZ35PLlwO23A8uWAS1bAmPH0nyic+dgH2ic2oovN6Z27YCrrgKuv57mEQUF8Qs92exDSvhdamGRXyUEfco53XZjH27yrVkDHHMM8NdfcS+ffZZKqMyfD3TqpDwLApMB1EUQs8QLKlNT+Nq2BZ5/HnjuOTqfDIeBffah+LlmzYCaGh7+xYSGkCEhEYLutWnZtKur6eLpJ59gm774AvjnP6kKzJFHesvH0bN84ePC4QWfkpJSstR4kV176VLgpJPi3ysro0VGb78NzJtHFxi89oabZ35jsuCTIgTDKHA1SsDnljm2j2HDgEWLgCefpAcWOnakNcj9+vnPs5jQIAxAGhp0SB5QZvvPP+kmZ3k5tumdd4AlS4BHH6Wo3SAfaEHk48LhJz6rnykpKSUrn8eIbPnuuQe44464h+XlwEUX0UMLF13kPR9HzxRfEpM5N4kYRag1BGJC44TnOUdjTMceC+y2G/Dyy3S7sFcvOu0tKeHBl0vbvKcRMYpQJKLZzTPsgvr4Y6o6b35PSuDpp4EPPgCeeYYeAOVgGseOVHzet+v/XwhaVGTHPnwutbDIj1JRaNnz3X138qIiU5s2AbfdRqsOlWe+ZwpBIGpoDV4SidA5y0cf0fdGjwaOPlpZ5jZfaSkwdSqdxJv9wokvHLaIKHA6Fs3uTl28OHlRUaJuvhk49FDqCD8fdByZuPNxZHKTT4hAlBtVUrJFKgotu3ZtLT2pZBgNPf3+e8q/OvFEPj5x8MxvTCn4DNCF+z836rj/fuDrr6lU/gEH0AJ5ZZm7fD16AKedFv9+uvkEZ88iho5IUSdouoQW3grdKPMeymw/9FDyoiJT1dU0n3jwweAfaEHi48jEnU9FoSkppZaKQsuer6IieVFRop5+mi5UDxsWfP84MrnEt3xFGPMfMrDmD4GOvcOYfqiBfv0a/91oUSmkXgojXExVVKGhMKwj6vJ1dT91aTqmQYOAv/0teR7B8R5Fpm3znkYoDJRFdOhCwggbTY9IswuqtpbKQhlGw7Hujz+Axx+nMrQcTOPYkYovuEwBmE+ohUV+lJT5W4IsV7433kjt62uvAf/+d24lR4PomQ+ZYrIIMGRS2cr166lYVWIE19tvAy+8APznP1SJ0Q286mrgvffo4fYBA4CePVlYxr1LPeMzIwpyKiHqhWmvvYaUqqoCPvwQGDPG353KkYk7H0cmN/lUFJqSUlxSqvEim/Z33wG//JLa19dfp5XTXHzi4JnfmFLwxWQRli+XOGx2cgTXyy8DRx0FXHqpe0jRKFXsiUTovlP37iwtU0xNbG+s1GFoOgCg2Km5Rjbt119HSn30EWWGh8Pe8HHvVI58HJm486koNCWl1JKSbpD5KS+IC98rr6T39rXXgJ12Cr5/HJlc4Hv8SYFLrgI0SAAC8iNg4TyJq68SmHSw9e9GoSMii1EeAQpDrWyJPFu7FvjsM7oNtscerC0LHJObfFGpIyJ0VCCDiDS7oH77jcrLptKiRcDMmfxM49iRii9YTFLC71ILi/wqIeKrPZ1su7EPN/lisdSe1tTQV+WZ/5kMoH4U2nXXJS8qMvXpp8AjjwCzZzuPt3w5cO65VFXe1G67EVuHDv7vxqDy2VJC1G3TzP83Jq6dWl1NE4wXXqCnuXbZBTjiCMpf9orJ6z4NMpNdfFLSXVZzpWj91ygpKSUrn8eLbNvV1ek9NecaXnvDyTM/Mlnw1dYAc+YkLyoy9eSTwIQJwNChziO99BJw++20uMjU0UcD55wTfz6GiWWec3Bnqs8nocEQ4BOL1tj5k9fGNva6ykqq/LBkCT0xveee9KSRrvPg4+iZ120OHGapgpYtUzMpKSklK5/GCDv4GptPmDcc88E/Lhwu8f2+RuCqq4y6WxYCALVrIHDJJQb2GA2UtGz4u9IIISp0xARg5Bh5VlNDz9U/9RS2SddpnnPQQews49iNvuXL6P6GHTtsTIbB3zSzstKXX9IDFRMmAAcfrA60fOHL9nc2baIK8ZqW/fuDuVgsLBJCHAZgbwBDAAwGUAzgMcMwpmaxrS4A/g/AeABtAKwB8AKAuYZhbLAN2kupKLTs+UaOpIggK+25J21PeeZ7pvpRaNXVwMKFqd9Sr7xCpfSdxCsvp+qOkUjyvpctAy68EJg/39/dGGQ+qxKitkcV2G3amDHAggXWB3zz5sCIEXw7taYGOPvs5Kekv/iCZr0PPkiP0gTxQMtXJjv4pAQuu4zutlZXUzbNCSfQoJv4eiECUW5UyVpqPpGhVBRadu2ddgLatKHSk1b6+9+994abZ35jsuCLhkvx3+XN8e1vqT9DFi4Edt/dWaQPPwRuuKHhvh9/nBJuTz2VjWWec3BnsuIrDOsoMzo5M9fIpr3PPsCjj1of8LvuCpSUeG9aqtdFo5S9/eOPceZPPqFzxcceI/Z8O+g4MnHi+/VXmk988AEdL717U7TppEnJr1NziUBLzScykIpCy55vn32Ayy9P7a0TGbsc/ePI5DDfwjcNbIFAJcIoggEjoS1jAq+9H8aU/en10XApInVLkGrDxdgc0bElDBRpuWHcc0/yoiKATpsuuQTo2pWiwRhZxrEbfcvX5Ig0u6C6dKGojlWrrMe6sWOzu8ftlmkrV1Jp4srKOPMHHwDvv0+T8sJCdaAFmS8bprffpshws1LXqFHAv/5F84rE1wdgPsFiYRGAi0An7BEAvwHol81GhBA9ASwF0A7AiwC+A7A7gNMBjBdCjDQMI8VVYB9JSv+X+/KKb9YsyqGqX7lICODkk5VnAWGqH4VWWRkvSGWlDRviD4Q4hTd/fsNFRaaWLqVqRt27+7cb84XPLCEKALosBgQQgsg9Is1u0/bZB+jVC/jhBzTQgQfSvjIpWe1mp778snX0QlUVrcJbsCD4B1o+MeXKJyXdOPr+e2zTX38B11xDKzpPPTX+ehWFFnSp+UQmMt8/+TRe2NGuraVxZe7chp5uvz1w2GHuRUL4xTO/MVnwRSDwc1kx0n2ClJU5j/TAA6n3/8gjwPHHs7HMcw7uTKn4EucanseiTZ8OPPsssGULGmjaND6mWb3u2muTFxWZ+vFH4KabgIsu8paPo2det73k+/VXunGUeMFm5Uq6EVBYCIxB7G0BAAAgAElEQVQbF/8dme6TQCkAUvOJpkpKukGmotAy5+vYEZg8mRa71teIEbR4125fOfrHkclhvsoNElrdYqFQXRRaYnvjXzrK6q41R9Ecf0WLIUQ87ixXpJqa9POJBx6gw4+RZRy7MRB8aSPSKjdC12TuO4nFgDPPpOsn9VVYCBx+OF/TADoPTFxUZGrRImDvvYH993eXyY8Hmp/5MmVatAg44wwk6Z136OGW+fOBHj3irzePMR+rwGuAOp0JoA+AVgBOymE7/wGdtJ9mGMZBhmGcbxjGPgBuAtAXwL9zJuUiIegE3um2G/twk69fP3rqbtiwuJdDhtCZ09ChyrOgMBlAYhRay5bADjsgpQYOdB5v5crU+zd/7vduzCc+CQ1RoSNq6IgYRdtiC9iYVlBAEWJWWrAA2LzZW7507VdfteYG6CmHVavy50DLF6Zc+F57LXlRUaLuv5/u9JqvVwq61HwiU+XbeGFX+5BDgOuvTz65HDMGuOMOqoLBwRtunvmNyYKvXyO3FgcNch7Jar24qc2b44W0mFjmOQd3pnR8ibFonkHFYtaLigBaycbNtMR2qsqtAJUr9pqPo2cc2l7t+4EHUj8Fduut9NrE31EKstR8IhsFfYxwgu+yy6gqWuvW9P+WLWlB7y23OOcrF5+4MznIN3BnAaBhFJrZ7jcotO1ac9TQbEcqKwM2bkRKrVzJzjKO3Rg4vpjQUGuIhPsbIft2smkTLFVdTXniXE37+ed41Rkrvfoqv4702rMg8mXyultvhaUqKiiBo/7v+lwsKhYZhvG22RZCZLUNIUQPAPsB+BnAHfV+fCmAWQCOFUL8yzAMi6WGPpKKQsuNb489gHnzqPpFixb0Pa+ZuHvGhcnMuW9ku/Wj0IQATj+dFklb6cQTUyPYZVnHjunf1t27N/1tzbEb842vMKxjs6Fv+37aEqJemLZ0KfDnn9YHW2UlVQSaOZNnp1ZVpX+zxGL0ZsmHAy0fmHLl++ST1MdKbS3lYI8bR68XIhDlRpWspeYTGUpFoeXWPvJIYOJEukhQWkoXxiorlWd+YGrifCKRLxTW0Lkzdfv8+Q3fTiUlwHHHOT9Fb98eWLPG+i3drBnQtm1+dqkfmRrjYxGL9sILqT9DPvkE+OknoG9fPqYlts2HKKwUidBnYL4ddByZuPD973+pj5dVq4CtWylOXAg1lwi41HwiA6kotNz5zjgDOP98YO1a+v3ttqPPKC58HD3jwgdktd1RYw306C3wycp4FNoGlAIQ2G0YMGDPYpRXxq81hyL2Wta2Lc0ZUqU6dOiQ2/Y5dilHJm58DSLSijRoeob3NVK1n3469efIk08Cp52WHCnGxbStW9N/BlZVJTNw6EivPQsaXyZMlZXW1XJN/fe/ya8PwHyCxcIim7RP3dfXDcOoTfyBYRgVQogPQCf2IwAsdhvOVknJs9wX93Jk9duhEFX1iEb5MHH3zCumhQuB++4DvvsOKC6mUoNnnUW/Z/F6IUMogkR5pQ4p6YR8wgRg3Trg9tvjhVzatqUM4YED4xXonLLsgAOoeIaVunYF+vf3dzfmO1/aEqJNiTCwG6qxElm//MI3Cm3wYGDZMmtuXac3TL4eaEFkypWvoJHim0LEB3gVhabUuNR8wmwHcbywux2L0UMKNTV8mLh75hVTdTVw77108fLPP4HOnYGjj6bssFisUb4YJKQEzjmHLsY/8UT8nsJOOwFXXEH3nO2cVlq1Dz4Y+OwzWGrSJGLzOokvnw8zu/msIpiLEIPuFmC6i6MALSzacUdeppntXXdNvVhk8GB63zv5ZuF40HFk4sLX2HwiFqPXCEGvV1JKr/yYT0hJJ0MqCi13vhYt6KEo9bnEq12fb8MG4J57gBdfpJ8NHAjMmAGMHt3k7RbWSNx/p8CFlwHvLhGIIQSJ5thtdDHmzAU2VDlrWUEBpfA9/zwsddBB8Y+5oHQpRybOfFGpY2NlK8S0DO9rpGr/8gtSavNmoLw8XrmNk2ndutHYnKp666BByW8Wbh3J/UDzA18mTLEY0qr+hRrz2PGxuESh2aG+dV9XpPi5eZe1T1M2JoT4xOofssxXtl1CxK9mOtl2Yx9B4+PC4Se+dD+bPx84+2xaVATQqqAnngCmTaNB2OJ3NcQgjFpokEmbnDIFeOst4PHHgcceowSdsWPdsaxHD+Cii9BArVsDN9wQv07l525UfNRuWEK0iREGdoJ06YK0Mn/OxbTE9pFHAq1aWXMfdxwtDlEHWrCYcuHbd1+kVDgM7L57/PVKSo1LzScS21zGBT/xceHwE58b+7jgAoqWMKs5/v47cN11FEPRRD4h6LmUSy4B3nmHknMWLKC1Sr16uWPZgQdSEb766t+fFj3lU5cGgampfIkRzBIh96C6dkVadenC17STT07NPXu293wcPePQ9mrf6eYTw4bR3DTxd5SU0iu/5hNA8McIxZdfTFZ8VVXAP/5BNxQq6wqNffklxSO89FJG223f1sD99wELFobw4AMFeOMdDbfcQgWr3LDsvPOsI54PPpgWFgWxS7lw+IUvamR5X8OqnW4+0aoVFRDgaFrLlvSeT8U9ZQr/jlR87jG1bg3ssgtSasyYhr/rcwWpYlHdxy9SBDdu+35rF1iclYpC48vHkYk7XzqmaBS4/nrr98G33wKLFgGHHdbgd3UjAl3EYIQNbK63SU0D9tyz6dVl7bRs6lRgv/1oHlJWRg83jB9P5yN+70bFF283KCHalIg0u6EmTAA6dQL++KPhe6eoiGaLnExLbHfpAjzyCHDppcDnnxOzmTd/6qnqQAsaU658++xDd1kXLWp4rM+dS1dnzNcLEYhyo0qOSs0ngjxe5CMTdz43mL7+Gnj5Zev3wVNP0aLlnj3T8oXCGkIJP2rXjmLJwmHnEitSta+4Ajj2WODtt2nfI0bQgiOzWlI+dGkQmDLhS4xgDoWjgIHMY5ezaU+fDjz4IP2/vnbfHRgwgK9pY8cCN98MXHttfD7UsSNw8cVUWcBrPo6eed32km/mTBpU61fp0nXgwguTf0fNJZQaV37MJ1QUmuILIlMqvkceSV3J8aabqBJqE7YbhQYJDUa4GK16CjTvqaEwrLt6j6K0lNKp3nyTkm0LCui0ae+9ac1U0LqUIxN3vlCRDqlneF8jVXvqVODcc63fO1OnxqNmOZp27rn09cEH4wsKd96ZHlDq2pV/Ryo+d5nmzAGOOaZhjF6PHsAJJyS/PgDziSAtLGpMou6r0ZQXG4axq+VG6KmANMvPXJCU/Mp9edHmyMeRiTtfOqZPPonnlllp8WKq4ZliH2ZsASfL2rUDTjop/hkSjSZXTvRrNyo+63aTI9KcgLr1Vnpad906bNN229FFdl3nG4UmJZ10zZ8P/PAD3TXr04fKRlZXx7nVgRZvr19PN01/+gkoKaFxsXdv7/vRLc9uuAEYOpTqOZeX0/EybRpdGUnMpVFRaEq5q+5gyoP5RFDHi3xj4s7nBtNbbyGtFi+OP0mZgs+OOYVd7aoqqrw+bFj8I66xt3PQujQITNnylUOHJluhQBjogHJnY9HatQOuuQY4/3yKaDHVowct2OFu2ujRdC64ejWVp+/ZkyINnM4s5HrQNca0ejXdafzrL6BvX2DixMyjKfzqWcuWVBX7rrvoTmssBuy2G3DEEVSSLmDRBUqeq+7g8/l8Qkq6Qaai0BRfkJhS8aWbT5SVUfxq376W24pKASlCMFCADbINag0BieJtpyOaB5bV1lKxvgkT4qdFVY3EsPm1SzkycedLZLK6r5HRHGTcOGDFCuC++5CkffcFTjyRv2kzZ9ICqN9+o3sp3bvHb+hx70i3+QBg+XIq67xlCz0BNXo0+caBz2nPevWictYPPQQsXUp/9/jxdH+iRYvAzSeCtLDIXPG/XYqft6r3Ov8qGgU2bqQT+HCYPvmdaK9b5/w+gsbHkYk7XzqmSCT9eyEWo5vIKfYRDZdiY55ZxqGt+KzbNVUaQoaELCpCKBJFATS0D0egV210BqptW+DRR4Fly2iBTrt2wKRJ9PM07xtWphUX02KQmhpaZMiBiZtnv/wCnHJK8nh57730RPaYMfnj2YQJdMKe+P2KiuTXKCk1LjWfyIfxIp+YuPO5wVT/ibH62ro19XlRHZ8dcwo/WRY0Po5MufCZc4pQOITiKgnNqIYejjoDOHw45f59/jl9f4cdqFpROOzONSk7TOvUidqbNtFDCtz4OHi2cCEtFkvUbbdR9ehhw7znc6s9fTpVsUtkqv/5UFrq1JmZUnCUH/OJaJSuQdSfcwd5jFB8wWdKxVddnf79sGWL5XlRNFyKP6vCqDUKECsqQkVEICY0NGsZfMsUk3/5UjElzkH0SgHAQFFY0n2NdBuePZsW+y9dSosqBg2iPL5olvMXL0zr3p3ajVw38LzzvPKsspIqOS1cGB8Xn3uO5o633BKfj3HqUyc8a92aKhfV/34A5xNBWlj0fd3XVBnFveu+rnCBxVnpOlUkMAxq67pz7ZIS5/cRND6OTNz5UjHtsQdVWNmUYr49dmzav0fXdZTkmWVc2oqvYVvqOgxDR60OSE2nRUa6Bl2Hs1CHHkorobeBSP+Y5kcmN/liMeCCC6wXYV5+Od0M6tqVr2crV9JTK59/TifYe+9NJd2Ki53Zn1nGVEkptdR8gut44Rc+jkzc+ZxmGjeOFkak0vjx6RlKSmDXnMIvlgWRjyNTtnzmnELqGgxdQhqArktnAYcOrdt5lvMIr01TfKmZ/vyz4aIigG4QzJ1LFXw4e/b22xRR89NPFHd32GHAwQfTk8FOMSkppVd+zCcS3wucxwivx1hObY58HJms+MaMoapEVtp+e2DXXakMUL3fl1oparRWiAkNhqYjpAGFeWKZ1xzcmbjzWTElzkHoB4CmR6HraHzDgwfTgiJdt2c+4RfTOLWd5HvzzeRFRaZ+/hm44w5K1eDqn5TAU08Bzz5LC4AGDKDs+b59nWXyuYK0sOjtuq/7CSEKDMPYVqtZCFEMYCSALQA+8gLOVmkaEArRCs9wmA5GJ9ocsw2583Fk4s6XjknTaJWnVRbr4MF0wUjTUu6jKGygDSogQZnF+WAZh7bia7wdMXRIoWNrWIOEDhSFUaQXZJZTnG+m+YHJbb5ly4A//kh9vrBgAXDGGTw9+/RTKidrRmuUlQHz5tH3n3vOmfMcIQKRY6zkqN6u+6rmE5zGC7/wcWTizucG0+DBFGfz1FMN3wfHH0/RoY3whcIaQnlkWdD4ODLZwVcY1lFmdIIuJLTwVuhGGS9AjqblM18qJqubAKbWrgU++4xumHL07O67Kebb1IYNwP/9H/D991RtyQkmNZdQalxv130N9nxC0+hmnNdjGJe24gsGUyq+I4+k61QrLNYDnn8+PRQdiQBCIBouRaQu8bA2XIxoRM9LyxSTf/kaYyoM69hs0HEdCkcBA9BEzL17Gn40zeu203zPP5/6fOH116nqG8frj9XVwFlnAe+9F+ddsoT+XXopMGWKM/sOwHzCdwuLhBAhAD0BxAzDWGV+3zCMVUKI1wHsB+AUALcl/NpcAGEAdxuGUekmryOSkmeOIPecw3xl4s7XGNPkyfTB8uCDwJdf0sn65MnAqafSYGxmUlr8ro5y6LIIMHRUQM8by7xuK76mt8uhIxrVUVOpo1QzUIIIhNShCQkdLmXV+800zkxu86VbVATQzYDEMZKLZwAtGq3ddo01rq+/Bh5+mC7c2L3voqL4/pXyWmo+AXoveD2GcR9jg8DEnc8tpksvBbp1A+bPB37/nUqZT5lCC1ybwBeDzDvLgsTHkckuvqjUERH0xKMuiwEBFCEGnQsgR9PylS8V09q1SKvVq4GBA/l59vvvyYuKEjV/PnD44fGFo3YySZneL6W8Ud7PJ6Ska7KVLl234jiuKr7gMaXiKygA7r+fKm6/9BIlK+yyC/CPfwB//ztQWYmoFJAihAo0x1/RYggBaHlsmWLyL18mTOXQoclWKBAu3tPwu2lB5Fu3Dmn1xx9A+/b8/HvjjeRFRYm6/npg4kRn9i1ler98IBYLi4QQBwE4qO6/Heq+/k0I8VBd+y/DMM6ua3cG8C2AXwDsUG9TJwNYCuBWIcS+da8bDmA0qMToHCf4PZEQdALvdNuNfQSNjwuHn/gae93o0cCoUfHydIaR3E73uwZQ96BAXlnmdZsLh1/4ooaGWkMiYhShSEQhDQ06JB9AjqZxZXKTr1cvpFXv3jw9++kn+pdKb7wBHHWU/ftWCrTUfCILeT2GcR9jg8LEnc+NfTRrBkybRiWtE+cQBQVN5vPaJrctCxofFw6n+CQ0QOiAQTexdG6AHE3LRz6rn/U2U5lSqE8fnp6luglgavFiYneCSSmwUvOJLMVxjOAyxnJqc+HgzpSKr1Ur4IILgH/9i75f776EFCEYRgGihqYsY8DBnYk7Xya/ExMaQm7f0+BiFHcmt/h69aLYMyu1bBlfVMTNv8WLrZkBWuz06ad0X9qJfftcLBYWARgC4Lh63+tR9w+gk/Sz0YjqngoYBuD/AIwHMBHAGgC3AphrGEa5bcReSkWh8eXjyMSdz2GmIrrMilA4ijIj8/KjeWiZ4vOgHSrSIXUdoTBQFtGdjzQIgmkcmdzmGzoUGD4c+PjjhucK220HHHZYMgMXzxpTba2KQlPKRmo+kYlUFFp+MHHn48hkwaei0PzNx5HJbj5HIwk4GsiRiTtfKqZDDwXuuQfYuLHhucKwYTTXqIt3YeVZYzKM3OcTKgotH6XmE02VikJTfEFkypIvGi5FBZpDQkMorCPk0MdmgCzLaybufJkyRQwdUrh4TyMIpgWN7x//AN580/p84dhjgdLS9PMJr/yzSlJIlFP7DsB8gsXCIsMwLgNwWRNf+zNg1h+x/PmvAI63g4utpAxGibQg8nFi2rgR+O03oFMnnnwuMenRKHQhIKFDSp0bHkfLFJ/HTImRBsVcYtFMwJoaysZ99116yn+PPYB99vHeNC4d6QXfjTcCp50GfPIJtqljR+CWW4Dmzel13Dzr2hVo2xZYvx6WGjHCmX2rKLRAS80nMpSUPMawbNsc+Tgy5cq3di3lzrdv78zf5hPPVBSav/k4MjnJlxhJ0AHlucei2Q0YiQDPPw8sXw6UlAD77UeL5b1ksrvNkS8VU/PmwJ13AmefTfFipnbZBbjuOr4xR7vsgrTafXdnmKRMv18lX0vNJzKQlHSDjOsYwWWM5dL2im/rVuDXX+mzpl07uo7oNZNNnkWhI1IXQxt1MP6MQzf6mY8jE3c+u2KaHbunUVkJbNgAvPgi8OOPQIcOVPU+XdQWZ9OCwDdgAHD55cBVVwFVVdimQw4BZs9u/FzBK/+GDwdeeQWWKigA+vd35jxHSut9+kgsFhYpZSEh6ATe6bYb+wgan9ccGzYAV1wRXyVaWAgccQRw5pk8+Dz0jDme75kUn71MEhoMAT6xaFu30gKWjz7CNj33HF3Uve8+Gmu8No1b2419tGkDPPgg8M03VHa0pATYbTcqNSolT8+aNaPPpAsvRAO1bQscc4wz+1ZSUkoWhzEslzYXDu5M2fB9+y1wySXAl1/S90tKgFmzgOnT89YzrzF8aJnnHNyZnOQzIwkkQvbEotkF+NtvwIwZwB9/YJseewyYOhWYM0d1qldM/fvTwyNLlgDr1tH/rSKVOXnWowdw0EHACy+ggUaMAP72NyAWc4ZJSUkpWRzHCE5jLJe22/t79VXg2muBNWvo+z16AOedB+y9dyA8k0YI0boYWqfjz5qIxKLNhYM7E3e+XH/f0XsaH39M84ZYDNv0wAPA1VcDEyb41zS/802eDEycSA+jb91Ki3batuXDZ9WeOBF49FFg5Uo00LRplAbh1L59LrWwyI9SUWh8+bxm0jRaBfr99/HjpboaePxx4K+/gCuvzFvPso0w8LpL/cKk+OxnKgzrKDM6QRcSRtiAMCrsizTIBvD++5MXFZn69FPg3ntp0ZHXpnFqu803ZAgwciTP0qKJ7Y0bgaefBr74Ath1V7qxZF5o2ndfWmzUtaszkQvm56SSkpKKQssXpmz4fv+dylVHIvHjZcMG4JpraNHqEUfknWcqCs3ffByZnOYzIwm2hjXkHItmJ+DcucmLikw9+igwZgxdgFad6h3TXnslHEQuxJ9l69m6dcBDD9G8YsgQ4KefgE2b6DWHHw6cfjptL9e/QUWhKSmllopCU3zp2m+/TQ+TJerHH4ETT6QFoX36+NazKDRIaNga3h6bI/q2X3Eq/kwdZsFj4s5nV0yzI/c0qqpoPpG4qMjUnDmUrLDjjv40LQh8paW0uMv8flPPxb3w76uvgCeeoEpXoRCwYgXdR+/SBTj+eFoo5RRTAOYTamGRHyVlMEqkBZHPa6ZFi5IXFSXq9depCkSmZcYD4plABZrHBCQ0VELnhsfRMsXHgMksIVoBQJPCvkiDbACffRYp9eSTdIGAg2lc2hz5vGb68Ud6Ir28HEmaPBm46CJgyxaqiuFUOXUVhaakFJeUvMeLxtoc+TgyZcP3wAPJi4oSdcstwKRJ9v2dPvFMRaH5m48jk1t8ibFoJYhAZBNJYBfgzz/TE8apNG8eXavw2jQ72hz5ODJlw7d4MfCvf9GF+USddx4tiq2podfbMZ9QUWhKSqklJb0PVRSa4rNq33YbLGUYwM030z8fehaFjrWyDWoNAZnBvQW/dmMQ+Dgyceezi8mRexqvvkqAVqqpAV56iaqj+tU0xefO/m65ha57JSocBu64gx60kJIeYNB1ZzikhN9V4DWAUpYSIj6RdrLtxj6CxpfuZ9XV9AF38sl00ePOO6mSkF37/uQTpNXnn/Pxqame2dTWEKv7KjniBYJJ8TnLFBNa3eQ15A3g+vVIqQ0b6Cs307xuc+HgwjRnTsNFRQB9Li5Z4jyfkpJSsjiPF37lc2MfGzdSBOmMGfTv6aeBaNQ+vuXLkVLl5cDq1f7zzAY+rzF8aJnnHNyZ3OIz5xARo2hbJIEngFbngIkqK+NjGvdODRJTJnyVlVTd1Px/oq65JvNjKFsmJSWlZHEZI7xuc+FoCt/q1cBVV1FVhjPPBN56i35mx/6kpFjlVPrkE396ZlD8Wa0hEBMaFyR2bS4c3Jm489m9XdvuaTQ2nzDvXQTBNMXnTHv58oaLigCaZ/z73+4x+VyqYpEfpaLQ+PKlY6quBk49FXjnnXhfLlsGPPUU8PzzQLt2uXO0apX+2Ckp8ZdnNrb1cCFKEUHEKEIhPzyOlik+Zky2RhpkA7jTTsA331iPLX360GcTN9O4d2o+Mf32W/qb1QsX0lMBTvIJEYhyo0pKtkhFofmT6c8/Ket99ep4Xy5ZArz8MjB/vj19WlSU/thp3dq+v5NjP1rwqSg0f/NxZHKTz5xDhMJAWUSHLiS08FboRpm7gL17A4WFdF3ESoMGNf06V753alCYMuV74QVg69bUn09vvEFVup1kUnMJJSWSikLzL9/HHwMzZyZXTFi8GJgyBbjkktz3V10NNGtG1UOsVFREn/c+8SwaLkUEAgBQGy5GNCH+TB1m/Pk4MnHnYx3TPGBA+s+mgQODY5ric6a9YEHq42f1aopEczquMwDzCbWwyI+SMpglyILAl45p/vzkRUWmysuB888H7rord46xY4Hbb2+4D4C4hg6NTxz84JnNbSFDKIJEeaUOKXVueBwtU3wMmWyJNMgGcPp04NxzYanjj+dtmhdtjnxeMqWreAVQ9T6n+VQUmpJSXFLyHS+4j2deMl11VfKiIlOff05zgJkzc+cbO5YefrDS4MFAmzbxsdQPntnAp6LQ/M3HkckrPjOSAACKmzqHsAtQ14HDDqMI5foqKACOPJKnadw71c9MmfKtW4e0WrvWeSYp0zMoKeWLpKQbZCoKzV98NTUUHWk1lj3xBLDPPsCee+a2v5oaYMwYYNGihvsAgPHjfeFZNBKD1EKoQHP8FS2GEIDmMR5zy1jycWTizudWTHNWsWhDhwI9ewKrVqGBOnYE9t7bvc8l7h2p+KzbZWVIqzVrgB12cJZJyvQMPpCKQvOrhKATeKfbbuwjaHypfpZuNeSHH9Kgluu++/alSAQrXXQR3VTl4lNTPLO5rSEGYdRCg+SI53smxeceky2RBpm2x42jRZCJq6oLC4EzzgAOPpi/aYrPW6bu3dOvyB8wwHk+JSWlZHEdL7iPZ14xxWKpL9ADNNewg++QQ4Dhwxtuv2VL4NJL/eWZjXxeY/jQMs85uDN5ySehZTaHsGvnZ59N84ZElZQAt95KNwk4m5ZpmwsHd6ZM+Bp7Sn3nnd1hUlJSShaXMcLrNheOdHzLl9MizFRauNCe/Z11FtC+fcPt9+gBzJrlC88kCmEYBYgaGhck7pax5ePC4Sc+J/eRUyxas2YUfzt4MJLUpw9w993x685BM03x2dfu3x9ptdNO7jD5XKpikR+lotD48qVjqqxM369S2vP3nHUWsOuuwDPPUPRMz5500t63LzH4yTOb27oRgS5iMMIGNvPD42gZe76KCrrPVlLCk88pppwjDbIFPOUU4NBDqXSyrtOJfKtW/jBN8XnL1KYNVb265x7r85pp05znEyIQ5UaVlGyRikLzH1NFRfo+raiwp081DXj8ceCRR+jmwpYtNLeYNo3mE5GIfzyziU9FofmbLx0TAFRVAbW19DpufE61C8M6yoxO0IWEETYgjIrUkQR2AmoaLSL65z+p0lrbthSBpmn8TfM7H0emTPn+9jeaf37+ecPPwB12ACZPBqJRZ5nUXEJJiaSi0PzJlyqO1FRVlT37694deO01utG/ZAnNUUaPBo4+mhYcRSKsPYtCQ0W4FFLfHqGwjpCN0598OMy85nCbqaaGbrkVFma+r3z0LOdYtB12oGSYn34CvvkG6NwZ2GMP6oSgmqb47GsffTQwbx6weXPDz8ADD6QFsE5/RgVgPqEWFvlRUgavBFOVheYAACAASURBVFm2fIZB1X62bKELUhyYUnk2aJB1mT4AKC0Ftt8+XgYtF45YDBg5kk7YzYsqmkZtjn3qAZNABZrHBCQ0VELnhsfRMnZ8334L3HQTrW8BgN69gdNPB/baiwefm55lFWmQC6CmkdHmuGLHuMX1QAsan9dMp51GN76feALb1KkTcPXVVLJ240YVhaak5Jak5D1eNNa2k2/DBuD77+lK4JAhPJis2qEQXaT/5RdYavBge/kOOYQWE5uf90LYX1bcJ8eZikLzN18qpgULgDvuAH7+mf6/xx7AnDlAly48+Jxum3OICgCaFKkjCZwAbNMG2Hff7OcTHA807nwcmTLli8WAW26hatxLlmCbhgyh+YSUzjOZx6qSUr5LSromr6LQqL1yJcW7d+pED/gWFHjPZOVfz55Iq4ED7evTFi2Ak04CTj7Zej7BtE+j0LFWtkFZpUBI1z2PP/PT24Ajn5NMNTXAnXcCjz5KlzObNaM1zhdcQOsRvObj6FliOzEWrQQRiExjmnfckcZcIWhRZD6YpvhybxcV0UPPF1xAi9NMHXAAcOGF7nxGSQm/Sy0s8quEoBN4p9tu7CPb9uuvA7fdFl9dqGl0snr88d7ypfrZccfR1ctYDA00ezbx52ufurw/DTH6KiSi0LnhcbSMFd9PP1Hhk61bsU0rVwKnngrcfjtFefvRv1x/PzHSQIfkB8jRtHzk83LfhYV04j5rFr1pmzenC1ctWtBJtdN8SkpKyeI8XrjBV1tLNygfeojaAN3svvxy4O9/5zfGFhTQ+DlnDiw1c6Y/+5QLRyN8XmP40DLPOdIxLVwInHMOkrR0KT3A+OSTdI06nzyLCQ0hQ0IiBJ0joF+YuPNx4ciFr6QEuO8+YMUKYPVqemq9Wzd3mZSUlJLFaYxwu71pE3DeecA778T96NsXuPZa+uo1X33/2rYFDjuMUg7qq7SUqjW4zcTBm4S2NEJ1MU0aCnkgcbeMPZ9T273ySuCxx7BNNTXA88/TKcojj9AlUOVZ+rY5B4kYRSgS0abf0+BiFHcmxWfd3mkn4JVXKB60vJwKgrRu7S6Tz6UWFvlRKgoN+Ogj4N//TvZFSuDmm4HttgOmTOFXtq1fP4oVOO884McfibmoCDjxRFrB70a5Po596gGTHi5ER5RBQsPWsIYyQ+eEx9EyVnwPPpi8qChRt99O82C/+WcHU0aRBtw6NShM3Pm4MHXsCPTq1TBOR0WhKSm5JxWFBtx/P/DAA8m+lJVR7Oezz1L2Orcx9tBDaYHRNdfQY5EAlf6++GJaDJUupoxjn3JksuBTUWj+5qvPZBiUxmWlTZtoyj5nTn55lhhJIEGVUIvCBsUscwDkaJrf+Dgy5cLXuzfQp0/dAexQRo2KQlNSSi0VhUbt009PXlQEUCXUmTOBd9915/5Npv5dcgk93PXEE/FotF12oYcr2rXL2z6NQqu7T7A9ohEdIV54HC3zBZ9TTGvWJC8qStTXXwPvvQdMmKA8a6xtzkFCYaAsokMXElp4K81BOAByNE3x2dceOjThYHTxHkUA5hNqYZEfJWXwSpBl2r733tT+3HMPle73gq8xzwYOBJ57jiLRYjFgxx3pZN6tcn0c+9QjJj0ahS4EJHRIqXPD42gZG74PPkBKffcdndynKzlqB191NfDll3Q+MHAgFTrg4FmTIw24dWpQmLjzcWRyk09FoSkpxSVlfo8XsRjNGaxkGFQN4eqr3WVqavvgg6k8o1n5bccdqe56Y7EFHPuUI5MFn4pC8zdffaY//kidKAhQ5SLzdMFJvkgE+OYbGnJySWG0s10OHdEozY3boIJilis3QtdcMCSTNscDjTsfRybufCoKTUkptaSkD7B8jkJbsaLhoiJT69YBTz0FHHQQD9ZE/wyDyjb+8590EbWkhBZrZhNNGpA+NePPqFKRzg2Po2W+4XOKaelSpNXSpZT66zTf+vU03LRpQ89wcvassbZ5TwMAzUFSxaLl04Gm+ILJJCX8LrWwyK8Sgk4EnW67sY9s2t98k9qbNWvoUcN27bzha+x1BQVUqUHXaRDhxsfRM4fbzPF8w+QWn07nmClVWOgs38KFwA03UHw6QCfv//oXMGkSL88ajTTwGjCoTNz5uHB4waekpJSsfB4vzPlCKn33Hb8xrP7J0IABmc8nuPQddyYLPq8xfGiZ5xypmEIhpFUo5CyTYVDFpEcfpXt4AN3Pu/JKSk3h4lk8ZjkEnQtUYpsLh5/4uHD4ic/qZ0pKSsnK1zEi3b0JAPjqK3oggAOrlX+tWtHKZk5MHrXN+LOY0DjisWfizufEdhsrOJLJfCIbjk2bqMLqm2/G97nnnsBVV9Fbm6NnTW3H5yBpYtG4HFzcmRQfXyafSy0s8qNUFBrl/m7YYO1PYSGtts+nsm1+5vOYqShsoA0qKDs5rHPD42iZ53zjx1N6iZX+/neKDHcqCeS994ALLkjeZ1kZcOGFNCxNmsTHs7SRBhwAuR9oQeTjyOQmnxCBKDeqpGSL8j0KrW3b9P6UlGS+/aB7li9MFnwqCs3ffPWZunShqufLl1u//ceNc/ZvuPnmhnOZlSuB6dOBl18GOnXy3jMh4jHLCBdD6jnMI/LlQOPOx5GJO5+KQlNSSi0VhQa0b5/eo3bteEahcfGPAVP9+DNmeBwt8x2fU0yjR9N2zYcE6mvChKbtNxs+AJg9G/joo+R9vv8+pTA+/TTdHuXmWVPb5hwkZSya14AcTVN8/mIKwHxCLSzyo6T0f7mvXNsHHEBX5Kw0cSK9Sd0qx+oXz7jyecykoxy6LAIMHRV15U4Z4XG0LGe+aJRixAoKgEGDgJqazPYxbRrw+uvAr78iSUVFwFlnOZsEcscdSKk77wRGjeLXp5aRBqnKifrpoOPIZAdfWRmVzP75Z6BzZ2D//ekOmPIs97aKQlNSikvK/B4vWrYE9tkHeOsta38mT46PF1zGMK89yxcmCz4VhcaPb9MmKiy23XZU5SdTpgsuAKZObXha0Ls3cNRRmb/9m9qORIAHH4SlKiuBhx+mSqhO+9fUdlTq2Filo0SneYQuiwEBFCGWe9SyHw40v/KtWgU88wxQXk7V7SZNoixv5VnuTPUHDSWlfJWU7l575zhGDBtGTxiWl1t7NGkSH1aO/nnMZBV/xgiPo2W+5EvHtHYtpRG0bQt06JDZdnWdHjK+9FI00IEHAgMHxk8Z7PZs+fKGi4pMffstXeIYNcoZz9xqp41F4wDI0TQ7+aJR4L//Bd59F9iyBfjb3+hJ/9paHnwcPcukbQ4OPpZaWORXCRFfoupk2+7t1tba8zdMnQp88AGwbFmyLz170soCN7xxy7N84POawwAg+OL5hakpfM88Q6X/N26k77VvD5x7LjBmTNP3UVICzJsHPPYY8MYb9Fk8ciRw3HFA167O+vf550ipzz+PLzzm2qdNKicKoHyTwAP3GVi4GKipEthroIGjTzHQf7DDgBxNc5Pvf/8DTjmFTtpN/ec/wNVXAwcdpDzLta2kpJQsv44X1dU0p8h1WxdfTCsT/vgj2Zdx42hhEbcxjPsYGyQmCz6vMXxomWNv/xtvBObPpzYA9O8PzJ0L9OnTdKZBg2gbDzwAfPop3RwYOxaYMYPaTv0Nq1alfrIZoIcvuPRjff8kNEDogAFoQKNRyz+sAu69Q+DjjwzUasD40QIzZxho29lGKA7mcOObNw+47jps04sv0hMwN9wA7LorD2+4eZYpk5KSUrL8NkbU1tJJRK7bCYWAm26iEiH1bxKecw7Qowd9n/N45nXbw32nij9jgucrJu589f9fVgacfz5V+DE1ejTFEidWBWpsu0ceSQuSHnmEzvG33x445BB6SKG62jnPvvgCafXll8Dee9vrmVfttz/Q8PI9wPffaejQRuKQ/QWmHWComGYn+WpqgPPOAxYtwjY99xw9AXPXXUBxcf745+Q+fC61sMiP8mMU2mefUamPJUvo+2PHAqefTguBst3m/7N33uFRVN0f/94kOxPYBEioIoKAAoJ0BAQbFgQbCooooKivhdeuv9fe0Nfey2tXLFgQUVFs2EURBSwoHVFAOgmEbEJ2Nsn8/jgZdjeZ2exudmfOzN7v8/Bwk+zOfvY7M3fmzj33nCeeAH74AfjqK5qEHToUOOOMcPoTr6VI8yofAyYfBIK6whXPFUzx8H34IXD77dHd2ZYttCr35ZcpcUC8n9GmDXDLLRRHaPw+VvmzVPnXrFk4KKq2mjShbcfL4cQ+jUwnqvt1CL0UighB9efsedHOSj/GT9Kxao1AGfzIg44Pvs3Du/NUvDjdj0HdmR9oXNqJ8gWDdDJEBhUZuvFGir7z+6VnDWkL4Yl0o1JSKZEbS6HNng08+yzVDGrUiJ7aXX998uOi/fajukPvvAMsWkSejBxJq4vLyvj1Ydz7WK8wmfDJUmh8+O64gxYXRGrpUprTmz2bEgfEy9StG8Vf+P3R9+/J3MvH2zZWQ1upWTN++9fwL8evYpdOWVB9/mDMUstLlwucfKYf+m4dOmhMsekNHXO+EZg+24/WjZgfaNxPBKv2smXRQUWGduygk+ejj5z3hptniTLJsYSUFMmNpdAUBXj8ceDNNymyYK+9aOHyxRcnv80jj6TJ11dfBdaupWzTo0ZR1LPTfZgb+1gb2rHKnzHA42iZq/lqM1VXAxdcACxZEt2lffUVcOmlFCSUlRX/Zxx2GAXx+P3JjSeS8axZs9jdc9OmDdsPXPbju+8CN9ygQkFbKNCwrqQCqx8rwi8/5eHxF1RkOw3I0bRU8M2cGR1UZOiPPyhbwO23Z4Z/shRaTMnAIjdK09yV7mvBAmDSpHC2Il2nOkY//AC88QY91E9m+xUVdAM/YgRNyApBn+HVFGle5WPAJDQf8qChuEyFpqnc8DhalhTfU0/BUk8/DQwaxN+/44+vO5lh6Ljjks8Cbec+NdKJlgJQNIEsoaMAAYia1KKvPluGtWs0KDVpvHzQ0BhlKKlUcN8twMzXmR9oXNqJ8n32GT30N1NVFS2rnzBBetaQtiyFJiUVlqa5q7948cXoydLdu+mCvGgRPf3LzU1uuzk5tNRw4sTweKK8nGcfxr2P9QqTCZ8shcaDb8cO4PXXYaqdO+lvl13G27NWrYADDqD4DzMde2z4VsVp1lj+1Vdq+aF7BKp3Awo0IGJMsXWjwPOPADdezfhAS5dpdrRnzICl/vqLrpkDBvDxiYNniTIZJ6iUVKZL0+j5vltKoQF0kzBnTvg7bNpE44u1a2kxV7J8hYWUQr2ggBiDQXdczJ1uO8BUX/kzaZn3+GozzZ1bN6jI0MKFNF150EG8PTv8cFpbFQqZf4+jj25YF8RhP+7aRRmkANC5ChV5Ne0F83fii080DD/eQUCOpqWKb9o0WOrdd6n0SCb4J0uhxZQMLHKjgkF6cqbrFOlWXp6e9tatqdnWAw9El0AzVFpKKwX++9/ktr9kCUVKVlQAXbvSVT8/P31+2OlZJvExYFLKKqEhB7o/DzvLVW54HC1LmC8nB1i92rpb+/VX6hK4+zduHFVh/PvvaP599wXGj0/+Ozi1T6vKFfh0DVpeHnyBILKg4NNPNPigwYdK+BBEY5SjObYC0LF6iR9bVpWjdQumBxqndm2+sjK6Rhnle2q/p/ZBVVsbNjT82m+XZ7m59JCucWN6yMaFT0pKKqz6xhOc+tisLFoZZably4G33gJOOCG5z/jlF3p6qKpUImb//fn3sV7i48gU0Q5u3QlN92OXH9jJA4m7ZWnliywTZqZFi8zvxbl5dvXVlLy5rCya/5hjgIEDgeJiPqzx+Ae/Aq0MyIKCZn4NFds0/PpjJfw14whARzn8e9rzPvMD5zE+0LieCGVl9K+ggGaSzF6zYUPsa/9ff9GzMy4+xfIsGKTFFYoCZGfzYNJ1GttISUnRORoIuONBXnk53UREBhVFyhhLtG+f+PZzcynVyYIFlJbwuOPouQ+HfpX7ddNGpmBZCBoUlOb5UBSg8mfZjdngcbTMM3y1mX78MXbX9uOP4QIrnD274QYqBV1bV11FyZ0bMp7gsB/nzqVLTKQ0GFledMz9uAzDDwvyPdC4tQ2+3Fxg+3Z6Xm81j75li/UJEgoBGzdSxj83+FdWRpOSRoAQByZd98R4QgYWuVGqSg8TdJ3aqpq+dkFBw96v67ELfy5YQJ1Yott/+23g3nujt9W9O/D88/Z5ky7PMpHPYSZV1aDqOjQVKOCHx9GyhPlycuhfZaV5V9C0aXJdgRP+vfkmlVr44gtiP/JIegbRuHH821mzhqq5/Pwz3dscdhhlX7bTA1UFNFWFrquoVgFNUeHTNWzUdeysuVlXoCEEFYCOEhQgBBUhvwoUMD3QuLULCuga+OCDFD0HUGquq64CeveOfk+fPrGv/T16pOb6lk7PfD7gpZcoe0hxMQUDjBoFXHFF/J+bTj4jjamUlBSdC/X1KVz62EWLaPLCSr/+ShmHEtluKATcdhuVQovUiScC99zDs49N1XWJAwd3ppq2pjeGXtAcUPJNxwjSMnv56isj1ry59b00J88GDqTFnjNn0ljA5wNOOYUyo1ZWxr+tuXMpmdvq1UDLlsDJJ1NleON2x659qqgqNLUtfLqGgKIDIQXbED2OCEHd086uUs0H3VwONI4nwgcfAM88A6xfT4PqkSOBK6+se8D36AF88431SdK7t/0DzkQ90zRagDhrFl2rmzYFzjyTBstc9qOUlFT0ueCGfvX332N/nz/+CD+jiXebRUXAOedEpyF88kkq1TxuHI9+NV3XJZcxaaoPup6FoNICPkVFDi88jpZ5ii+SqXXr2F1B69b2f4dkPu+MMygL6vTpwD//0DjptNNonKFp8W0nFKIp1rfeArZtozVWEyYAffvy2I+1pUHFZrQFAGzPBpCvOX9wcT/4jbam0bP6mTOBkhK6vx4/HjjvPBpbRL6nWzdg3jzzE6SwENhnH4pe4+zfhg3A3XfTgBkAOnQAJk+mATOXfepyycAiN0pR6OmTEBTppuvpaaeijmB2duzvkkjRUqO9dGndoCKAfn/bbcCjj6bfm3R6lml8jJh8fgU+vnismeLhO+kk4J13zLuCk092ni/edrNmwIUX0v2X8ft4aycLQcnWxo+PDrKaMQP46ScKWLKjezdrB3QVmlAx4Ejg5T/VmtIFOvJQCgFaGdCmox97d9CBLMYHGpd2Xh49nDrrLPrZ0I8/Uprs2bOBvfcOv2fIELp5X7687gnSsiVw6qmU7YizZ/ffD7zwQpi7uppmzpYupYPcaT4hPFHHWEoqJapvPMGpj23UKPZ3ycpKnPWVV+oGFQH0u7596Ukdtz7Wi9dNjkwRbT1PQUAphC9PhS+Be70MtiytfAMHAh07UtIVM51yins8a98euOkmGkOUlRGj3x//mGLaNODOO8PffdcuimNfvJhuxezep8Y4wucHQlDRrqeGxb/TOIKKCeYgDzp0CAw8wo86g25OBxq3E+GVV+jBuKHKSrpW/fEH8PHH0dfyceMoyL+8vO4JMnQo0KWL897E8iwnhyY4Fi4Mc5eUUE31XbvopHF6P8qxhJQUSVFootIt/arPF/v7+HyJb3/KFPPapnffTUFKQ4fy6mO5XTdtYgr6C1GKXGhQ4PPHf0+fwZZ5iq820wknUHEVM+XkUNIxO79DQzzr3ZvWqPr9ic1L+P30uPY//wE+/TT8/Rcton9XXknzHk7uu0GDwpeZSBnBRd0P0xD0V0DVi3geaByYInf2nXcCX38dNrKkhAJh//4beOih6PdMnmwdWHTOOfR8jrN/W7dShFxxcZh77VrguuvooBo50vl96oHxhAwscqM0zT11BBUFGDwYmD/f/LsccUTi9ZinTrX2Zs4cCtM1wo+9VHvRq3yMmELQOOOxZoqH79JL6RnhunWIUo8eFHuRSFdQVga88QYlPcvLo6QoBx7oDv9uvdU8c9PatfTM9MILnd2P48cDb7+tYscOI3pa7GG88iqBQEiFIjSoSLDvTnXb6R0ZD99DD9FNY21VVNDszz33hN8TCtHq3Kuvjs7016ED8PDDtB3Onm3fHh1UFKkVK2gCZMwYZ/dpXh79LCUlReeCW/rYbt0ow0Jpqfl3Ofzw8Lkd73Zfe83am5deov6KUx+bijZHPo5MEe1QQAA+LeHhagZblna+KVOACy6gW6lIjRlDgUdm+8qKaf16WvSwfj3QqhUwejSt1OXuWVGR+TorAPjsM/o3YIBzfEFNxdmXqLjwQgAQAHTkIQANKpr7NVxyXgpOqEw5EUpKaOGcmf76iyLMTjst/PqmTYH//Q+49lp6qG5oyBB6mJ7otdJuz77/PjqoKFKvvUZBv+3b28tUez8aHkpJZbo0jZ5R2HWT1NB+9ZBDgCeesP4+Q4Yk1keuXx89SVtbr71GM/6c+lhu1800MwU1AU34UIpcbA/mQwhA4YPH0TJP8tVmKiyk5/JmZcRuv52qESTSFSxeTEkWS0oofnvUKMoexN2z77+PDiqK1COP0ALw1q2d23eqCpx/Pt3W1tbeHVUMPkZFoCwIleuBxoHJaP/8s/X16qOPgEmTgF69wu856CAK5r/vvvDJANAi6QkTEjtBnPBv6tTooKJI3X8/xSPk5NjLVLsd6atLJQOL3CohwpOV6WynYltXXEEdT+0SBoWFdIVIdJv//BPbm82b6cmgnT6l2rNM4+PCwR+PNVN9fM2bUzDQ++9ThvbsbGD4cFoNYFyn4/mMDRtoIeOmTdijt94CTj+dMg5z9m/rVlpcaqXPPwcuusjZfdemDS2MfeghKhWvQUGHziouuxw4+GgFeigITVegQuN5oHFpaxot9bDS99/XfU+rVpTH9uefabKgfXu6uReCv2dWkwCGfvwxPFHv1D6VkpKKllv62EaNKOjyttvqfod+/YARIxLvCyJvImpr3Tp+fWyq2lw4uDMZbegw4qu5IHG3LN18ffpQMsS336YH+U2aUEDQIYdgj+Jh+v57uucOhcLvmzqVAnZGjuTt2fz51uWlASrXfNBBzu7TwYMpRvOJBxUs/11DAHkYdUgQV1+loFMHDdCYH2hcToQ//jDPPmTo+++BsWOj39uvH/Dll5T6v6iIxhL77ksP2Ll4Y9X+6Sfr7wrQqqJ99rGXyexvUlJS0XJDv3rAAXTDYJZG/dxzqW9JZJuxxhIAsHGjvd6k2z8XMmmipvyZrnDE8xQTd77aP59xBi0mmDGDTuV27eh2yogFjHe7zz1Ha0YNffghrbd8+WWgc2fenn31FSyl68APP1BwkZP77vzzKYH/c8/RXJCiUOX6s86KqCTl9MEV2ebCUbttlX3I0A8/hOcejPeMHUuD4oULgd27gf796TqZyAnilH8//mj9XTdtotiCDh3sZTJru1wysMiNclMpNCMv31tvAU8/TQ83cnKAY4+ltBxt2ya+zf32A375xdqfjh2dSz3HOe0dVz4GTEEo0KCg2p8vS6Glma95c+CSSygY2vh9ouk677jDfAw/fTpw6KG0OoCrf/VVh6yudq4UWmR7v/0oe5LPB5SUqKiuVpGXB1T7gaKAClVo0P06hF4KRYSg+nN4HWgc2vn5sXe2z2e9s/v1o5v2ZE4Qpzxr0iT2940nVaoshSYlZZ/cVArN76fo4TZtgBdfBH77jeqSjh4NXH55cttt375uCkVDnToldzHm5pkb+DgyRbR9eQJBn+I0hpsss4WvY0eKM4y8RYp1u1SbqaICuOqq6KAiQ9ddR0ExrVvz9iyWsrJSO55Idp8edRQwaJCK3btVNGkCZIVoDLErFWOITDkRGjdO/lp+xBHRJ4hbPIulxo2dr08ixxJSUiS3lUITglbPdesGvPkmzVK3bw9MnEgPKMvKEtvmvvvG9qdjR+f7Ve7XzTQyJVv+LIMt8yyfFVP//pTh07hNSnS7S5ZEBxUZ2rWL1kTNnk335Fw9q66O3YXFw25H+7zzKMalvJzmlCoqqLtWVaDan49SPejcvASHHRlPOzc39s62el7fvDk9c0vlvIQd/tU3nvD74/ssWQotpmRgkRulae5L4daxI5VyCQbDJ08wmFzqtNNOo5BiM40cSZO56UjJZrdnmcLHgCmg5SGoqyiFyhHPFUx28W3eTIHUVpoxAzj6aL7+FRZSd/jXX+b8RvZlDvvRaGdnU/UZw7OgpiIgVJQCUDSBLKGjAAEIzeYSadxPhGCQHuhbpRs96ihvnZy9e9PDfqtV1fGUPpWl0KSk7JOmua+PHTKE+pJgENi5EygoSH5bZ5xhXUvozDP59bGpaHPk48hU0w5qAjsDPlT5BDRZCs3VfLWZ5syhcgVm0nXKiHTuuXw969fPnN3QoEG89mlODmVYSukYguOBlg6+Ll1oAGmVzn/YMG95duSRFEBsppwcivrTNHuZZCk0KSlzaRpdNN1SCs1on346MG5ceF5CCHqGkeh2mjWjZzpffGHuz6mn2ueNW68BaWBqaPmzDLTM83zpYrKamgSANWsogX3v3nw9GzyYYiyt1K8fny4sFIqeSjY8K4YKRWuCLKGjDYqdLYvG8eA32ocdRoG1VjrkEOd3dir9O+oo4Ndfzb9rt24UMKVp9jLVbhuf72JlOQ0glaSEoBv4dLft+IxE2716UTHU2urfn5YuOs3HxSc38TnNoQOxyhw4jecWJjv4rJ6pGjL+ztU/gFYumKmggCLxnd53iXgWEgqqdYGAngddAJqeQE07zgdaqtpXXGGeuahFC+Dii/nsyFS0/X5a5m+m4cOBgw92lk9KSqqu3N7HNuT948bRv9oaN44Ci7j1sRw8yyQmAJrwoRpZCAmFCxJ3y1jzRf5cVISYcqJiVCLvadmSkiuYqXdvijXhvk9TMobgcnClk09RrO+vBwwATjjBW5717EmT8Wa69loaMHPYj1JSUtFyU7+ayvatt9JcRKRycoApU6j0mtN83P1LA1Mqyp9lFqiyLQAAIABJREFUmGUZwZeO7W7fjpjavp23Z4cfDvTta84+diyNN+xmSmafGmMKDT4+UE5z1G536gSMGQNTnXsusPfePFhTta3TTgtfgyOVkwPcfDOl4+KwT10umbHIjXJbKbT62pWVwOef0/+HH07lVOp777hxtGr5hx8owq9HDwqlzcuzJz2b0555ic9hpqC/EMGa9KgM8VzDZBdft27hjMtm6t6dv3+jRlEX/vjjwB9/EPewYcD119O9npNdWKKeBXQVmlDh8ztQIs3pHRkPX5s2VGT7kUeAb7+lHT9sGHDBBc7s7HR7dtppVHP51VcpL3CLFjRBP2oU3cA7zSeEJ9KNSkmlRG4rhVYf34YNwO+/02sOOYQyPMR6v6IA999P5Q+++462NWgQ9pQtSKZ/dptnkilmW0cWNH8edEXlgsTdMrZ8tZl69IjdPfbo4Xy1pfra115L3dUzzwAbN1LSyDFjqDpk06b8K+majSEUfwVUvci9B1q6+E46iUruPPEEXecKCuh3kyYltrPd4tmDD9JM11tvAVu30oE+aRJlJ+cwdpJjCSkpkhtLocVqV1cDS5cCa9dS3zp4cP3vbdWK0hx++y0wfz7NxI8aRZwc+lXu14AUM6Wi/FmGWZYRfOliOvBA64RlQPzjCSc9e/554MknKXNRWRnFl0ycSGMKbvvRyjNjTFHhVwAdzpVF43jwR7avu47mzqdPB9ato1Kg555LC4E51L1LpX/NmgEzZ9LB/fHHVD+vb1+ai+nbl8fYyQPjCRlY5EZpmvtSkFm1p08HHnggOkrgzDOBa66p/725uVTn0ciFFwp5K21bpvA5zBSAiJkeVVrGi09RKHbhtddQR0JQVmOnqy3F0x48mBK4VFbS84uyMnpG7HQX1hDPbC+RxmFHxsPXqhWtZDMOYCPdthM72w7P+veng7t26VOjgLeTfLIUmpRUWJrmfH+Riv6sshK45RbgnXfC3y03l1YiGZkcYm2rXTsqi9aQMs1u88xpDu5MQiAIFTu0QgTKBHwqCyTulrHmq83Upw897F+yBHW0115UcbEhXYFdnp1+Os1flpfTHGhlJf0+1beY6d6nxhgCAFQtHxBAHkKxyxlwPNDSyderF61KESL58YSbPDvhBODEE3mOnYzOQUoq06VpNEHmtlJoZu2iIuCSS4Bffgl/v9atgcceo9WN9W2nZ09aYFVQEN1vpdMPTv45zJTK8mcZYllG8aWLadQoCswpK0MdHXMMdSHGLQNXz3w+4D//oYT6FRXUhWkaVZ1XmY2B6/PM8bJoHA/+yHZ5Od1bjxlT93k9B75U+6cowPnnUzARx7GT0Tm4WLIUmlslBN3Ap7udzs/47jvgrrvqnkivvw5Mneo8H0fPvMrnMAdzPNcw2cV31VXAKacgSgUFwKOPAp07O8+XSLtxY7pH4cSUCs9sK5HGxRw38XHhcIJPSkoqWl7oLx5/PDqoCKCnYjfeCPz8s7f6MK/yceGIaGu6ryalusIFibtl7PkifwaAp5+mRZuR2n9/4IUXgEaN3OOZscA0O5snXyJtDQqCQkVQV+MrZ8Dl4HITHxcON/GZ/U1KSipabu8jLr88OqgIALZsoUnJkhLn+bj75zBTqsufZYBlGceXju02b07jhrZtEaVhw4C773aeL5G2kWBeCD5MyXjmeFk0LuZIPncwuVwyY5Eb5ZVSaGYpRwy9+ipw5ZXO8nH0zIt8DjEFoUCDgmp/Pnz88Dhaxorv7rupBMD8+fR5w4aFg3458HH0zE4+W0qkec20TGWyk08IT6QblZJKibxQCk2I2OOJ116jDGpe6cO8yMeRSQjo/nwEA/nwMcRjahlrPjOmffelLmLFCiol1rw5JYVxorI6R8+c4Mvxq9ilqxAC8PmDiFnOQJrmDSbufLIUmpSUtbxSCm3pUmDhQvPvuGsX8NFHVI7RjX0Yd74UMenIQkDPgy+v4eXPMsSyjOJLJ9PQocCcOcCiRZTcpGNHJFxZPdM8Syefo2XR3GoalzZHPlkKLaZkYJEbpWnuTEFWu71ypfV3LC6mJ3x+v3N8HD3zIp8DTEGo2Kw1r4liVrnhcbSMJV+zZhRQJARVQuTGx9EzJ/jMSqSlJC2pl03LJCY7+WQpNCmpsDTN/f3F1q30xM5Kq1aFz3kv9GFe5GPGZJRSCEBwxGPLxJ0vFlOnTlTlxMnK6hw9c5ovspyBaWllaZo3mLjzyVJoUlLW0jSaIHN7KbSlS2N/z2XLwue92/ow7nwpYDLKF1frAprLSsF6hYk7X7qZqqqAvn2Tr6yeiZ6lm68YKvI1FaoAVAR4QDndlny8mIyOwsWSpdDcKiHoBj7d7XR+RosW1t/P5wPy853l4+iZV/ls/jyjvEFIKBzxXMsk+bzHlGq+lKcl5WKOm/i4cDjBJyUlFS239xfNmlHbSi1beqsP8yofFw7AtJQCIzzWTNz5uHBIvvjb9ZZW5mIOJ9PcyMSdz+xvUlJS0XJzH9GqVezv1rq1u/sw7nwNfH+iz/elZZnJx4XDTXxcOJLlgwCwp80Eyuk2Fw438aXzM1wumbHIjfJKKbTTTwemTDH/jqNH02RBrLyBmZYizat8NjIZ5c8q/C0QDKjc8DhaJvkymCkdfClNS5oppnmdyU4+ITyRblRKKiXyQim0vDzgpJOAWbPMv+PYsfZ+Bzd4xo2PGVPtUgrM8Dha5go+jkySr/62WWllxV8BVS+SpnmFiTufLIUmJWUtr5RCO+QQoH17YN068+85Zkx8n8uxD+PO1wCmZJ7vZ7hlGcvHkYk7H0emRPmCej4gVAT9Co0dOEBxN03y2cfkgfGEDCxyozTN/em+AGDUKGDBAqpXHKkDDwQuvdQ8neq2bcCHH9INf4sWFJzUtm1mpEgza1dVAZ98Anz6KbUPPxw45hggN5cHHyPPEil/Ji2TfJIpvXyR5Q2SLouWaaZ5lclOPlkKTUoqLE3zRn9x/fVUoqB2ieWxY4Hhw8PnfOT7lyyh8UR5OdC9O3DssallctqbRPl27KDgrF9+oQcnxx4LHHWUN/r9BNpmpRQY4XG0zDV8HJkkX2Jto7QyAORrKpSynVAVk/6dS5uDaW5g4s4nS6FJSVlL02iCzO2l0IQAHnwQOO88YNeu6O94551Amzbh8954fXU18M039C8nBxg8GOjRg18fZmcfu3Yt8PbbwF9/URao0aOBnj3TwpTs831ulnmFiTsfRybufByZEuWrM3aILKksTePBxJ1PlkKLKRlY5FYJQTfw6W6n8zNycoC77gLGjaPgmFAIGDoUOOwwIDu77uu/+Qa46iqgsjLsw9SpwFNPAQcdZI8fTnsW2Q6FgEsuAebPD/sxZw7w8svA88/TjbyTfMw8a0h6VC42cWeSfN5jSidfSCjw6Ro0+KBygeJumleZ7OKTkpKKlhf6i2bNgDfeAD77jAJjcnIooGjQIBqs137PE0/Qv0g9+yzwyiupKZ3GxZt4+TZsACZMADZtCvvxwQfAiScCd9wR/p1b+/0E2lZjBSZ47Jm483HhkHwNa2tQasqi+aBygeJuGncm7nxmf5OSkoqW2/uInj1p0cEHHwBr1gDNm1NW1M6d644nNA247DLg66/D33/aNGDAAJqfUBTn+y27/Zs3D7jwQpqnMPTGG8AttwCnnppypnSXP7PDMq8xcefjwuEmPi4cDeULjx0UqNB4QHE3TfLZw+RyycAiN8orpdCM9rBhFBhk/N6s/FkoBFxzTXRQEUA39JdfDnz7LdC4sbdTpNVuP/10dFCRoZUrgSefBO6/31k+Jp41ND1qBlom+SSTLXxGeQPdrwN6KQ8o7qZ5kclOPiE8kW5USiol8kIptEi+k08Gxo+PXUb5p5/qBhUBFFxz003Aiy/y7sPS0cf+97/RQUWGPvgAOPRQmlRxc78fRzvWWIEBHkfLXMfHkUnyJdfO8aso0ttCzVOgqA0oqZxJpnFm4s4nS6FJSVnLK6XQItvnnkvtWOOJF16IDioytHAhjSVuuIFPH2aHf5oGXH11dFCRodtvpwXkHTqkhMmO8mduvCxxanPk48jEnY8jU7J8e8YOkSWVnYbibprkSz+TB8YTMrDIjdI096f7SrT97rtARYW5H4EArSwYNcp5Vjs9e/ddcz8A4J13gJtvpkAsrvvUBqZUpEfNMMskn2SynS8AAZFMWtJMNs1LTHbyyVJoUlJhaVrm9Rdvvmntxw8/AH/+CbRvby+Tk54VFwNffWXtycyZwIgR9jI54E1Ay0NQV1FqMlZggOcKJu58HJkkX/LtoKZid5kKVQFUBHhAcTeNKxN3PlkKTUrKWppGE2ReKIWWSHv6dGtPpk+nxc9c+jA7/PvySyqrbKX33gMmT04JU6x7djdZ5jUm7nwcmbjzcWRqCJ9RFk1FECoXKO6mST5ZCq0eZTkNIJWkhKAb+HS37fiMeNpbtsT2Y8sWPqx2fV5xsbUfmkaBWJz3qQ1MqUqPysUm7kySz3tMdvBFpiVlA8XdNK8x2cUnJSUVrUzrL7Zvj+3H9u28+7BUe1ZSEtuPoiKe+zHVbR2A4IvnFibufFw4JF8K2zU/Ow/iItO4cLiJz+xvUlJS0cqkPiLW/ERxMb3W6X7LTv9izU1EepIKJh2Idc/uFsu8yMSdjwuHm/i4cKSajyUUd9MymS+dn+FyyYxFbpTXSqFFtnNzKdvOrFnAzp1Ajx7AOefQ/7F0wAE80qXZ6VmPHual0ABabd2yJUVWxstXVQWsWkUBSd26udqzVKZHzbRMfJJPMtnNl+NXEdCbI08EAL+PBxR307zEZCefEJ5INyollRJ5rRRa5N8CAWDaNOCTT+j+dtgw4Mwzga5dgQULrD3Zf/+GfWe3edaxI/0uEDD3o2fPxL9PWRllfsrOBrp0Ye9Z0F+IIHKhQeGI5xom7nwcmSRfw9qVefkIqiqCfiV9JQ28ZhpHJu58shSalJS1vFgKLbK9fj3w+uuU1TQvDzjlFCoR3KULsGKFuSedOoXvrTn0YXb416tX7OOkVy/rz7Vi2rqV/O/cGWjaFBD137O7yTKvMXHn48jEnY8jUyr4qv35KNWDUEQayil71bRM5pOl0GJKBha5UZrm/nRfZm1dp5Shn34a/q4rVlDazKeeAtq0ATZvrutHhw7A4MHhFGJeTZFWu3322daBRZMmAeXl8fPNmgU88EB4JXdBAXDNNcBxx7nOs1SUP3PyNHArk+TzHpOdfIomEBJ5UFEcf1rSTDfNK0x28slSaFJSYWmaN/uLbduAs84C/v47/F2XLgXeegu46y6aIKiuruvHqFHRfQTHPiwdnk2cSOOs2srKomCseP2orgYefhh4+eXwezp1Au6+mxYsMPMsqAlowodS5GJ7MB9CAAofPM8dZk63OTJJvoa1d5ap0BUVAJCfTEnlTDSNIxN3PlkKTUrKWppGz/G9WArt11+Bc88Fdu8Of99Fi+jZ+RlnALfdZu7JhAn2+cHFvy5dgIEDgZ9+qutHmzbA0UeH+836mEpLgSuuoMUhNQoOGQbtjrtRunfbmPfsbrLMa0zc+TgycefjyJQKvmKoULQmyBI62iQy/5DJpmUynyyFFlOyFJpbJQTdwKe7bcdnGO2vvooOKjJUXQ3cfjvw5JPAvvtG/22//YBnn6UV13aycvBs6FDypUmTsB+qClx6KTB6dPx8330HXHdddHmIHTuA66+nfeIyz1JV/ixNeJ5mknzeY7KLLySUmmBAHx8o7qZ5ickuPikpqWh5sb949tnooCJD27ZRVtQnnoi+dwYoo9Gtt/Lvw9LBd8klNAkiRNiP5s1p3NW1a/zbfeIJ4Lnnoh+QrFlDmWc3bGDnmSZ80PUsBHXFlbuUC4eb+LhwSL7UMjWopHKmmsaBw018Zn+TkpKKltf6iDvuiA4qMrRgAd3rXnYZvT5SEyfGfhbPoZ2O7QLAo48ChxwS7UfXrsCLLwKNGsXHBNBi84igIgDQ5v0A/cLJCFZmecYyLzJx5+PC4SY+Lhyp5kt6/iGTTctkvnR+hsslMxa5UV4thTZnjvV33rABCIWAjz4C/viDSna1aAEcdhivNKN2ezZ2LDBuHDB3LpV6GDqUVhgnwnfXXda+v/ACMGKEqzzT/fkIBvK54nmWSfJ5j8lOvoCuQhMqdL8O6KU8oLib5hUmO/mE8ES6USmplMirpdBijSfmzKHsPEOGUGC9Uf53v/1qLkYNHE+41bMbbwQmT6bxVVYW0Lcv0KxZ/H6Ul5tnPQLobzNmANdey8azoL8QpTWlFHx+Fb4YX5PjLuXIxJ2PI5PkSw1T0iWVM9k0pzncxCdLoUlJWcurpdB27KBsp1b67DNarDBuHDBvHo2n+vcHcnPpn9P9lhP+FRbSAoN162j+pmlToHv3+udrIpl++IGyQtWSjiwEVm+A74e58B0ywjOWeYmJOx9HJu58HJlSxZfU/EOmm5apfLIUWkzJwCI3StPcn+7L6vNiqaQEqKyk+rxduwI7d1KwEac0o06kbVMUYMAAamdnA8Fg/Hw7dtBqYiv9/jtNurjAM6OkQQCCI57nmSSf95ic4AtAQMRbzkCa5g0mO/lkKTQpqbA0zZv9RXm59XeuqqLxhBC0OEFR6L7Z6Be492Hp5MvPp9LSwSA97EhkfDVjBr3HSosWWXtso2fxlj/jvks5MnHn48gk+VLHlFRJ5Uw3jQsTdz5ZCk1Kylqalvg9oxv6iMhs/mYqK6N/fj8wfHh4PLFzJ78+zG7/9toL6NCB/IhnviaS6Zln6lgdRDZ2oADVENB+XAxt4AjPWeYFJu58HJm483FkSjVfQvMP0rTM5JOl0GJKBha5UcYNq67TjWx5eXraW7em/zMi2wccAHz7rfl3zs4G2rYFioud4+PoWUP53n8/9rEmBB1rzD0L+guxpdyPaj0LgTwFO8tY4XG0TPIx4ODO5AQf/ApEuQZFD0L1azyguJvmdiY7+aSkpMKqbzzh1v6iZ09a8WqmLl1oAO/WPowrn9X4zVBlZfQYzgHPkh0rcNylHJm483FkknypY6oqV+DTNfj8PuSXa1D0Sqj+IB9AjqZxYeLOZ8ZUWJj6ezIpKTcqGKRsNKWl3uojmjenssm7dpl/7+7dzb8zxz6MO18k05Il4UMLgAYFpWiCIjRDCAqyfYUot2EqzE2WcWHizseRiTsfR6ZU88GvQCsDsqCgtT8AtaEdTCaYlml86WTywHhCBha5UaoKFBTQQaiq9C9d7YKC9H+G0R4/Hnj3XTppa+tf/wLat3eWj6NnDeWrqop9rHXtas/3aeBnaEohqpQmCAkFPkVFgcIKj6Nlko8hH0cmu/kUVYWuNgf0IKAGeEBxN80LTHbxGWlMpaSk6Fyobzzhxv7i3/+2Diy67DLKzOPWPowrX3Z27GPt4INjf64NnjVkrMBxl3Jk4s7HkUnypYZJU1XougpNVaCrGjQdUFWND6DTHNyZuPOZMUlJSUWfC17rIyZPBu69t+53zssDzjvPejzBsQ/jzmcwRcxPaMiFDoEgGsGHauSgAuoJR0C1aSrMLZY5zeEmPo5M3Pk4MqWST1FVaGpb+HQNmqpAVeE8FHfTMpEvnUwulwwscqMUhWr4CkGRbrqenrbdtQ1btQJmzgSuuw74/nv6rk2aAJMmAVdfTRF9TvJx9KyhfH36xD7W/vWv9H+fJD0L+gsRAKWRq/bnIxhQOeFxtEzyMebjyOQUH3QFPqHxguJumpuZ7OQTwhN1jKWkUqL6xhNu7S8GDABefBG4+25g1Sr6rvvuC1xxBXD00e7uw7jy9ekDzJ1rfaxNmmT9uWn2LAgFGhRU+FskNVbguEs5MnHn48gk+VLPlONXEdCbI08EAL+PH6DTbY5M3PnMmORYQkqKpCiUCdSLfcTZZ9M46emnw6XRBgwAbrwR6NjReT7u/iXD1KcPMG8eAEBHFgLIgw8h+BCCaN4K/l77QQ9IyzgycefjyMSdjyNTOvgCugpNqND9OqCX8oDiblom8aWTyQPjCRlY5EZpmvvrCFq1W7YEnnwSKCoCKiroZ1UFdu+u+/q//wb++otWCvTtCzRqZC8rF88awtevH9C7N/Dbb6ijLl2AI48M13xk4llQE9CED6XIxfZgPvXFfPDkYSb5PMPkFJ+iCYREHlQUQ7UT6qefgFdfBTZsoAx5p50GHHSQO0xzM5OdfHl59LOUlBSdC17tLwYMoHK/a9YA1dVA585AKBQ+/yNfv2QJ8OefVHL5wAPD2Xc49mFc+9hTTgFeeQUoKUEdnXkmLRQx8z7NngWhYrPWHNW6gAaVlWUcd6OX+TgySb70MMU9jkhHu7oaeO89+ldcTM+ozj0XaNOGt2lc2hz5zJg0DVJSUqBzQdfpPPFaHxEKAWPHAqefTuMEvx/YZx8q/2b0Acbrq6uB+fNpjqJPHyqVxqUPc1MfO2kSMG8egsjGDhSgGjX37/BBXHMTYNNh5ibLuDBx5+PIxJ2PI1M6+QIQEJoKRWhQk+1sUgW1Ywfw1ltUbr6yEjjkEAp2zc3lZVqq2xz50smkaXC7ZGCRWyUE3cCnu23HZ5i1mzengCJNq/uaqirgrruA6dPDfuTn08qBk0+2n5WLZ8nyPfUUcP31wDffhP0cOpTSvubksPNMEz7oehaCupLRu5QLh+TzNpMTfCGhUCpS+KDaBTVtGnDffdijpUuBTz4BrrmGJgS4m+Z2Jrv4pKSkouXl/kIImgDQdSArq+5riovp/jeybFqHDsD99wO9evHsw7j2sc2bAy+/TNfMlSvp91lZwLhxwA030ISLA55pug/VukBIKOws47gbvc7HhUPypZcpoXFEKtu6Tn3gZ59hj1auBN59F3jmGVrQxdU0Tm0uHPUxSUlJRcurfYSiAJ06Wb9m2TLg2mspqMjQkCGUObVZM3tZOfqXCNPgwcB990G7/2lUb9MQggI0LYS49CroI0Y6jue0TdyZuPNx4XATHxcOO/g0KNAFoOkKVGjOQe3YAUyYQAvkDC1eDHzwAWXlbtWKj2npaHPhsIvJ5ZKBRW6UV0uhxdt+8snooCIAKC2lEmoHHECZdpzi4+pZLL7CQkrvumkTpXgtLATatavJCWhDntEEPAv6C1GKXGhQ4POr8PHCk4eZ5PMUk1N8caciTRXU5s3RQUWRuu8+4NRTKXiVs2luZrKTTwhPpBuVkkqJvFoKLd72NddQprpIrV0LXHghlfVKZqzldc9itfv3pywdq1fTau599qEJFb8/9ngiDUwNLX/GfZdyZOLOx5FJ8qWHKaUlDRJpf/ppdFCRIU0Dbr8d+OgjvqZxaXPkk6XQpKSs5eVSaPG0d+0CLrqIJoIjNW8eBRu99BIfVo7+1WIKQoF20pmoOHUyggtWQVRVwX/QgdArczngcbSMDRN3Po5M3Pk4MqWTLyXllFMB9fjj0UFFhtavp8QQd93FxzTuO5U7kwfGEzKwyI3SNPen+0q2rWnA1KnW3jz1FGXacYqPo2fx8rVoQWUgzFK7OuyZ3eXPuO9SjkySz3tMTvOFoNkD9eGHiKn33qMU2G4wzY1MdvLJUmhSUmFpNvWxHPuL336rG1RkaMcO4M03qRwmtz6Mex8bCgH77kufEe94IsVMqSh/xn2XcmTizseRSfKllyklJQ0Sac+aBUv99Rddd/r04W2a022OfLIUmpSUtTSNJsi8WAotnvbbb9cNKjI0fz5lmejViwcrR/9qMQW0PAR1FaXIg9atL72sig0eR8vYMHHn48jEnY8jU7r5GlxOORVQ77wDS33wAXDrrbxM475TOTNpGtwuGVjkVglBN/DpbifynuJiemCSlwf07h0+8VLJtGULZSey0ooV9nmTCs8kX1xMTpQ/qw+vvJzmnT7/HKiooKyt551H8VkMLHO8zYXDTXxcODjx2QJVXo6YKitzl2luZLKLT0pKKloc+4u1aynrTZs2QI8e6eEzynVZqSHjCS59qZv4UritVJU/s8uyTZuAV1+l+SefDzj2WOCss6jttt3InY8Lh+SzhyllJQ3ibe/ejZgyxhucTePQ5sJRH5OUlFS0OPUR1dXAr78CGzcCnTsDXbumhyme8URDyis75Z9TTDoAwQPJLZYZP//6K1VJWrkSaNkSOPlk4Ljj+PBxaHPhcBMfFw67+FJSTrmhILHmJ0IhoLKSMuhwMY37TuXO5HLJwCI3ilspNF0HHnkEePZZuoEHgKZNgdtuoxIyqWQyaklaqU0ba2+qqmh18ubNFP0xZIi7UqR5la8eJifKn9WHV10NnHMOsHx5+ND7809g9mxg2jRg//0zbzdKPu8xOc1X7c9HqR6EIkJQ/Tnpgxo4EPjf/6yvK0OHeqckDkcmO/mE8ES6USmplIhbKbTSUuDqqyli21CnTsBDD1GZrVTytWkT25tY44mKCuDbbynodP/9gQMPlH0sA6ZUlj+zy7INGyghYklJ+NBbvpyqKb36Kr3WLbuROx9HJsmXXqYcv4oivS1UoUHxV0DVi9IL1b8/8MMP1tfbnj35m+Z0myOfLIUmJWUtjqXQVq0CrrySFikYOuII4J57wiV6U8XUunVsf9q2tX7/7t3AnDnk39FHExsH/xzqY4P+QgRrnvs7jeQSy/b8/PHHwFVXhQ+7v/8GFiwAFi2iqTqn+Th6xoGJOx9HpnTzGeWUK/wKoMN6LiKdUAMH0rMmM/XqRa/lZBr3ncqZyQPjCRlY5EZpGq90Xy+8ADz9dDRjSQndzLdpA3Tvnjqm3Fxg+HC6ATfTqFHm71+3jmofR9apbNsWePJJoGNH+z1zqs2Rz4LJyfJn9eE991x0UJGhkhLgzjspxs4By9i0JZ83mJzmK4aKfE2FKgAVgfRB9e4N9OsH/Pwz6qhfP5oIcItpbmSyk0+WQpOSCkvTePUXV14JfP99NOOaNcCkSXTfb6zMSgVfv360nHPbNnNvTjjB/L3ffgv83/8Bu3aFXztgAAWn5ubWtVEsAAAgAElEQVTKPtYhplSXP7PLsptvjg4qMrR0KQ2vL7rIfibunnmJSfKlnymoqQgIFSqCyZU0SKR96qm0wmjnTtTRWWfRNcyuckFu2pHc+WQpNCkpa2kaTZBxKYUWCNC4oagomvPrr4FLL6Wbq1QyjRwJPPOMuTetWgF9+5p789JLwKOPhhdm33wzMG4ccN11zvrnQDsYCEFTnH/u7yLLoph27QpXRqqtd96hKbI+faRnHJm483Fksouv3rmIdEJdcIF1YNEFF9DrOJqWijZHPlkKLaaynAaQSlJC0A18utv1va6yEnj5ZWvOqVNTz3TLLbSCubZGjQJOOqnueyorqfONDCoCKC3qv/5FK4/t9MzpNheOepicLn8WC++jj2Cp+fPDkwSZthvTyVdURL5//DENnrjxcfSME19lJd0bT5tGK/GN+6j63gsBYE87TaZlZQGPPUYTyZEaOZJ+L4S3dioXDif4pKSkosWlv1i9um5QkaGdO4H33kstn6IADzxAwYa1dfPNQIcOdd/7zz/AxRdHBxUBwMKFwLXXyj7WQaZ0lD9Lt2W7dgHz5sFSn37qvt3InU/XKcPshx/SPWko5DwTd8+48ZWXhzME//JLeE42nvenHbCwkJ6L9e+PPWrcmK4bl1zCw0AuO9JtfKYHlJSUVJQ49BGzZ9cNKjK0YAGwZElqmTp1Am66qe5n5eUBDz4IZGfXfc/nnwMPPxy+gBl6800KOHLSPwfaGnLA5bm/SyyLYvrxR0r6a6VPPpGepZqpupqyQc2eTWtTdZ0XH0fPuPFt3QrMmAG89hpNFZu9pt65iHSZNmAABZ7usw/2qE0bum4cdpjcqV5jcrlkxiI3KtlSaEuXAm+9RQ/v99qLIvl79LB+fTzpvjZuNF9qaWjlytSXbSsspNDrmTOB338H8vMpdejAgcQcqFUra/58ygVppu3bga++ogK03FOkeZUvgskoY6D78xGAcKz8WX2WVVbGPkWrqzNvN6aLDwCeegp4/PHw2Nvno1SvxjNaL/jHkSlVfGvX0qr7v/4KnyMtW9I+7dMn9nuhK/AJLf2mtWhBB9qNNwJbtgAdO9K11ms7lSOTnXxCeCLdqJRUSpRMKbTGjYEvvqBAn5ISoFs3YMIE4IADGnZu1g7+r61Vq+qyNrS/GDQoHPG6ahWw997AiScCnTubv/699ygSwUxffw1s2gQ0b57ZfazNTOkqf2aHZbXnk2pL06w/l+Nu5M6XlUXJxj77LOxxixbAvfdSxVun+Th6xo3v22+pWmbkBNqBB1IsT+PGsd9fb3nlVLW7dqVrxerVdE3o3p2uC7WfT2XyjnQbnyyFJiVlrWRLoWVn0/P8zz+n3w0aRBl7Cgsb1kdElj8z0+rVwCGHpLaPmDABOPJImqH+5x+6ME2YQJlMzd7z+uvWfNOmUQbXDOpj9TwFAaUQvjxnn/u7yLIopvrmJjQt9VNybvesIdtau5aSn61cGfb4gAMoDqR9e+f5OHrGje+ll6gyZqROOqlu2cCgng8IFUG/En855VSZNnw4cMwxNDdRVgZ07Ag0adLw8YRXd6pbmTwwnpCBRW6UpiWeZmvmzLqR9LNn0+z8pEnm740n3VejRrFZmzVLTzoyISiY6LTTiDEYpIf9ZmlGV6yIzbhiRcNSySXqmVdTuDWQKbqMQT6CwZp+lgde1N/696cbSjO1b0+HfTqzAXPcjenimzGDbtIjFQrRRECbNjSG94J/HJlSwVddXTeoCKDqMxdcEM7+ZbWdfE1DSOgATE6odJjWuDGtPDOuK17bqRyZ7OSTpdCkpMLStMTORwCYMgV4443wNn76iX5+/vmG5Vlv0iQ2a9Om6ekvGjcGzj675oazpt83vmvt10c+QTTTypVU9z6T+1gbmdJZ/swOy5o2pcRYVuOJfv2sD0WOu5E735QpFBMZqe3b6V501ixgv/2kZ5z5Nm4E/v3vuhNof/wBTJ5MZcpjvT/pkgbJtgsLKZotK8v58mecdqQb+WQpNCkpa2kaTZAl0s+VlwMXXggsXhzezrx5lLHnjTeAgoLk+4j8/Ni8TZump09u2xa47DLKslpQEPtZ0qpV1nzbt1MqDWOBW6r44vXP5nZQE9gZ8KHKJ6AxulQytqwOU8+eiCljPCE9azhTKERFT9avj/Z42TL6/XvvSc+48331Vd2gIgB4/33qxidPDr8+qXLKqTZtr73oWlJVlZprlxd3qpuZNA1ulyyF5lYJQTfw8bR37gRuu818Ow89RFH1Vu+t7zP8foqitNLo0YmxJtqO53UtW1rzAUDr1vYzOdnmwlGLKd1lDOJpl5TQovNvvgkHAptZdt55FLBqposvDrczbTemg++VV+p6bKghlRa5+MSdqaF88+fXDSoytGsXlbaLtR1bSqFxM80uJoCW7l94IXD66VT+Z/lyPnzp+AwpKaloJXI+GkFEtRUKAddfT5GkyZ6bBx0EtGplzTlqlPN9bJs21nxAeDzBpa+3anPhaCCTneOGRN+zYQMwZw5V3TCSXNV+DUBzUGbKzQXOOcd9u5Er39atdYOKDFVVAdOn82B12ifOfG+/bb0q/6efaJ62vm0lXdLArabZxRQMUpaN8eOBM8+kUg3btvHhS5dnUlJS0Yr3nHrlleigIkObNgH33dewPmLUKGu+ggJgyJDEWNPRh7Vubc3YuHE4BZ9brgENaGvCh2pkOToHwNUygIqOfPopPaKrXfo18nAaNw6m6tABOP74zPEs3UxffVU3qMjQunWUWVN6xpvvtddgqTfeoHGh6fmYyabZ1d66FXj6aRpLTJhA2f0qKnjwpbuzd7FkxiI3KtFSaJ99Fjs/4uefm6fbjDfd1803A3/+WbeMwciRwFlnAbt3x8+ajnRkI0bQAKW4uO53V1UafKQqrRnHtG2M+YJQEPD7AbUJqv35aStjUF+7uhp44QUqzWQEjDZqRCnzzQ6PXr3o+dl//wv89hu9vl074D//oYyFGbYb08YXCtENupVWrEgurStH/zgypYJvw4bYl7P162NvJ2b6Ua+alq726tW0EnDXLkrRvWwZ8O674Z2xfDkt1Xj8ccoI6EXPhPBEulEpqZQo0VJoRiSomTZupD6lX7/kz9NHHgHOP59WBUXq+uspG1Lt1M9297HjxlEfaqaePalfLS/n1e9zvy4lyBT0FyIAAQC2jRsSsSwriyqqfvBB+NBo0wZ47DE6RGq/fuxYGoM8+mh4nU/v3sAddwD77++u3ciZr7570TVrnGfl5hk3vljjQYD28YEHxt5WUiUN3GxaOpgA4JdfaFm+pgGDB9NDkd9/D++MJUuoE3z1VaBjR296JscSUlKkZEqhGSmrzfTJJ5ROItlasD16ALfcAtx+e/R2c3NpnJGX53wfO24c3eiZ6dRTU1PuxiV9rI4saP486IrKBYmFZTt3UkbNyPi73r2BZ56hpFu1mW66idbTT51Khw5A6/9vvtmZaqzMDrOUMf39d+zusCHjCa96xo3PKlMwQIkGdu+mcybyvQmVU/aiaeloh0J0vf/mG+IZMIAmWHfuDO+QhQvpNW+9ZX89R7s888B4QgYWuVGallhqraKi2NvbscM8pVq86b6aNaNlZLNmUXqKvDyqT3TIIRRd6HQ6sqwsmii94ILoyQqfj57kNm4cjibhnCLNI3xBTUATPujIwg6tOYrKBHxqvqMlz95+G3jwQURp924a7ylKeOFL5Hu6dKHnZTt3AqWlwN5703i1odWTXLIbbeGrqqJx9a5dMFXr1t7xjyNTKvhatEBMtW4dO6NnzPSjXjUtHW0jEtLQ++/DVLpOs6KDBnnTM1kKTUoqLE1L7HyMHOibqagofH4lc54eeCA9PJg+nSKH27QBTjwR6NatYeOUVLU7daIntLUnA1q3Bh54IFySmUu/b9bmyBcHkzF2KEUutgfzIYR9pZITsWzKlOigIgDYvBmYOJHieNu1q/ve4cPp4b+R4KNVq/qrsXLcjZz5mjVDTBUWOl+tiptn3PhiJXgA6Lyp7/KTVEkDN5uWaqbdu2n2MjIoIHKBQqS2bwfuvBN48klvemYcbFJSmS5No+cHiVxES0qst1ddTQ9XjZJmyfQRY8ZQFMasWZQFqXNn4Iwz6GagvguFHX3sKacAP/8MfPhh9Hc/6CCqw5POGxJGfWwQKnZohQiUCfhUFkgsLKuqosO1dtb3336jRB5vv23OdPHFtK5/82a6J8rNpd87cX/L6DBLKVN944lmzZL326uecePbay9KjGOmRo0ofqT2ZSKhcspeNC3V7a1baTHhypVh860W7/32G0VUnn22Nz0zDjYXi1VgkRCiHYDbAYwA0BzAJgDvAZii6/qOOLfxNYDDY7ykka7rFQ1EdV5C0A18PO3evWNvy/i72Xvj/YzGjekGfvTocE8c73sb0o73df3700rr2bNpSVurVsAJJ1A0SKpZ7fjeLubThA+6noWAnodqXUCDghyHrXnpJVjq9deBk06yfn+rVnQDyW03VlZSWbfVqyk4Z8QIuoniwhdPOysLOPlk63JoY8a49jRwDVND+Q49lM4Rs5t3nw847rj4t5kxpqW6vWZNdFBRfSopoboSRx3lPc+kPC85lkhQiZyPvXsDX35pva0DDmj4edqyJS0E0PX4xhN290/jx1Pg5UcfUV/ZtStw7LG0fNRg5dDvc/IsBUzG2CGoKxzxIATNo8+cCVMFg8CMGcAVV5i/FwD22SexIaldHgQCFO+3fTsxHnMMPVvjwhdPu1Mn6p6WLYOpRo/mweq0T5z5xoyh7MJm6tYN6N49se1mhGmpZnrvvdiZRmrru+8oQKB5c296JuVpyfFEEor3nOrVK1wzqLY6dqSFQA3tI/bbD7jhhvCNFac5ipwcCrwcP57q5lZWAocdBgwcGL4p5HgNSHHbKGnMYT6Ak2Vz59YNKjK0Zg39vXdv8/erKtC+vb2He7yebdhAiy9276ZDvX//8Pdyy3489ljgrrvC1ZkilZtLi0Wc5OPoGTe+MWPCVUdq69RTaYxr9t6EyilzMYcr3wMPRAcV1afZs4FJk7zrmcvFJrBICNEZwDwArQDMArAcwEAAlwMYIYQYqut6Pal3ojTF4vcxaoK5RImWQhsyhNIUz59fd1tduliXPOGSIs2qnShfy5bAuedSO0NSi3LhC0KBBgW6Px8B1Awe/CqCAcDnsGWqWreKX6SWLQNefJEepHfu7I7dWFxM49TIAcmDD1KCriOPdJ4vkfYVV9A9R+3u6/DDgUsuCQf6uuA0cB1TqvieeooC0iOrUaoqHY977RXfdkzTj3rZtFS2Z89O/D5D07zpmRCeSDcqZS45lkhQiZZCGzeOsp9t21Z3W2edRcH6XuovrNqdOwOXXUZtp8uzucWzBjAF/YUoRS40KPD5VfiYpvOvr1TT559ToPUpp1Acmht2488/161O+PDDwGuvUZCR03yJtO+8E/j3v2kld6QuuQQ4+GDn+Th6xomvZ0/g3nuB666j3xlq1w549tlwsFs820qopIGbTUs1k1W201iqqvKmZ3Is4WnJ8UQCSqYU2uTJ1oFFV1wRu0Pn2Ecky3fooUDfvuHf21GvipF/uj8fwUC+4/MB3CxbvTr2KTdtGrBlCwXFFxby8SmWZy++CNx/f/g7PPMMVTl/5hn7vkMq9mNhIY2DLr2U4gEN+XxUabFFC/ccZ25laijfaafRPNnUqdHn1eDBlJSzutr8vXGXU/aiaalsZ2UltkgBoBVashQaW7EJLALwJOjG/TJd1x83fimEeAjAlQDuBHBRvBvTdf22VAOykaYlnmbroYcoP/unn4a3c8QRVH+4uppHiYFE2xz5ODI5xFe75BmtRsjfk9rfKGHgtGXGdcKoRWymRx+lf0aEulOsRjuWZwAt9q+9yqGykh6ev/8+0KGDc3yJtnNyaIXqZ5/R6gxFoTH4kCFUdcRpPo6ecePbbz+KbfnyS2DVKqpuc8oplGrUOGbr245p+lEvm5bK9pYtSFg9engzb7IsheZ1ybFEItK0xM7HRo0oheC11wKLF9Pvc3KAsWOB//zHe/2FV5i485kwBaEioOUDAgg6UP4sGcuaNkVMrV9PgRH33gtcdRUtvEs3U0PaO3YA551HK4sjtW0bcM45NJ7w+ZzjS7TdvDnwzjuUHOCXXyjb7MknUzYj47aA2WnAqs2Bb8QIWuE+Zw7d2rZrR/swPz+xUuTFUKFoTZAldLRBcfrKonEwLZVMZkHFsbT33tQxJjKecItnRqch5VXJ8US80jR6oJrIed6jB0UUTJkCbNxIv2/WjGbrjz1W1oL1OJ8xTxCA4ILEyrL6xhMLFtC/Rx4BnniC7os4+GTl2dy50UFFhn79laYjH33UXftxyJBwMZS//6Z70bFjG15pkeN5wJEpFXzXXkuVEz7/nKbDDzqIElLruvV74y6n7FXTUtUuKaFFB4moTx/vemZ0Gi4Wi8AiIUQnAMMB/A3gf7X+fCuACwBMFEJcret6GaToANT1+Nt5ecB99wE330wRB61bU45ETYv93kQ+w4k2Fw7uTA7w1S55FhKK00imbSHooeS0aahXn35KQRKXXmq93aoqmm8TghKCNW6cHm6rvy1ZAvzxhzm/rgPvvgtcfnn6fU3ltrKzKdPSsGGpS+vK5XTkzpQqPr+fUosa+y6Z/WiafpSLOekwzWhv3kxPDb74gvLuDh5MnVCPHvFtp0sXJKTRo+kewc2eWR5EUl6VHEskqUTPx44d6YZp3ToqcbLPPjSr6/Ol5uKcaJtLX8+diTtfrZ813YegUAEdjpU/S9Syjh3psrxkCerVQw9R6aZDDrHeZlkZsHQpjSO6daN74USZGtL+6KO6QUWGNmwAvv+esoc2xDO7234/JV4bPZp+5lAqgrtn3PiMBNSaRplQjee8iW4rJBT4dA0afFC9bprRXrwYeOwxYNEiqtlx9NHAxRfTiqN43t+lC5388eqiiLgLt3oWi0nKk5LjiQYokXPq8MPpRmPlSvpdp060WCGe93LpFyRfUm2z8sZcrOFg2THH0NRdffPN5eW0cPiTT8LBSGbb3bIFWL6csul0726/Z2+9Zf0dPv2U7uXqq36YaqaGbqtVK0q81pBn204fZ25mSgVf1650W5vcvESGmma0P/gAeO45un63bEmrxv/1r/hqpRcWAgUFtIIpHuXk0Lbd7lmstsvFIrAIwJE1/8/Rdb068g+6rpcKIb4H3dwPBvBFPBsUQpwOoCMADcAyAF/quh5MHbKDSrQUWu3cfUadc+4p0tzIx5HJRr5YJc84W3bllcDvv1vXWo3Um29ShLPZtr77Drj++vCCvkaN6Ibziivs241bt8bm37gx/X5z2Kdu4+PIxIoPZcCKZfDlCaBHByZQNpgWCAATJ0af2PPmUW3Al16iAuX1befUU4Hnn6fVAbXVrBmwcye1VRU4+2wKWvL53OtZrLYQnkg3KmUqOZZIVImWQov82377UduOtP1sL0wuYeLOF8FkjCMq/C2wK6DueZnd5c+StezxxynFelEcBVJmzKCF+bW3A9Al+4knKJYYoFjfKVOA44+3bzdu2hSbf+tWawbmhxkbJsnnAFNxEfx/r0WgWVtordtA9+uAXsoIME3txYvpHr+65vaovJzSjs2fT5P7fn/92zrvPOCrr8w7hMLCcM3rFi0oi+FJJ7nbs1hMcizhZcnxRCJKphRaZLtXL2rHO57g2EdIvoTaOmjxsS+PyhszQGJlWevWNJ6YPDl8ybZSeTkFFp11Vt1tlZdTXoEPPwy/vmdP4J57qKq3XZ4ZScmstGsXxRl4bT96gY8jk9N8e8op//Mn1PKdQNu2tMguU0yrXddw2zaqSf3bb8D06fFt59xzgQcfNO8Q8vNp8SIA7L8/cOutlLHIq88cPTCe4BJY1LXm/5UWf18Funnvgjhv3gG8WevnrUKIi3VdfzueNwshFln8qVucn58+aZr70315lY8jU5r54i15xtmynBy6Pn75JfD119E337VVVBQOro3c1uLFFEgbqd27aVVyXh4wZow9u7FtW2t2gFJ1GqsfXHSYeZ6PIxMLvopqiGefBl5+Dkr5doSgQ+3WAuqt19HB7nXTHn/cPFqwuprqqbzxRv3b8ftplvKKK6JXGh98MD1ZEIKWMu29N00MBIPp7yScOtBkKTQvi91YAgBcPZ6QFyZvMDHnCwZC0JTa4wiVC15ClrVtC8yaRf9++IEWHFhp/XrzyiHTpgEPPBD92i1bKPnHjBm0utKO3diunTU7QN/V6laB4WHGkkny2cgUKIV2y50QH80GUAENKsThwxC462qIPBWK0KAixSWAOZk2ZYr5DOXWrRTFeOWV9W+rZ0/gv/+lsUNkDfnx44Grrwa2b6fJgI4dKdVaIvXpOHoWi8no/KS8KDmeSESaRhNkdpVQ59hHSL6420Go2KEV0r1+GQsklpYdfjjF/r7zDo0nli2DpdatC1+SIrf1f/9H8xuR+v13ijGeNcs+z9q1owysVioo8O5+dDsfRyan+Yr//gf5110C9dcfoKKEJhPHjaPsA9XV3jZt+3bg4Ydhqh9/pPqAhx5a/3YmTKCApFdeCb/f7ycPhwyhaMO8PEoNlpVl3/2FEwea0Xm7WFlOA9TIqCJqspw+6vfN4tjWLAAnAmgHoBHoRvvumvdOF0KMbAAnHwlBN/DpbtvxGV7j48JhE18iJc84W5aTA5x4InD33RQYa6WWLc0z/E2dav2eZ59N/fe0+luXLhTQa6WSElceZhnBx4WDFd9zT0N/6gmgPIAQFFRDQFu+kqL4Nm/mY066TPvmG1hqyZLw6uD6ttOzJ93oP/wwTQh88AHwzDOUsahVK8oF6/d7w7NYbSkvS44lkhHLjp9Jf+ElJsZ8GnLQ0HEEJ8uaNKHnZZGL+cxkBO5Evre6GnjhBev3vPiifbvxuOMo86qVgkFXHWZsmSSfDUzVOnDZpRAfvQ8d1QAEBHTo33wJ7dyLoFdVQtOTrKnmBtOKimLXaPz66/i3deKJwNy5wKOPUq2WuXNpIiA7G2jfnh6i1K7b6EbP4mGS8qrkeCJZser4mfUXnNoOfram+0zv9blYw8my9u2Byy+nuN9Yateu7vvXrKkbVGRo+3Z6LGiXZ2ecYc0uBMUQeHk/up2PCwcLvp07gAkTgV8j4nwrK2lV0F13ed+0BQvo+1rpyy/j2052Ni1ImDuXVlM9+ii1Tz6ZJmY7d6YOMCvL/Z7F03a5uGQsqk+i5v96Xdd1vXb43AoANwghNgJ4HMBdAD6OYzv9TUFopUC/+t6fVjWkFBqXdF9e5ePIlAa+ZEqeucmyiROBW24xP/0mTCDm2pn4Yq0i2LyZXt+ihT278fjjgV9/NWeZOZMGJ4WF7A+zjOLjyOQ4nyiH/vJzENDgRxkCyIMGFRXIBcoqoLz/KdTevZ03J52mCVH//UAi2zz0UOLy+51NJ+rUgSaEJ9KNSiUl42TS63thqsYSNdty73hCXpi8wcSYLwgFpf5CaGqLpMcRXC0rLARGjQqvCq6tiRPrvnfz5nC8sJmWLaNT1o7d2LIlMGgQxRyY6ckngZEjXXGYsWWSfDYxLf4N/nmfQkceBHT4UbannbNiMYrmLYd69BFQ/BVQ9SLvmVbffa8QiT9bHD483E7leIKLZ/UxybFEJkvU/K/X98KMGE80tBSaF/oIyRd3W/fnIxjI54TE3TIMHw506ACsXVv39MvLA045pS7fn3/GPm2XL7fPs4EDKSuRUfUhUrpOMRnXXef9/ehGPo5MjvJ9+C782/9CELkABILIhooqOpjfeAO4+GJvm5ZTTwiJz5fYeGLffWmS1Ph9gGltTFkKLaa4BBYZUf9NLf7epNbrktHzAB4G0EcIka/remkDtuWsNM396b68yseRKUV8DS155ibLRo0CVq+OzswH0CK9iRPNM/Hl5wObNsFS27bRKuZU8NXnmVVQEUCroX/6iSY8GB5m3E+DjGJynG/Fn9DKghCgD9bggwBQjELkYxfUX5dD1TTnzUmnaYceCvz1F0zVowfd5CaSGjTTDzRZCs3LkmOJRKVpsr/IBCZmfLXHE0VlAj5VTXocwdmya68FNm6kBX6GhKDf9+5d9/Jd37Olbduo0tDu3fbsxuXLrVlWraISba1bszzMXMEk+WxiWrQYgH/POAJAVDu4cCUCh50IAMjXUlgWjYtp+fk0ZrDKWnT44S7cqQ4zaZq5l1JekBxPJCJNowkyWQpN8sVoG/f+AQguSNwti2o/+igweXL0fEOTJhTkn5sbviQZ78nNRUytXp3eUzbSs3/+MQ8qMvTtt8BVV2XGfnQbH0cmR/kW0ngiCAUB5EGFBhU7sUe//AL06uVd0/r2peAiq6xFhx7qwp3qMJPRebtYXAKLVtT838Xi70ZhopXJfoCu6xVCiFIABQD8ANx78x4MAjt30g283w+Ul6envXVr+j/Da3wcmVLAF/QXYku5H9V6FkJ5eSgNUPrS7MbetezSS4GjjwY+/xxo3JieubVtS6k6q6rqvufoo4GVMXqom24C/vc/e3ajca2K1YWUlrI7zBrc3riRvluHDkBFBT8+jp6x5sv2oxxNoQPwoxzlaLynXQUBNac58orLoPqDfIxKtWnjxlHZMrPR+L/+RakN2O9IRnxSXpYcSySq+sYTmd5feIWJEZ/ZeGLjdgX5cN6adFgWClG1oNWrKai/cWNgxAj63+zyHQoBQ4YA8+aZn7JlZcAjj9DqZDs88PlidyFlZebjCY6nQbxM1dX0vSorqVosNz7u/rFkQiH88EeNI6LaOc2hFwPwKxDlGhQ9CNWvecu0Sy6hWcnaKiwExo6159mi2zyLxVRY2LD7LynOkuOJRBQMUpaBdD5c5N5HSL5624FyFZoOFOcp2FnGAom7ZVHtggJa9PzLLzTnoCi06LlFC/PLd48e1lmCAOD334GPPwb69Uu/ZxJ99QEAACAASURBVLt3x+5CsrK8Ob2p1dxG5uTQ77jxcfSMPZ/SKmo80Rzbog9mXfe2adXVwHnnAc88U/dE7tMHGDCg4SczR//SyeSB8QSXwKKvav4fLoTI0nW92viDECIfwFAAuwHMT/YDhBBdQTfupQC2N4DVeakq3SXoOrVVNX3tgoL0f4bX+DgyNZBPUwpRpTRBSCjQFRU+BcjJAMv69KHSngafplm/59xzgbffpmuOmZYsAUpKgDZt0u/ZCSeE6ybXVpMmwJFH0uJFZodZ0u0VK4D//Ce8InyffSgL5ciRPPg4euYKvjadoB6wD/Rlf0BFCCpC0AGoCEGgGtnHHwetoDVUVXPenHSZ1qYNpVV94gngiy9oZH7wwRT5eOCBLtmRjPiMNKZSXtRXNf/LsUS8UtX6xxOZ3F94iYkJn9l4Ih/et+zQQ6msmPH7WOOJW2+l4CNdNz9tP/wQOP98ezwbMQJ47jlzjoMPBvbem+VhljTT3LkUuLVuHX3HXr1oYUi3bjz4nG5z5IuL6YShUB+phqqV7BlHhMcUlVBPHga9AFBUFbraHNCDgBrwlmnDhtGs5GOPAQsXAo0a0aqoSy6hFTmxOiWWO5UBk5RX9VXN/3I8EY8iz4VM7iMkX+y2kgddqPApKgoUHkjcLTNrn3QSXa6Li+tnuukm4OqrrU/dDz4Ajjoq/Z516kTzKlZVFY4/3lvTmz4f8NJLwKuv0qJ0gG63br3VnY9dODI5xnfKEVA/nho1htijvfaiAX9JibdN+/e/6aR+/nlKX9yiBXDyyfRwomnT1IwnOPqXTiaXi0Vgka7rfwoh5gAYDuBiUL1hQ1MA+AE8o+t6mfFLIUS3mvcuj/hdJwBBXdc3RG5fCNECwNSaH9/Udd0ib5dLpCiJ10FPps2xtiF3Po5MSfIF/YUI1CQJr/bnIxhQnUZibZmi0INnq8AiACgqsofpuOOoFvOcOXUZbrmFgoo4eJaK9rp1wDnn0EIpQ+vXU53m7GxK+OKGY44jEwu+u26DOGsi/KU7oCMPAjr8KEPgmDEIjDoLiloFxV8BVS/iYVQ6TOvQAXjgAWoHAuHfR7bZ70gmfEJ4oo6xVF3JsUQSqm88ken9hVeYHOarbzwhLYtud+hAp2YwaH7alpSEn0elm+myyyimec2aaIb8fOCGG6wZOO7T+pi++45KMURq8WIqgf3228D++3vrOPMCX9xMrQrgv/tm6FffDIEq+FEWHlPcdDX0zh32vD6o5wNCRdCvNHxswc20gw4Cnn6auPz+5MYRbHaqw0xyLOFZyfFEglIUmkjM5D5C8sVsB/2FCCIXGhQuSNwtSwlTp06xT92tW9M3rVib7+abgQkT6mYv6tIFuOgiei8Hz1LRfvjhugldPv+cxlIzZ1Jct5eOs4ziO/Rg+CeMhj7tHQjoqIZAKRpB8WVDfeghqkFYVeV90848k6Icjd+ncjzB8aBLJ5MHxhMsAotq9G8A8wA8JoQ4CsAyAIMADAOlGb2x1uuX1fwvIn53GIDnhRDfAPgTQDGA9gCOA9VIXgjgmnR9Adukae6vI+hVPo5MCfIZ9Y9LkYvtwXzq66Rlcb1n332pRrCV9t47NbWM42G6+256fvj++8D27RT0dP75lBbVKOPJwbOGtp9/PjqoKFKPPEIrIEIh/sccRyYWfJ26Q8ycDbz1KrSFiyHy84ETR0I7+njsLM2G3ghQEYTKxSgWprmMyU6+vLxwByjlRcmxRCLSNNlfZAKTQ3zxjiekZXXb++1HmU7NtNde4VM33RyKArz8MiU6+eILup8eNAi48EKgVStrBo77NBYTANx7r7nfwSDw1FPAPfc4x8ehzZEvIabjx0Jr2x3izTeB9auhtWoPcdqpwNCB0ILh1wc1FQFBq0fzNRWK0KAiycG7602TfJZMRsch5VXJ8US80jSaIEvFQ0639hGSL2Y7ACHHAQ4wtWpFC22rqmCqjh3t49t/f+Dddym2eeFCir8YPhwYP55KoQWDPDxraHvHDutMr2vWkAennuocH0fP3MUngBvvgTbgGIhZ76O4ZCvyu7aFeuZoqPu3pANZmuY9vnQyaRrcLjaBRTUrAwb8P3vnHR5Fuf3x7yTZnZBNKAlIEaQKIk0sKIhYAEXkgqgoCqKoiNhQAcuVqyJevSrWqyhWsKF4RRGwIqDyQ1Gkg4KKCFIEEko2gZ0lmd8fh2F3k52tU87Mvt/n4eGwbT6cd+ad9533vOcAeBBAH9CAezuAZwFMUFW1JIGf+QnAWwBOAnACgJqg9KKrAcwA7SxwfqsBdAKqqvm2FcdwGx8XjhT5FMkDVc1CQPVyQbLdTvRzl19OKS+118PVqxdVNbKKyeMBLr2UdtoqCr0uyyGbi8/StZcure5rTVu3Ajt2UHZGJ5xzXDjY8dVvCIy9E5J27so4Yh+51ux2DjunOYCpogKYOZPyMO/dC7RpQ2lUTzvNvGMLuVpiLpGCnNJfOImPC4fNfMnMJ7i4hgvf1VdTid9ouvJK+tsqplq1qFrSmDHJzSe4tF0iTHv3UjZ3Pf34ozvPMzfwJfWddu2hPvhQxDxC7/MKvFAlQFG9kKFksNMcwLd/P/Dee8CXXwKHDlEpiiuuoFVVM5mEXCsxn0hRXPsI7n1YBvAxROLusrSZCgqAiy4C3n8fUTV0qLV8zZoBDz5ItpXrEsn4LF175Uqg8kjxzOpasgS4+GL7+Dj6zHF8kgTpnF5Qz+4FyACU3YAaAOAXTnM63+bNwNtvAz/8QNGPfftSJKDZTA4Xm8AiAFBVdQuA4Ql+Vory2moAVxuMxU+iFBpfPo5MSfAFfIUoPZym1OOT4bEgQ7bDXRZht28PPPccleEqLQ1dsj16UAYho/6fbvJZuna8kqS1a1fvLjn6jyMTdz6NqdJXgFI1AK8UhOzL4QdoNwdHJgAYOxaYOzd0sW7cCHz6KTB5MvCPf5hzbElyRbpRIX2JuUQSEqXQMoPJBr5k5hPCZdXtyy4D/vyT5hThuu464KqrqJSA8JlxTPn5sbtKn8/8/w9Hn3HnM5MpxyfDrxYhX/IDPg8/QI5Os4Nv3z5g2LDIeo2//QZ89BHw7rvA8cebwyTmEq6XmE8kKFEKTfDp2AF4ocCLSl8BPDyQuLvMcKZ776V1ic8+C12yubnAhAlAt27mVUR1ss/SPUYs+XzuKiNtt82Br1oJZQ5Q3J3GkW/dOoq2LC8PXbBr1wJffEEPZEQpNF2xCiwSSlCK4vx0X27l48gUhy8AGX6lAJCAgEXlzxzusph29+60Ye7774HiYio9dsIJlBVRy3InfGac3bs38LOWfLqKOncG8vKqp1bl6D+OTNz5NKYSyPAqNZElqWiAEj5l0Tg7zW6Or7+ODCoK1/jxtNu4stL4Y4tSaEJCISmKM/oLJ/FxZLKQL5VyyhnuMl17xAhg4EDa3aoolMyvWTORZd0MppwcGnZ8+y2iqmfP0NAhk3zGnc9sJq8iISjlQ051bpGJTrOa74UXIoOKNO3ZQ/ULX3jBHCatQxASynQpCi2QiVJogq+K7VfyEVBllELmgsTdZYYzZWUBTz9N6+MrVlAW0m7d6JGYmZesk32Wjt2xI21s3rsXUXXOOaHhg/CZO/i0EsoyAjRX4ADF3Wkc+R54IDKoSNPKlcD06cANN5hzbK1DcLCy7AYQSlGSRAN4s20rjuE2Pi4cCfIpqgcBSUZAlS0tf+Zgl8W1a9QA+vQBBg0C2rblwcTdZ6nal18OHHccqikvjzJH2c3H0Wdu4tP+HZS8qFQlKPDYD+UUp9nJ8fnn0FVJCbB8uTnHFhISipQT+gun8XHhsIEv1XLKXFzDja9uXSpjcNFFQMOGPJi4+yxVprvuAmrWRDW1bEml6ezm42Bz4bCKyZC5BRdHcWdKle+LL6CrBQtCD+7NYBISEooUxz6Cex/mZj4VgMQLibvLzGI69liq6NOvHwUVcePj6LNUbK8XuP9+RFWfPrSJQfjMvXwsobg7jQPfrl3AqlXQ1fz5Jp84zpbIWOREiVJofPk4MunwaalJD/rqYr9fPvIxK8qfOdRlgokp39tvA++9B8yaRTu5u3enLIbNmvHg4+gzu/h27wYWL6bfOvlkoKjIGCa/KkORZBz0eQEVPMqicWxULkzBYPyxjhnjHElyRbpRISFDJEqhZQaTRXypllPOYJe5iok7XzymTp2ADz8EXn+dxqnZ2cC55wKjRpFtN5/dNje+336jbF7161M7mTFkTHtuwc1pXJnS4Tt4MPY4JyeHPms0k5hLCAmRRCk0wadjeyAhoHo5IXF3maOZuPNZxXTJJbQZ5LXXgA0bKIPRRRdR1dYDB+zn4+gzu/gAYPVqYP164OijKaNUqkwenxdQPe53mhv54klRRCm0GBKBRU6Uorg7BZmT+Tgy6fAlmppUuIwfH0cmO/k8HuCaa4AhQ0L35lil5zj6jyOTkXwA8OyzwOTJiNCoUcCttxrHxKosGsdG5cJ04on6u4yzsoDWrc05tiiFJiQUkqI4o79wEh9HJpP5Uil/luEucyUTd75EmOrWBe68MzSPkCSKS6haUjlTfMaRr7wcuOkm4KuvcEQ1awIPPkgLAmYcO+W5BRencWdKh++kk6gGfTS1bk1zinQvYFEKTUhIX4pCC2SiFJrgC7MDkLFHKaSsf3FODeEydzBx57OSqW1bYNKkyPnEwYN8+Dj6zGq+338HRo+mvzU1bw489RTQokXyv+mHBEmR4S3bC9mr2O+cTGzUVO3CQqBePcpcFE0dO9JnzTi29rsOliiF5lRJUijE0kzbimO4jY8LRzw+FUg0NalwGQ8O7kyCz31MRvHNnFk9qAgAXngB+OgjY5lYlUXj0njcmPr3B5o0QVQNG0Zbe8w4tpCQUKSc0F84jY8Lh0V8qZY/y2CXuZaJOx8XDsGXuv3ww5FBRQCwfz9w223Axo3mHTvluQUHpzmBKVW+ESMopVg03XSTuUxCQkKR4thHcO/DXMqnqB5UqhKCkpcLEneXuYKJOx8XDifxceEwku/QIRoihgcVAcAffwAjR4ZiPZL5TQVeqBKgqB4+zjHSaW7my84GbrwRUeXzAZddZi6HwyUyFjlRohQaXz6OTFH4Ar5CBA6XK2CCZDuHk/g4Mgk+9zEZyffWW/q3tKlTgQsvNI6JTVk0jo3KhamwEHj/feDee0MrRLVqAZdfTimszDq2JLki3aiQkCESpdAyg8lEvlTLn2Wwy1zLxJ2PI5PgS84uKQFmz9a/pb3/PvCf/5hzbG1uofpUQC11jtOcwJQOX4cOwBtvUMOvXk0nQvPmFGl23nnmMYm5hJAQSZRCE3xRbNVXgIC/gBMSd5c5nok7H0cm7nwcmYzg++474M8/o9/S/v4b+Ppr4NJLk/vNHJ8Mv1qE/PwAIDNwTqY1arr24MH0XHTyZGDbNjoZunQB7rmHNkSLUmi6EoFFTpSiuDcFmdP5ODKF2QF/EIo39XIFGegylnwcmQSf+5iM4gsEqu8GCNeGDeYwlUBGgSJDlgAZfmc5LROYatcGnnwS2LePcgMXFhLfoUPmpVMXpdCEhEJSFOf0F07h48hkAl+65c8y0GWuZ+LOx5FJ8CVn//orYuqXX8yvxnOk1IGkQIYD67twZEqXr0MHiirbsoXmEM2a0euKYh6T9ttCQpkuRaEFMlEKTfAhND/wQ+KCxN1lrmHizseRiTsfRyYj+LQ4dD2lOp8oUBQEyxTAy8A5mdaoRtj9+wMDBwKbNgE1agCNGtFi1t695jEpCpwuEVjkVEkSDeDTtRWFatR89RVdMF26AFdfDRQU0GeMOIaZNhcO7kyHbQU5SLdcgZ69fj3w5pvUBzdqBFx8MXDCCTxcVlZGDyNzc4HGjZP/HQZN5wgmwec+JiP4srKAunWB3bsRVQ0amMcECcAR20FOyySmWrWAo46i8Yjfb+7xhISEImVUf7F7N2UN+P57moj37EkTc683s/ozrkwG8xlR/iwaEgB8+y3w8cdAcTHQti0wdCjQsCEPlxUX007Gpk0pTpUDk92nk5P4uHAIvtTsunURU0cdZT5HqNSBFzIU/k5zCpMRfPXrky1J1jAJCQlFyohrbcMGYNo0+rtuXWDAAOCssyI/w6Wv0rO5cNjAl+r8wGikQ4doLrFgAe1f69aNEmPXqMHDZVu2AKWlQJs2QE4ODyYHnWauYuLOx4XDSD5tvqCnVOcTtPbAyDlGOi1T+LKzKUORlUwOlwgscqKMKoUmSVSXfMWK0G+vXAnMmkURIkVFIkWaG5jCbDXfC7+3EJ781MoV6NmffAKMGRN5mn78MXDXXcDNN9vnstxc4KmnaG568CBxnXgiMGkSLVI4tUk5Mgk+9zEZyTdoEPDCC9FvaZdfntotLRGmgFoASDICPi9ktdhZTssUJiv5JMkV6UaFhAyRUaXQNm+m6I9du0K/vWQJ8NlnwLvvmle+mWN/xpHJBD4VWfCr+YbMJ8KRHn6Y4tM0LV0KvPce8PLLwKmn2ueyAweAf/4TmDs3xNa3LzBhAiXbc2gzZhQfRybBl5zdogX1A0uWRL+lXXaZ+Rw5PhnFaiPIkgKv72DsuQUHpzmBiTufKIUmJKQvI0uhLVwI3Hgj2ZoWLACuvJIGiFz7CO59mIV8qcwPjEaSJFrmWrYsdBr98APwwQe0zNWggX0u+/VX4P77geXLiSsvj/b133wzq2bkfpq5hok7H0cmI/gGDAD+/W8K7quq3FxKXJMKU0AtAPIDCMhByL4cPo7KhEZ1KpML5hMisMiJUhRjUm5NnRoZVKRp507qZSdOFCnS3MB02A4oEvb6PajwSFAMzFRbUkIP26Pp0Udp03r9+va47PHHgVdfjWRatgy45BJK1FVYGP93ODYpRybB5z4mI/mGD6eUo4sWIUJnnEGTabOYAooMvyQDAAoSLV3AxWmZwmQlnyiFJiQUkqIYcz0+9FBkUJGmZcuAKVOAYcOc2V+4hclgvgBk7FEKUakaM5/QkJYujQwq0qQowLhxwOef2+Oy0lLgttto7024PvkE2LEDePttRzZjxvFxZBJ8ydsPPACMHEnxrOEaNYo2D1lRjUebW8gIQHaC07gzcecTpdCEhPSlKLRAlm7n6/cD99xDv1VVb75J0dzHH8+zj+Deh1nIF1TyAVVJ6nQwGunVVyODijRt2ULxaZMm2eOybdsoRm7fvhBTeTkweTJ9buxYNs3I/TRzDRN3Po5MRvB5vcATTwC33EKFezR5PLSGWKNGare0gCLjQJkM2QvI8PNxVCY0qlOZFAVOlwgscqokKTTojmVv3AjMmBFKJTp4MD11UVVg9mz93//mG3qSWrt2csez2ubCwZ0JgCJ5UIksBCWvoYdYuDDyZlxVc+YA111nvcv27qVMRdFUUgK8/z5w/fWJ/SajZmTNJPjcx2QUnywDL71E/cW331KGye7daeexttHNTKakSxdwcFomMVnFJyQkFKlEr8clSygiu7iY0kZccQXlb/f7qVPX0+zZwFVXObO/cBOTgXyK6kGlKhk6n1BVynSqp507aXdvt27Wu2zZsupBRZqWLQN+/JFKPzusGTOSjwuH4EvdbtSI+oqPP6YMBHXrUtXN5s3tYXKE05zAxJ0vauMLCQlFKN51pNWn+uILIBikdYlBgyiV/A8/0ANcPc2ZA7Rrx7ePCLe5cNjBpwKQ7EWaMwe6+uILWrtItlK3EXwzZkQGFYXrjTcoaFqWeTQj99PMTUzc+bhwGM132mnAp5/SRqE//gAaN6YEBLVqGcB3+N+2O8dop2Uyn5nHcLhEYJETlWgptPnzKadiZWXou599RulFb701VBtKT1lZ/FKQhduZliItTVtFFhRfPlSvbOghystjn0YHDxpTaSNZ+7ffaO6qp9WrEzsuxyblyCT43MdkBt/ZZwPnnEO2P0p65Lw8WjzcvRvo1AmoV88YpqRKF3BzmtuZrOSTJFekGxUSMkSJlkKbPBl49tnQ9378kaKzX3sNaN489jECAVEKjZNtAJ/qK0DAX2A4UllZ7FOpvNwel61fH5tr7VrglFMc14wZx8eRSfClbg8aRAks8vPp31XnFIpCWdD27gU6dzanZGGlrwClagBeSafkATencWXizidKoQkJ6SvRUmiHDgE33QR8/XXou99/T9EWH34Yf21Ce6jMsY/g3odZxBfwFSKAXCjw2ork98c+lSoq7HGZ3iYFgC6hP/+k2DlxmmUOE3c+jkxG8jVqBIweHTmHqDqf2LOH5hOVlTTfj/eb2fleeOQE7olOdVom8olSaDElAoucKEWJn07r4EHg7rsjg4o0TZ4MnHUWrdpu2RL9GI0aUf43LS0XlxRk4XampUhLw9bKFvjLJHhkYw/Rrh1iql07e1yWmxubK9HTm2OTcmQSfO5jsppvwwbgzjtpx4CmM8+kypxGMCVcusBJTnMDk5V8ohSakFBIihL/evz998igIk2VlVQf6vPPaafx9u3Rj9Gxo3P7C7cwGcQXUCQokgd+SKYgtW8PzJ0LXbVpY02Zo6q2x6PPBNBzJgc1Y8bycWQSfOYwzZ5NcwctM4AkAddeS2va2dnGcZRARoEiQ5Z0Sh44yWlcbI58ohSakJC+FIUWyOIN0KZPjwwq0rR7N5VAGz8+9nE6deLbR3Dvwyzi80PC7gBtPPDaiNS+PfD334iqJk2SL3NkFF+NGtGZNHk8LJrREJsjH0cm7nwcmaziU1Uql/baa6Fl9YIC4F//As47T/+7FWUSvN58yCixZs2Bk9PcyidKocVUlt0AQilK6+n07EWLgP379b8/Zw4wYkTo6UpVjRwZ/xgcbC4czJm0sgUKvIYfon17SiMYTS1aAD172uOytm2BZs2icwG0y9HBTcqGQ/C5m8kqvv376ZYUHlQE0POnu+82nskVTnMTk1V8QkJCkYp33cSK9Ni7l3YbjxwZ/f3sbKqF69T+wk1MBvApkgeqmoWA6jUF6aKLKKtINA0cCBx1lD0uO+us6Eyazj3XUc2Y0XxcOASfeUzLltEmhfByI6oKvPIK8OqrxnNAAmKWPODiKO5M3PmiNr6QkFCEYl1HseYTixZR1EX//tHfb9QI6NePdx8RbnPhsIGPA9KIEdBV+HtW811wgT5X8+ZA69ZsmpH7aeYqJu58XDis5nv9dZo7hOfqKC2lOcZPP+l/N6B6D6+9eux3jtVOczOfmcdwuETGIicqkVJogUDs3zh4kGoav/46MGEC7UgG6Inu2LH0BLesjF8KsnA701KkpWFrZQs8JuE99xydRrNnh06x7t1pt2CtWtFLHpntMq8XmDQJGDKk+uUwcCDQuzdV+3Nik3JkEnzuY7KSb9o0WqOOpkWLgK1b6ZmSEUxxSxc4xWluYbKST5JckW5USMgQJVIK7cCB2L9x8CAweDD9zqRJlC8aAFq2BO67j+YasQaBnPsLtzAZxKciC341H558GR4Dm1RDKiwE3nwTuPdeYMUKOo2ys4GhQ4ExY+h0tcNlzZsTk5Y9MVz33Qc0bWreKZ6Bp1lGMQk+45neeEP/dvXWWxQHayRHQC0AJBkBn7d6mWWnOI2TzZFPlEITEtJXoqXQ4tWnUhQaaNWtS4PBYJBe79YNmDgRqFePfoNjH8G9D7OIz+PzwsMA6fTTgRdeAB56iJ4hArQmMXYscMkl9vGdfz7w1VfAp59Gnvo1agAPP0zHSXQ+kcGnmauYuPNxZLKCr7ISmDpV/3b11lt0a4r2XU++DEWWofpUQC3l4SjRqHyZXDCfEIFFTpSixE+ndfzxsX/j+OMpcKhTJ2DmTGDbNgq/bNGCLppAgGcKsnCbIx9HJklCEIqpeF4v8PjjVBVjyxagcWOa+0lS/DSjZrqsfXvg/fcp8+7PP1Pqwn/8gza8BIPObVKOTILPfUxW8q1Zg5j66Sd6zmQEU9zSBU5xmluYrOQTpdCEhEJSlPjXY9u2sX+jTRv67MUXU17ojRtpsNWwIUVvm1m7imN/xpHJAD6tpHKlKkExuEnDkRo3psCA7duBHTso82j9+jQt1bpuO1x22WU0dX7zTZoyH3MMMGgQ0LmzPeXZXHqaZRyT4DOead066GrvXlpkTKbcSDw7ZpllpziNk82RT5RCExLSl6LQAlm8wVD79tVTU2sqKqLoclWldBDXXQds3kwDwMJC+h3t9zn2Edz7MJP50i2VbIbLunWjIh0bN9IemdatgZo1aT5hF9+hQ8AjjwDnnAPMmkXLb5060RyjSRN7yrM56DRzJRN3Po5MVvAVFwM7d0JXa9bQ52IxBaHwcZRoVL5M2onkYInAIqdKkmjgrWc3bw706gXMm1f9u0cfTeHSVT+vKNV/J9YxONhcOLgzWYRXrx4t/sty9NPJDpc1a0allMKZsrKc36RcOASfu5ms4isqQkxpQUVGMcUtXeAEp3FnUlXg22+BhQvpKU7XrhTZaSefkJBQpOJdNxdcQMXl//qr+nfPO482JGjf8Xop0CjZQWA6Npd+lTtTmnxaSeWg5LUEqWlTik3j5LKTTgI6dCDbylM8UZ9xs7lwcGcSfMYyFRbSerSeatY0j8mxTuNmV/33wYO0EfKnn2iDQK9ewCmn2O8zISGhSMW6jq6+mlK1HDpU/Xs33EARn9rn8/NpY4PeYItLX6Vnc+GwiM+IUslm/FezsoB27YwZrxvFBNDjsPPOo9fTmU9wOZ2cxMeFw0l8XDis5MvPp/4jvAxauLQ42HhMtjvHSqc5gW/3bso68ccfQIMGVH61eXP7feZwicAiJyqRUmg+H6WQmTiRJuKaunalnJC1ajkzBRl3Po5MUigtKUc8jkzc+TgyCT73MVnJd9FF+ulGGzYEzj6bnisbxQTVC4+kONtpnJm8XuCmmyjfs6bZs4F33qEgBUkC5s8Hdu0COnakbWVW8GlsQkJCiZVCy88HZswARo8GfvyRvidJVFP2kUfoiYvb+zOnMxnAp5VUZoTETnmmuwAAIABJREFU3WUZx8SdjyOT4DOeafDgUCnFqurThxYDzGDy+LyA6nGm0zjZVfl27gSGD6e0E5ree48mjk89RSnkvv6axjNdulDaByt8JuYSQkKkREuhtWtH9WPuvhvYtIm+m59PQUUjR1JGADf2YRyYTOZLt1RyBrrMlUzc+TgycefjyGQFn9cLDBgAfPhh9NveJZfoH1djijov4GBnaqP+9BNw/fVAeXmoIV97DZgwAbjmGkpDtXw5TRS7d4+MmRCl0GJKBBY5UUqCKdWysoAHHqBisr/+SikfWrZMPJ88xxRk3Pk4Mknml0JzoctY83FkEnzuY7KSr2lTYNw4iocNV14e8OijoduWUUxeRUJQyoeMkuqlC5ziNM5Mr78eGVSkac0a4JZbaNUnEAi9fuqpwBNPABUVohSakJBVUpTE+ovCQuCVVyhr0b59QKNGoa1amdCfOZ3JAD5tHsEIibvLMo6JOx9HJsFnPNM//kHDzy+/RISaN6d5hqKYw+SHBEmR4ZUUyGBcsocjUyy+Bx6IDCrSNHMmUFJCWVHDNXgwcN99ide8T9Vn2okkJJTpUhSaDyRSx+mEE4CPPgI2bKA5f4sWQI0atNDn1j6MA5PJfEElH1CVlEsDZ6DLXMnEnY8jE3c+jkxW8Y0bB6xcWX0I2rMn7a9TlNhMUecFbncaV76yMtokGR5UpOn++6lupraBEqCNl//6F3Dppeb7TDuRHCwRWORUSRIN4BOxCwuBzp0T/3y4ncp3rLS5cHBnYo7HhcNJfFw4BJ+7mazkGzoUOP10So6xaxdlwB4wgGJijWYKSl54VAUKPJCd7DSuTP/7H3S1ZEn01x54ABg/3lw+ISGhSCXTXzRuTBsUFCWz+jM3MBnAxxCJu8syjok7HxcOwWceU3Y2MGkSsGgRBRiVlVHs+sCB9J5ZHAq8UCVAUb2QoTjLadxs7d/79gELFkBXVYOKAODddylYYfBg830mJCQUqUSuqays9Msmc+mrBB/ZKgCJFxJ3l7mViTsfFw4n8XHhsJqvsJCGlHPnAkuX0hyid28KLDp0KD6T7rzAzU7jyrd4MVBcDF2FBxUBtDnhvvtoQapNG/N95nCJwCInKtFSaOnamZoizW1MkiiF5jY+jkyCz3omgJLRrVhBA1+tVjcXvlTsk06isZv2uj9GOuV0mPyqDEWSofpUQC11ttM4Mu3Zk/zYZt484LbbqN6xWXyS5Ip0o0JChiiRUmjc+jDufByZDODT5hGMkLi7LOOYuPNxZOLCV1FBz1Q3bQKaNQPOPJMXXyo+69kT6N8/ch4Ra06Rrp3jk+FXi5Av+QGfx5lO42CH8/n9qY1t3nkHuPJKc30m5hJCQqRES6FlYh/GhclEvoCvEAHkQoGXCxJ3l7mWiTsfRybufMkylZUB33xDcRnt2tF+NE58qdiXXw5cd13i8wmNKeq8wImN6ga+/ftTG9+89x4wcaIohRZHIrDIiVIU56YgczsfRyZJlEJzGx9HJsFnLdPOncAdd1CpWE2FhVQ27NRT7efj6LNodhAKb0CnMrVuDXz/PZLWb78BxxxjHp8ohSYkFJISp//j2Idx5+PIZACfKIVmPwd3Ju58HJk48K1aBdx+O7BtG46oTRvgmWeo6qXdfBx9pmcXKAqCkgqIUmjG8NWtG1qpSkabNgEHDgA5Oeb5TFGSYxIScqsUhRbIUq2D5eY+jAuTiXx+SNgdKIAkAV4eSNxd5lom7nwcmbjzJcM0Zw5VjzpwAEfUuzfw+OP0vt18dvis2ryAGyAXJrP5WrZESvr1V/N9piipsTGSCCxyogIBYO9eGsD7fFQn0Ax7507zj+E2Po5MqoqArxB7meJxZOLOx5FJ8FnLNGZMZFARAJSUAKNGAdOn045j4bP4dpEvAJSbdD91q9MSsS+7LLXAopwcOpHN4hMSEgop3nyCYx/GnY8jkwF82jyCERJ3l2UcE3c+jkx280kScP31VHEqXOvX03zi1VeBggK+/uPGVFEOyhDtUyCX7+UHyNFpsfgOHAAuvBB4++3kxjZFRUBpqbk+Kyw0biwmJORkBQKUvqG0VPRhGchnxPwgw1zmWibufByZuPMlyvTzz8DYsdVvD19+SQlfbr01M32WXR5AluoHfBbdH53qNLP5GjYEOnak3TTJqG5delZqps9cMJ8QgUVOlCwDderQSSjL9Mcsu04d84/hNj6GTLIsow5fPJZM3Pk4Mgk+a5j++ovq/EbToUPA/PnA6NHCZ4nZMiCbeD91p9Pi2+efT+XQHn88tG1FkmiB4MMPo5+8XboA7duby6elMRUSEqJrId58gmMfxp2PI1OafOHzCCZI3F2WkUzc+Tgy2cn38cfVg4o0/fEH8PvvwBln8PYfJyZJLkCOKkM5/Do7QI5Oi8d3xx302jvvhE7OmjXpxJw7N/rJO3iw8c9Ko/lMSEgo8loQfVjG8Rk1P8ggl7maiTsfRybufIkw6Q3HAGDWLBrKaY9hM8lnebIMjwpAtvD+6FSnmc337LPAPfcA330XOjmbNwfq1QN++CH6yTtsWGg+YabPHC4RWOREeb2Ax0OLdD4fnYxm2JlYe9GNTJIEj89LO+gY4nFk4s7HkcluPo8HqKwEsrJ48hnJtHVr7FvEH3+4o0317Lw82k1dXAyceGKa543PC6gm3U85Oc0OpssvBwYMAFaupF2Mp5wCNGkCtG0LPPxw5EnbsiXw2GPm80mSK+oYCwkZonjzCY59GHc+jkwG8GnzCEZI3F2WcUzc+RJhqqwEKiponMmRz2j7zz9j3yI2bQL69HF2m8ayg0FgwwZq8zZt0mfyqzIUSYbqUwG11J1Os5rP66U63yNHAsuX087eTp2A7Gwav3z0UeRJ26sXrWBpJQbM8pmYSwgJkbxeut5EH5ZRfAF4ocCLSl9B2vODDHGZ65m481nJVFFBcwqufEYzbdyof4s4dIgSvhQVObtNY9n795MPatSgJDcaU0AtACQZAZ8XslrsrEZ1G1+DBsCMGcCyZbRz5phjaF1i717guuso7Va4br8dOOccyshops9cMJ8QgUVOlKI4t7ah2/k4MkkSglDY4nFk4s7Hkckuvv/9j1L1b9pECwH9+1OZMK+XB58ZPqtVCzFVt67xZe65+GzpUuChhyh4CqAx3qhRwJAhFFSW7O8GofBoVKtsq5k8HqBbN0qTLkl0/MsuA7p3B774grIatW9PK1eVlTSwN5MvP5/+LSQkRNcCp/6Ce3/mVCYD+LR5BCMk7i7LOCbufLGYgkHgmWeAd9+lYUnDhhQbPWwYDz6z7KIixFRRUWg+4bQ2jWe/9Rbw3HOhjE2NGgH33w+cdlr6fEfmFm5zmp18tWvTA36vl+YUlZXAI48Al1wCLFhAk8DTTwc6d6YL2mwmRYGQkBDoWlBV4x8+ua0P42IbxOdX8hFQZZRC5oLE3WWuZ+LOZwXT7t00tpwzh4Yixx9PJYfPOYcHn1k+O+ooYO1a6KpmzdCwyWltGstWFNovO2MGDUsBoF07Gp62bg0EFBl+SYaMAGSnNapb+Zo1A5o3D80nCgqA998H5s2jDQy1awM9e9LnrJgEaxeGgyUCi5wqSaIBvNm2FcdwGx8Xjio2ZzwuHE7i48JhJ9+rr1KlJU3l5bQosHo1MG0axTQ4yX+Jfq5jR0rw8vvviKqLLrKXzyz7t99oYlZREfq/+v10DmRlAVdcEfpOZSVltPy//6PzoE8fCkqP9rssGtVKmwPH0UcDN9xAA2lVpUbSbDOPLSQkFCkn9BdO4+PCYTAfQyTuLss4Ju58esOCMWOAr78O/Xv7duDJJ6n08IMPutdn//gHMGlS5LhaU2Eh0KOHvXxm+ezDD4F//zvy/7ttGyXFefNNmmdpn1cUeta8bh1lwR8wgBZI4h3LdU7jyCdJ1FgdOtBOYm0eYRWTkJBQpLj1EXbZXDjM5FMBSLyQuLssE5i485l5jNJS4KqraO6gad064LbbKNBk4ED3+uziiynGO5rOPpuqTTmxTePZEyfSRvdwrV0LDB8OfPIJZTDSvrNnv4TPPlOxbRfQ6hgJ556roobXJnAuJxcXvpwciv47+2z9+YSZHA6XCCxyokQpNHv5gkFg/nxg1Spqh759qR4PY5+JUmju4uPIZDVfWRnw3/9G7yLXrqWHwBde6Bz/Jcv0zDPANddQWtFwPfAA7Yywm88M++23oy9+ABRkduWV9LkDB4BbbgEWLQq9/9xzwNVXA3fdFfm7ohQaAyYr+STJFelGhYQMkSiFZi/ToUO0Q2rjRop8Pf982vLHhS/MFqXQ7OfgzsSdT49p6dLIoKJwzZgB3HwzPRB3o88KC4GnnqJs7+Hj64IC4PnnicmJbRrLBoApU/Rvi9Om0ZzB5wM2b6bs+Js3h95/8kmqzNWvn/6xjswt3OK0TOcTpdCEhPQlSqHZz7dnDzB9OlBSQoGWvXtTKncT+TyQEFC9jnWZ0/k4MnHnM5vpxRcjg4rC9fTTwODB7vVZz57AjTcCkydH/r9btqQNDGYtX9vps507qwcVaSouBubOpey3kgT8349e3He9B/4DEsrgQz5U1H9awktv+3D8MUwblftJ5xYmF8wnRGCRE6Uo7khB5kS+khIKQ/7111B7TJkCjBgB3HQTW5+JUmju4uPIZDXf998DBw9CVwsWUMyfU/yXLFOTJsBHH1EA1Zo1tDhw0UVA/fqhbIpOa9N49vLl0NXu3fTgv0ULmryEBxVpmjoVOPZY2lGh/W7KpdDKy2nFaelSGmgOGAAcdxw/p3FsSKv5NmygVGbr19Pq4NChVDtPe19IKFOlxOn/MrG/sIpp7Vp6Ard3b6g9HnuMUvD17Ws/XxVblEKzn4M7E3c+PaaFCxFTX35J1Zbc6rMzzwQ+/5wegG/dCjRvTvOJ3Fz6nN18Rvts714qn62n5cvpc6oKjB4dGVQEUADW2LFAmzY0p4h2rKRKoW3dShO6v/6iwNKBA6kRODmNe6NaxbR0Ke1y2b6dal3ccQdtLhQSymRpHaYohWYP38yZwIQJiNDjjwMvvwy0bWsaX1DJB1TFkGYXTeoOJu58ZjPpbVIAgL//BlaupOGdW312662U8OXTT6nCVPv2FOPo89G/7eYz2o61NgEAS5bQusOePcBNIxQUHFTgPZzmzQMFJbsl3HwN8MXHCnI8BkCtXQvMnk01nlu3Bvr35+c07o1qBVNlJbXTxx9T+Y0zzgDGjQMaN4ZTJQKLnCpJogG82Xay39m0iSbcS5fSHWTAAEobkpPDgy9d+4EHIoOKNL38Mt05O3WynilB2y6XJWJz4XASHxcOu/hy4ty97Oazwmc+H3DppdTFqqo9WeCttPPzEVN5eZRQ7oMP9D8zYwYN8MN/N2mQbduAa6+lvzW98w4Fnd5+e+Tn7XYax4a0km/JEmqrQ4dwRJ9/Dnz3HW1JlyQICWW0uPYXP/5Iu2//+IMiZq+4gibeXPjS8dmhQ7RiHR5UBNCK9bhxwCmnALVqsetjndLtZwofFw4n8UV7LysLMZWd7X6f1atHZcC0OYQdWeCt8lleHmJK63rXrAF+/ln/czNnUhZUvWMlBLh4cagssKaXXqI0Uj178nEa90a1wn79dWoXTStW0Bhl6lRKmSskJMSvj6ispMW7WbNodbdNG2DYMOCEE3jwpWtv2lQ9qAigHXdjxlDEsFl8KiBKoQkmp/GZeYzsbMRUIvMJLn5KlalNG4ppMXtdgoPPatZETNWsSZ+bMwcoPwgUQAKgHu42yd6yFVi0WMJZPdKEevll4IknIgFeeYXSsDZtysdp3BvVbKbKStqUEF43cPlyqsM9fz6NTRwoEVjkRHEthbZiBdWaCU8jsmoVbfV7+WX7+dK19+wBvvhCv11mzQJOP51f2jZJlEJzGx9HJqv5Tj2VjuP3R78ce/fWZ+DoP45M3Pj69wdWr47e3t27Aw0aUCKhWJmsduyI/N2USqFNmBAZVKRp2jS6B5x/Ph+ncWxIq/gqK4F//jMyqEjT5MkUYXbOOfoni5CQ28W1FNr06ZEPyn//nRZgR46k4E27+dLtw776Cti1K3qbVFTQVr8rr2TVx4pSaPZzcGfizqfH1Ls3xXLoqU8fno9duPjPaUxeL3DBBbTeGk39+tFv7t4d+/b599/6x0qoFNqBA8Btt0UGFWkaN462vhcV8XAa90Y1296zJzKoSFNlJQWG9esH1KkT+4QREnKruJZCA4B77qGMcJp+/x345BPg1VeBbt2c34d9/LF+u2zcSNma27QxnC/gK0QAuVAgSqEJJufwmc3UsyflV4imJk2Ajh3pWbXwmTv4unQBGjWKviwAAIMG0fzx778BBV4E4YGKUCk0zf5rpwrIaYCsWVM9qAigajtjxwIffki7aDg4jXujms00a1ZkUJGmPXuA668HfvhB/57OWCKwyIlSFHvSfVVUUDRdeTml1Qz/jqoC//pX9BXd77+nNBFDhvBNR5aIrXfH0LR1K8+0bZIoheY2Po5MVvNlZwN33gncdx+qqUsX4KyzQs9qneA/jkzc+AYOpEDu775DhIqK6Bm8ohBjrICzxo0jM3UnXQpt61a6p+npvfeAHj34OI1jQ1rF99NP1F56eucdEVgklNlS4vR/ZvUXZWU0cZYkyvYZ/pk9e4CJE6PzTplCq/xaan+O/VmipW9iafNmdn2sKIVmPwd3Ju58ekytW1NcwJw5qKZrrgFq1zYvhT93n3HnS5Vp7FgaIu7YgQh17hx6XNWgAWKq6nwi/PcTKoX2+efA/v3Rf/zQIVoM1zLhcHCaVTZHPr0oNICei86aRZsrhYQyUYpCawF2lELbupWChRo1Ao45JvJz334bGVQUrnHjaMOwWXMcq/qwePOJTZtQrfaSAXx+SNgdKIAkAV6HucwtfByZuPOZzXThhZQ5/7ffUE1jx1I8ufCZu/gefhgYMYKqJoRr8GAKJAsEgKOPBgAJCmR4ocCHMnigAIdzFzU/WgGUNEBmzICu1q+nGnzt2vFxWjybI59RTLGCgX/8kcYzLVvqf4apRGCRUyVJNIA329b+vXAh8NBDoR22ubnAqFE0iVZVGrRGKxGm6Ysv6EmNWXxW+KNhQwo5rXrX0NS8ufVMSdh2uIxjM7qFjwuHnXyXXkop66dOpXT1depQ9cUbbqCgbLv5OPrMyXxeL/Df/9Lt5JNPKHioa1d67p6fT5/LyQEuu4w2okXTkCHVfzcpkOLi6D+sSdvizMVpHBvSKj696DJN+/bFfl9IKBNkZX+hqpTB9JVXQhsR6tWj7ETdu9P7X31FWQD09MUXFFjEuT+L97l4DwxatmTZxzJEYtOkgskZfHrvPfggPQB+911ap2veHLj8cppTcODjYnPhSJepYUPg/feB//2P9gpkZ9NO80GD6HOqSreZzp1pT11VZWcDF10U+1hxAfWy1mkqLublNCttLhyaXVqKmBLzCSEhklXX5oEDwPjxkYt0xx8PPPJIKEPPl1/qc5aUAMuWUQp0M/is6p9SnU8YcGynusxNfFw4nMRn5jF8PuC116hy6uzZ9CjypJOAa6+lv+3m4+gzp/OddhqVRn73XYrhqV0b6NWL9sFpn7vgAuCV571AKaDAC++RoCIVrZoDXU9LEyTefGLXLl5OS8TmwmE0k0vXJ0RgkRNldSm0DRuA0aMjGQ4epJTAPh8wdGh85kCAbzqyRO2iIlqVnjo1+v9x+HCeadskCfk+FUUohZTvhUeWOSCxznTHnY8jk118554LnHce2X5/6PVw2wn+48jEkc/rpUCigQMpcDw/v3p7jx4NbN9OwUfhuvVWoG/fyN9NuhRa27a0olBREf0+0LYtP6dxbEgr+OLVKO7aNf7YRUjIzbK6FNqMGcBzz0Uy7NoF3HgjrfC2bx87qAiInE9w7M8SYeraldKkbNhQ/f9Xpw5FTWdlsepjRSk0+zm4M3Hni8Xk9dJ+qfAKhLHmEZniM+586TKNGkW7yPXmj08/TZnp168PddE+HzBpEtCsmf7vJ1QKTds9rKe2bc1xOMeG5M538smUkVZPYj4hlMmyoxTa+PHAZ59FcqxbB1x3HZUZ8XhovhBLwaDz+1htN120qhGnnkrPQqoOZgzgM3pOwLHb587HkYk7nxVMRx1FmxXuvDP6uNJuPo4+czpfq1ZUvEdr67IyysOhfa5ePWDKVBm3X1sEZa8fCjzIh4qmx0h4bpoPWXKaIG3bUiIQPR1/fKSTODiNe6OaxXTiiZRBKppq1QKOOy72uIWpRGCRE6Uo1qb7qroIEK4pU4BLLqH0ozVr6qd0PvFE49Oj2pEi7bbbaCtj+A4IWQYeeIA6gb17+aVtkyTIKIGs5EPyy1C8MgekIzbHTHfc+ZJhWruWLuEff6RTtXdvekjaqBEPPu7+y2Qm7nx6TKoK/Oc/dJ5/+y195txzgcJC+lz455Muheb10jbl999HNUkSPeDR7nVOchoX20i+2rUpD+2776Kajj6agoGFhDJZSpz+z8jrsbKSUs7pacoUqg/fsWNs5vD5BMf+LBGmYBB49lmKgg1fsT7qKOCZZyh41azaS6IUmiv47GCaN48Sjm3YQKfqgAHAsGF8+Dj6TPA5m6l2bYon+eknYPVq2mN2/vm0Zq0o+t9NqBTaSScBxx4bPeN3w4bAmWfGPghXp7mR78QT9YOBzzsPOOWU6q8LCWWKFIUevlhVCm39+upBRZp27QKmT6cA/c6d9T+XlUXBnU7vY2vVoge9d95JWZg0deoEPPpo9DYxgM/oOQHHbp87H0emRPjKy+kS/eAD2gjaqhU9kuvVS/iMIx9HJu580ZjatQPmf67gu4UqDuwuQ8smCnp0l5CTByCQ5gEvuojSZEULMO3dmyKbFIW305zYqKnYl15KE8vyclTT2LFAXl711x0gEVjkVEkSDeDNtlWVIhP0tGsXlX5p3BgYORJ4/PHqn6lVi/KJm8VnpT9yc2nh4/ffgVWrKFLjjDPoSZOi2MOUqK2a4/5Nmygyt21bKkPkhGZ0A18in1u2jDbuHDpEr/n9tMb+zTfA88/T602b0j0yE3zGnY8Lh5P4Yr133HFAixZky3Koi676+aQPfuedNLgMT4lUuzaV82nRwtlO42Ab+Vvjx9Mi/XvvhTrCU08F3niDMoMICWW6rLoed++Onap57dpQx92rF0UxVFWHDkC3bubwWd2HNWwIfPQR8N13wMaNFOzYpQsNpDnwRbHNRAoGaWoVDNJDZjPGpTa4zDVMb79Na1Sa/vyTYuOWLQPuvjs0nxA+E3xuYwKA00+n2BFVjT2fCLfjAgIUqXfzzcCaNTiili3p4srNda7T3MaXnQ28+CIwcSJlQwEoMOGKK+iBitaeQkKZLiuux/CA/GhavZo2evXvD7z1FrBlS/XPXHUV7ThzQx92yimUreKrr6iEZrt2lKFCk0l8XF1WVgb88gvdQquOSznwcfSZVXyqCtxzD1U117RmDTBmDCUvPuccejxXr57wmd0c3Jm480V7r0YN4Pw+QJEMQDHwgEcdRfOJ22+n522aevSg8qBOcRp3PiN+6+ijgVdeoXUjbSyTnw+MGwf8859wqkRgkRNldSm0WrUoS4+e6tSh7wwfTp+fMiW0eNCtG40emjThm44sFbttW0qLbEJqUbNsDyTk5HmRbRDeunWU8m/dOmrqvDzgmmtoUOiUZnQqX6JMTz0VWksP17ZtVEoKoN8aOZLaLjvbvT7jzseRiTufEUxJl0LT7CefpMHfd99Rtr6ePWlFNBOc5jS+8eMp2+C2bfSkol07ajMhoUyXlaXQ4gXy1a4dOtYTT9BGhRkzaAU3Kwu48EKKYMjL492fJcvUtSvNlXw+a2ovMSyFtmgRraPv3EmnQoMGlAj2zDOd2aRuYyotpZJQ0bRoEdCvH9mNG9O8sEcP4TPBl7lMkpRgKTRJoiCiGTNoZW37dhqjdu5M3zPrfsDVaZz58vPpzxtvUATsjh2UcapVK8OGY0JCjpXVpdDq1YvNU68ezW3q1KEyy/fcA8yfT+8VFFBQ0dixwIED7urD+vQJ2bHuHy4thZabS2PVqVNDiTvat6cp5THH2M/nltMsHb7VqyODisI1eTL9AaiC3wMP0G02031mt82RiTufHhNULzySSffKs86iANMlS6j/b9WK5hjR7gccncadz0imE0+kCkirV1PbnHEGbTh0sERgkROlKNam++rfPxQ9UlU9e9LAvayMFlUvvZRKj2zcSBdfo0aUzj889ZrRfGb6wA1Mh+2gko9gmYJKOf2f/fNP4MorIzO4lZdTJtaKCqru4AKXseVLhGnnTv3yneHy+2nCVVpKmybd6jPufByZuPOlw5QVDMCjKpBQmjpI3bpUY02SKILPCU7bto1KdjZoANSvz4PJCp/JMtCmDY1LFAVCQkKga8Gq69Hr1c9EBAAXXBB5bd55J+282rKF+tq6davPJzj2sRyZDOAzqxTavHkU+xmuHTuAG26gfSpduzrWZa5hWrSILr14+usv2qgweTLF72ayzwRf5jJJUoKl0DQ7GKRMfR070oUWDJpbUsgop/35Jz1saNGCFuu58Znlszp1KNNJ7doQEhICXSOqal0ptLZtaU4QnpkhXH36hL5TqxbttNyzh6JNioromcDBg/z7WIZ8AUWCInngh8QF6Yj9xBOUtCNca9bQ8tQHH1BSDzv5jLY5MsXjmzsXCWnFClpr+vhjut1mss/stjkycefTYypQFAQlFYBJ98qKCspg5/XGXoPn5DRVpViDAwdCJXA48Znps8aNyfZ44HRl2Q0glKK0i9BsW1WBIUNCT3bD1bgxcNdd1b+TkwM0a0YDdyv4rPSHU5kAGFkKbfr06GUhAWDatNAGEKe7jDNfvM9Fy1QUS9OmUXCRm33GnY8Lh5P4Uv2+R1WQJanwQuEJaLQdDAIPP0yBwsOGUUDU1VdTLUsOfFb5TEhIKFJWXo/WacXTAAAgAElEQVTjx0ffkdO9O21KqPp5ny+0aGkFn1E2Fw6D+cxAeukl6Orllx3vMlcwVVYiKU2ZInwm+DKbiT1gOt/fuRMYMYIW74cNo/v33XfTTiUOfFb6TEhIKFJWXI85OcB//hNa5AvXyJFUNrnqd+rUofUJWebfxzLmUyQPVDULAdXLBQmSRM+wp01DVO3bB7z/vjublAtHonzJzCdKS6mSYab7jIPNhcNJfNHegwTgiM0Q0Gp7xQpKe3zxxcDQoZS5Z8oU6ig48FnpM4dLZCxyoqwuhebz0dPdzz6jraUHDwKnnUYXf3a2+RyJ8Fl9bCcxHbaNLIW2apX+6VleTpXzWrZ0vMvY8iXC1LAh0Lo1sGFDYt1KIAD88QelinWjz5zAV1JCzzzs5gi3Dx4Evv+e/t29Ow8mI9oxS1WRL/kh+zxIqRSa0060++8H3nsv8qJfvhy47jpKD27FmIKDzyQp+oNIIaFMlJWl0CSJBoYff0xbR3/4geYQ551HDxQOHuTXX3Dsw2ziy/epKEIpFHiR45MNQcrLoyzQelqxgocrOTaplUzdutGlWlGRWLeyciW1bSb7zE6+PXsolrxZM158mzfT84HatWlTKgcms+yES6E57UQLBmnh/vffIy/6Tz+lVcDp093ZqNGYxFxCSIhkdSm0/Hx6KLVwIfDaa8Avv9CDzwEDgJNP5tlfcLLT4FORBb+aD0++DI+B1TrTddkff4SSc0TTypXp/T7HJuXIFI+vVy+qKJqoVq409hGlE31ml52XR3HkFRV8mHw+ijlZu5Zi2Rs3pphRTnyx2tHUUmhOO9H+/BO4/vpQ3UqAFpInT6ZGvu02+/1klc9cMJ8QgUVOlKJYn+6rooIyHPTrRxEIkkS7BTTbTI5E+NycIs0gW1I8kMsVBGQZZZDT+lmfDzHl8bjCZWz5Es2sPno0cNNNSFherzFZjDn6jCvfrl3AxImhetOFhZT6dfhwe/kOHKA65W+9FdpdUlQE/PvflMDO6e1oeipSTifa339XDyrStHMn8PbblC3E6Y2aiC1KoQkJhaQo1l+PXi9wxRWUMU2bQ2jpmrn1F25hMoBPRglkJR9QZZSmOYfQbFWlB5d6GVALCkLdtQNd5hqmvDxKUPLii0hIubnUprm59vuJezsaybd2LTBpErBsGb3WsiVw663A2Wfby7dvHzBuHPDNNziiNm1ojtGokTvbNKlSaE460T77rHpQkaZFi4AlS4Bjj3Vfo0Zj0m5OQkKZLkWhAZ1VpdC067GwELjlFnovXukXu/sLTnYafEElH1AVw5s6XZdp40095eWld2pwbFKOTPH4Tj6Z8hN8/z0SUm6u8Jkd9qefUnzH5s30WpcuwL/+RRvQ7fTT+vXAHXdEDkO7dwcefdR+nyXSjpasPzjlRJs6NTKoKFxvvAFcc429fFb6TLs5OViiFJpTJUk0gDfbtuIYbuPjwlHF9iIIqJVU+ifNn+3bF7pq2xZo2tQVLmPNl8jnunene/YJJyCumjWjDEdu9hk3vgMHKIhICyoCKGvRM88Azz5rL99LL9GYLjxlbXExMGoUbQzj4L902tGyVKQcHLV2LWJq+XL7G9IqnwkJCUXKCX2Y0/i4cBjNp4LunQZhSFLs+UTfvs53mVuYbrgBmDABaNKEXsvOhq7OP5/+5uInu3xmJd/vv9OGBC2oSHtt9Gjg66/t5Rs9OjKoCKDFgauvpnmQW9uUNWCq34+Vslp7360XatRGFhISihD3PkzwpcenAkbOA4xyWatWFEytpwsucGeTcuFIlC8ri55xX3UVUKtW6D099e0rfGa1/emnVN1WCyoCKMn0kCHAtm328e3bR/OGqrHtixYB99xjr88SbUdRCi3MXrkSuiovp4xGHPxklc8cLpGxyImyqhSaLNPTqE2bKMdcnz60M8Cs4yVrc0jh5gSmw7as+lEnPwi/R0VOmj/bvz+wYAHw5ZeRp2ZBAWU0cYnL2PIlw9SzJ3DqqcChQ/T6yJHV202Wqd1yc93rM458M2dS9xpN06bRw3iv13q+7GxKYhNNqgq88w7tDLDbf6m2Y6EvgFw1AK8U5AlotF27duwxRd26ohSakFAmyqpSaPv3U6aDvXspivnss53RX7iFySA+DyQEVK+hSHfcQQ8swx9gApT04tZbebiSY5PawXTNNcCgQZQRtaICuOQSYOPGyHZr2pTatEYN4TMr+V57jZI1RNPzzwMXXmgP37p1+jvT//4bmDePziO3talrS6FpK4F6KipKfz7hFJ+JuYSQEMnKUmh//QXMmUOvnXkmcNxxFK1gdx/BvQ8ziM+MeYBRLnvySeDyy6tnQe3fn5axsrPd1aQcmRLlu+ceyti/Zw9tWB0+vHq79ehB7ZlKpXQ3+swKu0YN4Lnnonfz+/fT+sD48fbwffYZnS/R9M03wPbtQIMGvNsxoBYAkoyAzwtZLeYHaKUdbz5RWGh/Q1rlMxfMJ0RgkROlKOan+/r1V4pA2L49dNyHH6a81aedZu6xOaQjcxNTmB30S4An/fSlFRXAY49RgMrs2UBpKaW2HDSISlwn8/vMXcaSL1UmRaGAkB49KBp9716gQwdaLGjQIJSFz40+48i3eDF0VVEBfPedPWXHtm6la1pPa9YYd67Y0Y5ZKEWBcngwDy8/QKPtTp2A+vVpFSea+vTJnItTlEITEgpJUcy/Hr/+mqJkw9MdN25MK+H16/PuL9zCZBCfGSUQfD7ghReA+fNp16GqAmedBVx6aaissoNd5jqmYJDsvDzgzTeBGTPogW5FBXDGGcCwYbRJYe9e4TMr+WKVlfjlF2DHjtBGBSv5Ym1IBSjBTf/+9vjMTNu1pdB699ZfdZJl4PTT3XmhilJoQkL6UhQavJldCu2FFyitt6ZnnqEHZU8+ac7xUrU59mEG8XEthSZJVGL1gw+A6dPpWWVBAWUq6tcvFBBvJ5/RNkemZPkAqnYxaxbw+uvAihVAzZr0aLJ//9QrpbvZZ2baW7ZQ7KaeFi8ODX2s5os3n1i6FDj3XN7tGFBk+CUZMgKQOQJaaZ9/Pi12RVO7dkC9etaVV7XbZ9pF5WCJwCKnSpJoAG+GrarA7bdHBhUBlK/6lluAuXOBo44ynyNRVg4c3Jk0GyqMSl+alRXaAaCq9DxJUdznMq58qX4/J4fabdCgUHul03ZO8hk3PllGTMmyPXyJBJBz8F867cge0Eg7Oxv4z3+AESModVm4hgyhqFCjOwCuPhMSEoqUmdfj338DN99MT3TD9ddfwI030hNgzv2Fm5iM4FMBM0og+HwUkDJihLnjUjtc5mamggLamDBqVPR2s5uPo8/M4os3n8jJsYevsDA2lxHzCS5tV9VmDZjq95s3B267jTYaVtWECaHgfTc2atRGFhISipBZ1+DChZFBRZq++w546ingwQft7yPCbS4cRvOpAMdSaJp99NHAmDGRY9GsLD58HH3Gga9JEyq/parmz/+4+IYjX24uYsrrtY+vTp3YbEVF9rdduB3vc+wBzbb79aNdZQsXIkK1agFjx9rPZ7XPHC4RWOREmV0Kbc2a6sUrNSkK8MknlM3IzenI3MQUZnvyJQQ8xqcvdbHLWPJxZBJ8ydt9+1LGr2iqU4d2f2u7w63kKyykjAFVx3maLr6Yh/9SbccjJQq4Apph9+pFqcNff53u7/XqUW2MHj148FnlM0lyRbpRISFDZHYptLlzqwcVafrtN2DtWuDEE/n2F25hMoiPcwkEpi7LKCbufByZjOLr0wd49dXoXW2PHlTx1u+3nu+cc2hOUVISnW3AgPTahFubetUAZElBvk+FK0uhqSpwww1A9+7A1KmUCqt1a0oxd9xxPPis8pmYSwgJkawohTZjhv7xP/qI6iplSll3G/nEPEAwOZmPIxMnvmbNgBNOoMxR0dS3r318F19MmXKjqX594OyzjS2bZ2Y7WrYWwfVE0+znnwe++oru4X4/0KULzSfy8njwWeUzF8wnRGCRE6Uo5qb72rAh9vE3bbIvB164zSGFmxOYwmzJH0S+twQlZTIURbYNafVqClA9cIAy3V1wge2ucVSTcmQSfMnbXbtSvMe8eaimf/6TksvYxXf33cD69dUT111wAXDeec68BWQFA/CoCiSU8gQ0227YkLKE1KlDXIEALfpnSppRQJRCExIKl6KYez3++Wfs42/cCLRvn/rvc+tjuTIZxCcpHuRDMXwOkSrSoUNUknnJEno+07NneqeTk5qUIxN3Po5MRvFddRXNJap2uQUFlITaiGFeqnyTJtF+tKoxpvfeCzRqFBqSuaFNC5RSyFIAMvw8AY1iat8e+Pe/ydbmE+k0JOdG1WPS/r9CQpkuRaEFMjOfJ2zeHPv4mzdTRQWu/QUnO0W+AGTsUQpRqUpQGJZCS8f2+2lt+9dfKUjh/PMp+xEXPo4+cyIfRyZufHfdBVx9NQ3rwnXccaGKF3bwtWhBiWwmTYrk8nopMb/RZfPMbMcj5ZK5Alppn3sucOaZZGvziUyrp65dVA6WCCxyorSLTVXpSWp5ubF23bqxj19URFvPzDh2MvbOndHf27cPKC2lUWEwyIOJie3duQcKVKi+fOwtly3HqFEDeOAB4NNPI0+p6dMpYFWSWLiJfZNyZBJ8qdkTJ9Lz2dmzaVLbti1F5HfoQN2YXXw1atDu56++An78ka7Tvn1p9/H+/Tz8l2w75pWXQlID8PpKgHIT76EcTzTOTPH49u2jpz07dwJt2tCWlIKC1I4hJCQUUrz5RLr9Rbw6OLVqpTefMLs/Ky6m7W8NG9LfHJhsvAd4yw5BQY7hc4hUkEpLgXHjgJ9/Dp1Or75KpX7Hj6eNCwxcxrEZM5aPI5NRfKoKPPccMHMmsGABPaPs2pXmE3XqGDOfSJWvQwfgrbdonvPXX8RzwQVAp07pP87i1qbZ5QFkqX7AV8oTkCuTVXybNlHm9QMHaGf0aadRlpNUmOKNb4SEMkWBAD3EMvPBVf36+sFF2dlUw8fM9ZF0+zCA/JPq8wsGfaw/34div4Sg5EV2HgskQ+zffqOAhT17QqfUs88Cd95JgRR283H0mVP5ODJx42vUCHjlFeD994GlS6mUYO/eFGykKNTd28V32WXAscfSMG7fPsqw1LUr0Ly5vesmybZjkS8AS9YiOJ9oTuMLZyotBRYvptRelZWUGrhbt9QfPrlgPiECi5woWaanMqpKtiwba59xBtCyZfRyaF4vMHgwHd+MYydrh3MoCjBlCkWp+P2UQm3gQGD0aBrE28Fkp2+i2LKqQq7jhSIDdWzAmD27elARQNUwJk+mxQAGbnJEk3JkEnyp2ddcQ1WpNCZFsZ9JloHatYERI2gndElJiC83lwdfsu1YIAOyCsiyF5BNvIdyPdE4M+nxzZ5N29o1zZ1Ls90XXgBOOin5Y2hpTIWEhOhaiDefSKe/GDwYeOON6OXQjj2WJuIaB6f+bOdO4P776ckVQAsaw4fT/yc31119bBLfl2UFsqqaModIFunJJyODijR9/DFw+um025iByzg2Y0bzcWQyiq92bdppfPvtodeNnk+kyte2Le125sRkhp0ny/CoAGTwBOTMZCaftqV9+vTQzWL2bKBVK+DllxN7ThiNSUhIKPJaMKtfGDYstNOtqi65hEq8c3mAFt5f/Por8MQTwE8/Eetxx1FU/Cmn8OBL6vs14fEWIIcTUpq2xwNMmBAZVKTpscdoQ2WjRnxvmxyZuPNxZOLGV7s2dVGKErkGwKGL7dqVYsI1nnA+u9su8XaUYdlaBOcTzWl8depQuuwxY4Dly0M3i5kz6cHTww9TJF4qx3C4RGCRE+X1ml9D+Pnngeuuo61lmvLygBdfpLyQZh47UbtqncO77oqMWikvB95+m/KCv/OOPUwc/BSFz+PzwmMDxgcf6J/WM2YAq1bR4P3qq2kww8hltnNwZxJ87mPizpcsE1QvPJLCFzBTmfT4tm6NDCrStH8/Dei/+y75Y0iSK+oYCwkZonjziXT7iyZNKI3MDTfQmFxT06bAa6/R8bn1Z+XlwLXXRtYU+vtvWpQ8cIC2tbqlj03xt4yeQySLVF4OzJmjf1o/9BAwdSqVWr7+ejoNuZ1mDJox4/g4Mgk+dzFVm2dwA+TKZDbfJ59EBhVp+u034NFHKbgoWSYxlxASInm9tMJrZr/QuzcF5Dz+eOSxzziD1gDs7rei9RdbttCmhPCaQr/8QnOM11+nFXIH9bFmrh/YdVv68cfYVfaGD6diHiedRM3WrBm/08xuDifxcWTizseRiTtfPCaPzwuoJq/nO81p3Pk0pqefjgwq0vTpp8CJJwJXXpn8MVwwnxCBRU6UYkFNxoYN6ansqlWUNriwkAb0RUU0ODbz2KnUOVy9OnoqHABYtAj45huqN/Tll5TxoKQEOP54Gi02aGAOE5d6kFH4glBswdi2rXrzhOuXX+jP/Pm0DnXjjWxcpvs5GQHUDJYCKgDVi9ygBAVelEF2ZIlPwSeYnMKXDJOMAAqVEkhSJYAgP0COTrObb+ZM6GrHDuCLL2jLSjLHyM+nfwsJCdG1YHZ/0aULjb0//5zKFDRvTpmKfL705xNm9GczZkQGFYXrhRfogUFFBfVPCxdSNqZu3ej13Fxn9bEp/pbRc4hkkXbupCbQU2kpZTP6+WdqpmefDSXH4nKaMWjGjOPjyCT43MVUoCgISiqAMp6AXJnM5psxA7r67DN6QJWbmxyTouj/ppBQJklRaIGsrMzcPuLaaymFzJw5lBWgWzdKh5eVZf6xk7G1/uLJJyODisL11FMUrbJjBzBtGi1U+nzAuecC/fpZw5fk981cP7DrthQrqAgAtm+nP6tXU5K7d98FjjqK12lmN4eT+DgycefjyMSdLx5TEApvQLttjnxlZTTWePdd6GrGDKrXl+wxFEX/Nx0iEVjkVEkSDeDNtHNygJ49KTJPUcw/Xiq29u8lS2L7a/FiKhQ6a1botVWr6Inziy/SwN5oJrt9E4fPjkO3akUbvxPRiy9SRrk2bdi4LOp7XiiQ1QAgAR5JQYmaD6+kIADZNiYONhcOJ/Fx4XASX6Kf80KBJFXCqwZ5AmY6UzS+eDeLnTuTP4aQkFCkrOgvCgqAiy82Zz5hdD/0ww/6vlIU4Pvvgf/+F1i/PvT6smXARx/RDmSPh09faqLP7ESqV49iRP1+xFVlJXDffRSHqiXI4nCaMWnGjOPjwiH43MkECcARmyEgZyYz+XbtQkwVFwONGyfPJCQkFCmz+4ijjwYGDapem8eKYyfbh33/vb6fVq0C1qwBRo0C9u0Lvf5//0cbMV56iWUfyxApLbtVKySs4mJKcPfkk7xOMw4cTuLjwuEkPi4cTuKL9zn2gHbbXDjC7fJyyl6up127Uj+GwyUCi5woK0qhqSrPFGR6fDVqxPbZ339HBhVpUhTg/vtpAG+Hz7ZtA1aupExQJ5xgvr8P8+X7VBShFAq8yPHJljXdyJE0X0pU8+ZRRjkup1n4e141AFlSUOQ7CFktPfKGjGIo8OKgz4tiVc74S5MLE3c+jkzc+ZJhyvepKFAVvoCZzKTH16ZN7BtEx47Jj4UkyRXpRoWEDJHZpdCc2J/F6x++/DIyqEjTX39Rapz777fHZz//DGzcCDRvDhx3HO2qMslndpdCU1Vg6FDagJCISkpot3GvXnxOM46nvtv5ODIJPvcwFfoCyFUD8EpBnoCcmczma9UK+P336DeIGjWAli0pCjUZJjGXEBIiWVEKzYl9mCzH9tvjj0cGFWlavJiyMg0YYL3/KiuBFSuoHH3btkCHDkc+48ZSaB07AiefDCxdmtipPm8euSg3l89pZjeHk/g4MnHn48jEnU+UQnMhX34+2Q0aUKbBaGrVKjVuF8wnRGCRE6VYlDqNYwoyPb4zzojts+Ji/fe2bKHdxiefbJ3PgkHg3nuBDz4IcdSqBUyYAPTpY7rPZJRAVvIBVUapiSW7qtpdulAZ7EmTYpcx0FRaan9mW70mLVBKIUsByPBHvCEHApAP27nBmqaURXPSpcmFiTsfRybufMkw2ZJy1OlOs5vv/POB556L/tCtY0egdevkjyFKoQkJhaTE6Red1F8Y9bvnnEOlUaKpTp3YGY3mzgVuu81an+3aBdx5J81jNLVoQVtqjzvOFJ9JKDW07G8qSCNG0H89fBoVS/v3pz6f4HgZcGTizseRSfC5hykLpShQig+/4eUHyNFpVvFdcQVtIoymSy+lh/vJMilK9N8TEso0KQpdQ1Y9tHVKH9arF/DWW9F9dtppsTMazZxJz0Gs9N/SpcC4cZGLpmedBfz730BBgStLoSkK8NhjwJgxVI0uEZWW0t4NO1i5+MypfByZuPNxZOLOJ0qhuZBPYxo2jG4a0TR0KH022WNo33GwsuwGEEpB5eX0YHvp0tDJqKr0ntG2Wb9rNF/DhsBNN0X315VXhi5ePZWWWuuzp5+u/jR83z5akFi/3hqfqQAkcw4Ryx4yBJg/nzZp3HADYqpzZ+v5Em3SqOnOw2wvgof/Vixj4mRz4XASHxcOJ/El8x32gJnMFI2vZk1KSdGoESLUoQMtmktS8scQEhIKaedO4LvvKB2/qjq7vzDqd3v3Brp1i+6ve++lBwt6qqwEDh2yzgcAcOutkUFFAGUuGjECOHjQFJ+ZMb5N9js5ObTWMWcOJYkaMAAx1b69tXxOPPUzgY8Lh+BzJxN7QM5MZvJ17gxMnFg9w3n//sAtt6TOJCQkRNq4EVi0CNi82Zl9hBl8N9xAaxRVVasWPRCPpf37rfXfrl1UWqBqJoaFC4Hx44983o1NWlQEvPMO8OabwL/+FVp/iKYWLejxFKfTjAOHk/i4cDiJjwuHk/jifY49oN02F46qTFdfTQFE4crOBu65hzYnpnoMh0tkLHKannuOHmzv30//rlMHuPtueqKaCSnIYvHdcgtlMXjlFZrUHHMM7ULq1w+YNg1YsCC6T7OygE6drPNZWRkwY4Z+G0+fTk/JTfaZBxICqteWpqtfHxg8GPD7gbVrgW+/re6G44+njR7cTjPtPaheeCRF9wdkXw4K4YdfzUdOhl+aHJi483Fk4s6XCJNWsjDfp8LylKNOdRonvs6dqX7mvHlU0rRDB+DYY/XL/MSzJckV6UaFhNKSogCjRwMvvUTBMAA9LX30UbrGnNpfGPW7U6YA//sf8O67wN69NLcYPpxq837yCUXHR9Oxx9ITaqt89uOPwLp10Vl27QK++gro29dwnxk9vk0HqWVLyjx96aXkjm3bqrti6FDg6KP5nWYcT30383FkEnzuYYpa2oATIGcmK/gGDQIuvpgyFx04APToQffrVJnEXEJICNi+nTKCLVwYeu3004H//pcC+ZzURxjNV1hIc4lXXiH/BINA9+60ZlFQQOs4e/ZE9+tppyVf7j0d/338MW1ej6YFC4AdO+A5vpnrSqGF2yefDJxyCtC1K/CPf0SvrjB2LHX9nE4zuzmcxMeRiTsfRybufKIUmgv5wpnuvRe49lpKc1dZSff1o4+mxe1UjuGC+YQILHKS3nkntKtG0549VFsqPx/o2dP9Kcji8Z15Jg3EtQs0EKBB/IUX0gJKSUl1v15xBfnPiPStifjst99ipztbs8YSn0mKB/lQUFImQ1Fk25rx3nuBl18GPvoocgCfl0dJuU49ld9pBgAFioKgpALQP2+CSj6gKoZnBnbipcnJ5sjHkYk7XyJMeiUL2QAKpsT4unQhW7uvp3oMUQpNSIiyY774YuRrGzfSLpyPPgKaNHF2f2GEffnlwEUXRfY7igJcd51+YNHIkdb6bM2a6ByaVq2iCH0TfGbk+NYIJK+X1m4eeghYvDjkgqwsmvpt2gQ0a8bvNLPTZ5nGx5FJ8DmfKSsYgEdVIKGUJ6ATmKzi83ppR7FmJzqfEKXQhISqq6KCynWtXBn5+v/9H0V0v/027eQHnNNHGM2Xnw/cfjut12j9jdb3XHstMGlSdb/KMs1BrOxjV6+uzhGudesQbHqiI7v9ZO0WLWh/ycMP09RYk89H68gnnRRKfsflNLPbZ07h48jEnY8jE3c+UQrNhXxVmYqKaPOedl9P54GYosDpEqXQnKT//Ef/vddfp78liSLfjLKN/C07+WrXBl57DTjhhJDPZJkG9HfcYS1TYSFiql49S3zmRRCSWgkvFFubMTcXuPFG6pvDtXQpcNVVVH6a42kWrxQacPh9yTomTjYXDifxceFwEl+8zyV0nQqn8bLNPIaQUKZr1y6KwIim8Iyaor+Ibp94IvDss0DjxiG/FRUBjzwCnHuutUx16yKm6tY1z2cqYOT41gikxo2pAlxW2NONykpKMjVkCCW9c8pp5lQm7nxcOASfe5g8qoIs6XBpSI6ATmHizhftPSGhTNZnn1UPKtK0bh2wZElm9RHJ8g0dCowZQ9mLNB17LM3Rmja1li/efOLwg3q7XWaV3aULMHBgpAvKymgz9KhRtG+dA6vdfnIiHxcOJ/Fx4XASX7zPsQe02+bCYRWTwyUyFjlFihI7knzt2sxIQZYOX5s2VNaguJjStjZrRjW5Uk1ZlipT48aULm3RouhtOWSIJalPZdUPWQpC9anYb3MzTp4M7NwZ3R2PPUZZZFOtfGNWk8YrhQafeeXm3HZpCj6eTNz54jEV+gLIVQPwSkGegILJej5JckW6USGhlLV6deiJaDT98ovoL+LZvXtTJqCtW2kOceyxQK1aZFvJ1Ls3bZzYu7d6O2ZlAZddVn0+YRCfkeNbI132zDOh6n7hKi4Gpk4F7rzTOaeZ05i483FkEnzOZ8pSVeRLfsg+D0QpNJfyiVJoQkLVtXRp7Pd/+QU466zM6CNS5bvtNmDYMKpoULcubTA2+6F3NL4rrgDeeitqMwZatIZyytmo9BW4uhRauO33A889F/20XrYM+PZbqqzplNNM8PFl4s7HkYk7nyiF5kI+M5lcMJ9gE1gkSXCJHWEAACAASURBVFJjAA8C6AOgCMB2AB8BmKCqqk7x2ai/UwjgPgAXAmgIoBjAZwDuU1X1L6O5LZPHQ9HspaXR369Vy5hSXuE2xxRkRvAVFVHHIEn2+Wz8eNpWu2ULIjR4MNWlttBnQSi2N+OCBdDVunXAtm3AUUfZxxetSb2KhKCUDxklkHV+QJRC48NkBd/GjRQvGAwC3bpRgjS7mbj7zEymLJSiQCk+/IZX/8f27QPmzaOVx2OOAXr0yFyn2W2bzSdKobleYj4RR1XTQ1ZVeGngTO8v4tlNmlAK5MpKe3wmSRR9f8stxBGuiROBmjWrl3pxaSk0gG7hK1ZAV/Pm0RqO004zpzBx5+PIFI1PVWkusXw5XcLnnAM0aMCHz24ObkwRpdG3bgW++oo+0LEjZZ2wG5Cj05zGJ0qhZaTEfCKO4s0nCgpC14nb+4h0+ADaoJBuufd0+Fq0oJJtTz2FCNWuDf8jkxFQclFaJrNxmdn24sXVp1XhmjcP6NPHWaeZ4OPJZCZfIAB8+imVA2/ShOYTPp/wmd1MCZVC27CBFklzcmgzW4MG7nYadz4zmRQFTheLwCJJkloCWAzgKACzAPwCoAuA0QD6SJJ0uqqqxQn8TtHh32kNYD6AdwEcB2A4gAskSeqqqurGGD/BV5JE6TJfeCH6+/37hz6nqsbZRv5WpvAl8rmGDYFZs/6fvfMOc6pK//jnDiQBMgMy2AFRAUWqCCqCdVF07b2LhbWuZe1r2bWvvbdd1+7a9qeLLkVF1HUtu/a2dhALiCIMAzMD5IaZ+/vjJWQyk2SSmdzc9957vs/Dw5kkk/uZ77k5ueee97wvTJ6cvnO4224wYoQ8X2Y+ry1rS153dbbnklaUiGNjEyGW6w0cCHsptHfegccfh7lzoXdv2UC/ww56+ErxXk1NUof7ySdZrdtugz32kLW9VHn5oPSp1xzFMLX5Bm+/DaeeCkuXslq9e8M998gMLIymed128xhGgZaZTxSg4cPl38cfZ39+n33kfzNe+INp663lDvcTT8CcOZIVde+95fvLTT4HtJVCK0R+6FI/M7nF19gI//wnTJ0qseBDhsBRR8GgQcHybMkSWdtrngjimmvgnHPgN7/xnk+LT5qYVpdc/tvf4MorydAWW0jag+pq743SZJof+bJ2vlFQZeYTBejgg+XLKVsERiQii6FhGiP8znfssbLBedo0KSUwaBAceCB064tb97O1WlboEO81q9c++ZGvrk6qYcycKffwt99e1id69tTBV6r3mjULTjkFfvqJ1aqslNjB7bbzfz9q52vrdTmfaGyESy6BKVNYreuvl8x2Z50VbNO087l5DJ9LRWARcBdy0X664zi3px60LOsm4EzgKuCkAt7nT8hF+82O45zV7H1OB25ddZzdSshdXl15pYRPt6xlPHIknHSSv9J9BZWvWKbDD5fSZ/F4aUuyFcEXiUddS2taKNJOO8l6SDYNHizr/NpKodU7MWwrhhN3wKlr9QaJeDUJumAT3lJoTz4p10UpffklvPwyXHihLAh4zVeq9508OTOoKKVp06B/f7moD0qfes1RDFObaUaXLJFC6Q0NmR03b54EG02ZIrsEwmSa121TCs2oYzLzibZkWVITauedoaYm87kjj5TIXzNe+Itpww3lOyv1eL75RMBLoY0Y0XqanNLOO7ev0rQ5zbzlcxxZu5w+Pd2XX3wh+3MeeUSygwbFs0svzV5d5oYbYMstJSY0CH0aFKbVJZffeb11UBFIzZTrr5fdJsY0//KZUmhhlJlPtKW114a//lUWPFvqxhvl+bCMEUHhGzpUNiw0m0dEGkp3ve8Xy8aNE55cWYvGj/eeVZtnfuBbuRKOO06qDKT06afwzDPw2GMwYEAwPFu5Es44IzOoCORjfcYZ8N//Fj4f1tiP2vk6tEZx992ZQUUpPfwwbLIJHH10ME3TzmdKoeWV54FFlmVtDEwAvgXubPH0JcAJwFGWZZ3tOE6L1b+M94kDRwENq36vue5AJgC7Wpa1sW93BVRXw3/+A3fdJSvWFRVyl3SXXWTx09Rb8r6tkakNPg2l0I48Um4Yt7z4AbmZnEyqsiyjXY9F0q4CCyLN2gm6sDBRJd8VZWbyut3QALW1mUFFzfWnP8nugPXX946vlP7df3/2vxPg0Udh0qTyM2n3zE2mimSCiGNjUZf/DSZPbh1UlNKcOVJAfdy4cJimpW1KoRm1U2Y+UYRGjpQ6szffLPOK7t1h//0lu0IyaUqhBY3JBT6NpdBsW26Y/uY3sgu1uaqr5V6c13zKutEXfC+9lBlUlNLKlXDuuXL/NZUZ1M+ezZsnGZly6f77pfJhEPo0KEyrSy4/ch859cwz8PvfQ5cuxjS/8plSaKGSmU8UoaOOkuD2+++Xeye9e8NBB8Fmm7lX1kvjGBFgvlJe7/vFskhEqkzfcAOtNHKk7MFx0w8/euYHvj//OTOoKKX58yUG/KabguHZv/4FP/zQ+u8EWLZMNkQffLB/+1E7X7tLoTmOZD/NpUcekSxyQTRNO58phZZXFV4DAL9a9f8Mx3EybgM6jlMHvAF0A8a08T7bAF2BN1b9XvP3aQJmrPpxpw4Te6muXeXO6K23yjfffvvJCe448nxqQCpV2633LTWf40gIblOTHiavOYrg8xqpVy+5wNlnHznFLQu22ko21Y8d6z1fvudsoiSsGAknRr1TubqdcKKhPs1mziSvZszQ26fFtufOzf13Llok67TlZtLumZtMEcemwnKIYud/g1wzrpR++CE8pmlqu3kMoyDLzCeK0TrrSOT2HXfAVVfJxVZFhRkvGhvl5oHj6GHS6JkD2kqhWRaMGiW7TlNzhy5dpCzto4/Cuut6z6etG/3A99xz5NTcuRIjGQTPFi7M/XeCXJJ6zarBJ21MWBZ8/z055Tiyc8prozSZ5ke+rJ1vFFCZ+UQx2mwzydj2l79IEOXGG8vjYRsjWvLZtgRXaWFqr38OhK0UmmVJzNyNN8Kmm8pj1dVw/PGSUCQVzO41qwaf/MT30kvk1AsvBGcpMd/aROp5P/ejH/jael3WJxIJWTzKpdTaRVBN087n5jF8Ls8zFgGrvqr5KsfzXyM7BjYB8nwVFPQ+rHqfNmVZ1ns5nhpUyO+7qmi0fbnci227nYLs448l81Jjo+Su32234vk6dYL77pNdEosWQY8ecOih8NvfBi9Fmkt8lXGHXtRhE6VzPOYZ0sYbwzXXwLXXynPlqAxXii7tHI+x1Imtfrw5d8Slv8EPp1lbgbeJhHd/Q6n922ADKfOWTWutJa8NQp9q42vJBDJRSvziMHJgPbGeEfKWQuvXL/9J2q9fx/5oP5imgamcfJYViHSjRlll5hPFqq35hB/Gi86d4fXXJZo5EpEokuHDi6+fW1srF6BPPSUXMBttJOkGDzhA1ximZIzVWgrNsiTR4IgR6cc7Op/Q2KUamdziy1WKIqVksrBjafesrUvSjTYqz+0fP/nnFtPKlfD113LuDRqU+/Wryxnkmwhq6DztHamdz5RCC5vMfKIYRaNy3ez3MWLZMlmb+OAD6NlT1hTWW6/49/npJ/jjH+Hf/xZ/Ro2CCy6AIUP0jmd52qW83vfTsG9ZktVl991lv0llpTznlzUKr9sa+VasyD2MNTYKr2X537NUbGcu9e9vSqGVi6m+XuYT66wjG5wqKvKUQuvWTSIYa2qyd1zv3sE1TTufKYWWVxoCi3qs+n9JjudTj69RpvfRLztH6rRSt91K9wWyq6F5mre//U1yEz78sHxos/3uxx/DK69IKPFWW0kR1CuugGefTb/PkiWyW+KLL+T9gpQizSW+GDXE7EpwYtQR04Ckqq2RTyNTS77hw8mrzTdPDwde+ZdMylrkN9/IddqOO8r1XLHve8QRcv8gmw47LLOyjJ/7VBtfc6b335c+mD0bqrFZI+Zw2nENnH6CTUWnHG+w665SCijbLLNvX9hyy46dpNpN08JUTj5TCi3IMvOJYmXb/h4vFiyACy+EDz9M/02PPAITJkikerbfcRx49VV46y1JZ7PnnpI286ijYNas9PvMmQMXXyw3d044Qc8YpmSM1VoKTbFlgWdyi2/kyPT6XEtFInI7IPW17pVndXVSrm3RIlk73HJLiXks5n0iEVnAylb2DWSNMyh9qpnp6aclS8HixfLzmmvK18z48enXtCq5fOCB8OKLZNWvfy2QbpUF0mBa0PlMKbSwycwnipFty7V1uWpDuTFGfPmlpKP55Zf033XPPXD22VItItvvLl8OkyfL766zjqTeX7AAjjkm897Se+9Jebj77oPRo931xgX/wlgKzQ98Gpm08w0fLtP/bBoyRO7Ze+3ZL7/Aa69Je5tt0msmxbzX6NHQp0/2zEXdusktcD/3o3a+hgbJf3HDDfDQQ+nqFYMGwWWXwZoj7NxvcPDBso6dTQcfXJrvWY2maeczpdDySkNgUVta5TpOOd/HcZxRWd9Edgps0UGWjsuy5ALe7bYb7/vCC9lrR86eDZdfLgVOm7++sREuvRSeeCL92nvukW//Tz/N7s+rr8pK87Bh5fHJbc/c5nOgHClOg2SZ120tHLnam28uF8P/+Q+tNHq0xAZ6yfftt5LYrHk1rO7d4ZZbii+/d9BBEsv42GOZf+fee8u9haD0qRaOlkxz58JvfiP3d1JaloA774bOjsWpJ+d4g5494c474dRTM395rbXk8c6dg2uaBg4v+IzCLGvV/x09GYp6H9/PJ7SMC9na996bGVSU0owZchFy3HGZv1NfDyefLBsVUrrrLth228ygoua66y44/PDiyk5r8MZtPgc0lkLTbFkYmNzg228/KWWXrVTYscfKtbuXnr3yilR/aX4Z2b+/DB39+hX3nhddJH/n229n/p3nnZeOdQ9Cn2plmjlT4kmba+FCOOssuc+/zTbyWKuSy2PGyAL0jTdm/vLgwRKVpMEot0wLC1+254zCKmvV/x09EYp6H/XzCfDnGOE4cP75mUFFKd14o9y4HDky83e//hpOOinzwuSmmyRyIduGNceB226TVeZy+lQK/xwIYyk0P/Bp4fAL35FH5g4sOukk7/keeAAefDDNdOutslfqT3+SzQeFvlfnzlLp/pRT4Mcf0+9XVSXv2aNHcfMJDX3nN76bb5acGc31xReyZvHWNOi1Ro43OP54uSc1c2bmLx90kGxiCLJp2vncPIbPpSGwKBWp3yPH891bvM7t99Evv5dCe+aZ3H/bCy9IGOcaa2S+vnlQUUq5gopSeust2GKL7BxNTRLx8OKLsHSpRDkcemjHfdWYtq0AvnKkOA2YZYapDb4uXWRjzsUXy0c4VbN4r73k4rhTJ+/4unaVgJ/mQUUgQ8Fpp8nQUOxQ8Ic/wMSJUpFl+XLYbjvJfFxoulw/9Kk2vhTTk0+mF3SiJFb9S1JPnHsfdjj2BIt4rjebMEG2wqe2mvftK49VV5v6KUHks6xApBs1yioznyhWfi6FtnJl7tQeILuITzst83d+//vMoKKUXn899/usWCG7kXPNJ2xbON56Sx4bN07SjmjxyaU+1VwKTallgWdyi2/ddeEf/4Bzz00vCFRVyXX8OedI9RKvPJs3T4JOGhszh43ZsyUYaOrU4jyrrJRqjK++KkkOqqthhx0kGUKQ+lQr0z335P4quO8+yWwbj0OF41Bp1ROLNyu5/Lvfydj/wgvprfHDhsnJ6rVR2jtSO58phRY2mflEMfJ7KbQ5c/KXspwyRTYgpF7fpYtcfLSMdk4m5Ys7lz78UG6I5uJYsUKyrn72mVz47LEHDB3quX9hLoWmmU8jk3a+bbaRPUlXXy3X6SCVbM88E3bZxVu+F17IDCpKacYMuT197rnFve+gQZL5aMoUGeI22AB22kkyFvm9H7XzNTXB449n/xqoq4NH/y/Klafkuf92xx3w1VeyVt2pk3wX9OkTbNO085lSaHmlIbAodRWXq7bwwFX/f1Wm99EvO0/qND+k+5o/P//f99NPmfWIsgUVFaKmpuwcTU3yzTxtWvq106dLiPC998rdu/b+bRrTthXAV44UpwGzzDAVwBeNwiWXyMV6ba3EC/boIVH0XmaEf/VVyViUTQ0NMuQcckjx77v++rITIvW3FfN58kufes2Rjendd1mtSuroySLAIkIUe5nNN19aDOuW582iUdkS37xUQVDTjGpkKiefKYUWZJn5RLGybf+OF0uXZt8VnNKCBZnjeH19ZunkYpTLpyVLpITaV81OhcmT4Z//lJtCqRsG5famDH1qSqEZpnLyrb22BH388ot87NdeW9b2li/31rMnn2wdVJTSRx9J5qEBA4rnGz4cRoxIX5amLluC1KfamBwne9xpSh98kO6HKtsmaTlAiwFwzTVlIpjquNpauRHttVHaO1I7nymFFjaZ+UQxSg2gfi2F9v33+f+++fMz/7Y338x9I7EtJZPZffr8czjxRJlXpPTAA5Jy5PTTPfXPlELTyaeRSTtfQ4PkE5g6VZLCOI5co6dKoHnJ98gj5NTjj8tQ0J733Wkn+NWv2j+f0NiP2vk++SRd/iybPn7XbvvNNtkknfa21OWUNZqmnc+UQsurCq8BgFdW/T/BsqwMHsuyqoBxwHLgv228z39XvW7cqt9r/j4VwIQWx/O3LEu+Cd1uu/G+Awbk/ru6doX11st8fVuBSLm0yy7ZOf75z8ygopS++05SqWj0zO0+dcCUQvMXnxaOQvi6d4eBAyWoSANf85Sg2fT99957prGthaMlU/fUfr/VsgBn1ZBmUVVlTFPPVC4+oyDrlVX/m/lEMfLreBGPSzqPXOrfP/N3fvmlfeNA9+6SfjAbx/XXZwYVpfTvf0vJZw0+udWnDphSaIap3HxrrSW3Ebp00cHU1npksfMJLX3nJ75SvRfI10ouNS+5t2qaYUwLE1+254yCqldW/W/mE8XKj2PExhvn/5tazifaupGYS2PHpgNNW44j55+fGVSU0l13SZSyl/45YEqh6eHQzqSdz3Gk3a+f/Kuo8J4J8s8nli2DxYu99cxLb/zGV5Xxbd9aVVUKYDUY5Tc+N4/hc3meschxnNmWZc1ALqx/C9ze7OnLgDjwF8dxGlIPWpY1aNXvftHsfeoty3oEOAG4FDi72fucCmwIvOA4zjfu/CVllN9LoR17rOT0y6aJE+XOTfPXb7RR+pu0pWIxid5sqUMPlbIF2UrZ5Nux/Morsv2xulqXZy73qSmF5i8+jUx+4ttww/xDbP/+5Rli/eSZRr4U0wEHSBYqAJsoSSI4WDQQZ+wwhw0HGNNUM5WTz7ICkW7UqLXMfKId8nMpNMeRbEG33pr9b5s0KfN3NtooXa4hm3r2zD7XuOgiea7lfGLlStmokEuTJ8t8R4NPLvSpKYVmmPzG5wZTv375h9iBAwufT2j0TDtfqZn23z/3rvF99pFjVccTdHESRK2kMS0sfKYUWqhk5hNFyu+l0AYNgp13hpkzs/9thx/e+vX51K2bRAK0fOy887Jzf/SRbHDOpalTJY2hR/6ZUmg6+TQyaefTyJRq9+0ryZazqWtX70oia/ZMK9+wYbIJZtas7P2578FlWs/3k2na+UwptLzyPLBolU4B3gRusyxrPPA5sDWwE5Ia9KIWr/981f9Wi8cvBHYEzrIsa3PgbWAzYB9gATIx8L/sAlKnlaLtVrqvIUPg2mvh0ksliCelvfeGU09t/fpDD4X338/uxbHHwkYbwcMPS5jv+uvDwQfLSnOufJ0//5zf319+kZpNmjxzuU9NKTR/8Wlk8hPf8OFSpnbuXFopFoPddjOe+YEvxTR+POy5S4J/vWhTSR0RbMCiZw+46o822MY01Uzl5DOl0IIuM58oRrbt7/Fi330lGOjhh9N/UyQCZ5wB222XOQ+IRmXVOFd55SuugK+/loCgxYth6FA4+mjZYZzt4njp0vxjyaJFenxyoU9NKTTD5Dc+N5j22gv+8heyavBg2ajgZ8+085Wa6ZRT4PXXYc4cMrTpphKrattQQR1V9qJVvxw1poWBz5RCC6PMfKJQ2bYskPm1FBrAZZdJMNCbb6b/rupquOYaKXHZ/G8bMkS+FL78klbq2hXuvBOefx5eflk2IYwZA6edBr17p8eN5sf+6af8/s6f76l/phSaTj6NTNr5NDKl2gcdBO+9R1YdcEB5h1i/eKaVb9kyuPxyOP544WuuPfeEncbZxjS/8ZlSaHmlIrBo1a6A0cDlwG7A7sB84DbgMsdxagp8n0WWZW0DXALsC2wHLAIeAP7oOE6WZWQfKlWz3XEk0m3ZMnfaCxa4d4xf/Upu2r/7LjQ1SQ3J3r1hxYrWr99ySzjhBLjnnkwfdtgBDjxQ6iuNGZP5O7W1uY89YAB8k2NjSLduEllQV6fPMxf7NNkAyyyo66YGSU1bI59GJj/xLVoka4jnnSdxhCnFYvJ4587lGWL95JlGvuZMV19YxxtjEnz0ag0VS2oZOtRh38PjrFu5DGoUAGo0TQtTOfmMAi0znyhSbc0ntI8XCxfCccfJhoI33pAv7x13lP9ralr/zjHHyCaE5gsHIJsahg6FrbeW4KPmx8j2PsuWydxlnXVyb1YYOLD8FxJlHGNLOW/Qfppp5NPIpJ3PDaaqKtkndcUV0NiY/vj37g1/+IMkOvOzZ9r53GC64w547jl4+23p0223ldtNjY3yddArnoBlBY7tYTEt6HzZmPKVYjXyvcx8ogglEvJl19775xrGiJUr4U9/gnnzJINQz56y1pBMZp8HXHqplC9rXr+oe3dZTa6shJNPhnPOyfydXHOCtdfO72///qWdTxTpXznWCTQO+9r5NDJp59PIlGqPGSOZMVsWVxk7Fo48MvftiDB7ppVvwQLJd/HEE/DYY/DZZ5K3Yvx4mVPY9UXMI8JimnY+N5kCMJ+wHMfxmsFXsizrvS222GKL93KFk5ZDCxdK5LrjyEq4bbvTrqmRi2o3j1FM+4cf0vVuRo+W0bk9fF99JSHB2XTSSTIRCIpnBfItSlSSsGLURdfUgqSmrZFPI5Mf+SwLpk+XOMPevSULcirLofFMP19zpip7ITEnQa9YvU5Aw6SDL/UBX3PN8l2zrdKoUaN4//3333ccZ1TZD26kTr6YTwR1vJgzR4KLunaFXXeVcaE9HE89JREF2XTffbIxQoNPLvRpKecNQT3Nwsaknc9NpoYGmDJFNi4MGSI3jjt31sOn3T8/MfWOLaSXPV8voB+ZtPNlY1p/fU/mEmDmE0aZ8nw+sXBhOrgoTGNEY6NUVfj8c1hrLZlPVFS0j++cc2DGjNbexuOS/ahHD8/8K8c6gZYu9ROfRibtfBqZWvItXSpLnsuXw1ZbyZ6nZNJ45ie+tpiKmkeExTTtfG4yBWA+oSJjkVGRipapJqO22oZ9+ki4bjwuE5eGhvbxjRkDt90Gl1wi5Q5AHp80SXYtd+4cHM8K5CtH7eSAWWaYAsK3zz7p5+rrdTBp8Uk7X3MmnCgRy/Yeyk+maWEqJ59lBaKOsZFRSdTWfCKo48WoUVLGoKNf/scfL5EE99wju51BMp9edBFMmODtRYXLfVrKeUNQT7OwMWnnc5OpuhomTuzYkKLRM+185WSKOglilk1l3AGnwPtwYTctKHzZmMxcwshIFF1VEjJsY0Q0Ktf6Y8dmfvm3h+/qq2UNYvr0tK99+8L118OGG5Z2PlEkXznWCbR0qZ/4NDJp59PI1JJv3XVh5MjMj7xZo/AXX1tMkXiUgucRYTFNO5+bTAGYT5jAIj/KtuWfZaV/dqOtsbZhqfh22EF2BXz0kaRtHTFCIgUTCSlvEDLPylE7OWCWGSbDF3gm7XwpphgJqu0aLKsJSOoD9JpDO1M5+Sor5WcjIyP5LJjxomPtE0+EQw6B//1PbhAMGCDzCS8uqMvkWYIYi+1qmhwLuwR/poZu9BufRibtfBqZDJ9/mKrsOmJWghj1OgH9zKSdLxuTbWNkZIR8FhynfNe9GseIjvJFInDTTXDKKfDll1JqecgQ6NSp9L4WyVeOdYIgdmkYmbTzaWTSzqeRSTtfW0xJbN2AXrc18rnJZNv4XSawyK+yLLmAd7tdjmN4xReNripyaeth8sozB7B0IWlqa+HQwpRISEXBqirZRKONT7t/fmLSzuc4EMXGspqIOkkdUH4w7ZdfYNq0dJ7doUN18bl1DCMjo0z5cQzTxrfGGjB+vMwnamp0MLnome1EaHIsklZUC5J2y0LDVCxfbW06u/gaa+hg0u6Z4fOGCQtY3VYI6BXTl1/CK6/IAvjOO0ttcU18bnpmZGSUKT+OYZr4NthAMhU1L5PiNZ8D5Vgn0NJ1fuLTwqGB76ef5LbmuutCly46mLR75mcm7XxtvU49YLnbjY3wxhtSXjQWg733lg+zFj63PfO5TGCRHxXWUmh+4NPIVACfKYXmLz6vmBobpeLH/fdLoi+A0aPhj3+ETTbxnk+7f35j0s6XYqqMO1Q5tg4obabZNrz2mgQSrb22lAD6+9/hqqsyryvGjIE77pB6HkH2zLICkW7UyKgkCmsptLAxlZjPiVeRqK/ShKTdslAwFcPX1CRzh2eflccAdt8drr3WvVscfvfM67ZGvnIytavkcpBMW7lSNiTU1cmGhP794Q9/kA9xSjfeCMceC+ed549O7QiTmUsYGYnCWgotJHymFJpOPo1MXvAtWABnnw3vvCPDUbducPTRcP75xrOgMmnnM6XQ2mjX1MDzz8vPu+4qj51wAnz6afq64vbb4YYbpNyoHzq1I+0AzCdMYJEfZZcpdZrGFGTa+TQytcFX6pIGIbDM87ZXTHfcAXffTYbefReOOgr+8Q/ZpKjVMw3++Y1JO9/KhgTRiI1FnR4oTaZ99hmcdJLMuFNaYw1JEdBS//0vXH45XHddsD0zpdCMjNKybd1jWFttjXwamUrMl8TWhqTdslAwFcoHcmnyn/+QoenT4ccf4YEH74b3GwAAIABJREFUJPmJ8UxXWyNfuZjaXXI5KKZNnw6XXiopi1Pq3RvmzaOVHnhAsm4cdpjuTu0oU2owMzIKu2xbFshMKbRA8plSaDr5NDKVm6+2Fg44ABYuZLWWLZP1CtuG0083ngWRSTtfLqaKZIKIo2DtwivTEgkp+fnww6zWFVdI6c+ffyZDySSccQY8/TQMHOiNT+XyzLbxuyq8BjBqpyxLLuC/+gpmzIAPPkhHvDlO5ms60i7le7nR1sKhnSkPnxslDQJumYp2uY/X0CD3CrNpyRJ48kn9nmnn08LhF76IY1NhOUSx9UDlM23lSgngee45mDXL3WOvWCGR/82DiiB7UFFKU6bI85o8K3XbyMgoU5Yl6QjfeQdefBG+/Tb9uMaBX/sXk1amEvMpRNJuWSiYCuH78MPWQUUpffghvPWW8cxrDj/xleMYHSq57AbUsmUwcya88EL6ZrxbTF99BRdckBlUBNmDilJ64omO/Z1aTq62mIyMjDK1YgX8+9+yPrFokb8HfsMnbQdMKTQ9HNqZysk3eXJmUFFzPfSQrFEYz4LJpJ0v23Oq1i5SPy9YIGsTM2fK3MLNYz/9dGZQUUotg4qa66mndHdqqdo+l8lY5EdFo5KG+Kyz5O5bSgMGwM03S0Sf9nRfQeXTyNQGX6lLGoTAMs/bXjDNmSP3CnLpo490e+a1f35k0s7XpdKhZ7SeWDyCp+lECzHtk0/gd7/LvBG/ww6SIahHj9If+/nnc8+0c8lxYOlS4dHgmRvHsKxApBs1MiqJolFZNDzrLPj++/Tj48fDNdfoHPi1fzFpZCoxXyQeJaILSbtloWAqlO+TT/IPSx9/DDvuaDzTwKSdr1xM7S657Abg5Mmyw3fZsvSHZtIk+R7v1Kn0TE89Vfy1xQ8/6O/UjjKZuYSRkShVCu2556TGaV2dPG5ZUhrxkkv8OfAbPoibUmha+TQylZvvww9zD0srV8LXX8O4ccazoDFp58vFVOE4VFoK1i4qK6Xu+PXXw333pT803brBRRfBxInuHPuxx4q/vvjxRx0dbEqh5ZUJLPKjEgk45RRZyW+uWbPk4n3KFPlZc7qvoPJpZMrBl7AtbCtCPZYWJDU2aefzgqmijfx2XbqkMyBr9Mxr//zIpJ2vc4NNMuoAHtRwLMa0xYvhuOPSN9pSevVVOPNM+POfS3/sVEakYtWjhw7P3DqGKYVmZJTW/Pkyb2g5Nr30Epx9tixeahv4tX8xaWQqEZ9b84YAWxYqpkL52rp/Foulv6aNZ3raGvncZupw2YJSA779tmQPaqn77pMFgeOPLz3TN9+0Pl5bWn/99pdF8suJlhqkjIzCLtuGN9+UexrN5Thw//3Qs6csVPpl4Dd8GW1TCk0nn0amcvPFYuRVy/mE8SwYTNr5cjFV2TZJS8HaRUODpPRqHlQEsmHhoougTx/YfPPSH7s984n11sv8EGvr1FK0U3+fj2VKoflR777bOqgopYULJVMByEnqOB1rd/T33W5r4dDOlIXPtiI4TgUJJ6oFyXMOP/GV+3gDB8LGG5NTv/61fs+082nh8BXfqp+9B8lj2lNPtV64T+nNN2H27NIfe731sh8vn3bfPZ2tyGvP3DqGkZFRWo8/nnts+ve/4bvv9IyludpaOLQzlYDPzXmDFmv8xKeFo1i+8ePl/1yaMMF45jWHn/jcPEZJyhaUEipXTXKARx6BZIGl2oo59rrr5j5mLh12WMf+Ti0nV1tMRkZGonvuyf3cAw9AU5N/Bn7Dl9l2wJRC08OhnamcfLvvTk716QNDhxrPgsqknS/bc1igYu0imZQ5Qy498IA7x+7dO/cxc+mAA3R3aqnaPpfJWORHffFF/udnz9af7iuofBqZmrUTldXYsWqceJXsOCZKJB4jUm8s8xOfV0xXXSXJDVqWRNt5Z9hrL+/5tPvnNybNfFEnQawyQWUsqQcql2ltRed/8w2MHl3aY++1F9x0U/aggVhMMh821xZbwGWX6fHMrWNYViDSjRoZlUSff57/+blzYautvB8X/PLFpJWpRHwOFdQ7lUQqSztvCLBloWIqlK93b0mGdvHFrYecCy+EDTc0nmlh0s7nNlOHyxaUGjBfNtLaWrnmX3vt0jIdcUQ6G3pL9eoFixZlPnbYYXD44Xo7tVRMZi5hZCSKRvPPJ2pq0mOTHwZ+w5fRNqXQdPJpZCo334QJsM8+8OyzmUNOqspTLGY8CyKTdr5cTDhRIpbtPWAiIXOGXJo1Sz5EpT72oYfCDTdkP2Z1tVwrpFRRAdddJ9GBmju1FO0AzCdMYJEf1atX/ud79Gh/+uHmbY155bTzaWRa1U7YFj/Xx2mMdMemikRi1ThmLPMdn1dMgwdL8pUnnoD334fu3WHvvWG33aCx0ZRCCxqTVr4YCXrZ87EaFhKLxoCo91D5TOvZk7xaY43SfGc3b0ejcMcdcPLJktY0pXgc7rpLtvFMmybPbb01jBwpF/Bu5rnWcKKZUmhGRmm1NZ/o1i39edEyrmr9YtLMVAK+BDEW29U0ORZ2ib8mAmpZ6JiK4TvwQLkMefxx+OEHSbJ4yCGw/fasnp8az3S1NfK5zdThsgWlBqyulg9MNlmW3PRu6zq+WKbNNoPzzpMb/M3Vvz/85S+yEPDvf8scYsIE6NtXdkObUmhGRuGQbcOaa8pmhGyqqChtjVONY0SA+UwpNJ18Gpm84Lv6armVOXUqLFki6xVHHAGDBrWeTxjPgsGknU99KbROneRnxyGrqqvdOfZhh8H//peusJTS+PHyQX7/ffjwQwlq2m8/Kavs1k0BTSeabbfuA5/JBBb5UePHy0Ll4sXZn99zT/m/+WDR3nZHf9/tthYO7UyAbUVoooKkFdWCpN0y1XxeHbtvX9llbNvyeOo+gRY+7f75jUkjXxQby2oi6iTBieqAymfa/vvD/feTVX36SLYgN4699dYwYwY89xzMny9pArbeWj7EsRgcc0z+D7GXnrl1DCMjo7QOPRTuvjv7c717w/DhesaFXG0tHNqZOshnOxGaHMu1OYQWa/zEp4WjvXxbbCExzeW8BNHijeHzB1NJyhaUEuqAA+Cjj8iqPfaQYGA3mI44QoKGnnlGMo+MGgXbbiuLE336yAqe45Tuw6zl5GqLycjISHTwwbIgmE177AFdu/pn4Dd8mW0HTCk0PRzamcrNV1Ehy5977FHYJYgWb/zEp4XDT3zZnlNTCq1LF/nATJ1KVh14oDvHjkTg2mvhuONg5kwpkTp+vEQDAuy4I4wdKxsWUhuzve7I5m03j+FzmcAiP6qqCm65BU48sXVNoquugo020p/uK6h8Gpksi0S8mjq6UF8ZJRKNaUDSbplqPo1Mhi94TFr5KuMOVY4NlVE9UPlMGzFCovGuvDLz+7pHD7j1VrnZ5ibHUUdJu75eou394Jlbx7CsQKQbNTIqiTbfHM4/Xyb5zdW9u8wzuncP93gRFKYS8DnxKhL1VZqQtFsWOibtfBqZDJ9epup4gi5OgqjVgZLLpQacOBHefrv1YsCgQXDRRYUdq71Mm24Kv/1t+vH6EtbD9OOJZuYSRkaiaFSCD19/HaZPz3xuwACpfVrKsioax4gA85lSaDr5NDJp59PIpJ1PI5N2PvWl0CorZc4waxZ88UXmd/aee8pcY/ly9zi22QaGDUs/3nI+4adOLUU7APMJE1jkR9m2LAZMnSo1z7/8EtZdV3KIr79+OpWW5nRfQeVTxJQgRr1dBRYk6MLCRBW1DdBTB55Gy3zDp5HJ8AWPSRtfRTJBxLGxqNMDVahpBx0kO3ynTYOff5Yb9AcdJDsGbNsbJi0+lZPPlEIzMkrLtuHww2HLLWU+sWCBLFAedJBMeGtrwz1eBIWpBHxJbG1I2i0LHZN2Po1Mhk8vUwV1VNmLVj3RzpLLbgBeeaXUIf/Xv+T9t9oqna3ctr01rRRtjXymFJqRUW7ZtmQvu/FGGYtmzoSVK2H0aNhtN7nXUcpyJhrHiADzmVJoOvk0Mmnn08iknU8jk3Y+9aXQGhokI9Df/y73/955RzY677STVDdYscJ7Pr90ainato3fZQKL/CrLgrXWgpNPlhPRcdzJJV7K93KjrYVDIZPtREhYMXAg4US14Wm0zFd8WjgMX7CZNPFFHJsKyyGKrQeqGNM23hjOOcfd7+ximTS23TyGkZFRpiwLBg6ECy7IPjZpGRdytbVwaGcqAZ9CJO2WhY5JO58WDsPnDyaVgBUVcuN/++3bP5/Q0nl+4st6ghgZGa2WZUmJxHHj3L/HoWVcCAOfA6YUmh4O7Uza+bRw+IlPC4ef+LI9p6YUWgowFoO99pKAYK/WJYox0Ou2m8fwuUxgkR8VjZY2nWiutsYUZNr5FDAliGITZUV8TZbWx1a/JFKvAk+jZb7j08hk+ILHpI2vwnGotOqJxSPgRHRAaTfND0zl5LOsQKQbNTIqidqaT4R9vAgKUwf4UnOKpngVER1I2i0LLZN2Po1Mhk8vUyQeBaeD99vCZlpQ+UwpNCOj3IquyugW5jEiwHymFJpOPo1M2vk0Mmnn08iknS8bU0nKKwfZNO18phRaXpnAIj/Ktv2f7iuofB4zJYjxk92LJsfCJqYNT6NlvuTTyGT4gsekiS9Ggmq7BstqApI6oLSb5hemcvKZUmhGRmnZthkvwsDUAb56u5KEE6Muy5zCWGaY/MSnkcnw6WVKYusGDBKTdj5TCs3IKLdsWxbI3KyVpX2MCDCfZUeoxKamIYZtxzQgabcstEza+TQyaefTyKSdLxtTScorB9k07XymFFpemcAiv8qy5ALe7XY5jhE0Pg+PbTsRmhyLpBXViOcrJu18WjgMX8faK1fCf/8LP/wAW24Jm27qPZNGz6LYWFYTUSepB0q7aX5iKhefkZFRpsx4EQ6m9vI5YEog6OHQzqSdTwuHG3x1dfD++7BiBYwaBeuvr4tPo2dttdUDBolJO1/WE8TIyChDYR4jAsoXJYntRFbdi4tpQNJuWaiZtPNp4dDM99NP8Mkn0LkzDBqkg0m7Z4UweQ6l3TTtfG4ew+cygUV+lCmFppfPI6bm5c8SzcqfKcHTaJmv+TQyGb7i2++9B+eeC/Pnp4f3nXeGa64RRq/5NHlWGXeocmxdUNpN8wtTOfksKxDpRo2MSiJTCi0cTO3kS8SrSdAFG1MCQRufRibtfBqZSsX3xBMyd1ixQoZ2y4KTT4ZTT4WKCu/5NHqWqx11EsQsm8q4gymFZvhyMpm5hJGRyJRCCzRfzKknZiVx4g5LdSBptyy0TNr5NDJp4ovF4JJL4Mkn08N7PA6XXw4HH6zHJ02eFcpUkvLKQTZNO58phZZXJrDIj7Jt/6f7CiqfB0xtlT8zlgWPTyOT4Suu/cMP8JvfpBcBUpo5E847D265xXufNHhWkUwQcWws6vRAaTfNb0zl5DOl0IyM0rJtM16EgamdfPVYLExUYVkQ1YGk3bJQM2nn08hUCr5XX4VLLyVDjgN33QXdusHEicH1zw2mKruOmJUgRr1OwCAyaeczpdCMjHLLtuVLx5RCCzRfElsbknbLQseknU8jkya+m27KDCoCYTr7bOjdGzbbTIdPmjwrlKkk5ZWDbJp2PlMKLa8qvAYwaqcsSy7g3W6X4xhB4yvz8Qopf2YsCx6fFg7D1772P/7ROqgopZdfhrlzdfjktWcRx6bCcohi64HSbpofmcrFZ2RklCkzXoSDqZ18CpG0WxZqJu18WjhKyXf//eTUww9DU1Ow/Sv1+2IBq9sKAYPKpJ0v68liZGSUoTCPESHgU4ik3bLQMWnn08KhjS+RgEcfJaceesh7b7R5ViyT51DaTdPO5+YxfC6TsciPMqXQ9PKVkanQ8mfGsuDxaWQyfMW1Z8/OP8x/9x0MG2Y8q3AcKq16YvEIrdKHauhIjab5jamcfJYViHSjRkYlkSmFFg6mIvlS84umeBURHUjaLTNMPuDTyFQKvq+/zj3EL1ggGyF79Qqmf24w4USJWLZewCAyaeczpdCMjHLLlEILBV8kHnVtThBQy0LHpJ1PI5MWvvnzJSlLLn31VXmWoP3kWTFMphSaz/lMKbS8MoFFfpRdpjRqGlOQaecrE1Mx5c+MZcHj08hk+IprV1eTVz16uJ9ReuVKeOUV+P576NcPxozJ7YtXnlXZNknLAbKYoaEjtZ9ofmAqJ58phWZklJZtm/EiDExF8tXblSScGHVFzC9Cbplh8gGfRqZS8PXqBTU1ZFU0Cp06lWY+kY+voQGefRZ++QWGDJH5hGbPcrVjJKi2a7CsJiCpD1CjaWHgM6XQjIxyy7ZlgcyUQgs0nymF5j2HdibtfBqZtPB17UperblmeTh+/hn+8x9YvhzGjoVNNtHrWSFMFckEEcfGok4noBYm7XymFFpemcAiPyqRgNpauYCPx2HZMnfaCxa4f4yg8ZWJqb4yzqJ6KX/WqZs6PI2WBYpPI5PhK669006taxintOGGsN56UFfnHsd338GFF6ZLroEEO11zDYwcqcOzXpUJrIZF4CQgbuuA8tuJ5gemcvIZGRml1dZ8IuzjRVCYiuBLxKupaQAbWK4DyfO2Rj6NTNr5NDKVgm/PPeHmm7MP8bvuKnOJpib3+J5/Hq66KrO887BhcOWVsklCo2e52pXxOqxlC4k6KyHeWR+gRtPCwJeNqa0dQkZGYVEiAfX17t640j5GhIAvEa+mVheSdstCx6SdTyOTJr4dd4R//Sv7ML/HHu4uQXfrBnfdBQ8+mHncffaBM86AigqdnrXF1G1ZHZaTIBqvgWVlWMP3w4nmRz43mQIwnzCBRX5ULAY9e8pJGIvJP7faPXu6f4yg8ZWFqTuRaBWdteIFgKkYvnffhccegx9+gLXXhoMPlosv45n3HFr5xo6F3/0Obrklc3ivroYbbpD/3Tp2p05wwQUwb17msWtq4Pe/h5deyv4VU27PqmM2ldEIUQe9Han9RPMLU7n4UmlMjYyM5LPQ1nwizONFkJgK5LOj1XSOdsexonSOqkBS0S4HX6dO8M9/yr8lS2DTTWHiRBg1yngWZKaO8k2aBB9/LNfuzTVsmFzTpy573OCbPx/++EdpN9cnn8B118kigUbPcrW7x6AqFgMnqhMwyEza+bIxGRkZZX4WwjxGBJwvFovRUxeSdss8Y1qyRAI0ZsyQDPXbbQdHHAHrrquDT6NnWtpe8l1xBRx9NHzzTeYQv99+cNBBkEy6d+wXX2wdVASSDbVPHzjhBJ2etcVUFYOYA7FYFGJlWsPXfqL5lc9NJp/LBBb5UdFoeQpcaqxtqJ3PZaYEUWyiNMWr2lXjOISWuc73+ONw2WXpj+e338Lbb8Ps2XD66cYzLUwa+U46CXbfHZ54AubPhy22gMMOk8UlN489c2broKKUamrg5ZeFy2vPKuMOVY6tvyP9xKeRqZx8lhWIOsZGRiVRW/OJsI8XQWEqgs+JV5Gor9KE5Hm7HHyOA2efDc89l/54fvstvPAC3HsvjBtnPAsiU6n4br8d3nxTdhovWybny377SSIJN/kmT5Z2Nr3xBvz0EwwerNOzbO1IPApOCe+xaTzpNDJp58vGZOYSRkaiaFRKeYR5jAgBXyQebdf6Q4gt84SptlY2JcyZk/6IzpkjmxaefNLdazK/eqal7TXfhhvKdf20afDBB3KLaIcdYPvtha2+3r1jP/po7q+YJ5+EU0/V6VlbTDhRIlYZvx/9cKL5kc9NpgDMJ0xgkR9l2/6vIxgEPtuGZ56Ru3iWBdtuK2lIXGSqtytJODHqiPnSMr8wFcq3aBFcfjlZdffdMGEC9O9vPNPApJVvgw0kvWdtrQRBd+6cXghw69izZpFXX3wBO+/svWdJbP90pF/4NDKVk6+yUn42MjKSz4IZL7xnWrxYtuS9957kAt93XxgzRvJ+l4kvYVvYVoR6LF9YFjS+f/0rM6iouc47T3YdN2cwngWDqVR8ySRstZXcikjNIdoa3kvB9/XX5NXXX0O/fjo9y9Zuc97hNWBQmbTzZWOybYyMjJDPguPI5ySsY4QWvu++g6eflpQj660Hhx4qN6NLwJfEDqRlfuXLxXT33ZlBRSnV1sLVV8Of/2w885pDMx9IieX995f5RG2tzDHcHt5bZklqroUL5VZJ6tJLm2f5mKpsm6TlAGX6fvTLieY3PjeZbBu/ywQW+VWWJRfwbrfLcQw/8jU0wMknw4cfslovvSQX7g8+CGut5c6xHcDyp2V+YyqE75VX0j9n04svwsYbG880trVweMG0/vrkVe/eejxTY5r2TvU7U7n4jIyMMmXGC2+Zvv0Wjj1W0gWm9PzzclfviivKxmdbERyngoQTVW9ZEPlmzCCnampkurnllsazIDL5mW+99cir1HzDT56pBwwqk3a+rCeLkZFRhsI8RnjN9/LLcOaZZOjvf4eLL5Y6RiXgC5plfufL9tyLL5JT//pXOvjceKazrYWj3Ezrrisl/LKpe3fo2tWfnmEBq9sKAb3m8BOfm8fwuUxgkR9lSqF5z/fAA5lBRSnNng1/+YuEg5f42Il4NQm6YBP1pWV+YiqUr6kp/0e1sdGdv83Pnmloa+QrJ9Ouu8I112SuY6bUrRsceGDrcmxeeNZmSQKNHamdTyNTOfksKxDpRo2MSiJTCs17pssuy/5lPHUqjB8vX8hl4HOooN6pJFIZI+JiqnO/dGO5+ZLJ/B/VlvMJ41kwmPzON3Fi7vIFI0dKyQ0/eBZ1EsQsm8q4gymFZvgKYjJzCSMjkSmF5j1fUxNcdFH2/rnySvjVr2DgwA7xVcYdelGHTZTO8ZjvLfM7Xy6mRCL/xzU17Tee6WDSzlcupokTcw9hhxwigUV+86w6nqCLkyBqJb2H0m6adj5TCi2vTGCRH2Xb/k/35Xe+yZPJqcmT5VuxxMeux2JhokrGHh9a5iemQvlGjCCvRo5MZ7Yznulpa+QrJxPArbdKreLmOwO6doWbb85ejs2UQitzp65YIQvLU6dK/tdBg+C442DAAP+caBr5TCk0I6O07BCPsRqY5s6F998np/7xD/j1r8vCl7QrwbHLVslCezeWm2+LLXJnLercGTbbLP3VZTwLDpPf+fr1g0sukfjI5urXD/70p8xzVrNnVXYdMStBjHqdgB1p19bCE09IZm3blpsTxx8PffroObm0eVYIU+rkNjIKu2xbFshMKTTv+J57DpYtI6eefVaqLXSAL0YNMbsSnBh1xHxvmd/5cjGNGpV7PrHpplJlu+V93rB7pqWtka9cTPvtB+++23qZdfvt5ZI1dcnlJ88qqKPKXrTqyag+wGJ/f+5cuO8+eOcdCYwZP16ivrTwafSskHbq5PaxTGCRX2VZcgHvdrscx/Aj3+LF5FRDg+wacOHYLR+eN0/WHT7/HNZcU7KcDhum0zK/MRXCt+mmMGFC9ov30aNhzBjjWa7XLV8O994rcROLFsGQIXDCCbDttjr4NHpWyvbw4XKP+dlnpRz7hhvCLrtIqlENfKm2KtPK1amOI8Gp06ezWrNny8+33AI77lh+Ju2eFdo2MjLKlBkvvGPKlfM7pdrasvF98gk88Q/4YqFcDxx8sFR31maZV223j7HPPvDYY/D997TSccfBGmsYz3K1f/wR7r4bXn1V7s2NHQunnw4bbWQ8KwffAQeI5zNmSBz84MGw++7l+3tK8V6ulirwssOWLoWjjoJZs1itr76Sznr8calVp+Xk0uJZMUxGRkaZCvMY4SVfW/OJ1NpFR/kc5Psyx0uamqQi2/PPy/XYiBGw//6w9tr6LCu2rYWjLabjj5c+WLmSVjr1VO/5vG7ne+699+DOO+X/bt0ky/+JJ0rZXw18Gj0rVbuiQjYpHHwwvPZaej63zTaS1ddrvvZ65jlIqUz76is49lioq2O1PvpIai8+/LCUu/DbSaeJyecygUV+lCmF5j3fiBFyxZFNm24qq/P1pa0lEIlHiTR7+K23MqN3AZ55Bk47DX77W32WaezGUvDdeadkmH3ySUky0rmzRFxfdpk8bzxr/bpoVDbNfPBB+tz98EM45RTx8sADw3fOecFUXQ2HH55+PN+QVU6+gksSaOzIUvC9805mUFFKjiMDy69+5a8TTRNfagAyMjIypdC8Zho8GLp0kYvHbBoxoix8tz9azYVXSKllGwnQePRRuP9+2HJLXZZp79L2tnv2hKeekpjiF1+U7l9jDbmH97vfyUZ041nrdm0tHHFEZjXBl16C11+XuInmpbiMZ+7x9esn52nzeUSJb4O46hlOlIhl6wVsb/uvf80MKkpp8WK48Ua47TYdJ5cmzwplMnMJIyORKYXmPd+oUfn7aPPNS8IXwSLhRLO+pKkJzj5bkiel9Morci329NPQq5cuy7R3aXuZhg6FRx6Ba6+V++sAG28MZ54pm0i95tPomePAm2/CpEnpczeRkGSP//kPTJsW3uXXcjONHCkbzQudT2j2LBKPUtLyyl526rXXZgYVpfTJJzLAH3GEf086r5kCMJ8wgUV+lG37P92X3/mOOSZ3YNGkSa6kgk1ir344mZQL92xZ026/Xb6MR4zQZZnGbiwFXzQKZ50lwVxLlkBVlUS4u5lm1O+ePfNMZlBRc117rUx6vOTT6JnX7XLyFVySIKim5Su1WVMjM9ztt9ffkRr5TCk0I6O0bNuMF14yRaMS3Xv//bRSJCLppUs9n2jBN/tbi0uvsKinKuPwK1dK1pcZMyT2SYtlXrTLxde9O9xwg9y3W75cgo2iUWkbz7K3b7opM6gopUQCrrsO7rnHeBZkvtKVQrNJWg7g7nhbdqOmTCGnXnxRMhp17eodn0bPCmWy7dzeGhmFSbYtC2SmFJp3fIMHS/BQKpKkufr1k/tGqf7pAF++ssmTJ2cGFaX088/w+9/LZlxNlhXT1siXj2nIEAmK+fFHmc/17SuPp762vObT5lkiIZubs+m772QuMWmS8UwLk3a+FFMSWw8LpseIAAAgAElEQVRUR0z76SfZ+JxLzzwjpXPC0KluHCM1MPtYFV4DGLVTliUX8G63y3EMP/Jtvz1cdRX06MFqVVbCGWdIzkSXjp1qvvWWpBvPpalT9VmmsRtLyReLyUV7t256mLR69sor5FRdHXz8cTj908LhNV9RJQm0mFNKvoYG8mr58vIzafes0LaRkVGmzHjhLdNpp0mpmk6dWK2+feHPf4YNNnCdb+rU3GNjba1kftFmmfYu7Wi7qkpOgWhUD5NWz15+mZz6739lscB4Fmy+UrxXYEuhLVtGXtm2no7U4lkxTEZGRpkK8xjhJZ9lwa23wnbbkaFRo+Avf5HNCqXgcyBXKbTU+kM2vf46LFqky7Ji21o4imFac01YZx15TCOfFqZ582DOHHLqpZeMZxo4/MSX+tlzkFKYllp7yKXly8PVqW4cw+cyGYv8KFMKTQffxImw116SeqVLF9hkE2hsLDlTgig2UZriVatLobV1n6iuTqdlfmHSzqeRqRi+ijZCWjt1Cp9/Gpm84iu4JEFQTdtuO3jhhewfjooKuUnkh47UyGdZgUg3amRUEplSaDqYLroIzjkH3n1XHttmm9a1r1ziq6m3sMk9Ji5b5r7FGrtRO59GJi/42lIkYjwLMl8pmKrjCbo4CaJWUidgR9pjxuTOWjRggNSmqajwviM1eVYok5lLGBmJTCk0HXxrry3lLxctgs8/h/XXh2HDWtcRcqkU2pIl+U+TFStyH9Z0aTCYtPPlYurcxqq4ZYV3+VUjk3a+XpUJqmM2lXGHQJRC22ADWG89mD8/+wdk7NjSfkA0dqophZZXJrDIj0rlMbSs9M9utDWmINPG5zhSCDQalW2RS5eWnKneriThxKgjtvrhTTYhrwYNyp6NVoNlfmDSzqeRqRi+ceOyp8oFyci+2WbuZlN227/aWtnZUFcH/fvDVlt5z6Tds+btgksSBNW03XaDu++W7TMtdcQRUi+lvR+QoHpWaNuUQjMySsu2zXihhSkWg9GjpZ2t9pVLfMM3tYiSe0zcZJP0kKnNsnK1NfJpZPKCb7vtclePHTVKYiZKUP3DM89++kkqVq1cKXOnfv108XndLgVTBXVU2YtWPRHVB9iR9qRJMuFeuZJWOv10SCZ1dKQmzwplsu3WnhoZhVG2LffETSk0HXy9esGWW0q7xAsClh2hEpuahhi2Hct4yeDB8PXXZFWPHrDWWulhU5tlbbU18mlk0s6Xi2mddSRT7A8/kFXjxvnfs88/hzfekNsNu+4qn0mvmbR71t5254Y6YtEEMer1QHXEtMZGOPFEuPRSWqlrVzjyyOB3qimFllemFJpfZVlyAe92uxzHCBpfqd/XgZYpRzfcEMaPJ6uqqyWRUpgtCwOfFo728O21lwS/ZdPpp0s5Ob/698or8tm8+GK49lo44QQ49FD45Zdg92kp26EvhVZZCfffn5nOurISTjkFzjrLPx2pkc/IyChTZrwIB1MOvl//2qH3+mTVdtvJtZqxTA+HdqZy8510kpSOa6lOnaQ6uZ89u+ce2HFHqbx+7bWw995w3nnp+49e82lpl+K91AO2tz1oENx7b+ake5114JprYMIE7ztPo2fFMBkZGWUqzGNECPiiJLGcJqLYrV7Ssqpzcx1zjAQ0hNCy0DFp58v2XEUFnH02WbXOOnD00f71zLbhzDNhv/3ghhtkTrH99vDgg/7uR/V8q372HqREpu23H1xxhUSIpjRsmKxZpHa9BL1T3TyGz2UyFvlRphSaXj4XmHKlHL3+eglemD49fWoMHSo3H3v1CrVlgefTyFQs38MPw223wTPPSIbegQPhtNNgl1108LWn/eOP8je03Bj6xRdS5eTBB4Pdp6Vqh74UWjwuKUf/+lfJGz1vHvTpI1GjLdNZa+5IjXyWFYh0o0ZGJZEphRYOpjx83aIWf3syysRT4aOP0qfGhAlw002ySGAs08enkckLvsGD4Ykn4JZbYOZMeXzsWDj/fMm25VfPZsyAO+5oPWS/8IJsLrr44uD2abmZIvEorpUq0GDa1ltLWq8lS+Rfz56S+dTrztPsWSFMZi5hZCQypdBCwxdz6olZSZy4w9IWLxk6FB56CM49N10xJxKB446TfXH5KjwH2LJQMWnny8e0227wt79J8M2HH8q5u/vuEpTTt2/Hb8F65dnVV0slhZa6+WapEvHrX/uvH7XzdaqMEomV8TuxXKYdc4wEGM2bJ3OJqipdfBo9K6QdgPmECSzyo2zb/+m+gsrnAlPSrgTHbpXJtFMn2XB23nkSuLDmmjBkSPr0CLFlgefTyFQsXywm5+5FF8lEMxJJVxTUwNee9hNPZM82D/DWW/Dpp+kyhkHs01K1Q18KrXm7SxcJKrKs0qQYD4NnqXZNjRRNr6qSrUhgSqEZGTWXbZvxIgxMbfD1Xsvm4Yfhm29g0SL5yll/fRk+/XxNFmQ+jUxe8fXpAzfeKOfrihXyf7b5hJ88e/hhcuqxx2QTQ2NjcPu0nExJbN2ApWqvsYaULKitlbmFBibtnoEMKnPmwLrrZj5n2xgZGSGfBccxpdBCxJfEzvqS0aNh2jS555lMyn3P7t3brvAcAstCwaSdry2m0aMlOK6xUS6XUo/7dWhbsULWJ3LpoYcke5Hf+lEzX0UyQaS+BivaBCR1QJXStMZGWG89dxfutHVqqZgSCalx3qNH5uO2jd9lAov8KsuSC3i32+U4RtD4Sv2+DrQshda8ve66ksgiFfBoLAsHnxaOjvJZlgQVaeUrpv3tt+TVd99JZqZyMmn3LFs79KXQwshUSr5334U//Qk++0weHzhQtsrttBNGRkYtFPbxIixMbfBZFmy8sexetG0VSKraWji0M3nJV1EhQUWamNrr2Zw55FRdnSSeqaoKfp+Wi0k9YBiYNPL93//BnXfKQgBIfdBzz5WyD0ZGRq0VtjEixHy5XtK5MwwfLptIi5lPaLHGT3xaOPzEV8jrUtl6tfIV2l64UGIZcun778vPpN2zjrYjjk2F1UTUSeqB0m6aX/ja+/srV0qplqeekgClzp0l89OZZ0rmogDIBBb5UaYUml6+MpZCU4IXSCbtfBqZDJ9Ur8qnfv1yHzesnmVrm1JoIWMqJd///ieF0Bsb0x+8r7+Gk0+GJ5+EbbcNRLpRI6OSyJRCCwdTDr4EUWyiNMWriOhAUmOTdj6NTNr5NDLl4uvbV7KHZVPXrrKpKLXRMcz+dYQp6iSIWTaVcYdAl0LzA5NGvscfh8svz/zwvfaazDOefVZqEhoZGZlSaCHki8SjJZ03hMCyUDBp59PI5CZf375ymyeZzD509+5tPCt1u8JxqIzbxGIKzPGLaX7g6wjT2WdLKr+UVq6UjQvffAOPPBKItQkTWORH2bZ/0n2Fja+MpdCU4AWSSTufRibDB/vuC/fdR1YNHgwDBqQzHRrPcrdNKbSQMZWS7447MoOKmuu662DcuPSH0Mgo7LLtcI8XYWHKwVdvV5JwYtQR04KkxibtfBqZtPNpZMrFd+CB8OGHZNV++8kigfGvY0xVdh0xK0GMep2AYWLSxtfQILuLs2nxYqkfcs012Z83MgqbbFsW0fxaL8jwFd3OVQrNWBZuJu18Gpnc5ItGYe+94emnyaoDD2x72A6bZx1tV9k2yQYbogrM8YtpfuBrL9OsWZlBRc313nvw8stwyCHZn/eRKrwGMGqnLEsu4N1ul+MYQeMr9fs6kK8Umtd4QWXSzqeFw/Cl2xtsANdfL+UYmqt3b7jlFnnceNZ225RCCyFTqfjefpuceu892SFgZGSUVpjHizAxZeNzoJTzizBY5jWHdibtfFo42uLbay848khaacwYOOMM7/m89qkUTEXNNYxp4eKbMwdqa8mpd97J/ZyRUZgVljHC8GlE0m5ZKJi082nhKBff2WfD6NG00qRJsPPOxrNSt2VuoQDET6b5ha89v5NvbQLaft4nMhmL/ChTCk0vnwtMldhEgUg8wSInpg1Po2WB59PIZPikfeihcuN/+nRYsgT694cJE2CNNaC+3nhWSNuUQgsZUyn5unSB5cuzXzt16iT/ApBu1MioJDKl0MLBlIOvlKWWQ2KZYfIxn0amfHwXXwzHHCNVl1auhJ12gqFDZZOCBj6NnhXz+wXPNYxp4eOrrMx/7dS1q5lLGBmlZEqhhY6vMu7QizpsonSOxzQgabcsFEza+TQylYPvkUckC+qrr8r777uvlFQ2npW2XR1P0MVJEK1ED5R20/zC116mtuYT8Xgg5hMmsMiPsm3d6b7K1dbI5wJTLJEgZlnYxLDtmDY8jZYFnk8jk+FLt7t3h8MOk2MkEnJdYdKMFt42pdCKbDsOzJgh0Wy2DcOHw/77wzrrhM+zXXaBv/+drNp1V3mtbWd/3sgobLJtHWNYe9sa+TQy5eArZanlkFhmmHzMp5GpLb4+feA3v5F2ak6hic/rdsdKoRU41wiTaStWwBNPyOpTRYVsZ99ll/L+DRo8W2892Rk0ezZZNX68vN7IyEg+C4Xc7ArSGBFyvhg1xOxKKFE55RBYFgom7XwamcrFN3IkDB4s7WLmE2H2rNh2BXVU2YugoRaiPXVAeWXawoUweTJ89BH06CFrE1tskS7t4TVfuTwbN07+dxyyKiDzCRNY5Fc1PzndbJfjGEHjc/EYyvECxaSdTwuH4Qs2kxd8phRaEe3GRrjggszava+8Ao8+KttTevcOl2cnnABvvAHz5pGh6mo46yyMjIxayOsxTPsYGxSmbHwOmFJo/uXTwuEnPi0chs97JlMKrcVzS5bAccfBrFms1ksvSbD+3XfLDXXtnVqqdkWFpAw74QRIJsnQ5pvDfvthZGSURWEZIwwfpZ5DaLHGT3xaOPzEp4XDT3xaOPzApxKq3KZ99plcP9fVsVpTp8Lhh8N553nPV07PevWCc86B66+nlY48EgYObP24D2UCi/woUwpNL5+LTJF4lIhevEAxaefTyGT4gsfkBd/qFKJWUg+UZtOefz4zqCilhQvhyivh3nvD5VmfPjJxuftumDlTvNhuO1ks2XhjeW0A0o0aGZVEphRaOJhy8JlSaP7l08iknU8jk+HzjsmUQmvx3J13ZgYVpfTBB/Dww7KJQXunlrK9zTbw3HNwxx3w7rvCdcABcNBBUnbZzCWMjESmFFoo+Uo5hwiJZYFn0s6nkUk7n0YmrXyReBSciC6ocpvWrZsE5jcPKkrpscfSmVD90qmlYDruONhkE/n7Z82SrKgTJ8KvfiUbGQIwnzCBRX6UbetO91WutkY+F5mS2JrxAsWknU8jk+ELHpMXfKtTiFoWENUBpdm0yZPJqTfegLlzpSRamDzr2hV++1s49dTMXL8NDTIpsO3cnhkZhUm27f0Y5vV4EQamHHymFJp/+TQyaefTyGT4vGGKkaDarsGymoCkPsBym9bUBM88Q0498wycfrruTnWj3acPXHYZ1NZCz57pOYVtyz8jIyP5LDiOKYUWMr5SziFCYlngmbTzaWTSzqeRSRtfRTJBxLGxqNMD5ZVpn36au4wwwNNPw9ix+ju11Exbby2bnVPrEs3XKGw7t18+UYXXAEbtlGXJBbzb7XIcI2h8Lh5DOV6gmLTzaeEwfMFm8oJPJZRW02pryaslS4xnGSeXkZFRhrwewzSPF0FiysbngCmF5l8+LRx+4tPCYfi8ZYpiY1lNRJ2kTsByMyWTcoM7l1JzDc2d6gWTkZFRpsI8RoSNzwFTCs0w+Y1PC4ef+LRwaOWLODYVlkMUWw+UV6YtWUJepZ7X3qnlZvK5TMYiP8qUQtPL5yJTZdyhF3XYROkcj2nD02hZYPk0Mhm+4DF5wbc6hagmKM2mjRgBn3+e/VohHocBAzIZwu6ZZQUi3aiRUUlkSqGFgykHXyU2USAST7DIiWlAUmOTdj6NTNr5NDIZPm+YKuMOVY6tF9ALpo03hm++yX6tMGyY93zaPDNzCSMjkSmFFkq+Us4hQmJZ4Jm082lk0s6nkUkbX4XjUGnVE4tHCH0ptM03l/8dJ/v1wvDh/ujUcjIFYD5hAov8KNv2R7qvMPK5yBSjhphdCU6MOmLa8DRaFlg+jUyGL3hMXvAlsfVBaTbtkEPgqadg5UpaaeJEea1tB8Oz5cslfeqXX8Laa8O++0JVVXHHMKXQjIzSstsYb/08XhimNvliiQQxy8Imhm3HNCCpsUk7n0Ym7XwamQyfN0xFzTXCYtqkSXDRRWTV0UcHq8zRwoUwYwbMny8bMPbcEzp1Ko7JtrN7ZWQUNtm2LJAFaYwwfG22SzmHCIllgWfSzqeRSTufRiZtfFW2TdJygAY9UF6Z1q0bHHCArE+0VDwO++/f9rWCRv9yMX36Kbz4IjQ2wsiRMG5c8cew7dZe+UwmsMiPSiQkJbHjyIdz2TJ32gsWuH+MoPG5zmRjOVGSlVXUNsT04Wm0LIB8GpkMX/CYvODrFU/AsgK/34xp0LMn3HorXHaZHA/kAvXQQ2UhoOW1gl89+9//4KyzYPHi9LXQTTfBJZfADjsUfgwjI6O02ppP+HW8MExF8SXi1dTqQlLV1sinkUk7n0Ymw+cNU1FzjbCYtu22cPrpcO+98jhAjx5wyikweDDU1enu1ELbU6bA5ZdnXgvddhvceCP061c4U3V1+a/ZjIw0KpGA+vrgjBGGr6h2KeYQIbMssEza+TQyaefTyKSJr1dlAqthETgJiNs6oLw27cQTYcUKmDo1fZ3Qrx9ccAF07tz2tYJG/1oyNTXJfOnRRzOvh4YOhTvukPWYQo8RgPmECSzyo2IxWUx0HGnHYu61e/Z0/xhB43ORqTIGthPBidk40Zg2PI2WBZZPI5PhCx5T+fliECvi+82YBuPHw9ix8MknkrlowABZDIjFJALe75517gx//GNmUBHIBf1ll8Hzz8O66xZ2jFQaUyMjI/kstDWf8Nt4oaGtkSkPXywWo6cuJHVtjXwambTzaWQyfF4wxShqrhEW0yZNgmOPhXfflQw+o0fLtYIWvo62Fy5sHVQE8vill8I//gFduxbOZGRklPlZ8PsYYfiKbpdqDhEiywLNpJ1PI5N2Po1MWviqYzaV0QhRBz1QGky76ir4/e9lc3CPHlIiLZnUw9dRz55/vnVQEcjfe/vtsvm5mGP4XCawyI+KRiESkSi4eFxORjfaGmsbaudzmSnm1BOzkjhxh6X68DRaFkg+jUyGL3hMXvBF4lFwCvx+M6ZltrfaStr19XqYSuHZ++/DDz9kvx5qaoJp0+Cccwo7hmUFoo6xkVFJ1NZ8wo/jhddtjUxt8EXiUSK6kFS1NfJpZNLOp5HJ8JWXKeokiFk2lXGHgucaYTRt223T7XxzCr959s9/5r4emjNHNmjstFNhTGYuYWQkikZlI1MQxgjDV3S7Mu7QizpsonSOxzQgabcssEza+TQyaefTyKSJrzLuUOXYuqC0mFZdDb16pR8vdD6h0b+WTE8/nfua6NlnpbR0t26FHSMA8wkTWORH2bb/ay8Gla9MTBZ1dEla2ERpIKYNT6NlgeLTyGT4/M/07rvw+OMwd64kgDnkECkTW06+JLa/TPMbnxdMs2fD22/LLuCdd04HMhTKN2cOeTV3btu1mlPtykr52cjISD4L2saLYtoa+TQytcGXxNaGpKqtkU8jk3Y+jUxB5HMceO45Sf6yZAkMGwYHHwwbbeS9Z1V2HTErQYx6XaZp7EhtfIkEvPeeXPP36iWZWos9Rq5NCil9/332+UQ2JtvO/15GRmFRauAvdC4e1jFMS7vEfDFqiNmV4MSoK2JdIsSWBZZJO59GJu18XjItXw4PPQQvvgiNjbD99nDAAbDGGt7zVSQTRBwbizpdpmnvVA189fXw+uuwdCn07y8T1WKZfvyRnFq5En76Cfr0KYzJtnO/l09kAov8KsuSC3i32+U4RtD4ynCMKJJGLmrZJIhpwwMkkcSUKTB9OtTWwpAhcNxx0LevP7pRO58WDsMXDKa//12qTaX08ccwYwacdx4ceWR5+Xxjml/5ynU824YLL5TZYEpdusAf/gB77lk434Ybklep5ws6uYyMjDKkZbzQPp75nakNPoVIq9tLl8qNxddek5/HjYNDD5UAaA18Gj3T0NbCoZ0pSHwgc4nmiWE+/ljmGH/+s3x2vfQMC1jdVmKaxo70ut3y5x9/hJNOgq++YrXWWQfuugsGDiz8fTfckLxKRb8V6pmRkVGmzBgWTj4H+X5VhJSt/cMP8MAD8MEHstds111h331lvVgDn0bPgsanhcNPfF4cu6FBKvN++SWr9cEHMp946CHYYANv+SKOTYXlEMXWY5r2TtXA9/bbcMYZsHgxqzVyJNx5p3wpFMq04Ya5Nyt06wZrrVUcn89lAov8KFMKTS9fmZhi8c5UU0+9U0lnfXh07Qqnny6BCSl98YXcaPzrX2HMGN3daE4zwxcmppoauOyy7F83110nk+4ePdzla1d5Ao0dqZ2vnEyXXZYZVASwYoWkBh0wQHYbF8K33Xaw2Wbw+eetT9B4XLauFMpkWYFIN2pkVBKZUmjhYGqDT3MptCVL4IgjJPFdSp98Ilmmn30WqqrC2aUambTzaWQKGt+rr2avNpVMwiWXwBtveOsZTpSIZesyTWNHauIDOOWUzKAigJ9/huOPl3lGPF7YMY48Eu6+W7bBt9Tw4bDFFoV7ZuYSRkYiUwot9HwRLBJOVBNSq/ann8LEibBsWfrUfecdePll+NvfvOfT6FnQ+DQyaefziummmzKDilKaPx9uu00u5bzkq3AcKq16YvEIrdYuNHak4YMFC+CEE2Q9ork++ADOPx/uuadwpqOPlh1v2XTkkfL6QvkCMJ8wgUV+lG0HIwVZEPnKyGTZESqxqWmIYdsxVXgzZmQGFaWUTMLFF8PUqZ5Ypr1Lfc0UdL7Fi+Gzz6BzZ7nvqIGpVO3nnpP0ork0ZQrst5+7fO0qTxDEEy0oTPX1sqUklx58EEaMKJzv5pvh1FNh1qz0e1RXy6yzstKUQjMyao9sW8d40d62Rj6NTG3wtbe8cjksu/32zKCilObPh6uugssvD2eXamTSzqeF6fvv4bvv5BJmyBB9fB3x79lnyam5c+HNN2HwYG/6NEaCarsGy2oCknpM09iRmvjeeUd2p2VTTQ1Mniy19go5Rrdu8qVy9tkStZrSppvCDTfIjSpTCs3IqDjZtiyQmVJooeVrz7pEuS374x8zg4pSevNNCSzaZx9/dalGJu18Gpnay+c48P778Msvsv8ylcU3KJ5NmUJOTZ8ul3CNjd7wtTmfCNKJFiS+J59sHVSU0muvySbmAQMKY9pqK6nMcPXV8mFMacIE+O1vi+Oz7exMPpIJLPKrUt8mbrfLcYyg8ZXpeFGS2E6EKDaWFVOFN20aOTV3rgRobLGF7m4st2dBYAoiX2Mj3HgjPPJI+rmePeGKK6TObxA8a2ggr5Ytc5+v3eUJtJxQfuIrxzHmzcsfrTZnTnF8668P//d/8OGHctG/1lpy4V70iWZkZJQhDeNFR9paOLQz5eHrSHllty17/nlyatq0zGyLYetSLRx+4vPy2LW1cO65mRscBwyAW26RlP5e85XCv7bmEw0N3vWp3C9pIuokdZmmsSO9bjf/OVtkaXN9801xx9hqK8ly9MYbEqG6ySZSoy+ZLN4zIyOjTJkxLJR87V2XKJdlqfWHXJo2TUqi+a1LtXD4iU8LR0f4vv4azjsv8/Johx1kw82aawbDs3zziaam/2fvvMOjqNY//j1JdiawG4REQHoHFUSlCoiiImLFgg0rXMQu1mu/6r1XRX8W7HotKFhQFCtWRLArYMEuSBEUQRJKCuzZkPn98WbYbDK7m92dnXln9nyfh4c3m92dT75n5sycOWfely7Z8vPd4WvUeILLDqX4onGy8cSKFUC3bo1nOv10YORIStdbUwPstRcN7HWdFgulwudxsVlYJIQYCuA6APsAKASwDMATAO4zDCPB7FSD70nUMl8YhrFPRqAcpEqh8eVzkEk3KqCLCIyggS3M8JItupSSdzOq3UzxmfEjjwDTp8fuvxs3UvKUF18E+vTxvmcDByY+XgcMyD5fWuUJ/LSj+Y2pY8fEO1WbNqnzaRpdvO+zT/T1iorU+ITwRbpRJWupsUSKUqXQcoMpCV+65ZWdsMyqYo2p6mq6qRgI5F6TcmTizuc20wUXNMyavmwZMGECZQ51m88O/wYMoPurVsrPp/GGnbewUvEsFDRQZEh+pnFsSE587dsnvo5p2zb1v0fTgLFjY8cQicYTqhRazkmNJ1KQKoWW83zpzEs4aVl1deJdeNs27w2HOTJx5+PIlCpfeTlVgS0ri92HFyygBCrPPOMPz/r1A+bPtz5ee/SgBVQVFe7wJR1P+GFH8yNf27aJTwTt28ffbjymNm2Ak0+mONV5CTP2wXiCxcIiIcQYAC8B2AbgeQBlAI4EcDeAYQCOT/ErVwF40uL1NelTMpKU3k5B5mc+F5hSKWHgFN6eewIffABLBQK0kNPMlsuxGdVupvjMbvbxxxFXTzwBTJnifc969wYGDwa++KLh37jHHjQRsGVLtkuhSUSEASCFNNp+2dH8yNSkCXDAAfFPBMce2/hyA3bGqhSab6XGEmnIPNG53V+kG3Pk48jUCL6IDAGGdKySRWMt23tvSixhpb596QExs0vPpSblyMSdz02mn39uuKjI1Pr1VM3p4IP5eZaqf0cdBUyb1nDCAwBOOonuyYbD7rRpBJKnaYopMd/gwZSl9O+/0UAFBcChh7pzEjC3qeQ7qfFEipKSJshUKbSc54tAckMCQPPJO+0UWwGzrvr1816TcmTizseRKVW+F1+0vsYGgA8/pOTuHTt637Px4+MvLDr7bHfnEpOOJ/ywo/mRb8wYGqRaqXt3KosspfOemdv0sFxfWCSEaAbgUQDbAYwwDGNR7evXA5gHYKwQ4iTDMGam8LUrDcO40Ty3vbQAACAASURBVHZYThKCLuCzHTuxDb/xOby9VEsYOIF3wgmU5cXqomf8eKCoyFXLUo65cHBn8hvfX3/Rgpp4+vln/3h2//3ADTdQzWJTBx1EJd+cSDOqSqH5kOn66yn39NKliNHEicDw4dafjUSAV18F5s2jVf8DBwKnnkoLgmzZ0ZT8KDWWyEBc+gvu/ZnXmZLxGaDzMCMkIeipzHgLi84/330+bs3IKebCwYHpp5+QUD/9RAkZufiUrn8tWtA923//G1i8mF4rLATGjaPj1Q2mujFL0xRTYr5AgAapZ50VOyjPzwfuuosWHVl9V3k5zcB98QW998ADKUuRnZ4p+U5qPJGhVB+W83wMkaDrdPvpzjvRQKEQcNpp3mxSLhxe4uPCkS7fzz8joX78EejUyfue7b03Xfrdfjvw++/0WsuWwOTJ9CCG23wsTePeqG7zdelCk1vXX48YtWxJdcnz8qw/u3o18NRTVCqtpAQ48khg333t5fO4XF9YBGAsgJYAppsX7gBgGMY2IcR1AN4HcC6AVC7e/S1VCo0vnwtMerAAbVAKCQ3bghpKDd11vOJiSsN4443RLChFRcCkSZTyPT+fdzOq3UzxGQZdYyRSSYl9f6fbnhUX02D7uutoQWDz5pRi1MzqmE2+4mAYhUYYmoh4yzQv8jnJ1KYNMHs2Pab/6adA06bAccdFH6Op/34paQf8/PPoQbZwIU0MzJhBo+RMmYTwRbpRpQZSY4l0pEqh5QZTI/gCEAgbGickGAZVvpwxgxY+L19Ou22HDsDllwOHHZZ+1mmvNylHJu58bjLtskvirrhlS56epeNfr17AK68Av/wCbNpEWVEB95g0IwxdSISCBmA4cP+My07nJaZkfEOHAnPnAq+9Rg8sFBfTk8ddu1qfBLZsoRRZa+okhPn4Y6o5+L//UVbVTJnUWMKvUuOJVKVKoSm+2jgUNFCCckhoKAjqHJB2xBMn0nbuuYeuTQBgr71ovqJHj9SrYbodc2TizseRKVW+ZPMT7dq5V3LY7njkSFrD8e23lKF4zz2pbKFbfI0eT/hhR/Mr35lnAkOG0HhiyxagWzfg8MPpwLI6CXz7La08rZtV6J136LVbbrGHyQfjCQ4Liw6s/f9ti999CKAKwFAhhG4YRriR39lcCDEBwC4ANgNYbBjG50k+4x3JJKnX7IpzNUWaB5n0cBi6EJDQIaXOAq9tW+DRR4GNG4ENG2gioFkzSoG+fbvrljUq3rwZWLQIaNWKSkJxYOLumZ/4mjalBxznzYOljjwyfrZEr3oWCtH92nA49m/LJl8eylEkS2t/oXnPNC/xucF04IHAsGEUa1r8OhjPPRe7qMjU+vV01+eRRzJnUqXQ/Co1lkhHUvLrL1KJOfJxZGoEn5ABhCBRVpl4HOGGZQMH0hrV1avpZmnr1vSAgpeqbmzYACxbRvetunXjwcTdMz8xDRhADyOUlsJSo0fz9CwT/1q2pPGzEPaWP0uVqUiWQxdh6Kjgb1quMjWGT9cpJXbdcUS8k8ANN8QuKjK1cCHVMT/rrMyZpGz4/Up+kBpPpCopaYLMSxdlii8r29BRBl2GAENHOXQOSDHxySfT/dvVq6k0WklJ4lOJ03yNiVetAtaupYdAu3blwcTdM85MqfIddhjw2GOwVKtWtFjOb5516kSxOT/hFl+jxxMcTFN88eOWLWmlabLxRE0NcPHFFNfXjBnAqFFA376ZM1l9v8fEYWFRr9r/f63/C8MwqoUQKwD0BtAVQJJE0ju0J4DH674ghPgWwGmGYXzXmC8QQiyO86tdG8mQXQlBF/DZjp3Yht/4XObghte6NaVG58SULK6pAR56iB5q27qVXu/cmbLmDRjgPh9Hz/zK969/Ab/+2vD+5OGH08BUeWZPzBKKu2lOMK1YQZ3hZ5/R6yNGABdeSCNXu/nmzEFcffYZpdLaZZcMdzQln4rlWKL2M94eT3Dpt7zEx4UjBT4NEUgjAA0SQugckGLivDxKdqfrdP+FG1+8uKoK+O9/Y09vgwZRqag2bdxh4u6ZH5kCAeDuu2k9Q7jeVPR119HkUFkZH5+4+ZcJU9qllnPZtGzEn34KPP448MMP9KTZEUcA551HB4edfOEw8LbVmpBazZlDEwp2eKbkR6nxRCbycx+m+BoXG0A6pZWdskDT6Jor1fGE2023ejXNRXz9NXZozBjgppviV/BxO+bCwZ0pFb7u3Slr7x13IEaFhcBttwEFBTSXpTyzP05pPMHFHL/xbd9ODyM//TRN0HXsSBlKjzvOfo6vv6ZVnPH02muURsuWncvb4rCwaKfa/zfH+b35evNGft9dAF4CDQa2gS60rwSlNZ0nhNjLMIw/0mTlIT+VQquuBubPB5Ysobo7Y8c2/m/jmMLNZaZk6UeVZY2Ln3iC0qTW1cqVwDnnAC+/HD1/KM/8z9etG10zvPIKsHgxfW706OjTxcqzzONAUENa5Qly2TQnmFavBsaNo5lRU6++SuUEnn8eaN/eXr6KisTXPlJmvg0hfJFuVKmB1FgiHfmpFNqWLVTmpLSUHm0bNcp9Ji4+NYJPNyqgiwiMoIEtPJDYxJnwnXdew6yXX35JpaFff115lktMBxxA2dNnzaKyfjvvTPdB+/fPfslhP/iXLhMMDQFhw/VjLplmd/zOO8DkydFOcOtWWmT09dfAk0/G8mTKt3Ur/R9PW7ak/v2qFFouSY0nUpXfSqGtWQO8+y4QiVD6j0GDePEx9y8ECQ1AIBhGqaFzQOJuWdLYMGhhev057ldfpUUkt9/OwydOnnmFKR2+iROBgw4CnnmGErv36QMcfTQ996k8y05cHAyj0AhDExE+UNxNywbfrbfSwiJTS5cC//kPTdbaVZrMjM0ME/FUWWnPugwfjCdsWVgkhFgJoFMKH3nGMIxTG/v1tf8bjXmzYRiX1XtpEYDjhRAvAjgOwOUALmnE9/S3hKEnBfo1hiVrktIfKciWLQPOPTc2Fchtt9G/Aw90n4+jZ0niZOlHncKrqKAbp198QaunR4ygOR6GljWIKyspU5GVIhFadHTLLTm9m+UcX34+rXkcNy6aLbGqSnmWaZwXCSNgSAiU84HibpqTTDffHLuoyFRpKXDffXQRbydfnz4022al4mKahcs0zboqhcZWfhxL1H6Xd8cTHPswK74FC2jSctu26N+2yy50wdauHd8+1k3P4rwvAskKad064KWXgB9/pJIFxx9PpwoufIniX3+NX0r3999p0frxx+fkbpazTC1aAGefbZ19nQMfd/9SZdIRRrEsgxA1ACL8ADmaZncciVA5Yyt99RU9uXP00fbxFRbSE8y//269TbO2faaemd+hxE5qPOGwpKQJMj+UQnvkEUovWFcDBgAPPxydQHSTj7t/APRwGLoQkGh8aWUnLPvpJzrd/PEH0KULcMop0UTYHPgSxbNnx0+c8frr9LBCp07u8XH0zCtM6fJ16QJccQXF5pgi1UubXPMskzgP5SiSpbW/0HhAcTfNbr4ff4xdVFRXM2ZQp96mjX0cPXtab8uUOZ7IdHvmgeth5dn0Pb8B+CWFf3/W+ay56n8nWKtZvfelq4dr/98vw+/hISHoAj7bcTa/99JLG9YXCofp9T//dJePo2eNjQ0gUfrRbGOsX0+LMG67jZJRvf02cNVVwAUX0L0ljpbVjf/8E9icoLdZsoQHq9s+Kb7cYMomX8CQyBMGNEg+UNxNc4opEqEOPJ4WLLCf7/TT6Wcr/eMftMIv020ocZYaS7ghL/ZhdeO//6byjHUXFQHAX39Ruhg3/gYu3qTJxwXp66+Bo46ieZ6PPqIJgVNOAR58kAdfsvjbb5FQ333nPBN3z3KRSfFlj4lKO9ZAMyI8AXOB6fvvgY0bEVcffGAvH0AppuNpwgT7PFPiKjWecEte7sM++qjhoiIAWLSInip1m4+7fxYxF6TnnqNqOTNnUjNPnw4ceijd6uLAlyxONp744Qc+uxYXz7zExJ2PC4fbfCyhuJtmJ1+iuQmAnuayk6NVq2iJtfoqLgaOOcbGncvbsiVjkWEYB2Xw8V8ADADQE0BM3WAhRAGALgCqAcR5jL3R+rv2/2CG3+O+/FAK7eefKW2ZlWpqgDfeAK680j0+jp41Mk6UftQJvLvuokx09fXpp5TF6OST2VkWE5eUJD78mjd3n5WbZ4rPn0zZ5sszDIREBfRgAKoUGkOmRKqpsf9v690buP9+yue8ahVtJxikRQOnn04F5DPdhhC+SDfqR6mxhAvyQym0mTPjP+mzciWtThkyhGcfy/AcEAhqCDBAKiwErrmm4XoxgBYaHXggMHQoC8vixq1aJT78WrTI2d1MMSk+R5hCQQNFhuQLmAtMeUmeYxXC3lJoQgCnnUYZV++7L/q0WNu2lIl1wAB7PFNjCbZS4wmH5ZdSaLNmxf8bX32VLkpDIX59LBf/6sWpjCeyibRhAzBlSsMmrakBrruOnpVjYlncONn8RHExv13Obc+8wsSdjyOTk3yaEYYuJEJBA42er8h107LFl2w8UVBg/zqJ226ja5y6mZL23JNKsrVrR6V6Mt2GD8YTtiwsylDzAJwCYDSA+nmt9gPQFMCHhmGEM9zOPrX/ZzoIcF9Sej9FWrxFRaZWrUqeTpVjCjcGTInSj2Ybb8sW4M03EVczZ9KiT2aWxcShEDB4MJVxs9Lo0c5l+mW8mym+HGDKJp8t5Qm4mVZZiR3iyJcq05AhwGefwVJDh9L77Obr04fqwyxfThfqPXrQak6zZkim21Cl0PwqNZZIR1J6q4+14jMXIcbTqlVA//7OMnH3LAGfQDkKIwISGiotSio7hfTll9HktVaaPZvu6zCwLG48cCBQVASUl1v/DZmMJzy+mykmxecIUwSSN2C8eOtWuuFcUMCHKd24Vy+gWTO6SWSlffah99nNd/zxlPLOLLHcqxfQpEl64wlVCi2XpMYTqUpK6q+8XgotXvlEANi+nSotdO3qHh93/+rFqYwnson0wguIq/JyYO5cOlUwsCxufMghwGOPWf8NxcVAv36xp9Ec2s08z8SdjyOTk3xFshy6CENHBR+oxsYALbLPy4suyuHEl6p/++wD3HMP4mrw4OwwXXUVpbzbuJHqZ5rl1uy65jHbysOyqxRaJnoRwAYAJwkhBpgvCiEKAfy39seH6n5ACNFUCLGrEKJjvdf7CSGC9TcghOgL4ObaH5+2E941CUEX8NmOs/W9HWOarqHM37vFx9GzNGKn8erOq1tp82b2lkEI4NprrZ8MGD4cOPpo9/k4eqb4/MmULT7byhNwMGfJEuDMM+kp2AEDgIkTqZA7F750Pbv44mj5sboKBqnMQDZZd9uNZo2bNLH3e5X8KjWWSFde6GMTxe3bJ/772rfn28e6FSf4nYZI7f/SVaRElXOAaBIKBpbFjZs2Bf7zH/q5vs4/Pzo/lYO7mWJSfI4xsQesG7/1FqXW33tvYNAg4PrrgdJSbzdkYSFwySWwVLduwJgx2ePTdWCvvYDdd49OqtjpmZIfpcYTmYhjv9rYuEOH+H9XQQGloeTYx3Lxr16c6ngiW0ibNiGhzN8zsCxuvMcewKRJDdnz86MJNbjsWlw88xITdz4uHG7wQQDYETOBShZXV1N65wMOoFWHBxwAPPAAvc6BL13/evemp7KsdOSR9ABBtph22onGZp07Z2lH87Zcz1hkGMYWIcRZoIv4+UKImQDKABwFoFft68/X+9ggAB8AWABgRJ3XLwJwrBBiHoDVAMIAdgU9cZAP4FE0fPLAe/JDKbQhQ2iQ/+OPDf++QICeMvJiCjdGTFbpR7ON17o1LeL86y/rXXfPPRvuuows2xH37ElPLzz+OPD55/TE8dFHAwcdRONKt/k4eqb4GsYA8NRTwNtv0wOSAwcC48fTmolc98yW8gQcTPv+e2rUSCTa0X38MbBwITBtGnWIbjdeup4NHUppP6dOpVqWAA1MrrmGJuvd5ksnFsIX6UaVYqXGEmnKD6XQxo4FHnrIumZW9+403sjP59nHMjwH6MECFKMCFUYIBS4iDRyYeNfdc082liWMDzmEqnvPmkVD3tatqbJnnz45vZspphT51q4FnnkGmD+fuu3DDqPS4o2pyuJn/+IxpVW6wG3TXn4ZuPrqaCdXXU3ld5YsoZQLRUXebciJE4n/kUcoa3mTJrSg6OqraYd2my8dz9RYwpdS44k05JdSaGecQXWxrHTiiVS/lmsfy8G/enEq44lsIvXrB0yfHn/33WsvNpYljC+5hBJ2vPoqXRN26QJMmEBTanZU4/HobuZ5Jqf5vvsOmDED+OEHynZ14onAoYfGn+PKZc+Kg2EUGmFoIsIHqjHx1VfTmMLUxo10/b1mDXD77e7zZeLf//0f3UR58kmqc7nLLjQg/sc/vLuj+WA84frCIgAwDOMVIcT+AK4FcByAQgDLAFwK4F7DMIxGftUrAJoB6AvgwNrvKQXwFoBHDcN4zW52VySlP/LK3XEHcN55wMqV0b+taVPq7IqLVSm0DGOr9KPZxquupjn2W2+FpcaPZ21ZTNykCXDWWbTGrUULYgyHqR6z23xcPVN80biqiu6j/vADdmjZMqry9PTT9KR6LnqWFwkjYEgIlPOByiS+++7YRUWmwmFg3Dgq4zV2LHUmZvYdLzVkr17Aww/Tk75S0qjT7Aw58KUaq1JovpUaS6QhKfn3scn4WrQAHnwQuOgiurNqqn376NNZ27c7y8TdsyR8ERkCDOlqVYviYlqU8847aKDmzWlhhVeqbnToQFm0zdOmHadQH+xmiqmRfL/8QvOdZpYugJJivvIK3Vd1m4+jZ2mVLnDTNCkp7YCVVqyglZadOtGNlKOPji1p4JWGPPhgYNQoimtq6G+w6gy9sqNJCSV/So0nUpSUNEHmlYuyePGAAcCVVzbsi4cOBS691H0+7v5ZxEIGEIJEWaUOKXVXkEaMoCHhmjVooIED6VaXV6adBgyg3TEcpkxLLVo4d9gx3s08zeQk35tvApddhh1avhxYtAh4//1ot6c8i85XFGILimRt1lBofBoyUfzrr7GLiupqzhz617s33Tfbf38+DZmKfxMnAqeeSvf4gkF6vaYmu51hNttUyoZt5TGxWFgEAIZhfALgsEa+dz4AYfH6K6ALeP9LCLqAz3aczW20bw/Mnk0pYX74AWjZEjj8cFoJyIGPo2cpxDvSjwqJMHTH8E48Edi6lR4gD9dWHy8upvJie+9N/SZTy+LGXDi4Mym+aDxzZuyiIlOVlcDNNwNPPJGbngUMiTxRmxaZC1Qm2/7kEyTUpk1UFP2bb4D//S/6ZK7b3Kl+pqCALti58jU2VvK11FgiDXHuYxvLN3Qo8N579K+sjCZg99sverPBC30sJz4DO44MN5H+/W9KNvXmm9ihHj2AW26hxUVu87kdc+HwEh8XjlT47rwzdlGRqd9+o4VFV1yR2/5Z/S7t0gVumfbTT8nrtaxaBdx4I82OXnhh9pmyFet68vMyl50rGZOSb6XGE2mKU7+aTjx+PDByJKWuj0QonU3fvlTSMZXxBJd+y2U+DRFIIwANEkLoriAVFtItuKuuogSApg44gMYZpphYxrEZfcXHhcNpPimpPLeV3n6bKkkddJDyDLBpvsItQ8wqA4n0ww/A2WfTg3n77sunIVPxLy8vmnWdC1MmscfFZmGRUgryQyk0M9Y0OosdcED09cbmcuSYwo0Rk1X6UafwLrsMOO004NtvgWbN6EmAQIC9ZZ7hS5dp0yZgyhR6AnzbNqoQcsEFwPDhPPi4+5dK/O678bvwRYuomysuzj3P8gwDIVEBPRhAxuUJ3DataVOa9TSzYSTSokV0oT9mjD8a0qt8Qvgi3aiSki3yQym0unwnnECxmznhveaZxftCkNAABIJhlBq6q0h33QXcdBONJ3bemUoaVFays4xjM2Y1/vlnSjz86afEMWoUMHkyLfziwMfRs3T4AOCjj+J34XPn0lqTXPXPiint0gVumlZY2Pjz9mOP0U2Wrl3905Dc+VQpNCWl+PJLKTQzbt+eFhgFg+mNJzj2YS7x6UYFdBGBETSwxUWkLl2oouiff1KWls6daX5CTTu5z/fGG8Djj9O4oqSEHlI3E70rz+yLv/oq8fr1998HjjpKeRYM2jBf4aZput74c/cdd1BKt7w89xuSi39uMPlgPKEWFnlRUvJIQeZ2zJGPGVP99KNO4hUUULpOM8u1meGNuWWe4EuHacMGKj+6fj126NNP6d9TT9EDOX72zGm+rVuRUFu20PVJLnmmI4xiWQYhagBEeEBlGo8YQSOxxmjePHoKzusN6WU+VQpNSSkqKVV/kQtMKfLp4TB0ISCRuHSBU0hFRVSuQAgqM8vQspxiWrSIbvqbpaG3bgVefZUSOL70EmWTUp7Zw5dsLLF1q/erz9jNlIfy9EoXuGla9+5Aq1axg/RE+vBDoHVr/zQkdz5VCk1JKb6kpAmyXD4ZKb6EsUA5CiMCEhoqobuG1LYtLV4RIrXdlWOTcmRKle+RR4CpU7FDpaWUROXLLynLlPLMvnjjRiRUZaX1MZFrntkyX+GmacOGodFavpz+dezoDitH/9xgkhJel1pY5EWZRVUNg1a6VVVlJ16/Pvvb8BsfMyatshoSBTCCIWyq0rnh2WZZkybA/PnRDElDh9L5kQsfB88efjj+/cpbbqGLd05tys2/VOM+fYCVK639btOGFjyXleWGZ9WVYehCQmu6BaJqAzSjGggWeKMhk8VnnEHlPCsrk5+7t20Dysu925B+4FNSUooq2Xgi1/sLvzClyRcOFmMTL6Ssx/n5wJw5VHWoTRtg//3pfg8XPg6e3X57dFFRXW3YQGONc87h1aYcPEuXr2lTerI+3nhijz2cu6zk6F9dJnOsgaZbgCoH7pPZbdpllwFXXtm4c3dFRfoNz7EhufNZMRUXp3vlpaTkL4XDmfVJfugjFF/CWAsaiFQCEejYGtQ5IGXdsrIyYMEC4K+/gC5dgMMPpyTnHm5GW/lqaoB777XuUhYtokxGhx7qfjty8iyTuHv3xN347rtbd+G55lkoWJ75fIWbphUVAePGAc8+27jz9+bNsZNSfmxU7kw+GE+ohUVelK4DLVrQTqjr9C9bcYsW2d+G3/gYMem6hG4YkDrQgh+eLZZt3kwlQr/5JnqIPPwwMGkScOml7vNx8eyLL+J3Kb/8QgOdkhIebcrRv1Tjc84BPvjAer3J5Mnkda54pmlUp7hEk9B1HTA096HsivfaC5g5k3L4zp+fOMfs6NF0sc+tITUNeOstYMYMemqhTRtg7Fhg4kQefHbGZhpTJSUlOhaSjSfc7mO5nwO8wpQGn67rO8YOTJCyGi9dStduf/8dPUTuuw+44QagZ0/3+Th4VlVFY4Z4+vRT4Oqr+bQpB88y5Zs8GbjkkoZeBwLA+ec7e1nJ0T+TyRxrhDQB6A7dJ7PTtDFjqN7j448DX3+dOF3VqFGZNXy2GtIwgOeeA15+mVIP9OoFnHkmcOSRPPjsbkclJaXYY4Fbv8qpv+AUO8yn6zqKNSAsgAKNBVJWLZs/H7jqKrq/burJJ2mOonNnzzajrXwffWT9kIKpxYupwrnHd31WfKefDkyf3tDrjh2pBF28y8pc8qyZDhTpOjKer3DTtOuvp+vv554Dli0DqqutD7Ju3ehpePPc7XZD1o2lBO6/H3jnHVq8PGwYpUvu3dsfO1r92ONSC4u8KE2ju0lC0Eo3w8hOzLG2IXe+UIhuBL33Hq38HDCA8ve7zBcIaggwtiwTpjvuiF1UZOp//wOGDAH22cefu1mqTHl5ibsV89zGoU05+pdq3L078OKLwLXXUk1jAGjXDrjwQuCUUxrW9ParZ8XBMAqNLdBEJP06xdx3tB49aPaxogKYNo0e56+vYcOoDJrbrFaePfhg7CNDa9ZQXuJffgHuvNPZusvZblMhfFHHWEnJFiUbT3DpY73EZyfT6tXAwoVAJALstx+daxzkCwUNlKAcEhoKgronLEs3rq6mxRt1FxUBZP2//gUMHw507erP3SyVONnpUwjqUji0KRfPMuUbPZriqVOjmYv22osmrXbf3X0+Lp7lGQZCosL+sYaTpg0dSuOFpk2BCROAuXMbHmTnn08DSm4NWVNDT3p9/HGU9YcfgCuuoBWJJ5zgjx3N/J0aSygpkbTakpNc+1UO/YWbcU0NpfX/9VegsBAYPNgVvhAkNACBYBilhs7askyatKwM+Oc/6ee6WruWHnp+4w1/7map8hUWJu5W8vP9f2g6zXfllVSu+qmn6OF8ADjkEOCaa+j1XPZMMyjraShoIOMxBAfTTjiBVotJSYv7V61qeJDdeCOdvzk0ZN24qgoYPx5Yty7K+sEHVAZ6+nS6J+bVHc0q9sF4Qi0s8qKk9H4dQb/yPfcc3fmruzx9xAhgyhS6SeQSXwSSrWWZMJWVAa+9hriaNg3o189/u1k6TMOHx0+l37s3nSvN8p5+PDTd4OvShfbBsrJoRqj8/NyqX5yHchTJ0tpfaDygshmfeirQqhU9cfzTT0Dr1sDxx9MjItXVqRV0d6Ih//47fh7it96iQUn//u7x2b2Nuh2dklKuS0rv9bHc+exgqqmhmz0vvIAYTZoEnHdedKV4lvl0lEGXIcDQUQ6dtWWZxp98Avz+OyxVUwPMng2ce66/drN04qZN6eHG77+39mq//fi0KRfP7OA78EC6+b9qFS3cateOHuA0L2fc5nPbMx1hFMsyCFEDIMIPMJ3PT5lCsz8vvwz8+Sc9sTJ+PNUGyaThs9WQ778fu6iorm69FTj4YLoGd4vP7nY020BJKdclJU2QOXWPg2MfwZVv82a6eDWfcgSI7dZbqTaXg0x6OAxdCEjokFJna5lVnArfjBkNFxWZ+u03qiKwzz7+2s3S4evbl65nIxFrr/bd1/4uxeueZRpXV1NC+okTacy7005Ay5aJEhNHYgAAIABJREFUxxO54JmOMErkWghRA92OMQQn0zSN0qU99BDw7rv0IPRee9FDCgMHUuNzaMi68RNPxC4qMrV9Oz3A3b+/N3e0eLF58HlYSXJYKLGVENErlmzGTmzDL3zffkvZHeouKgIoF+btt7vOx9GyTJk2bIh/4Q4Af/zhv90sXaYzzqD1Dla68kr3+bj7l0lcXAy0b0+LirgwOekZS6hsxkccATz/PPX9774LXHABPZbDha/uz/EmAUzNn++dHa1RO6OSklKMvNjHcufL9PPTpjVcVARQKs7XX3eWzwAg+FuWafznnw3cjpH5e7d3LQ6eXXqpdRbUnXemLOVu83H0zA4+IYC2bclnjnxuMmmQEKIGmhHhAWWHaZpGsz9z51Jq5lmzgGOOoYOPY0MuWIC42rYN+PJL7+9o9X+npKQUK+79aq7xXX117KIigCYxL7uMVrm4xMfZskz51q5FQtk5nuDiTTp8zZrRLVIrDRgA7L+/80wcYie2oWlU/qxZMz5MbnqWlTEEF3MAerr92muBzz+n88Edd1D2BS589ePPPkNcffstsHGjN3e0RLHHpTIWeVGqFBpPvuefj99mr7xCOcuLi13hM8sZiJCGgK6zsSzTZuzQIfFK927dMj9UuO1m6TK1b0/ZnW67jUqVbttGGdfPP5+eCKhfmstvnnHn48iUCZ+t6URzxTQ3mPLzE19v5Oc7+zeoUmhKSs5JlULjxwQAzzwTv82efZay4DnEF4BA2NBYW2ZH3KNH4kOle3f3dy0ung0dShmc7ryTMj0VFgKjRgEXXQR07kzjCQ5tyskzxZddplDQQJEheUB5xTS7vzdZzfWCgsZt1yueqbGEkhJJlULjyffnn8C8efHb7aWXqFSlw3xWZZa5WGZHkyYbT/To4a/dLBO+SZNowfy0acCPP9LC+RNPpDXVTZr499D0Eh9HJrv5bB9D5IJp2Y4TqWlTZ9ZDOOWZD8YTamGRFyWl99N9+ZFvxQrEVU0N1aFq1swVPrOcgajQITWdjWWZNmN+PnDssfHXdI0b57/dLBOm5s2pusZNN9HnzcyHKs2o+zFHpnT5bE8nmgumucU0aBASasgQep9fPFOl0JSUopLSe30Yd75MmaRMnD5nxYrM+uQU+YQMIASJssqGpQu4WGZH3KcP3exfurSh5bpOZajcrmTKybNddwXuv59iq/GE23wcPVN89sfVlWFoAQmBcj5Q3E3LFtPQoVS2zUqBAJVekNI/npl/i5JSrktKmiBTpdB48S1bhoT69VdX+KzKLHOxzI4mPfJI4J57rE8RffoAPXvac6j4xbNDDiHPzHGEOaZozOVCrnqW60x28eVFwggYWRhD+Nk0J+IBA4A1a2Cp3r3pxozTJdxUKbSEUqXQvCoh6AI+27ET28gkXrwY+Ne/aLX9U09RHWG3mHbZBQnVsqW7nhnuN1e8OJPPX3YZcNBBsVYLQQmi9tnHfT6Onik+PhzcmdLhc7QkARdzOPNt2UJ3OI4+Ghg7ltJiL1tGv9tlF2DCBFhqxAhaeOQnz5SUlGLlhT4s23zV1cCbb9JY4qqrgDlz6DU3mAIBoEULxFXbto56piECYdTUntd5N2MmcV4enSa7dYu1u3lzyvRpNonbuzsnz7zIx4VD8dkTBwyJPGFAg+QDxd20TJh+/53uux10EM0E3nknUFZG7znwwGhphfq68EJ6uM5vnikpKcWKex+W7biigkoZX3YZcP31wKJF9ICxG0xt2iCh2rZ1zycDqF9m2e2ms2uXa9UKuO++aJkpUz17AnfdFf3Zz4cBZz4uHF7i48JhN19WxxBczOHKt3gx1ULcf3/ghBOAp5+O3ns75RSq9GOlSy7xp2cel8pY5EWpUmh0gf7QQ7Gpat59F5gxg3IpduvmPNO4cfHTjY4aRRf3LnoWgEBBUw35zJo0091M04AnnwQWLqSx2047UWmvkhIefBw9U3z8+Dgypcpnlj8rCW6D7kRJAj+Ylu24ogIYPz42DcOcOcDcuXS+7NuX0pi1awdMnw6sWkWd54knApdeSnUm/eSZEL5IN6qkZItUKTTyYdIkusFh6q23gBdfBB59lNItO8106ql0V9pKJ52U2fenyKcbFdBFBEbQwBbGzWhH3LUrDePefRf47TcqIbzvvnSfiwMfR8+8xMeRSfFlFheGDLTQKqAHA8ha2WW/mZYu0+rVwMkn07jC1FNPAQsWAM89R6svn3kGuOMOKrGzaRPdj5s4kc5pja257hXP1FhCSYmkSqFRvH49PcC1fn3Um1mzqP+75RbnmXr2pMzTn31m3W6nn+58OZnaOAQJDUAgGEapobNt0nR3uf32o1Pjxx9T4o1evWg9blWV/w8DznwcmbjzcWSyg684GEahsQWaiNg/hvCraXbF775L9dNNrVsH3H478NVX9JRXly40z3/fffTgX3U1MGwYcP759ACD3zzzwXhCLSzyoqT0frqvTOMPPrCuf7V+PWVjePpp55kGDqQJ3GnTYpl23x249tpoijOXPBMyAL1KIqzrqKxNO+p2M9q5m3XrBnTvbn/6TI6HAUcmxec/plT4HCt/5ifTnIiffNK6tks4DPznPzQJANCNsOOPp/qS5tMC1dX+80yVQlNSikpK/n1Ytvnuuy92UZGpxYuBe++lBZZOM02cCCxZQnel62rMGOqrzT7MQc8ikKyb0c540CBg8ODoeIIbH0fPvMDHkUnxpR/nRcIIVJRBaDWAU+MOr5uWCdNNN8UuKjK1ciXw8MOUoUPTaLJg8uTY8UQqdV+84pmUDb1QUspFSUkTZLleCu2SS2IXFZl6+mmaFB061Hmmm2+m+YlVq2KZrr6abpw7XU6mNtbDYehCQILKLHNtUjNOhy8/Hzj44KjFW7e6z8Tds1xk4s7HkckOvjyUo0iW1v5C4wHF3TQ74nCYsvlZae5c4L33gL33Blq3psVG//43/a6wMHs1Et32zPybPCy1sMirEoIu4LMdO7GNdOJXX43vzZIldJOjZ0/n+c44AzjmGOoUy8upnvzIkcD27a57piECGAFokAhDZ9GM3HczznxcOBSfv5kay+do+TO/mOZE/N57iKvvvqMbYO3bRz+Tn+/++Sqb21BSUooV9z4s23yvvBLfm1dfTS/lcqZMuk6Lmr76Kvqk8f77A/37080Hlzzj3Iy5yMeFw0t8XDgUX+YxlTBwYdzhZdPSZaqqotQL8TR3bnQRrvnZTMYTXHxKxqSkpBQrrn1YtuPVq60fUjA1ezYtLnKar21b2vb77wM//0xZEoYNA3bbzX3PamOuTcp9l+PKxJ2PC4eX+Lhw2M3HEoq7aZnGX30FbN6MuJo7l+bQzc/k5eWGZx6XWljkRalSaMDGjYk9Ki93L0XaLrvQKsu6KZ8bm/45i7FuVKBFKIKKgIECJs3IfTfjyseRSfH5j6kxfI6XP/ODaU7G1dWJz5V5ee775KRnQvgi3aiSki1SpdCADRvi+7NxI3nkVh82ZAg9nGDnGCJNvlDQQAnKIaGhIKiza0buu1kuMHHn48ik+NKP8wwDoaCErjMwxyumpcuUl5f4WsLOepFe8UyNJZSUSKoUGs09JNKmTa6VHYNhAEcdFS1lWVnJxj9zbCFCGgK6zgHJM7scRybufByZuPNxZMqEz5y7CAUNZK2Est9MszNOpu3befqnSqEllFpY5EVJ6f10X5nGu+4KLFxo7U9eHmVgcCodq1c8kxKRCgEEpCPWhMPA999TXWFzrZUHLWPJ5zZTOEwPvmzYAOyxBz30Yt5z5MDH3T+vMDWGr0iWQxdh6KjgA8Ul5sA3aBDw22+wVIcOQHGxO+dKtzxTpdCUlKKSkn8flm2+3XcHfvjB2p9evYBIxPtlXGzg01EGXYYAQ0e5zeWUkyFFIsBHH9E6r733Btq184RlOceUDt/GjZSUa+tWqijeo4f7TNw9U3xUfrlYlkFUVgCazgOKu2mZMBUW0r23n3+GpQYNovflkmfm36uklOuSkibIcrkUWrt2QEFB/Ae6evXiw8rIPx1lKJIBRCrzENbaoNLm8UX9uLwc+PBDaqZhw4CiIs9ZxprJTb7ffwe+/prmJPbdl+af3Gbi7plXmdLl0xFGiVwLIWqgZ7OEsp9MszvebbfE58rBg3n6p0qhJZRaWORVCRFd8ZfN2IltpBOfeCLw7LO0orG+xo4Fmjd3j89tbxLFMACR/c39+SdwwQXAjz9ih7p1A+67j9Z8eckyrnxubXvRIuCyy2KThu2xBzB1anSyh6tnHPzzGlMyPtR2K6ygOMVuc5xxBjBnDrBlCxrowgtrzwsMfHLKMyUlpVhx78OyzTdxYrTcWX2NH8+vD3PTMwPI1hgi3u8WLQKuvBL4+2/s0P77A7feSutiuVuWa0yp8D37LHDHHbFD+WOPBa69lu45Ks/4xVw4YsovGxoPKO6mZcp06aXApElooKZN6TzqNp8bnikpKcWKcx+WzbhZM8oINGNGQ08KCoBTTuHDysw/DRHACECDRBh61jb37LPA3XfTA7LmaxMm0O0wj1nGmslpvupq4F//ourlpvLygKuvpilD5Zk/mdLhixk7cIHibprdcfPmNJZ48EE0ULduwGGHUfllLj455ZnHpRYWeVHZLIW2YgWtBtE0eiyUWwoyM+7WDbj3XuA//wH++ivqzYkn0h3JVEsX2BVzTNtWJw6EBMIBLaubq6kBzj4bWLo0drf97Tc6h7z5ZqxFoRBd/C1ZQuU299yTJguYWMaySd1i+vtv4Pzz6cniuvruO5r4efllvp5x8M9rTMn4ioNhFBphaCLCB4pTzIGvUyfguedo9u6DD+iA7dYN+Oc/gf324+GTk54J4Yt0o0pKtihbpdCaNqUVIStWAN27A337Avn5PPuLsWMp/eJdd0UvbgoL6aJmzBh+fZiLnoUgoQEIBMMoNfSsI61dC5x7bnQSwNSCBcBNNwGPPdbwu8rLaTxRUwP06+e6ZRybkQXfwoXAbbc17JJmzwZatQIuvlh5xoGJK18oaKDIkEBI4wPF3bRMmQ49FHj4YZqZ/eUXOmAHDwZuvBHo3Nl9Pqc9U2MJJSVSNkuhFRRQmvSNGymtYceOPPsIIagv3LYNmDUr6k3r1rQSvk8fe8sa+6iP1Y0KtAhFUBEwUJClzb3/PjBlSuxuaxjA449TZptzzmn42bVrgdWr6edOnVhZxrEZXeN74IHYRUUAjQFvvpkuTYYPV575jSldvh1jB05Q3E3LRnzVVcBOO1EHvH49TQYfcQTd3CkspJ+5+adKoSWUWljkRUlpf/qtqirg8suBefOi2wkG6Yw8ejSfFGR14z59aJXK998DZWVA795U2iUcjqYT81OKNBtiURFBSCtDWaUOKfWsbO7jjxsuKjK1Zg0lzzj88Oj733yT7lGZGXAKCoCzzqLFSXXLa7llH8cmdYtp1qyGi4pMLVpE/7p25ekZB/+8xhSPLy8SRsCQKMQWFMnS2jdqyjSufB06AA89RJ3sunVAly50YRwOO8dRWUmT9zvvHF3I4IZnqhSaklJUUtrfh/3xB60K+PXX6HY6daK0hrvtxrOPPeEEujD97juqu9WvH61wT6eP5NLvZ4FPD4ehCwEJe8cQ8ZCeeabhoiJT77xDc9stW9L7DQO45x5abGRm127enOZ5DjiAx27GpBlZ8D3yCOLqmWdoHKg84xVz4DPHHwLlfKC4m2Yn05AhwNChdDOgpobuFWqaveOJZHxVVTQRUVLirmdSQklJCXQsGIb9pdA++wy45hq6z29q6FB6rWNHe7Zhd3zddTSm+OMPoEULmq8IBHKr7HwacbbnKJ54AnH12GPAqadG319RQdlu3nsv+p5OnYA776TmZGIZx2Z0nK+6GnjqKcTVtGm0/ll55i+mVPkajB04QHE3LdvxSSdRUpDKSjpHFhZGxxNO8W3eTP9atXLXMynhdeW5DaCUpoSgC3i74v/+N3ZREUAHz8UX0yoRu7dnV5yfT3XdDzww2iG4zcTFG4tYExLCqKlNA5idzS1bhoT67bfo+5csodSVdctqVVfTHPj06SwsY9ukbmw7WdsuXx6fb/t2atMjjgB23x045hjg+eejC3VzwT8vMlnxBQyJPGFAg+QD5TaHF/iCwWiZUKe2vX07zSCOHEmLlAcMAK64giYF3PBMSUkpVnb2YTU1wHnnxS4qAoBVq2i1uDn5yLGPDQapxtZ++1HMgYnxeckJpHgPKZj67bfo+6dPp2Qa5qIiANi0iYax337LwjKOzega3/LliKvycqC0NP5nN20Cbr+dDtc+faiUxaef+t8zDrHbHJbjD7ehuJuWDaaddoo+besUX2Ul3TQaNIjGE/vvD/zf/1Gn75ZnSkpKsbLruPvzT+CCC2IXFQF0sp8yhU9fahW3bEkr2gcPpglTDkzMz0vZnqNINJ5Yt45OL+b7r7kmdlERQMPYiRPp+pOJZRyb0XG+0lJgyxbE1fLliZlWrAAmT6ZDddAgileu9LdnfmFKhc+VuQsu5nDmE4IeEigsdJZv5UpKUzd4MDBqFHDIIZRBwU3PPC6VsciLsrsU2saNVMMonl54ga6w7NqeXbHbKdy8wlQn1oMadD0CI2hgS5Y216ZN4t23deuoRdOnx3/fU08B//iH65axbFK3mDp0SNy2nTtT12TFd911wIsvRt+7fDklRFu3Drjsstzwz2tM8fjyDAMhUQE9GACMLJXl9Jtpucp0zz2U5rSu3n2XFh68807DaxlVCk1JyTnZXQptwQIarFtp/Xpg/nwawHu1P/Mqk818oaCBEpRDQkNBUM8aUuvWiXffjh1p962pSfw08vTpwP33+6tJOTKlwteuHc0bWikQoGeFrD67dStw+umxaxcXL6Z/Dz4YzU7lR8/cjt3mo/LLW6CJSHT84TYUd9O8wpSMr0kTqsX+9dfRA7+qisYX69ZRuWenmdRYQkmJlI1SaK+8ErtSvK4+/hj4+2+gVy8+/ZbX+1iX42zPUey8c/wFKE2a0O+3bgV+/51uU1lp0yaqtHDyySws49iMjvO1akVjhkjEus3atIllqMu0bBkwbhwtKjP1zjvAJ5/Q9Ocee/jTMz8wpcJnOXZwG8rtOJf5KiqAM8+MzWyxbh1w/fX0QPRJJznP5IPxhFpY5EVJaW/6rbopZKz044+N+65vvqGrraoqeoRw9Gh7+OLFHFK4eYHJgk+gHIURAQkNldBt3cS++wJFRfTEaX0FAsDBB0ezvf3wQ8P3mCotpSyy+fksLHNl29yYDjssfvmCzp0pE5EV348/xi4qqqvHHgPGjKEUs373z2tMVnw6wiiWZRCiBkCEB5Tb5niJz0mmdeviz/auXEkpy8aMcZZPlUJTUopKSnv7i59+Sry9778HRoxI/D01NcDcucBHH9EF4NChlEXIDj6/9bEu8ekogy5DgKGj3IYxRDykMWPo5q6Vevak604paX5p3Trr9wFU4c7s9v3SpByZUuE77jhg4UJY6sgjqRS2VeWQ559vmBDN1E03AfvsQyW1/eiZ27HbfHkob1h+2W0o7qZ5hSkZ34IFsYuK6uqNN+hJNLtLrSZjMk8qSkq5LilpLsHOcl8//5x4mz//DLRvn/i7tm6lLASLF9PN6aOOootH1cfy48vyHMXRRwN33QVLjRkDbNtG71+yxPo9phYvputXRpa5zuEmX14eVUGIN1Y87rjoqbo+0113xS4qMlVRAdx9N3Dfff70zA9MjeEzy58VYkvDsYMyLXf5HnkkdlFRXd17L92EcJrJ7KQ8LFUKzasSIroYKNN4550Tb6tly+TfdffdtHx7xgzgpZfo7t6xxwJr1tjLWj/O1vf6jaken4ZI7f/S9k0Eg8DUqQ0XXgpBD5QVF0ffX7cqj5VCITaWseBwm6lLF+Df/0YDlZTQxbkQ1nwfftjwM3X18ce54Z8XmerzUYriGmhGhA8UBw47+Navpyf0Xn6ZZko5MGUSf/NNNLbS5587z6ekpBQrO/uLZClmdtkl8feEw8BZZwEXXUSTATNnUnzOOfHLqHHp67kz2c1nABDZRdpjD0pLX1/FxVQKSwj6Z44V4qlFCx6WcWxGt/jGjAFOOAENtNdewOWXx//s/PkNP2Nq3TpadORXzzjEbnOwhOJo2q+/0hM9b71FM6YcmDLx7IsvkFDmKkWn21FJSSlWdh13rVol3o75+3if//NPmou4/nq6tzJjBnD88bRawK/9vtf5jOzNUZxyCmW0rK++fWmYab6/RYuG76mrkhL3bapnGQsON/muuILGDvV18sm0RiAeU6L5CXOs4VfP/MCUjM+V8mdeN61+vH073a9/8UXgs8/oZ0586cRffom4Kiuj+ohOM/lAKmORF2V3KbQuXYDhw+npYCudcUbi7X32mXUak7Vr6WL+iSfsY60bc0zhxpHJgk8PFqAYFagwQijIwuZGjaIHzmfPpqxDLVsCY8cCPXrQKnDz/ccdR9lsrDRqFE0eMLHMdQ4uTCecQG0zcyawYQNN/Bx8MNC0aXy+vCRLWPPznf17VJumzxcKGigyJC8otzky5QNohfyDD8YeGOedB1x1lXc9KypKfOAXFalSaEpKbsruUmijRwNTpgCbNzfclq7ThWCi7T38MOUgr6/PP6eSJ+eey/8cwJEpC3whSGgAAsEwSg09a0jnngscfjhlqikrA/r3p90sFIq+p3lzunn8+uvWu/mxx2b2J3NsUo5MqfLddBONKebNowcB99kHOPRQSjKQaBuJFAjE364fPMtFPs0IQxcSoaCBBiUMlGmxcVUVcOmlwPvvRw+KoiLg1ltpNZ+XPUukYNB5JjWWUFIiZaMU2okn0gMGVurZk25AJvr8jTda11t97DFgyBC6memXft8PfHXmKNqgFBIatgW1jMcXdeMHH6SMQ2+8QclxDzyQKi0UFETfM2QIJcJas8Z61zvxRHun4fzWjG7wFRcDTz9NU5mLF9O8w6hRwODBsfNO9ZmSyc+eeZ2pMXx5hoGQqHCu/JkfTKsbr1hBJYiXL48eFF260OLc7t3d50s3bto08YFfVOQ8kw/GE2phkRclpf3pt266iRYQrV4du62zzwb23jv6pLDV52fOjM/62WfUGXXoYB+rGXNM4caRKQ5fRIYAQ9qatbZuvNNOwIQJtDlz96m/raOPpntfn36KGHXqBPzzn9GscEws49iMrnA0bw6MHx89D4bDsW1Vn2/oUOCBBxBXgwc729Zu++cVJiu+CLJw/vG7acneN2tWw0VFAL3Wvj3NqnrRsz32oBOB1SIDgO7oOM2nSqEpKUUlk/TnqR6PeXmUmvKii2h1gKn8fEoxo+uJxxPxJhEA4LnnqNwJ93MAR6Ys8OnhMHQhIKFDSj2rSB070i4V75pTCBozLFkCrFqFGI0YQQuL6r/fBcs4NqPrfD17UvV0s1swy1HEe/+++9I6Qyu1bBktj+dnz3KNr0iWQxdh6KjgA8XVtOuui11UBFBt+gsuALp0oTGFFz076CCazLBSXh4wbJi9ZZgaw2R2NEpKuS4paYLMzmOwRw9KX3jHHbHbatUK+Ne/gEgk/vZWr06c5WzmTOoz/NLv+4GvDpOd44v68YABdHtKiOh4oqYm9j23307DzbrDWIBOo926JR7G5nozusW3fTsd0gccEH/eqT7T8OHABx/AUsOHZ/eSgoNnXmZKxqcjjGJZBiFqAER4QHGKk/FFIpRBvP4KyxUrqHN84w3v+jdyJK1RsFKPHpRdPVnnYTeTlNY8HpJaWORVCUEX8HbFbdtSepm33gJ++IFW0A0bRldfyT6/YUNi1tJSupGRDW47v8vPTFZ8BmBnGYN04kAA+O9/gW+/pftg27YBgwZRJqNAgJ9lbnNwZ4rH16cPPYX81ltooHHjgC5dlH9cmaz4XAfxommJ3jd9OuLqySeBI47wpmeFhcC119KMb30dfDCw3340cHGST0lJKVZ29xeDBtEF3axZwO+/06qQww5LXrZACCoBGU9//+2dcwAXDof4OCC1bElZjV5/nari5OfTaWb0aKC62n2+bMRcOJzkO/ZYul1R9wFKU//8Z/KxIxdvFF/jYwgAO2ImUBxN27DBeqBt6plnollQuXjTWM923RU49VRKS1BfV1wRrV/jdDsqKSnFys7j7rTTaKXAK69Qyso996RUJFblHevGyeYmzN/7od/3E5/F79zA6NcPeO014KWXgKVL6fRywAG0sJ2DTUksYxVz4bBiOv98Wl+wbRtiVFhIi8jc5nPbJ+5Mifg0SAhRA82I8IHiFif63Ycfxk/btm4dpRoeM8ab/o0dSwujvv469u/SNHo4w5TTbepxqYVFXpTdpdDqxiecQHFFBa3Ka0y6r912A776yppVCFr5l420YRxTzHFkisNnZxmDTOJmzWjRydixsekq66euZGAZx2Zkw5SM74EHqNrTzJnAX39RErNTTwXOOYcyt7vN53bMkaluXBIKo1iPU4pAmZY+3/btNPkeT8uW2Xu+d9qzo46ia4AHHwR++QXYeWfgmGNodjAUSpyjOBtMQvgi3aiSki2yuxSaGRcXA5MmpX5B16MH3cW1Uq9ezpdO9EIf6zJfKGigBOWQ0FAQ1F1HOu00uq60czzBsUk5MjnBV1xMC4umTKFFZJWVNNd4zjm0BjtRW+eqZ17mKw6GUWiEoYkIHyiupq1dm/h8v3IlnUO96tk111AW9RdfBP74g9KTTZpE9THdYFJjCSUlUjZKoZlx375A166xF3QFBYn7sN13p0xmZiqa+tptN//0+37hs2CyY3yRbty+PXDxxdFdrrHTYrnejNz56jL17k0PpNx/fzTR48iRtOCoVy/3+Th6xoUpHp9ZOrkkuA26IXlAcTEqFb5EcxMAjSe87N+0acCzzwJz5lDnvvfetJqwbVt3mHwwnlALi7woKXmkSDPj44+nEgVWF+/HHUd1DM30Xl5JkeYnpjh8ZpqSkLCNAAAgAElEQVRRACiMNIOEhkroyjIP8HFkagzf+PFUHi8QiL6+dSsfPo6ecYkLKsuha3FKESjT0uerrgZKSiizn5XatPG+Z7vtRqnMhYjmnd6+3fk0o4AqhaakVFdS8uovTj8duP56a9Yzz3Sfj2sf6yKfjjIUyQAM5KEMbZBO2YIcs8y3TE7xFRYCV19N6wzqjieSlS3IZc+8xpcXCSNgSBRiC4pkae0vNGVaorh5cyRUSYm3PYtEKA3d4YdHa52YYwo3mKRM7LeSUq5ISpogc6p2ULI+TNeBo4+mVcj1JQTNXThdOpFTzJHPgsmO8UWOWcYq5shXn6lLF6qyum1btOuwKretPHOfIxmfjjBK5FoIUQPdjfJnXjQt3vvMLKDxtPPO3j6HCkEZDiZMaPx4QpVCSyi1sMiLCoeBTZvoAj4YpHQf2YjXr2/c+5o3B+68k+odl5dHOfffH5g8OXusjeVzMubIlIRPCxqIVAIR6Nga1DkgsYo58nFkUnz+Y6obF6wPo9ioAILlfKC4m9ZYvsMOA2bMsD7fjxlj7znUL56lGyspKUWVbDzhdH+x777AuecCDz0UyzlhAnDQQQ1ZOfZnHJmyzKdVVkOiAFowgOrKZogIDeGmjR9P5KBlvmTizseRSfFZx02ryiGMMLRgGVDF6BzF2bSiImCvvYBvvrE+3x95JJ1DlWf2MBUXZ/8aTUnJCwqHKa1LuUP3iBrTR0yaBGzcCHzwQZSzWTPgyitp0jSbrBz7MO58cZgyHV/koGVsYo58HJm483Fkqhtv+TuMIkhoTbdAVG2AZlQDwQJlWiZ8Q4dScpCqqobne00D9tkn986h2WTywXhCLSzyonSdLogNg2Jdz17cokXj3nfoocDw4VSodOtWqoXeqRP9Xkr3+ZyMOTIl4NN1HcUaEBZAgcYCiV3MkY8jk+LzH5MZ5xk6Ai0A6OADxd20xvJNngysXg3Mnx97rh8xAjjvPMoGqDyzJzbTmCopKdGxkGw84XR/MXkycNJJwOefUzqS/v3pAQZdp1QlbvO53Ycx5NN1Cd0woOkRSM0AhERY05VlOcjEnY8jk+JrGBfpgG4Auq4BOrNzFFfTdJ1qBJ5zDpUpqKuLLgL22y96T055Zg+TkpJS7LHAqY+YOhVYuxb46itaeLn//sTIhY9bf+Z2bMFkx/gixyxjFXPk48jEnY8jkxmHDIniFgZKNAld1wFDcx+Ku2mN4Zs6lcYO27bFnt/vvptqRbrNx9GzTGKPSy0s8qI0jW62C0Er3QwjO3E6dQQPPpjiigqefLnI1Ai+ECQ0AIFgGKWGzgGJTcyRjyOT4vMfU904P6QhoEv3QbxkWmP5NA2YPh2YO5cWF2kaLdQdNIi+w87zqV88SzcWwhd1jJWUbFGy8YRb/UWrVpStLRhM3P9x7M84MjnEpwcLUIwKVBghFPBA4m6Zr5i483FkUnwN4+JgGIVGGJqI8IHibpoZd+4MvPcelQBasoSegj3kEKB7d+WZ3UxqLKGkRNJqy1Ry7CN696aHnc3Xc3WOgjtfEqZ0xxc5bJnrMUc+jkzc+TgymbFmhKGHtqBEi0APBgDDgTlyr5vWWL7hw4F584C33waWLgU6dKAH/5o04cHH0bN0Yx+MJ9TCIi9KSh61F92OOfJxZGoEnx4OQ6+NCyPNIKGhErqyjCkfRybF5z8mM86LhBGoKIPQagC3axZ7xbR0+Pr3BwYMiNb4jUTsr1/sN89SjUMh+llJSYmOBdVf+J/JQT4hAwhBoqxSh5Q6ByTulvmGiTsfRybFF43zImEEDIlCbEGRLK39haZMSzXWNGD0aMombo4npFSe2c1keqqklOuSkibI7L5n4aU+QvFlnSmd8UWOW6b4PMDEnY8jkxCAjjBK5FqIyg3QNR1JxwvKtNT5QiFg3DgaRwgRHVNw4ePoWTqxlPC61MIir0oIuoDPduzENvzGx4UjDT4NEfpfSIShc0BiEXPh4Ma0aRMwYwbwzjt0jTF0KHDmmcBOO/Hg4+6fF5gAIGBI5IkaaEaEDxR30zjzceFwg09JSSlWqr/IDSaH+DREII0ANEgIoXNA4m6Zr5jS5Vu5Enj8cWDhQrpvd9BBwKRJQNOmyjNOcTa3QWMNAxokHyjupvmJiTuf1e+UlJRilct9hOLLKlO644sctsz12I1tf/45JYJfupSSNh5zDHDKKcozvzFRP1A7P2FoPKC4m6b4+DJ5XGphkRfFuRSakzFHPo5MKfDpwQK0QSkkNGwLao6URfO4ZTnLtHkzcMYZwIoV0a7p5ZdpkdGjjwK77OK+T5z98wKTGecZBkJBCV1nBMXdNK58HJmc5BPCF+lGlZRsEddSaFz6C78wOcinGxXQRQRacBsAQEJDQVBXluUAU7p8v/1G2dW3bo12TU88ASxYADz3HNCsmfKMQ5xtvjzDQEhUpFbOINdN8wsTdz5VCk1JKb44l0Lj0l9wijnyNYIpnfFFjluWc3yvvw5ccUW0a1q/Hrj1VuDbb4E77lCe+YVJCCAUNFBkSCCk8QPkapri48nkg/GEWljkRUnp/XRffuXjyJQin9Nl0XxgWU4yPfpo7KIiU1VVwG23AU8/7b5PnP3zApMZF0mJSKUENEZQ3E3jyseRyUk+VQpNSSkqKVV/kQtMLvDpKEORDMBAHsrQBonKFijL/MGULt8NN8QuKjL122801rjwQuUZhzibfDrCKJZlECLFksu5bJqfmLjzqVJoSkrxJSVNkKlSaIrPAaZUxhfKstzhq6qi8YSV3nwTOOooYLfdlGdeZzLLJguU8wTkyqT4+DJJCa8rz20ApTQlBF3AZzt2Yht+4+PCkSHfjrJokFyQuFuWU0zz5iGuliyhMmkcfOLqn1eY6AcABgMQL5nGmY8Lhxt8SkpKsVL9RW4wucCnIQJh1NSmK2eBxN0yzzOlyrdxI7BoEeJq3jzlGac4W98bU9KACxR30/zGxJ3P6ndKSkqxyuU+QvE5xpTK+EJZlht8X35Ji4viae5c5ZkfmCzLJrsNxd00xcefyeNSGYu8KFUKjS8fR6Y0+Zwqi+aGZU2b0o3s998HCgqAIUPoHxc+jp7Vj6urE3dTeXnu+8TZPy8wmTEMDYFQAFCl0LzPx5HJST4hfJFuVEnJFqlSaLnB5BJfY8sWeNmy6mpa/PLZZ/S+444D2rXzVTNmlS8vySNu1dX2/Z1+8cxPfJoRhi4kSoLboBuSBxR30/zIxJ1PlUJTUoovVQpN8TnM5HRZNCcsKy8HXnsN+OUXoE0b4OSTgSZNvNWMbvIZRuJuqqZGeeZ1puJgGIXGFmgiEi2bzAmQo2mKjz+TD8YTamGRFyWl99N9+ZWPI1MGfHXLojWL6IABSBTBzpSjTlu2fTtw8cXA229jhx59FNh3X+CBB+hnjk26bh0QiQCtW/NgGjgQ+P13WKpTJ6CoyLmMyNz3Oa8ymbEqheYjPo5MTvKpUmhKSlFJqfqLXGBymS9Z2QKvWrZ2LTBxIrB8OXbooYeAs88Gzj/fHaZkcU0NsHQpkJ8PdOvmPl+zZkDXrrEe1tXAgdFTtgd3fcWXJC6S5dBFGDoq+EBxN82PTNz5VCk0JaX4kpImyFQpNMXnMJOOMugyBBg6yqFzw2t0vGgRcN55tLjI1NSpwB13AAcc4A5TsnjbNrp2b9YMaN/efb6+fenneAuM+vd337NkMUc+Dkxm+bNCbEGRLK39hcYHkKNpis87TFLC61Kl0LyqumfNbMZObMNvfFw4bOTTEIFuhKGLcFZSjjppwYwZsYuKTH38MfDww+7z1Y9/+QU4/XRg1Cjg8MOBkSOBF16gyQG3mABg/HhaaGuls86Kxm7v7vFiLhzcmegHQJVC8xEfFw43+JSUlGKl+ovcYHKZL1nZAi7WpGLZTTdZL4h55BHgk0/cYUoUv/cecMghwJgxwBFHAIcdRpxu8gHApZc29BCgBxTOPNPzu77iSxDT+AKZfREXc7zEx4XDS3yWO7CSklKMcrmPUHzuMBmgawmmeMliKYHJk2MXFQH0QPHllwOlpc4zJbTbAP73P2D4cODYY2lu4owzgFWr3OUrKaH5CSvtuiswejTfXd8tz7zCZFn+jBOgV5gUH18mj0tlLPKiVCk0vnwcmWzg04MF0I1yQAiEg7RS066Uo05bNnt2/EPrhReACy+MLePlZpOuXQucdhqwZUuUcdMmyqxUVERPRLu1O3XrBjz3HHDnncCCBcTWsycNjAYP9uVhkHNMZqxKofmIjyOTk3xC+CLdqJKSLVKl0HKDiQFf3bIFOsIAgJpgEUoN3ZOWVVZGr32tNHs2Ld7h0owffghcdlks44oV9IT0s8/SBIFbfGPGEM8991A2JQAYNowWbtlZVs6L+xmn2G4+KmkQhiYifKC4m+ZXJu58qhSaklJ8qVJois9FphAkNACBYBilhs4NL2n84YdAWZn1oRWJ0EMB557LpxmnTqWHsevqiy+ACROolFtxsXt8N9xA2582jRZkFRTQGOOGG+h2h2Hw2/U5tClnJsvyZ5wAOZqm+LzF5IPxhFpY5EVJ6f10X37l48hkM1/dkgYVRjEKIwISGirTTD/qtGV//IG4Ki0Ftm6lC0+3+OrGTz4Zu6iorh56iGovA+7tTp0705PZGzcC4TCVaZOSFj/5/DDICSYhAB1hFMsyiMoKQNN5QHE3jTMfRyYn+VQpNCWlqKRU/UUuMDHi01EGPRwGhEA5wiiMNMPmSg2y9vqCi03JLFuxAgm1dm12q4Kk2oz33huf9YEHgH793OUbPpz+bd1K99mCQfp87a7iChOH/YxTbBdfwpIGyrTcZOLOp0qhKSnFl5R04lal0BSfC0x6OAy9Ni6MNMtoXsINy1auREKtWWN9aLnRjOXlwOOPW3Nu2EAPHZ9/vru72WmnAaecAlRV0ZxOYWF0PMFx13e7TbkyNXqsoExTfF5nkhJelyqF5lUJQRfw2Y6d2Ibf+LhwZJHPLGkQEhWAUZuW0COWdeuGuOrYMbqa3S2+uvHXX8dn3byZBiJu704ATQC0aEGvue0Zx33Oy0xUtqQGmhHhA8XdNO58XDjc4FNSUoqV6i9yg4khn4ZI7f+SC1KjLWvfnrKbxlOXLs4zxYurq4Hvv4/Punixu3xmDADNm0cf4uPA5PZ+xi2247uSljRQpuUmE3c+q98pKSnFKpf7CMXnKlPdMQVDvLhxorkJAAnHE0430U8/URaleKo/nnBrd8rLo9JohYXue5ZqzIXDbaaUxgpcjOLOpPj4MnlcKmORF6VKofHl48iUBT6zpAGCGnSUQkKDETRQAZFyiTSnLRs/HrjqKutDa+LEhoeWm03atGnirqCkxJmuQB0GuckkBBAKGigyJBDS+AFyNY0zH0cmJ/mE8EW6USUlW6RKoeUGE1M+PViANiiF1lSD1O0pr+yUZcXFwHHHAbNmWR9aZ5zBpxmbNKHDPN5kQDDo692MNVOu8SUtaaBMy00m7nyqFJqSUnypUmiKjwGTOaaQ0LAtqNlaFi2blo0cCXTtCixf3vDQatECOOooPs3YokXiriAU8v1ulnN8bjClNFZQpik+rzP5YDyhFhZ5UVJmN93X5s1ATQ39zC0FWd0411KkMeWLph+tgKgtkVaGNpBSZ2nZoYcCq1dT6v+6Ov104Pjj3eerG48aRTWLrbTbbsDOO9tbJoDxbuZ7Po5MQgARSL6AbjAZBh2U77xDaQD23psOVC58HD3jxKdKoSkpRSVl9o7HbdtoPNG8Ob3mxf7CL0yM+fRwGEWVERh6xJbyyk5advnllPr/gw+wQ4WFwPXXAz178iqFdsghwBtvwFKHHGI/K7PdjC1TrvDZWv7ML6ZVVwNvvQV8/DGt/Bs9Gthrr2gqNI4N6bZnnJikhJKSEuhYMIzsXfRUVgIVFUDLltRvcuwjuPdh3PlsYspWWbRsW3bffcCFF8YuLmrTBrj7bro84FIKrVs3yti6Zg0sNWpUlNXHu1lO8TnJlNZYIddNk5JqFM6YQemJS0qAsWOBdu348HH3z20mKeF1qYVFXpUQdAFvZ/zhh8C99wJLl9LP/fsDV18N9OmTne3ZEXPh4M7kEJ+GCKQRqC2fpHNAsowvvBA4+mjgk0+A/Hxg0CBgl13o9xz4zHjMGOD994FPP0WMdJ0mLtxg4tqmfuBL9/N//037ybZtwB57AP362cvnS9PSibdvB268EZg9Gzs0axYwbRrw1FO0aMXPO5of+JSUlGJl9/FYUwM8+STw6KNAaSldZB1+OHDppdELLa/0F35iYsynCQlZW165zAhBExJh6Fzw4lrWpAkwdSqwahWwcCFlGR05kq7RuTXj5MnEuG4dYtSlCzBpkvt8Obrrs+Nbtiy6zmXYMKBzZ3v4bC9/xsm0dPjKy+nA+/FH7NDMmbS46JZb6Oa1n3c0L/JZ/U5JSSlWdh53lZXAbbcBL75IT1I2bw6cfDKli+TSL8SLuXB4ic/G79pRFs3G8UQ2LejQAXjpJWDJEuDXX2lR0YgRNKTm1Ix5eXQr9JxzaI1fXY0cCRx0kLt8jYm5cHiJL9XP1NQAn38OLFpE3fZhh1nfJq8fpz1W4GKUG0y//krjiY0bsUNPPAFceSUwbpz7fNz948LkcamFRV5UNkqhff45rbaoq8WLgRNOAAYOpOXJJ55IM9Z2bI97OjI/MTnIZ5ZI04LboCMMAKgJFiVMReqWZe3bAyedRHFFBc8m1TRafDxjBjBnDlBVRQ8zjh1LGYvc3p04euZVvnSZXnoJuO662GuSgQNprUsmpwnNCEMXEqGgARgBf5mWbjxnTuyiIlNLlwK33w7ceqt/dzS/8Anhi3SjSkq2KBul0KZOBR55JLqN7duB116jtC79+wO7704XX1268O8v/MLEnE8PatD12PLKdpcxyKZle+8N9OgRfT3RmMKtZmzfHnj5ZeD552khen4+ZSo6/nigqMh9Pg7t6HbsJl9NDU0WzZwZe4o49VTg5psz58szDIREhT3lz7iYlgnfddfFLioy9fbbwODBVJvdjzuaV/lUKTQlpfjKRim07dtpRfSXX0a3s2kT8NBDdC+md29ayXDYYZQq0u0+gnsfxp3PZia7y6I5YZmmAQceSA88m69znKMYNgx49VXg2WdpunCnnWgsMXo0UFDgPp/b7eg3vlSZNm6khWfffhvtuqdMAf77X3qwv/776845CKM89VLJfjAt3bhpU1pAVHdRkanbbgOGDrWev+foGXc+VQotodTCIi9KSnvTbwF018hKNTVU9uWLL+jqYcoUqiVl17YziXMtRZqH+HSUQa+t0VWOMJpFdMAAJIpQv0Sasix5fMwxwLHHEkc4TONq89Dl4hM3z7zGlw7TN98A116LBlq4kK4xb7klfaYiWQ5dhKGjwl+mZRLPmtXQbFOvvkqmB4Pu8XH0jBufKoWmpBSVlPYej+vXA//7n/W2ysuB+fPp34wZlOWtWzfe/YVfmLjz1WHKVhkDH1vW6M+EQsC55wITJtDr5pjCPCW6zcfRs1zhe/LJhouKAODpp6mbPvbY9Pl0hFEsyyBEDYCIf0xLly8cBl55paHZpmbNoqwcftzRvMqnSqEpKcWXlDRBZmcptPnzYxcV1dW6dfRv3jx6ku7xx4FWrXj3F5xijnxZYLJzPJEjljU67tCBqifUTvfsGE/U1PDg4+iZV/lSZbrqqthFRQBlt7rqKqBrV6Bv3+j7dYRRItdCiBoUIQLI2h0qlVLJfjAt3fjrr2PrJ9bXCy8AvXp5wzPufKoUWkLluQ2glKaEoAt4O+JNm6Llz5LpuutoRaRd28405sLBnclFPg0R6EYYugjXlkhzHYm7ZZ5lUnzOMj3/POJqzpzMumoIADtiH5mWSbxhg4XTtTIMa8O5+PT/7J13mBRV1sbfO0xXDdM9gzMDAqISzBkDKsgiAiK4igEDKKuC+TOsrrtrzquuac26uipiwIiirllRMScyGFZQVETSMDI9A1U9M/X9cabo7pmqng4VTlXf93l4uNOpfn2q6naduveelzuTV3xSUlLpcvJ8nDUru3Otvp7uMAG8+4swMXHna/P3RhsD6BzxWLS5cASJjwsHN76pU2Grxx8vjI9y/xYoRiJcQcuXLx5v7yGSqlWrvGfi1ubC0RGTlJRUupw67z77LLvt/e9/wL33OrvtsPZh3Plc+lyn8gkuYeLOxJ2PC0eQ+LJ93a+/Au+/D1s980z66x3LD7gEymumlSvtgw1kzie4xClIfG5uI+CSFYuCKKet0MwKC9moqYnsDMaPD3c5sjAx+cynRkuhGvWAENCiSjuLtGINmWFQzvz66/T4qFHkEtKpE8vdyCJmYebLh2nZsszd9erVQI8euTNVRzWUGRoUkQhf0Appb7st8NNP1sGurCSvEUWRMePMJ0Qoyo1KSTkip63Qysuz3/Z33wFLl1K/yrW/CAsTdz4LplQbAyNqIA4BHQpKoyoHPN/bqUzr19Nk8kWLgM6dgUMOAfbaiw8fx5hxYeLA19RExR/s9NNP9DORK59pb1AT3QDV0MMVtEL4unQBqqqsrQsAWl0cxgMtyHzSCk1Kyl5uWKF17pz99v/7X7Kk59xfcGpz5HORyQlbtGIJ2erVZJu8bBkVATvySKpayYWPY8zCzpcLU6Y1uAAdV9Gow/lB0INWSHu33TIHfIcdghMz7nzSCi2j5MSiIErXnS2/pSjAvvsCn36a3fZra5PlusJajixMTIz42lqklSUq8XuDAl1RfQ9NPiFraQE++IAukvr2JU/kbD63vh447zzg44+xUVOnkg3qHXcUxsShLfm8YerRo32p0VR17ZpfV12CelToa1qfUMIVNLu2YdBN/tJSumi0es1xxwFvv20d7OOPp89IDXjYYxZEPmmFJiWVlK47ez7270/nWDye3fbXrMnvRypfvjD0YWHks2FK2hjEIfQIDJSgFj3R1lI5DCFraKCFBuvWAbvvDmyzTXZMv/wCnHhi+kTzhx4CzjiDbM+Y7VKOhxmbtl98zc00gGS38HXzzXPnS7U3UJ22P+MQtEztRILulZWV2fOdcEIy4W+r445z1lIoCDHjziet0KSk7KXrdA/EyX5r6FDg/vuz2348TjdXm5r49hec2hz5XGYq1BYtSCH7+WdavKyqwD770DzmbD73o48ob0j9abvnHuDOO4HBg9ntUo6HWSj5cmEyjzU79ewJNDU4nB8EPWiZ2uvWARs22Ft99ugB/OEPNCDZVp07A2PGWP8uc4wZdz5phZZR0gotqBKCLuCdal90UfYrA3bc0dltF9LmwsGdiSFfallSJkg5hezrr4GDDwZOPRW46iq6sX/UUbTqs6PPffjh9ElFpj7+mAYE8mXi1ObCESS+XN8zbhxsddBBQHV1/kyhDZrV+6dMAUaMAAYOpH9XXEEWoW1fv+eewA03tP+tPPpo4KyziidmQeaTkpJKl5PnY+fOwIUXZrfdTp2SyyCz/fyg9GdcOILE18HrFCQgjBZbS+Ugh+zVV4Hhw2nBwRVXAIceClxwAc1P6Ijpkkusq1f++9+0XojxLpVMjPjGj4etjj8+dz7X7c84BK1tOx4HrruOVgkNGgQMGwY8+mjS9iz1PRMnAhMmpAe6rAy4/HJgv/2KJ2ZB4rN6TkpKKl1OnXc77QSMHZvdNrfbjnIKv/uI1DYXjiDxebCNQmzRuITJjqmlhQp3jRxJlxJ//ztwwAE07tDRZzU0UA7Sdny7uRk4/3y6Lcp0l4aCiTtftq/bYguahGano492KT/gEiinmH76iWb57bMPsP/+wB//CLz1lvXrr7+eco5Ude9ONwK6dg1WzLjzubmNgEtWLAqinLZCE4IGTKdNAx58kKY4//YbXUm01c47A0OGZOfX5Ha72EqkhYzPLEtaUW4AqrbRGo1DmDoKWUsLrQauq0s/PRYuBP78Z+D55zN/7rRp9qf3Cy8Al14amN0o+XxkGjiQJrVddVX6MdS/P3DLLVR8JxcOsyxpLGoARiScQWvbvuMO4L77ksFragKmTyebnqeeav/5EybQrK2PPqKOYNddaflFNEqDCsUQsyDzCRGKcqNSUo7IaSs0w6C7RttsQ/3q/PlUucFKJ54IdOvGu78ICxN3viyYVCMOVSSgRDe0s1RmgJd3+7vvgIsvbn96vPIKTQ6/9FJ7ppUrgc8/tz+9p0+n+5FMd6lkYsR36qnkTDl9evoxdMwx9FxjY3Z8ntifcQlaarulhQKVekLW1dFqoYYG4Oab27/nssuAc88F3n+ffotHjABKSoonZkHik1ZoUlL2csMKzTCAa68lV4XHHqMfqN9/t97+GWf430dw78O483nElK8tWhBC9vjjyUlEplpagNtvp7l3Q4faf9bMmVT0y0q6TgXbjz+e5S4NPBN3vlyZbrwROPlk4JtvkseQEMCN12gYsrsL+UEYgpbaXrmSqpqm3j9bsgT4619p5uD48e3f+/DDNBlp9mygpoZWK23YEKyYceeTVmgZJScWBVG67k6Jr169aIRaUWj544UXAl9+mdzuoEF0Y6SpKTnpKKzlyMLExJhP1TSojXWAWrXRGi3X0qR+hOz559tPKjL19dfAJ5/Q6WL3uatWWb8XoIpHHVUSZrYbJZ+PTOPG0bH25pvA+vU0z2WffWisuNV1MKvP6dC2IExBM9u1tTSb30qLFgEvv0ylA9q+t1MnGq1TFAqyrrvDxzFmQeeTVmhSUknpujvnY//+VDtdCLoouugi4Icf6DVCAMceS0sgufcXYWHizpcDk5Wlstt5g5she+AB2Oqpp2jBoh3T8uX27wUon7C7PGG0S4uaiRPfP/9JXfNHH9HChMGDgW23pdwiGz7P7M84Bc1sz5xpP8vvqadolGXTTdu/v7KSygsIQblFLolb0GMWJD5phSYlZS9dpwEyNywcDz002Ue+8gr9UJkTjCoraUXn8OHu2keGoQ/jzi1bbjAAACAASURBVOchUz62aNxDpmlJ1wMr3X8/3S+2+6yO8only5M/eQx3aaCZuPPlyhSL0WXvZ5/RPJcuXYCxh2jYrnI5hO5CfhCGoKW2J0+2X5R3661UvcjK9nPLLalSkRDJ8YkgxYw7n7RCyyg5sSiI0rRkPcJolJaROd0uLaWJRaZPfFUVTTxSFPe3nW175UoeHNyZuPO1MilRAyKuQS0pQX20J+oaVE54ac8tWpT5FJ0/H9hlF/vP7dMH+PFH6/f26UMrBoK2GyWff0yqChxySPLxurrcPycWrYdoXA3FaAKipeEPWmMjDQQYhv2JPHMmWRLIAy08fFJSUkl1lE84cT7260c3Sb77jnKKzTenu0wbNvDvL8LCxJ0vT6bUvEGPVqMpLpAQCrRylQNeVu3UFZ1tlUgA335LxYKtmDbZJPPpvcUWlMIHaJcWHRM3vs02I1tv8/HU48eOr6mBqhQp5esy5xFhDVpjI/Duu5lPxpkzqSIRB1YuMQsSnxVTdXXu11xSUmGUplHV5o5uYBbaHjGCXBY+/ZQugPbYgxY7+3WhE6Q+jDufD0y55BDcQ7ZmDRmO2OnbbzOn+z16ZD7Fe/bM/TTjHjMuTNz58mUatKeGwdvXwzCAqjINos6l/CBMQYtGgQ8+sD8RV6ygGwddu4YvZtz53GQKQT4hJxYFUapKE30Mg9qq6l67qorauu7N9vLl85uDOxN3vqoqqKqKHmoCuhFBRNVhKConvLS/N9888ynauzdQUWH/uZMmAVdcYf3eSZMyv5fzbpR8wWWqVIEKVQUMhSegG0wdjcrFYoV/57DFLOh8ZhlTKSkpOhc6yiecOh/32Yf+dzqf4NifcWTizpcHU2reYKhxRCIxQOjQFJUDXlbtzTcHvv/e/hTt08c+J6iqAo48kqqotlVJCXDSSf7u6pAcZpKvAz5F0VEiDNQoOlRVRcY8IqxBi8Uy/9aa+QTnHcmpzZHPiklKSir9XPDifBwyRI5RhJHPY6ZccwjOIYtE6DIjHrc+RXv2zHwJMnIkVTUyiwunarPNgMMOo20w36WBZeLOlw9TtapDjWiAAGJu5wdhCZqqAuXlmX9vu3RxJp/gGDPufG4yBVxyYlEQpSj0yy4EzXQzDHfaHL0NufNxZOLOl8KkGnGoIgElugEqNABAS7Qia/9jr0I2bhxwxx1JR8BUdetGFXkzfe5RR5Ed2j33kPcxQIMAZ50FHH10MHej5Asmk2LQSuNY1ACMDL8rYQza4MF08d7YaP1bO2pUYZ8fxpgFnU+IUPgYS0k5oo7yiWLvL8LCxJ2vACYzb0BUgYo10KFgQ1RxNG9wM2QTJgDvvWd9eo4YQYMBmZhuuIEGEt58M/m+Ll2A224Dtt8+kLu0qJiCzlcd1VBmrIMiElCjEWTMI8IctNGjgUcftT6RO3WifMKLe3dBilmQ+KyYZC4hJUVSFJrgU8x9hOQLJFO2OUQQQnbUUcAjj1ifohMmZL4EURTgiSeAiROpupGpfv2Ahx+m1wVklwaOiTtfrkzm2EJNdANUoz7lRS5dA4chaKntkSOBefOsT+Rtt6V/DQ3hixl3PjeZQpBPyIlFQZSuB99HMKx8HJm481kwqaiFqmmAEKiHlrX/sVchq6ykm/kXXki/B6YqKoB//Ysey2T1nUgAp54KjB8PvP8+PT5kCP2+JBId24Rz3I2SL3hMKjTU6MshRBZ+x2EMWiQCXHIJcNllaKcDDwQGDKDX+cXHMWZB54vFkvtUSqrYpeuyvygGJu58DjGpmga1tV2ZUAED0FEBXVc54Fm299sPOPFEYMoUpGmrrejyxO4SxGRSFODmm4GzzwYWLqS50gMHUp7Smka5uuuK8DCTfABKEhoiho4yrEOFvqb1hUrxBm3HHYGxY4Fp09BOf/kL3Yz284TkGLMg8VkxmZ2zlFSxS9c7vvkZ9j5C8gWeKTWHaDv2wACvw5CdcQbw9dfAZ58hTQceCBxzTMefW10NPP00MHcu8OuvQPfu5DZYVpbf5UsQYsaBiTtfLkw5jS3IoFm3x44FXn45fYYfQIsULrqIFkSHMWbc+dxk0nUEXXJiUVAlRHJGg5ttL7YRNj4uHEHiy/CcggT9L3RoUNngjRoF7LYb8MordPHdrx9ZEpSXZ/+51dXAH/9IbVWl3xTuu7Glhaxf33yTKjYNGUL/OnXiwcc9fpyYFOgQogWKkeAJ6AXTUUdRmbEpU4DvvgNqaoDDDwf+9Cc62P3m4xizIPNJSUmlS/YXxcHEnc/Bz1KQgGoAEACgQgiVE15aWwjgggsop3jrLaC+Hthzz2RukC1T7960iDGXPMLtdkev03XgtdeAOXMoBzroIGDffQNzmBU1X8Qg+zMFOh8ovzmuvRbYaSeaXLRiBdC3L3DEEXQyc+DjGLMg8Vk9JyUlla5i7iMkXyiY7MYemODZhqxzZ2DyZODtt4FPPqH1k0OGAHvtBZSWZndbs6QE6N+f3MudyCe8iseaNcBLLwE//ghsuikwZgyw9dasDzPfY+YGU85jCzJo7dvRKJUJe+IJ4NVXaULLXntRObHttvOfj3v8gsoUcMmJRUGUtELjy8eRiTtfB0xqtBQ9XbI3KBSvd2/gb38jGwLz8dR22HZjIkEDIO+8k+yOnn+eEpAHH6SJUlwPMw7x48KUXqJU5wfoddCGDAH237/9CVzoyRzmmAWVT4hQlBuVknJE0gqtOJi48znMpEZLN5Zf16LU3+tQUBpVOeBZtnffndxZs70E4bgbc+GLx4FjjwWWLEl2R08+CZx0EvD3v9PgBvPDrGj5fLc/4xy08eOB445LnsANDbz4OMYsCHzSCk1Kyl7SCk3yhYjJauyBEV6HITvwQHJTMi9DuPE53V6wgCq/NjQku6QHHiAXidGj2R5m3E+DrJmqoxpKUA8AiEWN7McWijloHbVraoCLLwbOOSf5uJMnM8eYceeTVmgZJScWBVG6HvxyX2Hl48jEnS8LpkylSRngcQyZK+2HH06fVGRqzhzg1luBK6/kGzMO8ePAlHeJ0mIOWpj4ODJ5ySet0KSkktJ12V8UAxN3PheZVNSiQo/AQAlq0RP52KIVWcg84fv739MnFZl65BEq+nLQQTJmHJhS200NGpQIA/uzIAWNIx9HJu580gpNSspeuk4DZNIKTfKFhKnt2MPvDQp0ReWCxzFkvvAlEsDpp6dPKjJ1wQWUT/TsKWPmBlOaJbImLZHZM0k+vky6jqCrxG8AIURECPFnIcRkIcQcIYQuhDCEEKcU8JmDhBCvCiFqhRCNQoh5QojzhBCdnGT3VULQBbzbbS+2ETY+LhxB4svydRtLk0LniBd6punTYasXX6QSq5xj5nf8ODAVVKKUS6C4M3Hn48LhB59UKCVziQIk+4viYOLO5+I2FCQgjJbW6x92eKFiyoZvzRpgxgzY6oUXZMz85rBqs7I/C0rQuPJx4QgSn9VzUqGTzCcKVDH3EZIvdEypYw9MkLiHzFO+Dz+knMJKhkH2aDJm7jCxygm4BIo7k+TjyxRwcahYFAVwe2t7BYDfAGyR74cJIQ4DMA3ABgBPA6gFcCiA2wDsB+DoQmBZSFqh8eXjyMSdLwem1NKkRtRAHKIge4MiCJmj7dWr7bulxkayLohEeMaMQ/z8ZMrL/qzYgxZGPo5Mqe3yciqL9t//AitX0lKj004DNtvMmW0IEYpyo1LtFIXMJXKXtEIrDibufC4zqUYcqkhAiW4AgJzzhiIMmat8ViuLU7V6tTvfLcgx87utGBrU2DrUKAzsz4ISNK58HJnc4GtsBJ59lmYxahowcCDlE2VlzjDJXCKsikLmE7lJWqFJvjAyieTYQ0W5AagaWqIVWGOoLPCYhsxTvrq6zF1TXV06g4xZYUzmeEIsakAY9dISOUhMki//9m+/AQ8+CMybR2wjRwJHHuncNkKQT3CYWNQI4GAAcwzDWC6EuArAlfl8kBCiEsB/ADQDGGoYxpetj18OYAaAo4QQ4wzDeMoRcr+k68Ev98WZb80a4LHH6EZEczOw//7ACSek11GUMfONKVmaNA5RoL1BkYTMsfbWWwOzZ8NSPXvSbyPXmHGIn9dMZonSEsNAjV6LnO3PijFoYefLhum774AffqDJPNtuSzMGveDTNOCKK4DXX8dGLVgAPPcccPfdwH77Fb4NaYUWVslcIh/pevD6MO58qUwLFgAPPQTMnw907gyMHg1MnAh06sSDj2PMXNxeqi1a3KhGWUJkZa1cxCFzha+mhsb2N9A8r3baeuvkz7SMmX/tdjlEw2qoigrf7c84By0IfF4xGQYwaxawahWwww5Ajx7e8cXjwIQJwDffYKPmzAGmTQOmTAF69So8ZmYnJRU2yXwiV+k6ne/SCs09vrffBp54Ali6FNh0U+Coo+gfFz6OMXOorWoa1MY6QK1CPTSUJSqzyh2KOGSe8fXrh4zaaqvkT7WMWWFMKjTU6MshRAsqkAB0rfWF0hI5EExB5tN14OOP6dp+110pn/CK6fvvgeOOA9atw0Z9/DHw8svAww/T34Vuw+ykAizfrdAMw9ANw3jNMIzlDnzcUQC6AXjKvHBv3cYGAJe1/nmmA9vxX0LQBbzbbS+2wYlv5Upg/Hhg8mS6cP/lF7qIHzcO+OknGTNmTE7YG3AJ2Y8/ktXYa68B9fU8mNq2TzgBtjrxRHot58PM7/h5zWSWKI2JOPK2Pyu2oPnFZxjA8uXUETQ3+8NUVweccQZw2GHAeecBxxwDjB0LLF7sTcw+/TR9UpGp5maacJQo8PiVCq1kLlGAiqWP9Zrp888pd3j9dWDZMroxcdddNLFI0/zn4xAnH5jMvCEm4oCRvbUylzB1xATQ+PmzzwIffODMz6bTu7S8nFJtO/3pT4E/zELBZ5lD+A3FPWgc+JqbKZdYvtw/pv/9DzjkEOD44ymfOOgg4JxzgN9/9yZmDz2UPqnI1MqVwL/+5WyHKxUqyXyiQIW1X/WTb/Jk6j8//ZT69blzgcsvB/7xDx58HGPmEl+qNRoTJNe20dQEzJxJ+cS8eUBLCy8+IWiOwa67wlLV1cCoUYE8zFhwtGWi8TYHxhOKKWgcOArhW7+e7l/V1fnH9/bbwIEHApMmAeeeCxxwAHDTTd7F+Oqr0ycVmfrqK+CZZ5zbXsDFoWKRkxrW+r/FyBRmglYgDBJCqIZhaN5hOSxpheYe34MPAitWtI/52rVUMeE//5ExY8RUqL0Bh5AlEjRmPn168nArK6PH7Crs+bUbR40ii4Kbb05OrC0pAU49lSYW+c3HZZ9yYKqOaigz1rWWKC0F8rE/K7ag+cU3axZw3XXAokV0UvXqBfz5z8CYMd4yXXQRzcBP1eLFdILPnOn+dccbb9hf96xaBSxcSMlEIdsQIhTlRqVcVXHkEoC0QnOLSVGAa66hAd62mjsXePFFmj0hY+Y5k5k3IKpAbbVW3hBVMlobBCVkDQ10323u3OTh1qMHcP/9VHzQb77U9uWX0326adOSrJWVwI03Av37B/4wCzyfZQ4RU/gAcgwaB77nngPuuYfK9gM04nbZZfS/V0z19ZQ31Nam//bNnAlcfDHw5JPux+y11+yve956y5n9KHMJqY5VHPmEtEJzj2/NGrrxaqUnnqCqRTvsEPz4cWSy4DOt0XQoMKIG4hCujD/4HbJvviHn0JUrk4fb7rvTnN3Onf3nS21PnkyXHLNmJVl796Zhu6qqQB5mvnOYbcXQEIvWo1IFYlEDaqHjCcUQNK5MufApCv3uPPFEsrzwiBHAP/9Jr/OK79tvgQsuSP/dMwyqFFRRAZx5prscq1cDX3xhf+3z2mtUHbXQ7YUgnwjbxKLtWv//ru0ThmE0CSF+ALATgH4Avs70QUKIr2ye2r4gQidklgMTIvm3G+2glUhz4nMzDWy+8QbdLEkkiiNmiQTNUC0rA/r25cFk0061N3DaFs3tXXrLLemTigD6/b7kErIXGziQ12F27LHA4YcD779PKxf2249++xOJZAXkMJ0GQWJSoaEyUQ8YQBk0VOhrWl/kQInSsAbNb76FC2lWXlMTNmrZMuDvf6f2mDHeMM2b135SkanVq4Gnn6aZjm7GzGo1QKp+/73wMuvSCk2qYzmWSwBAoPOJMPSxfjD9+itdP9vpjTfoYqpYYhaPUxXYmhrr8tU+7cektTIyWhtwPcxSmQDg5JPTJxUBNL/gT38CXnkF6NLFPz6r111xBXDKKeQYqCjAvvsSo6b5x8Rpn3rN0WEO4Tcgx6Bx4nv2WTqpUjVvHnUAzz5Lswu9YJo2rf2kIlMffkie6r17uxuz+nrr7Zuqr09Ohsh3P5odr5SUvYojn9B1GiCTVmjO8731VrJUjJVefZX8noIev2yZ1q6l/rtbNyp/6QNfMneIQ7g0/uDnbly7li4b2v6Mzp5N1+yTJ/M6zKJRYvr6a0o1u3YF9tyThrDa5hMcD32ufButzxpXo0JlZoPMNWicmXLhu+wyWqiQqrffBo4+msYEysq84bvvPthq8uSknYpbHGaVVTutW+fM9nQ983YCIN+t0BxW6y0z2B0B5uObeMDiroSgC3i3215sgxNfppPaMOjCvhhi9swzwNChwBFHAKNH02qIhQtZ70c3bdHc+tobNtBvs50ef9x7pmzaFRXAyJFU2bymhh9fNm0uHE4yKdChGhpUoVGJXm6AHIPmN9+DD6ZPKkrVPffQ67xgsrIMSNWiRe7HbPfdMzPstFPHn9XcTPG0e42UVMcqnlwCCH8f60e7oxsExWKFlkhQuepBg8hWc+hQ4OyzabIqo/2YjbUBl0PLjmn+fLJAs9K6dcBLL/E8zDbbDDj0UCpGaN6n9JuJyz71up1VDsElUNyZvOZraQHuvReW0jS6Ae8VkxP5RKEce+xhv/1+/WiRQUefk0ik3/ezep2UVGYVVz4BhKtf5cBn+tnaSdfDE79Mz61aRdW8hw6li8YhQ6iihrng2yc+N8cfCg1Zvu2XXrKfmztrFv2EczzMdtgBOOwwYMAA+psDE5d9mk87zfqMCxT3oHFnyobvl1/aTyoy9cMPtDjOK75M+cS6dUmnIbc4evakmYp22nPP7D6rqaljL8mAy5GKRUKIHwH0zuEtTxiGMcGJbeeo1p8YdLj3DMPY0/IDaKVAhmzVA0krNPf4Bg2i2ZhWGjCAllLG4+GO2TPPkGdzqhYsoKWw06cDO+7Icj+6ZYvm5i5duTJZXdBKP/wQ3sOsbdsw6PB69FFaYb3ttlRZcMQIHnwcY2a2FUODKnTURDdANepTXuTg70TYgsaFz24kEKBlN5pGn+E206abZr7u6N7d/euOY48Fpkyhm0dtNWECjUDavb+2ln633niDJhftvjtwzjnkyZz6eiFCUW40jApjLgEAgc4nwtDH+sFUU0Oraa36MoBKPfrF7WXM/vY34OWX07/722/Txe0LL7DZj6nWBla2aFwPs1SmpUszn+o//ujtd/AzZg0NNGf75ZcpZd97b1plveWW/PYjh5hlnUME4UTgwOQHX11d0v7MSrNne8fUrVvmzqhXL/evO849F3jnHetKH2efnfnzFywgu4cvvyS/9xEjgDPOoGp7qa+TuQRbyXzCY0krNPf4/vCHzLEfPDj3bXGMXyYmXafq3kuWJL+3rgOPPUY30q+5xje+1PEHFeRm2BKtyGivzPEwS213lE/89BPdZgvbYWbV/ukn4IEHgI8+oseGDQPOO4+e48DndLs6qqEENKtso/UZRxtkTkELClO2fAsXZu4A5syhykVe8HXtSjcw7NStm7scigKcfz5w6aXtt11WBvzf/9nnMy0tdK/r4YeBxYvpOx17LNm3xWLprw9BPuGUFdpiABmGx9vpV4e221bmrP8uNs9XtnldMKXrPEqk+d12g++UU4B336WBybY644yOS7wGPWbNzcCdd7b/7gCwfj3dqb32Wtb7MdUWLW5UoywhbO0N/D4NOne2DrWprl2tD7mgH2ZW7SuvTLeE+/RT+veXv5DHs998brXXr6eFpC++CDQ2ArvtBkycCOyyS+b3lyQ0RAwdJYaBGr0WQrRARYLXTuV4oHHjM5fo28msvuM204ABNBi+Zo01xyGHuB8zRaHfn9tuAz7/nB5TVarHfOaZ9Fqr969aBYwbR1UwTM2eDUyaBNx/P/mrmK+XVmicJXMJr6Xr4e9j/WI655z2tjQA9bPHHGPfn4UlZkuXtp9UZGrxYuC//yV7TSb7MZMtGgO8DndjVZV1qE3V1Hh7yPkVs99/p/Gnb79NfvdXXwVefx249VZg+HDvmbyK2cqVNDd7xgy6V3nAAcBJJ9F8iLavzyuHCMKJwIHJL75MKivzzq/84IOB//zHmqNbN6B/f/djts02wL//DVx/fXJQols3uqkwfLh9Z/jFF8Cpp9IJBNDAwJtvAp98Qgvv+vZNvsf8DCmOkvmEl9J1OmekFZrzfL16URmWF19sH/cBA4C99sr94o5j/DIxvfhi+qSiVD37LN043Xxz//gEjT+orb5b9dAy2itzPMxS29XV1qE2VVWV3SEXtMOsbfuHHyhdT63e9Pjj5E74+OO05tJPPqfa7WyQtTWYt1DgP48oWDhLR4/yBuw/RsGfJgHlnZjsSL+DFkSmbPkiEWSUqub+m5Mv35gxNMnfSsOGEYvb1x1HHknVke67j/4HgO22Ay6/nDoBO//2++8H7rgjyRuPAw89RAOcU6akv96MZ4DlyMQiwzCGO/E5DuhbAHsB2BZAmgexEKIUQF8ATQBsrkwCJCGSSa+bbS+2wYlvxx1pVuHtt9PApPnYn/9MF+5hj9myZemDs2311VfeM+XRVpCAbkQQE3HUGjEoQocGlQvexnZFBdmJvfGGdbjHjvWeyal2Lu+ZNy99UlGqbruNnPhiMdaHXF5tXQdOPz15WgG0mP/tt4G776ZFknbvjxg6SoSBmIhjY5lSt8Htnvv1V5oA07MnUFrqbTA57MhC+EaNopvfVvrDH5ITYdxmUhTghhtoFl9bbb013djyIt49e9KARF0dlTfdcktgk00yx2DKFPvfrZtuAp5/Pvl6KbaSuYRPCnsf6xfTMcfQ3/ffT2WlASrdf+mlNGvcbz63tzFrFjJq1iy6WcNsP260RWuTNzDBS2un/r3vvvQzvWyZdbjHjAnnYda2/fTT6ZOKTLW00P29Aw7wnsmLmC1fDhx/fPrc8KlTgddeA554gtyfUl+fdw7hZhAMI1laq2dP3gcatxNhk01okPmLL2CpUaO8Y9pqK6oKdPfd7TkGD6ZBi47yGic49t2Xbi78+iut4unTh1YIZ9r27bcn/05VfT3dH7z22vT3SLGUzCd8VJj6VS58111HA5hPPkl9USQCHHEEcOGFQKdO/vO5HbOO8om5c+kC2C++Nm27PMJHpJzahx1mPzd4iy3oUiOMh1nb9s03W1vCrVhBVYwuu8xfPqfapg0yBLU//FjgrDMNNAKIQGA9DMy528CMD4FHHxRQI0x2ZKagbdgAfP89uc1ssQUPJm5tu+cGDqTxh3gclho1yju+sWNpIZq54DhVI0Z4wyEEJdgjRtDqpYqK5Iodu/esW2dvT71wIS1YSL0HFgI5VbGIi2YAOB7AKABPtnluCIByADMNw9C8BnNU0grNXb599iFz2WXL6E7kFltktj8LU8wyeUgC7cu2Md2PZllSRBWoGewNOOzSq66i+6htb4RPmEADAWE8zNq2Z860P+QMgxYKHnww60Mur/b06emTilJ1ww1kIW6+J7U0aSSqQBj1UEQCarQUMHR/duqSJcBFF9HMMIBubJ91Fs2W4nigcTwRTj0VeO+99h7CVVWUsXrJZLca7PvvaYb96ad7F7N+/cieLZv3fPyxfQeyeDGwdm3SwkCIUJQblXJVxZFLANIKzW2mo46if+vX03PRKP3LNqcIcsw6KqFTUcFyP6baohlRA3EIiJiCiKpywLMNmaLQHLbjj6f7Xqm67Tagb99wHmZt2++9Z3/I/fgjVfXZYQc++9GpmP3739YFJ9eupXub992XtDyLRY38cgg3d+o771B1GXNmXL9+NAlz5EieBxrHE+Hyy6nCZ9sOYNddqYyXl0xtcxpTL7xAk2779/cuZrvskt1v7rp1ZINmp48+Sn+PzCWkOlZx5BPSCs19vvPPp0qomkZ5m/n5+eQTHOOXiamiIvPxV1Hh/vfJIWZWeYQOBaVRlf1hZhi0nvDWW4ELLkgPc1UV5RllZeE8zFLbTU1U/dNOM2bQPOMgdB1W7faWZ2SD3NI5iqv/GUEDBBoQRQwGGhGDDhUz50Qx7b8GjhvHYEfaBa25mZKeRx6hSjYA2c9ffnlycjmnA41DzNo+pyhkB3z22e0P/BNOoJmFXvFFIlQ6zEpXX02rhaqrvYlZVRXNC4hGO/7dnTULSCTsO5CPP6Z8zXx9CPKJQE4sEkJ0AdATwO+GYSxPeeo5ADcCGCeEuMswjC9bX18G4B+tr7nPU1g3pOv+l0jj0Habr3NnaudSXi3oMSsvB/bc0362w6hRzpebczlmmewNGOChvJxWlc6cCXz2GV2sH3wwVdhLJIrDCm1DB8WqA3bIZd1+803777xsGbDgKw39t04vTUofoAC6ltL2YacuW0Y3h1Nns9fV0aoqwyAPWW4HGscTobSUVsG+8AJ5dSQSlACNG0er07w8+KdOha0ee4xKTXOIWdt2R2puTr5OWqFJtarocwmAzoWw97EcmMrLaTDA7Hu48bnR3msvyqPWr4elDjzQO2ueHNvJvCEOoUeQaCiBpvR01dLAid249dbAK6/Q4r4ffyT7s0MOAfr2ta/UHfTDzKqdSY2N3rm1eBkzu3xCgYaP39Ah6g3UJMjyrAIJ5JVDuLVT33uPKkOnaskS4OSTqULDjjvyPNC4nQi9e5Nd19SpVGq/c2cqi3zkkVTVwqv+dvlyKr1rp0ceoWqiHGKW2m5qsmcG6HWp02SEQQAAIABJREFUnUdHnY1U0ajo8wldp3s/0grNfb5YrPB8gmP8MjGNHEn3oaxUUUED3YXEw4WYtc0jDJQgblSjLCEcs0hzczf+8Y80Cf/ll2mCet++9FjXrtnnE0E7zFLbHf28JxLuHHJux8y0QS7DujbjCvSi778Dli3VoYDeEIGOcjQgAYJ693Udxx3JYEfaBe2WW4DJk5Gmjz6iFfvTptG9dU4HGoeYWb1uxAjKJR59lBbpdu1KucQhh3jL99ZbwKpVsJSm0Sr9iRN5xCy13VEHAoQun2AxsUgIcRGA7Vv/7N/6/0QhxODW9oeGYTyY8pYjAEwGMAXASeaDhmGsE0KcCrqIf08I8RSAWgBjAGzX+vjTbn0PTyUEXcC73fZiG2Hj48KRL9/FF1MH3bb24x57AEcfHdiYFVKW1G280lJg9Ghg+HB63LQuDfNhltred1/7fNF8PoCHXIftTBOZAcDQ0kuTstqpTzxhXyLzvvuodKUXtmgcdmShfNEoDaCYM9ez6QDcYFqeei+0jdasoQk6nTrxiFlqe+hQSnqstNNOQLduyddLhVYyl8hTxdDHSibv+WIx4MorqaphW02YQH1zAGJGuUMECty3NMi1bfVcZSUwfrz7lxH58rndHjiQqoxbqaaG3FX9ioebMbO7J6lARyLhoG2yG1/czg4YIL+JO+7gd6D5HTO7do8edB/HPPntOgI3OVauREYtX84rZmY7FqN7XXa2O1Y+ilKhlMwnClAY+1XJ5y/TrrtS3vD442inq6+mSbSMY6YgAd2IICbiqDVijlqkufm1N98cOOOMwvIJLodWrkyKknmt/b77sjvMsmqbNsh24wp6AgAEAKN1ahG1zb8TTYx2ZNug1dXRRBgrrV5Ni3jPOIPXgeZ3zDK9buedgRtvTO8AhPCWL9PYBEBWx5xiZrY7WlwXwnyCxcQiUHnQ/ds8Nqj1n6kHkYUMw5guhNgfwKUAxgIoA/A9gL8AuNMwQrDnpBUaXz6OTLny7bQT8OKLtErwo49opfWYMWS468Z38yhmqWVJc7FF47hLOTIVwjd0KLD33tb2qePG0YoJJ51DsuFLtQxIgO7YR6KKZbslWpGXzd5++1GVKgUaYq3lSHUoUKBjky7A4L0MdGmqT3mTB/1+tkGbPdv+N2rtWrrQ22YbXgea3zHjztS3L/Ddd9b7dMstk1X8uMXslFNodfTSpenMJSXkNZl6vSREKMqNSllK5hK5SlqhFQeTX3yHHUaWRlOnAl9/TSsF//QnuvgpKQlEzFQjjh6xBuiKmrelctB3Y5D4TjqJFjCuXt2+uzv3XEpp/Y6NGzEbPDhpA6dAo0EDGIihHsP3S6BLrBSI6/x2qqZR32CnL7+Uv1FBY+rTh9qGYb1Pt9mG7z698EIawG678qdbN+C009LfI3OJMEvmE7lIWqFJPreZrr+eKhM99xxd4G2zDdny7LOPN/bSBcRMNeJQRQKIKlAdtEjjuBu58+XCdPHF5GbeVmVl5BIVlGExaxvkCKzGFbbtH0VsEwO1de2t0BoQxYBBBqAy2JFWQVu0iBbB2mn2bJ4HGvcTwU++7be335+A+2NN+casuhr4+99p4mtb7bsvuQClvj4E+QSLiUWGYQzN8fWPAHgkw/MfATi4ICjOMuvzCZH824120Eu4Sab8+bp2JWPds89OdnZu2Th4GLNUW7TKhAoYgI4K6LrKAY9jyDzha2oCbr+dCt08+yxZo1VXA8cfD0ya5I0blAoNlQmyHYOhoEZPsQzQUiwDLNr10DYeTzAUVCb0rNqnHgG89rSChmW1qMJq6FBbJxZpuORMgS7NHtmc5RO0zp2RUZGIO/1FmE8Ev5mOO44m4ljp+OP957NrR6NUQevuu4E33qDH9toLOP10YJdd0ms2Syu00ErmEnlI14PXh3Hn48jkJ9/22wP//GeyH1aU9nX0mcdMbaiD2oqXj6VyGHZjUPgqKmjB6r/+lXRj6tePFqnus0/y559LnJyImQoNF59Wj68/ABqaFVSjFkALIkggJjRccKYAGhzIJ9zYqc3NNMmwpQWWKi/neaBxPxH8ZOrcmRakvfgiLHXMMXxjtsMOwNNPUz7x2WfEMWwYrXLaZJPQWRdIWUvmEzlK12mATFqhST43mYYOpUoPqXlEwI45K4u0WvREprGIIO1G7ny5MO28M/Dgg8CddwLz5tFze+9N8wV6905eAnCMmWl5VmIY6WMaHdggKwDOP0vHtdfR46lWaL16AOPG6oDOYEdaBc18zE5lZYHrL4qeb8896WRru3gYALp0Ics2rvv0yCOBqiq6KbFwIZVNHjuWFtg1N4cun2AxsUgqDwlBF/But73YRtj4uHAEic/j7SlIQDUAqvGoQgiVEx7HkLnOF40Cl14KnHceLTzp1o0mHHnFpyBpOxYROnKxDEg9niJCR8Iwsmp36wK88JiOW29owdy3EtChoPcWwP+dLDD2CCY70i5oo0bZ14fdbTdgs814HmjcTwQ/mQ4/nCpNPfAA0nTccXQR7OYJWWjMunYFLrmElhdlqtksJSWVriD2Ydz5uHAEiY8LRwa+QiyVizRkvmy7Vy+aF1BfTwsVunalAiS1tXxi42TMFOjYcycNjz8M3HGnjnlf0aSiPfsDfz1PYPddGO/U0lLgoIOA116Dpf74R74HGvcTwU+miy4Cfv89WUYLoH19xRWUI9pdo3OI2Y470monw0jmE3adh5SUVLrC0odJPsnkMp9pkaZAR0djETJk/jDtvTfw2GOUQzQ10bxpt62mnfgs0/IsHxvk8ccKdFYN3PMQsGypQCcYGDncwF8vBWqqGO3ItkHbZRegZ097+6zRo71n4hCbIPN16kQJ/VlnAT/9hI3q1o1ssqNR3jE74AAaMzM7jBCPUciJRUGUtELjy8eRiTufD0xqtBSqQRZTWpRmntqVIpUhK4xv7Vq6IP/4Y+q+hg0DTj45cxcWjdI/tyrbmnzVUQ0lrRZksaix8ZigF+p5HU/0eDzrds02UTxwp471axQ0lqio3jwK0cBkR2Y66MaNA95/H/jww/Tfp1iMqhPI3yiefB0xXX45MH48DQYoCpWd3nJLd09IL2MmRCjKjUpJOSJphVYcTNz5ODJZ8KVaKjthY1AEIXP0cxcvpoV/CxYAlZVUFGX8+MzvrahIXr4EPWapOUuqHbOZv4zYR2DE9Ch+/00HINClRxSIM9+phkHLv+fOpYntqdpqK+D882lCijwRgsVUVUXJ/+efA7NmURniwYNphTEHPidiJnMJKSmStEKTfGFkcpnPtEhTohugQgMAtEQrsrZcLsKQOcY0ezbw8MPAzz8DffvSbe199rF/f3U179ugbfODpOVZKXIZ0zDbhx8jcNhJUdQuM9C5KYbybq1QTuYUbgTtuuvItrapKf03avRoWsRQzAd/UPm23poWn8yaRdbZm21G+1PP/bhmG7MQ5BNyYlEQpes8y33JEm48mbjz+cykohYVGUqRypDlz/fbb3Sh/ttv2Kg5c4Dp04FHHqGq4n7wNTVoUCI6yrAOFdqa1if9tR3r3NyAzpUK0NjBe9aupUkfq1eTxciwYbSMwo+D7t57gWeeoYu99euBPfag6jZ9+7a3OinmE8FvjlyZqqupVKebFph+xUxaoUlJJaXrwevDuPNxZOLOx5HJhs9JG4MiCZkjn/vpp8App6TfK/7kE5rffsMNtKgxTDFLtTEwbZTLoKXnLJq1pUEXpbXd0MEGf/qJFgds2AAMHAj07+9PAGtqgGnTgMmTaRVKaSmw//5kmRWJZM4ngrRTi5Fp662BbbbJLZ8ISszM7yIlVezSdRog42pJwqG/4NTmyMeRySM+FbVQW69z6qGhMqECBgBDQVlC2NovF3HICmJ68kng1luxUd98Q7eyL7wQmDjRf75sY6ZCQ2Wi3jo/6MDyLJu2AFBTrgN1DYCeAcowaBL5l1/Sao6hQ4EePfwJ2p57As8+Szt53jyazH7EETSpKJGQv1FB5hswANh1V2onEjyYnGrrOoIuObEoiNI0oK6OOvFoFGhsdKe9cqX72wgbH0cm7nwMmJSGJugohRKNoKmhEgmhQCtXPcP7/Xc6pWMxGtMPQMiy4rvhhvRJRaaWLCG/4rPP9pavJqahtKEenVesQScjAiXaADR60Jc6dR68/DLwj38ALS3JYG61FXDTTXRj3g++Aw8kf9vUx+vr+cSM+z6VTN7ySUlJJdVRPlHs/UVYmLjzcWTKgi9T7uBXyL7/nnKKHXagU5xZyPJqNzeTVXLbBagA8PrrwH77AX/4Q3APMzM3KV2pocRQURJTEInXogQtiMUSSDRogCGgRAFHcpbychpVefrpZCDvuIOu5y+8kCb2+BHA44+nxQnm44lEx/kE153KmY8jE3c+K6bqak8u06Sk2EvTqJyHvP8j+cLE5AOfEjWgNgIwBCIxBWvrI1BLSqBHq9EUF56NUXTuTBNuEglyB00k2IYsp/aCBemTilJ1443AkCE0HsP1MDPzBcMAlKgGtXENHM0PcoVqaACuuoomFpm6/nrgzDOBSZP8CVpVFfC3v6W/bt06XjvS77bk48UUgnxCTiwKolSVOkzDoLaquteuqnJ/G2Hj48jEnc9nJlXVoRoGFDUBXTEAoUNTVNfxEgmaE/LKK8nTe9gwmjvS0SnOcTemtrt0Ad55x74be/ddcl3ykqla1aFGNAA6YpsAqqoAqkd9aaHnwS+/ANdc0z6QixeT9diDD4b+PA0ME3c+jkxe8ZllTKWkpOhcCPrFBkc+jkzc+TgydcDXUe7gJdKPPwJ//SstGDVP7fHjgXPOoXtXTEKWV3v+fGDZMvtu7IMPyBYtqIeZmZtUG3FEqoGIokMoLVCMBFQVgCJS3uRAzvLqq+mTiky99RYtVjjzzGAFkCMTdz6OTNz5rJikpKTSz4Vi7iMkX/iYPOZTVcot6HFAVRLQjQgMNY5IJObJGMWHH9L4xI8/0indtStw7rnAYYexDFlO7YULM3dln3xCxTK5HmYbxzIEEFN0qKrD+UGuULffnj6pyNR99wF77UVVZvwOGscdyaEt+XgxBVxyYlEQpShUGloIultoGO60g+S9KJmCy8eISY2WoifWQIeCDVEFawzVNTyALtLffz/99J4xg6xhn3oquWiUcchs+UpLrVcXm9qwwbvvoBgaVKGjJroBqlEPRHVAVfwPVC479YUX7IP5xRc06rLLLkVxnrJm4s7HkclLPiFC4WMsJeWIOsonir2/CAsTdz6OTDnwpeYORtRAHGRdUBpVPUH6/Xfg5JOBVauSp7amkeVwUxNVD2UWspzaHVUI17TstsXhMDPzkVjUQAL0xWJRg3KTWAOgoPVNunsgTz5pH8ynnqLklGsAg8DEnY8jE3c+KyaZS0hJkZRWu51i7iMkX/iYGPCpRhyqSABRBWqbPEPEFERU1dFNz50LnHUWPWZq9WrgiisoBEcfzT5kGdvNzZm7skTCm2HWbGKWMV/Y+CYfx4TjceCll+yD+dRTwKBBoT03A8ck+fgyhSCfkBOLgihdD76PYFj5ODJx52PGpGoa1NZ2ZUJFcxwQSoWlt3Eh7fnz208qMrVgAVX02X//QITMlm/nnem7WGn33ZODBW5wlCQ0RAwdJYaBGr0WQrRARYJvADtiWrLEOpCmliwB+vUrmvOULRN3Po5MXvLFYsmOR0qq2KXrsr8oBibufByZcuRL5g5xCD0CAyWoRU/ouuo60lNPpU8qStXjj1MBmliMXciybm+9Nd3oTySsv+NuuyV/1rkdZio0VCbqAQOAoWzMRyqQoBlRQgBQvAX86SfrQAJkjbl2LVBSwiOAHbU5MnHn48jEnc+Kyex0pKSKXbpOA2QNDcXbR0i+8DEx42ubZ4h4AkakBjAUlCVoQUOh4xX33Zc+qShVd98NHHxwoELWrr3ddtbfzdSuu/rHV5LQUBavR0UEHecLHI79X37JPFPrhx+K5twMBJPk48uk6wi6SvwGkMpTQiR/9d1se7GNsPFx4QgSHxeOlLaCBFRDgwINSusscSc3MXs2MmrOnMCFrB3f2Wfbf7/TTnOXI2LoKBEGYiIOIchSgH0AMz23xRb2wQSAzTf3l8/vmLW0AO+9B/z731Tdqb6eF5/fHNyZvOKTkpJKl+wvioOJOx8XDgf4FCQgjBYo0D1BmjsXGTV/PvuQZWxXVgKTJll/t65dgbFj+R5mCnSohgZVaPb5iNeAvXpZBxMANtkEKC/nE8Bs2k5/bmMjMH065RMzZiRntHHh4xizYuCzek5KSipdxdxHSL7wMTHlU5CAguS1JQzDkfGKOXNgqyVL6PZqQEMGIWhh8x57WH+/ffah5/ziixh62j7tMF/wsm313Kab0iIEO22xRVGem2lMK1YAU6cCDz0EzJpFz3Pi48ARJD43txFwyYpFQZS0QuPLx5GJOx9HJkHWBqpRj1gsAV3BRms0pzbRpUvm07xLF/uwMA1ZO74//hG47TbgllvIqQsA+vYFrrmGbHfd4qiOaigz1kERCajRUrSzFOAYwI6YTjoJmDLF+mAZMADYfvviO09NptpaYMKE9KpON91EgwIDBvjP53ecuDN5ySdEKMqNSkk5ImmFVhxM3Pk4MhXAZ1oXKNENUKEBAFqiFY7mEKlIlZWZT/Nu3bwv7e/0Lr3kErJYnjKFqu8DNAhw8830/TgcZtnZFuj+AZrtSZOACy6wPljGjQM6dw7Oeeo00+zZtPLFXJwAAFtuSaW/sj3Qii1mxcAnrdCkpOwlrdAkXxiZGPOpRhxqLAEocfo7xSbNvP7MJ++orKTClVYSAqiuThbZCFjIYBhARQVw//1kEf3CC/RYSQkwZgxw2WXEHI97w1Qd1VACutaMRBUIox5KrBaqorS+MMtA+3nsH3EEMG2a9QFz8snFO2Ydi9GEohtvTI/J4MHAnXfy4OMWM+580goto+TEoiBK14Nf7iusfByZuPNxZEppqw11UFvxKhMqYAA6KlCovcGQIXSTvKkJlho+PFkVL2AhS+MbNgw44ABg+XJa9Nm7N/0mb6zo6dC2U+0GyqChQl/T+iKLkqEcA9gRU8+ewPXXA5dfnl52dJtt6HG7g8WpdjwOfPgheSmvXAlsuy1w4olAnz7+xiwSAU45pb1VXGMjJTSvvAL06OEf388/A/PmAZ06AX/4A9C9O+/jzO+2tEKTkvJOui77i2Jg4s7HkckBPhW1UFsvduuhOZpDpCIddBAVWLFSjx407zwgIcvYPu00uuxcsQIoK6PLKUXJPp9wg8nKdjlv2wKvzoODD6Zl6Y89hjSNHEnX0+Y1klt89fV0wL7zDrB+PbD33rRjKyv9PdDWrgUmTgQ2bEiPy08/0ePPPUfX8n7waRrw1VfA0qU0sjd4cP6fGdL+1nMm8zyRkip26ToNkEkrNMkXJibufClMqTZpsMg7srVLO+gg4D//gaVGjqR7+UEPWVUV3To//3y6pb3FFjQ2IYR7XVhqrlCZ0JPjFVrqeIUGNNQBSpX/gcp2R15wAVmiffYZ0nTeebSK3OkBn7bt5cuByZOpNK+q0qDTkUf6H7N3320/qQigsZTrrqN/fvHF48Drr1P+teOOwM47JytPBeGYCyOTriPokhOLgioh6ALe7bYX2wgbHxeOIPFx4cjAR9ZoAAQAqBBCLehjq6qAq66i2fFtdcEFdJEb8JBt/BsA+val30y3tmfaDUBQO5DHXEevO+QQYNAgKs2/ahVdDA4bRhON3Oa76670FQkLFtBSj9tuo4t4v2I2bx6waBEslUjQ4MXpp3vPl0gAV19N+8pUaSlNDDviCN7Hmd9tN7chJSWVLtlfFAcTdz4uHC7xOZ1DpCINGgQcfnj7yUWlpcC119JcCC8uE73YpapK8+nzzSecZurQdtlvQKu2EMDf/gYcdRQwcyZNpNlvP/KA6CiwhW57wwaaIZbqtzFvHvD888Ajj9DqE79i9uKL7ScVmVq8mCb2DBjgPd+KFZTHfPNNkqe6mvKyXXbhe5wV0ubC0RGTlJRUuoq5j5B84WPizpfhudS8IyJ01BoxKEKHBtX2YydOpLkPX3+NNHXvDvzlL+EKWZcuNJ9dVd0dowDSc4WEYSDjeAWXQGXDFI3Stfsnn9A1cixG4wI9e7rPtHQpMH48OReY+uwz4NVXqbxtp07+xez552Gr6dOBiy+mSSpe8335JXDOObSQwtQOO1AVJS+t67Jpc+HwiingkhOLgihphcaXjyMTdz6OTBZ8pjUahIAWVRyxNzjxRCr88vjjVNike3e6Pho2LHMZzoCEzJPtmdYDNdENbewGAmbvki1Tjx7AqaemHyBu12ydPdu6zKlh0Oy4YcP8i9lvv2X+vfz1V3/29Y03pk8qAqg82ZVXAn370gptzscZ9/Mg37YQoSg3KiXliKQVWnEwcefjyOQwn9M5RFukG24ARo8Gnn4aWLMG2H134JhjgH79AhsytkyplmfCqLe3XeYetO22o8lE2eYQTvBNmZI+qchUbS35Zj/wgH8xW7488+/lb7/lvq1C+QDg3HPTJxWZ8Tr9dOCtt2ilEufjjPt5kC+TzCWkpEjSCk3yhZGJO18HTKl5B6LWdmmRqII4qJJRaZQWPEydSgXqX3mFFiUMHUrz0MNwqeGHJfJGm7ONuULqNXckHEEbOJBWuUSj3nnJ3XRT+qQiU/PmAU89BZx0kn8xW7HC/veyuZli1L27t0xm3tDQkM7z9de02OSll4J1zIWJKQT5hJxYFETpevDLfYWVjyMTdz6OTB3wOWlvsN12wD/+kV7Ov6MynAEMmaNtK+sBFSGozcqNyWy/9BJsVVdHK55HjPAnZt2727MBtGJC172N2fr1lJXbafJkoH9/b5lSY8b1OPOCT1qhSUklpeuyvygGJu58HJlc5HMih7BC2n9/YN99qW3mFF5f/rgUMl+ZUq2WYSjplmd6HpZnQQqa03yZVvHOnAmsXu1fzMwV1nbadNPcT6hC+ebNA+bOteaJx4Fnn6XBE79ixvU484LJPBakpIpduk4DZNIKTfKFiYk7X45MVnZpgAKhR2CgBHGjGpUJHZUlwCnHKDjhCJpwZChqXvlECEJm27ayNmuXH6RZImeZK4Q5aE4zvfMObPX888Bxx/nHt+mmwJIl1mwlJcn70V4yTZvWflKRqTlzgE8/pYFJLvuX4zEnrdBsVeI3gFSeEoIu4N1ue7GNsPFx4QgSHxeOPPiozKgGVWhQoHNAYtF2cxuOWA9wCRR3JoBuXmeSeZHqB9+uu1LZLyt16kT+IF4zrVhByaSdli6Vx5lffFJSUumS/UVxMHHn48LhMV8hOQSX0ASJL5/3mFbLqtCcszwLUtCc5GtsREatX+9fzA45xH7VaJ8+VGnU65gtXpw5XvnmE1yOpyDxWT0nJSWVrmLuIyRf+Ji48znwWQoSEEYLYiKedq0LwyC7Lhmydu3UsQjH8wMugeLM1FEu0djoL98RR9izHXooTSzymqmjfGLJEj77l+Mx5zZTwCUrFgVR0gqNLx9HJu58HJly4HPDIi3kIcur7aj1AMcAcmQy23vvDbz8sv1v0l57+RezsjLgoYeACRPoBrspVQXuvRfYckvvY9bWo7itevTwb19zPs684BMiFOVGpaQckbRCKw4m7nwcmTziyzeHKOKQecJUHdVQgnoAQCxqtLFaziPvCGrQnOYbMIC8v63Uqxf98ytmvXoBDz5IVgHmBCcA2GwzqjSqqt7HbMstM/+G9+zpvT1bEI4zL5hkLiElRZJWaJIvjEzc+RxiUo04VJEAogpSbbrsrNPMdhDzlHzzgNTvndnarMD8IOhB86rdqxddH//0k/Vv0l57eTNebtcePhw4/3zgttvSufbeG7j8cv9ilkl9+vgbM+7HnLRCyyg5sSiI0vXgl/sKKx9HJu58HJny5LOzN4ChbCyTmY9dWohDllVbhYYafTkcsx7gGECOTGb7wAOBe+4BfvsN7TRmDNCtm3flr61i1q0blfd87z2abV9dDYwcSWVIN5ah9TBmigKMHg28+mr7eAHAkUfSa71kahszP7bNgU9aoUlJJaXrsr8oBibufByZfODLlEOUJciSoAGqDJlLTKmWZ2XQUKGtaX2RAzZnQQ2a03wnnUT2yk1NaKdTT6XHc8knnI7Z3nsDb78NvP46sGYN0Ls3DRDEYvnlE4Xy7b47LVawmowlBFVZ0nVvmYJwnHnBZMZdSqrYpes0QCat0CRfmJi487nMZGedhg7GOsx2aYOG8ojqyNiHU+2mBg1KpL2FmVW7XR6Qj7UZs30aGiYhgDPPBC6+GO3UqRMwcaL/MZs4ETj4YBoPWL8eGDgQ2G03skLzY9zkkEOA++6j3+q22mILcoHwe5+mxo/bMSet0DJKTiwKqoRIdgputr3YRtj4uHAEiY8Lh4N8ZG8AQAARoSNhGIAAABVCqDJkObTJHsJh6wEugeLOBADl5cAddwC33w588gk9VloKjB8PnHcej5gpCk2AUlW6OPM7ZhdfDHz/PfDdd0jTxInEySFmHI4tr/mkpKTSJfuL4mDizseFgwlf2xyi1ohBETo0qDJkLjGZlmcQ1GYHyKFd6Pu33RZ44AHgH/+ghQAALQY45xyadM8hZhUVwFFHOZdPFPL+khLgrrsod1i7FhslBHDLLVRNiUPMuB1nXjFJSUmlq5j7CMkXPibufD5u226sw2yXGHFEBODU2IcT7VQLs7a8bdsyD2DOdMQRZHl2111AXR09168fcOmlwPbb+z8eYBg0YWfiRGr7PUbRqxdw883AX/+KNFVXU2WlkhL/92nb+HHg8Iop4JITi4IoaYXGl48jE3c+jkwO8KXaG9DjVCYz1eogl3KiRRCytHZ7GwKdFyDHoLnZ3morsgJYtw745RcqP9q9OxCP84pZIgG8/z5dHO+/v78lPR99FPjyS2DOHFo9MXo0sOee/GLx8+sDAAAgAElEQVTGqS2t0KSkvJO0QisOJu58HJl85mubQ6RaEsQhIGIKIqrqe2gYhSwvpsyWZx5fP3IMmht8AwcCr7wCrFxJk2W22grYZJP8ro3djNmaNcBnnxHb0KH+xWzPPamK0n//S5bPVVXAoYdS3LjFjNNx5jaTzCWkpEjSCk3yhZGJO5/PTHZjHRvbsQYq9GMz9uFLO7YOMaXEwsLMri3zAJZMZvu446gq0IoVdG3crRuNAfjNlxqzlhZg0SJi7N4d2Gkn//iOPZZs4p55BqivB3bemRY8l5f7HzPux5y0QssoObEoiNL14Jf7CisfRybufByZXORLtTrIpZxoqo1aWEPmmQ0BxwByZLLiq6ykm9lC+FPG0y5mmgY8/DCV+Ey0VrZSVVoFfcIJ/vBpGjBkCDBiRLJ8LqeYcTm2vOSTVmhSUknpuuwvioGJOx9HJmZ8qZYEQo9AxBMwIjWwskmTIcvM5LvlWZCC5iZf9+40accw8r82diNm69YBV15JdmimunUDrrsO2Hdff/hKS2l1tqIUnk8U23HmFpOuQ0pKCnQuFNKPh6GPkHzhY+LOx5HJgs9u7MOXdkMdoFTB9+v9IO1TjkypbV2nSkWp18d+M5kx++UX4M9/BhYuxEbtuCM5QWy6qT98VVU0waiqKhkzXfc/ZtyPOWmFllFyYlFQJQRdwLvdduNzlywBnnsOWLwY6NmTZppuuy0fPo4xCzsfFw4f+ToqJ9rWRo1LaJwMmac2BFwCxZ2JO5/594svAnfeiTRpGlkFdO9Oq3tlzPgyecUnJSWVrqD2FwBVhHvnHRoI3n574Oijgd69/efzOzZB5OPCEQA+BQko0ACh2dqkcUDlwtGWiYXlWZCCxp3P6c+94Yb0SUUAsGoV8H//R7mGubhCxqy4+Kyek5KSSlcQ+4imJuCllyifAIC99wYOP5wsYjjwcY9fmJm483HhCBIfF44g8XHhCBJfIgGcdlrS9tnUokXAqacCzz9PjgYyZsHhc3MbAZecWBREBdkK7bXXgPPPT/8+zz8PXHEFTTDym49jzMLOx5HJB74Oy4mKpI1aTVSDqqq25T5zsVXzK2SKoUEVOmJRYyO3ZzYEHI85jkzc+VKZpkyx/8189FFg3DgZM65MXvIJEYpyo1JSjijIVmg33URV6kx9+CHwxBP0b4cdwtuHhZGPIxNjPtWIQ40lACVOf6fYpKXmBHFQJaPSqFrsIYNiaIhF61GpMrA8C0rQgsDnNFNjIzB9uvXvZVMT8OyzwLXXypgVG5+0QpOSsleQrdA0DTjlFODTT5Pf5733gKefpjGK8vJw9GHc+TgycefjyMSdjyMTdz6OTNz5YjGyUm47qcjUjz8CH39MrgYyZsHgk1ZoGSUnFgVRZsk3IZJ/u9F2utxXfT1w0UXW3+maa4BBg4A+fXiUI+MSs2Lg48jElG9jKdHGOkBtLeOZo62aF5YJdiErSWiIGDpKDAM1ei2EaEEFEunfocj2KWsm7nwmU3Oz/YU7AHz9tT8WZJxj5jeHX3zSCk1KKildD2Z/8eWX6ZOKTK1fTyWnX3opuQosbH1YGPk4MnHnS2FKtUlLvZ4WegQGShA3qttZKhdDyNrlHI2rUaGqkBYIIeJzmmnBAmRUrvlEMcSsGPikFZqUlL10nQbIgmiF9tBD6ZOKTC1dClx9NU0kDUMfxp2PIxN3Po5M3Pk4MnHn48jEna+hId3+zEoLFwJDhsiYBYVPWqFlVInfAFJ5Sgi6gHe77eRnvf023fC0k1l22i8+jjErFj4uHEHiy/Ac2appUIWGmIintel53Re8iKGjRBiIiTiEaIFiJFjGTzIFiM8wgJISoEsX2KprVxkz7kxe8UlJSaUriP2FXUUJAPj5Z2D+/PD2YWHl48IRJL4OXqcgAWG0pOUBCnQueK63LXMOv6G4By2IfE5+Vk0NMsp8Xsas+PisnpOSkkpX0PqIl16y/y6vvEKV6sLSh3Hn48IRJD4uHEHi48IRJD4uHEHiyyafkDELFp+b2wi4ZMWiICqoVmiZJhUBVNGISzkyLjHjzGfOrCz0WCymmHnElMlWzc4ywUkbNROvOqqhBPUbtyGMeigiATVaChg62/hJpoDwpTIddRStOrPSUUf5z8cxZlyYvOQTIhTlRqWkHFFQrdDi8czfKx73j5trzDjzlZTw4AhSzLJgUo04VJEAograWioD7loo+xGyDnOOmMJvP/odtKDzOc20667AbrsBc+da/7bkmk8UQ8yKgU9aoUlJ2SvIVmj19fbfq7kZaGnJfVsc+zDufE4wlZdT/ldWxpOvGJi483Fk4s7HkYk7XywGHHIIcNNNwIYN7X9bVBU49FB5rypIfNIKLaPkxKIgSteDWe5ru+0yf68ddpDlpYPAt2QJ8M9/AjNn0uM77QSccw4wdKjzTACwZg2tFqmqCm7MGDHZWSZkY6OWbbu0QUN5REUZNFRoa5Lb0D22PCuSfVq0fKlMp5wCfPUVMGcO0rTPPsAJJ+RXnruhAfjtN6BbN7pJEbaYcWHykk9aoUlJJaXrwewvdtopWeXUSltvnTzPw9aHhYnv/feB228neyEAGDaMrOz69nV+ey0twIoV9N2j0eDGrECmjZbKQiDTtX+htslehUyFhspEPWCg45yD437kfpxx53OD6eqrKadYvRppmjQJ2Guv/O5VxePAr79SPhHGmIWdT1qhSUnZS9dpgCyIVmg77QR88IH199pyS1p8YZ7rQe7DuPMVwqRpwJNPAlOm0H27sjJg7FjgrLPovo/TfPE4UFcHbLop/R3EmBUrH0cm7nwcmbjzNTTQ2OWtt9I4aUsLNkoI4JZbqJ/K9bdFCGDtWhof3WyzcMWMO5+0QssoObEoqBKCLuDdbjv5Wf37A3vsAcya1f779OtHE1P85OMYM258P/8MjB8PrFuHjVq4EDjjDOA//6FBfKeYPvkE+Ne/gO++o7932QW46CL6P0gxCxgT2agBEEBE6EgYRs7tEiOOiABZrrkVA10HVq2iAaLOndnEj+M+DTWf+Xc0ShWLZs4E3nuPHjvwQGC//agaQi6f29wMPPAAfd7vv9PjQ4YAl1wC9OkTnpj5zeEHn5SUVLqC2F+MHUv9c11d++9z5JFAjx7h7cPCwvfuuzSJKFUzZlCO+PTTQO/ezn3XqVPpeDEnCgwbBlxxBVBdHayYucjU9tq/1ohBETo0qBzwbNsKdKiGBogscw6r5xoaKK/dfPNQ7dOi4XP6c/v1I7vN11+n/miTTYDDDqMFcLl+ZjwO3HYb8PLLlFtEIsAxx1Dfp6rhiVkx8Fk9JyUlla6g9RGTJtlPLDrtNLqHFJY+jDtfvu+/6670quUbNgBPPAHMmwc88ggNBjvBt2EDcPPNwDPP0GSmzp0pH/3zn53bhlcxK2Y+N7exdi2NUWyxBU++MDFx5zMMYPhwstR84QVaXNCrF+UT/frRcZLL5y5dCtxwA42RAnQP48wzKacIS8y487m5jYBLTiwKooJqhRaNAvfeC1x6KfDOO8nvs99+wHXX0fb85nMiZqWlNBlm7VpaBWHeuObCV0jMpkxJn1SUqttuA6ZNc4ZpzhyarJSq+fOBE0+kAYeddgpOzALGlMlGLet2rAFQ0Pq3w32VotCEs6lT6YZtp07AmDHAtddm3y8W2T4NLV9bJkUhm4JRo5Kvi8dz/9x77gHuvz+9/5k5E1i8GHjzTXmcBZnP7EOkpKSCa4VWXU3Xo3/5C/XLAD1+9NGUTzQ1haMP27CBrn2bmoCdd+bHl2+7pQW4807rY7KuDnj8ceD6653Z3uTJwI03pm9jxgzgf/8Dnn8eqKgIRsxcZmp77W9nmxwHVTIqjaqehqytzZnJFIsabXKWHPqzNWuAyy6jSR8ATSCZMIFu1IZgnxYFn1tMXbsCp5+enkPkmk+0tNDxNXt2su9JJGjAc/lyuicWppiFmU9aoUlJ2SvIVmgDB9I9n0svTU4+j8WAc8+l+8753Efi2IetWQMsWkR2YZttxo8v35g1NgIPP2x9XM6fT5PGxo4tnC8aBS64IOnYAADr11O+smwZ8OijwYlZMfO5xbRoEeWan39Ox0bfvlSp5uCDefBxjFmY+VKZ+vSh+1XRaH6/J2Y/d9JJQG1tsv+praV7XroOnHxy8GPGnU9aoWWUnFgUROl6cMt9de5ME1BWraLBgJ49gW22oVnfuZaC41gi7d13adLD8uX0mKJQOW1zxYPffIXGzG5FB0AXVKtW0Y3ZQpluvtl6G01NwN13A3fcEZyYFQuTV3wXX0yzvk01N9Pf339Pq1IikWDGjyMTdz43mFavTl/1lKply+gGwrhxMmZB5ZNWaFJSSel6cPuLPn2SVWjq6+nvmhq6JghDH/bQQ8B999HnAfTdLr8cOOAAHnyFtJctS04Is9IHHzhjqdHQYD+B6eefyTrhpJOCETOPmexsk4UegYESxI3qjJbIzXFAKBVZW6mVJDREDB0lhmH5ue1szrQ8rJVTY1ZfTza5S5Zgo+rqKMesraWKViHbp6Hk48hktj/8MH1SUapmzKBFVP37y5gFgU9aoUlJ2UvXaYAsiFZoQgD7708V6hYtor+33ZbGLPL9Ppz6ME0je8/nn0/ur759gZtuIhcAv/kKjdm779KxZ6eZM2nBYaF8n32WPqkoVe++S1VEttsuGDErZj43mL79Fjj+eFoMZOqHH2gySXMzcOihMmbFxuc004MPpk8qStV999HC6qDHjDuftELLqBK/AaTylBDJiyg32259bq9ewL77kncxR7582v/7H/C3vyUnFQHUSdx7Lw0Q+M3nRMzMSRt2Ki0tnEnXga++st/GZ58FK2bFxOQ239Kl6ZOKUjV/PiV8QY4fF44g8Tn9uQsW0ARGO33+uYxZkPmkpKTSFeT+AqDFCQMH0sQbDkxOxGzaNOCWW5KTigBabXzeeXR97Ddfoe1OnZBRpaXObO+bb2hFsZ2++CI4MWPCpCABYbQgJuJQDQ2q0CzbCjSyJstyExFDR4kwbD/XMWtl8+/XX0+fVJSqqVNpoUyR7NPA83HhaNv+8ktk1BdfyJgFic/qOSkpqXQFtY9QFGC33YABA2hSETe+fNttJxUBNOnhlFNooNpvvkJjVtpBnQSn8gm7ScKmPv00ODErdj6nP3fKlPRJRam6+256nYxZ8fE5+VlmvmCleJwW2IchZtz53NxGwCUrFgVRQbZCCzPf1Kn2++zRR6lqkd+shcZs+HCyFbDSwIFAVVXhTJ06UXWnlhbr7aiqt/ud23HGlckLvo6SulmzgNGjgxk/jkzc+dxgqqzMfIzFYtIKLch8QoSi3KiUlCMKqhUaZ75CmQBamWanKVOAQYOCHbOePWkAZ+5c6+944IHObK+8PPPxX1aWXSw4xIwJk2rEoYoEEFWQyRI5FktAV9DOSs2uLYx6KCIBNVqa4XMLvPeRGrNZszIfGwsWAEOHFsU+DTQfRyazHY1mPsbM18iY8eeTVmhSUvYKshVamPlWrmw/qcjU778DL75IVTuDHLPhw+l9mmb9PQ86yBm+jvKJykpvxuc4HmdB4nODKdOC+KVLaYFL584yZsXE5zRTLJa5/8nG1p17zLjzSSu0jJITi4IoXQ9+ua8w8tndIAfo4v3HH2lldZBjduKJwFtvAb/80v47NjVR8jJ6dOFMI0fSalIrHXhgslxcEGJWLExe8GWzyj2bY4Nj/OyYVq0CXnuN/t9ySzr+OfFxjFkh7e23B7p2JXsdK5n9j4xZMPmkFZqUVFK6LvsLbkzxOK0mttPcudld53CP2V//CkyaBCQS6d8vEqGVdzNmkE1QIdvYbjuge3dgxQrrWB5wQHax5BIz7kwpbbWhDqoCtLVSs23reVibFRKzjla5CxG+ffr995TDr18P7LorMHgwLz6OMSukPXQocNttsNX++3tnHRSUmHHlk1ZoUlL20nUaIAuqFVpY+ebPR0Z9+SVw3HHBjpmikOXUDTe0/36bbELXPJttRv8K4Rs4ELjrLvtYDh4cnJgVM58bTB3lE01N4YoZQIu9Z8ygsZnhw8k+kgsfx5gV+rkjRpDlopX69AF6987t95djzLjzSSu0jJITi4IoTQPq6ugCPhoFGhvdaa9c6f42wsTXuXPm/dbSAtTXBztmANm6PfAA/bilen3+P3vnHR5F1f3x7yQkhAQkhC6g9CJdQKQrICI/KQq+gKhYULCAvaMi9teOiqIgiCJYQEFEBFHaK0Wk2CgqRar0DllI9vfH13HbzGaT7O6cO3u/z8PDze6Uz547c+feueee88MP/PfZZ8CoUZwsKCjTkCHMVXzoUKANK1YE+vXjeVWxWaIwxYOvUSN2YHNyrO+xli0juzYk2s+KafVqplf0n3h78UUObM8+23k+p8uxYrr7buDBB0OvrzZtGCI70udvItlMFT4tLS2f8hpPJHp74QST+ZLB67Wus+LFC9cHlmKzKlWACROAd95hf99cbXzqFCcC5s4FrrmGzkeFOd/993PSIVjnn+++PqOkskQ+f6ZWrYBPP7W+x9LTgfr14/OuJV42+/hjpmb3V61awJtv0pnPaT6JNitsOTMTuPxy64gRN9/M8awT74Uk20wqnxVTVlbEXS0tLVcrO5tO8fFqzyS2ERL58lJGRvz7ObGwWdeujNjx6afATz/RkQPgb5syhf+eeorv8QrKl5ICXHUV8MEHoXYcOBAoWdJdfUa38sWCqX17+9TKTZtyTO+Wd8cHDwIjRgD/+5/vN771FiOD3XcfI3e5oU6lMV14IdCsWWh0rORk4PbbgQMH1LeZdL5YMrlgPKEdi1RU0aJMOeX1+tJCxapcqlTsz+EWvssvZ+h0K7VuTW9SCazRsNljjwH79gHz54f+1hUrgJkz6QBUUKYKFYBPPmHKh//9jx2y9u2BwYM5qaKizczyrl2MXlWpEn+nBCbpNjPLmZnAI4+wQxusK6/kfaay/fyZ9u8HHnggdDX/oUN0Npo1iyskVK9TiUzdujHSwdixwK+/AqVLA5deCvTsyU5gsWLaZqrymWFMtbS0eC/kNZ5I5PbCKaYePZiiwEo9exb++FJsVqECowR26mSdxmDiREZBbdq04Ofo1o3nGT8eWLuWz4AePYCrr+b3qtnMLOfmAjt3AidPcnyZleU8k3Sb+TN17sxrY9as0Otu+HCgbFk6+bnBZkuXhjoVAcDvvwPPP89/bqhTpzmsysOG8f3F1KmM9ly5MichzztP20w1PismLS2twHshkdsIaXxt2nAh4pYt1vXWp0/85pRibbP/+z8uQL30Uuvf+uyzwLx5dEAqKN899wDNmwOTJvF5fvbZQN++QMeOatrMLBsGo1slJ3NMZn4vhU+izfzLN94ILF7MqKD+ysgAHn44/9ecZJuNGxfoVGTq66+Z4vz6691RpxKZ3n6b86OzZwOHDwMNG/LaO+ssGXzS7SedSXFpxyIVlZoanxyuEnMbSub7z3+ABQv4z18VKtARQgJrtGx29Ki1U5GpL77gS/vCMFWpQicS83z+51bRZnv3cuW0f2esfXuuoChbVu1rP558N9zADtTEiXTQKluW917fvgxR6DRftGz21VecMLLS339zoqBTJ+tjbd/Ol9jr1zMNyIABQI0acutUIlOLFkC9eoVrdxLNZirwGYYr8hhraUVFeY0nEr29cIrpsce46jY4JVrLlnyJVJjjS7PZokVcAWmnr75iioHCnKNpU+Dcc0Of5ZE+16XZ7Oef6WC+eTNtZBhczPHkkzL4JNrMiumFF5iuavJkLpapV49OH+a14jRftI77/vv299fXX7O9ycqy3nfNGo7pd+6kA9tVVzHSkdQ6lcAUzNe1K9C7t7PvMlSzmTQ+KyY9ltDSolL/SWGayG2ERL7UVOCVV/ge8PjxwDobOJBRMJx8FkXbZrNn21+jR47w3elllxWcLy2Nz/KLL3bPs3zWLGDkSN84rEQJ4M47OdaUwCfRZlblKVOADz/k4nqPh3M8V13FOQsJfNGwWXo6f6OdPvkEGDrU+lhpaRxvfP01I4o1b86gDFlZcutUItO11wK33lr48YREm0nniyWTC8YT2rFIRXk86ucRdCNfTg4diFasAL75hnzNmwP9+/NhauZOdIPN/FOgWenQIXXrMRZ8ubnAoEHAunWBdlq4kJ9/9FH8maTbLFy5WTPeW6mpXOVuGBwwO8V38iQwYwbv/RIl6PDTrFnhbBbsoBiszZut25T589mpN8MAA5w0uecephUp6O+UeM1JZJLOJ5EpnnzFi/vuGy2tRJfHo9sLiUzmy7vp0/ki3DC4IrZXL/YnrZ79qtps716E1YEDZFa9TqNV3rWLE0L+k0ReL/t5ycl0OHK6TqXZLBxTjx6+SSJzTFGY+6uwfEeOcGJi/XqgXDkunKhYsXDH/eknhNXWrewbBe/75ptMbe6vSZMYzbNRI7l1KqkskU8ik3Q+KyazndDSSnR5POyHxKuvJrGNkMpXrx7w+ed817x+PVN2XXghcNFFzveto22zvOYn9u4t+G+WVKfRYlq0KDRV9JEjdDQqWZKRPZ2uU2k2syunpgI33cTxmWEUfDwRTb5Nmzie2LWLkfivuIJR9wtqM4+HkXLstHmz9f11+jRwyy3At9/6tp0zh4vEP/iAUWAk1qnbmDSfXCaznVBY2rFIVRkGO/CxLsfjHG7iMwygSxege3c2EF4vPRvNstN80bJZ2bL8t2cPLNWggdr1GG2+//0v1KnI1Pr1/L5TJ20zFfl27+ZAwj+38qRJ9MJ/6qmCM+U12Wa1f3Y28OCDgU5Fpl54gasnatd23mYS6zGR+KRwOMGnpaUVKN1eyGTKyODChGuv9Y0hUlKiM56QYieA44VwathQBqvTdjLLU6aErjw39eGHXKxQqpQMVik2k85kltesYQpk//p9911GFLr88oIfN9xEAMDIysH7rlsX6lQEcJxx992MDJCc7LzNpNepVD4pHCrxWX2npaUVqERuI6TyVajAtJzmnIS/A44EvmjZLNbjCSl2ihbTu+/a22rMGDqfOV2n0mymCt9HHwFPP41/NXMm8M47XDBg3if5Zdq6FWFlOl0E7//pp4FORaa2bSPjCy/IsJnEetR8znPEi0lxacciFaVTocnlk8gUK76bbqLjRLAMgyH6Ir1GE8Fmdk5Fptav56pZfZ2px/fcc4FORaamTeOKIHO1R36ZypQJzdXsr4YNQ39DJClFmjZ13mYS6zFR+CQyxZPPMFwRblRLKyrSqdASg0kyX82a7Cd9803o9Vm+PB0qnGaVZLO1a+3v59xcYMsWTiI5zSrJZpKZzPKpU8Djj1s7jT3+ONMB1q1bsHOYDol2KlOGTkL++375pf32u3cDq1YBbdo4bz/JdSqVTyKTdD6dCk1Ly146FZrmk8DUpw8dJ6wcIC64gO9Otc185V9/tb+nN2wAkpKAIkW0zVTj27kz0KnI1OHDwH33MVpQQZiK5OE6UL689f4zZ9rvM2cOnx3Fi7urTiUyaT65TC4YT2jHIhXl8agf7sutfBKZYsX3n/8wBdTo0cCJE/y8QgVg+HCgRg1fiiptMz44wikjI3+hWRPBZirw7dkDzJ0LW02axChBBWFq25YpUKyUkcHIQ+ZEgXmsXbvsWQBg3z4dAjjR+SQyxZNPp0LT0vLJ49HtRSIwSee75x6mf5sxA/+qSRM6VKSmOp+uQZLN8hpPpKf7nnHaZvKZzPKCBeyj22nqVOCOOwp2jjZtgO++sz7ueecxymlOTuC+u3fbswDA33/r60xVPolM0vl0KjQtLXt5PJwg06nQNJ+TTKmpjLQzfDiwciX+VbduwCOPFK7P4kabZWayL2el9HT2DXNztc1U45s0Cbbavp2ZMtq3zz9TpUpAVpZ9ysFu3ayfAXmlKNy3r3C/WWKdSmTSfHKZzGeTwkpyGkCrgDIMduBjXY7HOdzGJ4Uj1nwAcOONfFk5fjzwySeMiNKunbZZcLlrV1/I+GAlJTF9nraZenwHDiCs9uwpOFOvXsBZZ1kf9447mCPZ3P7oUYYTrV07PE+9eoX7zVLqTjqTdD4pHE7waWlpBUq3F4nBJJkvLQ144glg8WJg3Dhg+nSm/KpWTQafJJv16gVb1arFfqAUVikc0pkA+9Tipkyno4KcY8gQRi0KlmFwPOG//d69XKRQv354nvr1nbeZ9DqVzCeFQyU+q++0tLQClchthOZznqlyZc5LfPUVMHYsF4C+9JIvOoTTfJJsdumlsFWvXpyj0DZTj2/vXoSV+X1+mVJSgKFDrY9ZrhzQr59vn5wcYMcOzpWY8w9WKl0aKFvWeZvFoiyFQ/OpwaS4dMQiFaVTocnlk8gUD75WrVg+epSfJyfzJWjp0tpmhkHv7qefBu6/P/R+fuYZoGJFGfUoyWYq8J19Nld0WKUuAPjivaApAcuUYTq1xx7j4Dg3l+e76Sbgmmt4r+3ezXSEc+bwfKVKcZstW0JZKlYEevYMPPf69cCrrwI//MDPu3YFBg/m9apCnUpkks4nkSmefIbhinCjWlpRkU6FlhhM0vlMpqwsjhv8vzt6lBFQMzJC0zUlos26dgX69wcmTw68l884g/251FRZdeo0h3Qms9ygQfi2ul69gp+jcWNGPHriCfb3AaZFvvtuLgY6ehRYvZqpnVev5vdVqwIlSgBHjoSydOlCBzb/c3z1FfD++xxXVKgAXHUVIxsXJo2G6nUqlU8ik3Q+nQpNS8teOhWa5pPG1KAB+zH+n+/bR4eHYsWc55Ngs1tuYWSnVasC7+datYAHH2T/TVKdSrCZCnyNGgGff27fXtevX3Cmfv04Nhg9Gti4kcfr1o2Rh8003NOnA6NGMToSwDTOdrr11sD70eMB3nsP+OwzznPUqcPrtE0btepUIpPmk8vkgvGEdixSSWvXAs8/zwgxRYoAF18MXHedb1IAUCfcl1v5JDLFk2z3VnoAACAASURBVO/QIeDll9kZ8Hi4CrlvX3Ya0tIS22ZduwI1a9I2mzZxRcWAAXQEMcPfSalHKTaTzmcY7GC/+y4sNWBA4ZiKF6dD2ogRdCwqWpSrR44dAw4e5PG3bfOd78AB/qtSJTC/eIMGdEAqUsQXonTZMjoReb3c5sgRYMIEYP58Rh8zJ6eibTOJ9ZhIfBKZ4smnU6FpaQHffAO88grw8890SO3dG+jTBzh1SrcXbmSSzmfFtHUrHSEWLuTn5coBgwYBV18tg8/J8v33M1XcggV0Cqlfn/dvpUqRp6FONJtJZTLLtWqxHn/9FSEqVYrvfAqTZqZ2ba7eN21gvjs6doznvOYatv+mNm/m/2eeyVXHprp04bjE/xxvvslJBFMbNwIjRwJLlgAvvBBb+0muU6l8Epmk8+lUaFpaocrJYXSYMWMY6a5WLTqVtmjB7xOpjdB8cpmWLqXj9Nq1/LxuXZ9jtQQ+p2yWksJ3v9Onc37RMIDWrYHu3fldYccTbrSZCnz/9398x3P4MELUsiVQrVr+xhPBTF268Bx793Ju4owzeK14PJznevDBwHOuW8ft0tN92R5SUoDrr+dCGfN8ubmcM1y0yLfvypUc+99/P+c9YmWzaJclMmk+uUweD1SXdixSRcuWAZ068YI29ccf7AS8+y49PQFemOZEcTTK0TxWovBJ4Yg3n9cLDBsGLF+Of3XyJL2Ot21jGNJEt1nNmsz77PHw86JFfWWnmKTbTDrfrbcyYtGUKfhXJUqwnhs3zl/92n2Xmhp6rcyYEehU5K/t2xntaOdOoHx5Ohb57wtwgO3/t6nNm4EPPgBuuEGNOpXCoRKfFA4n+LS0El1jxjA1jqm//gLWrKGT0SOP6PbCrUzS+fz/3r+fLxB378a/2r2bDg25ucCVVya2zZKS+HK4a9fCjSMSyWaSmQDW6ZNPchHAihX4V1WrclFZ8eLROV9GRug18847gU5F/srI4ETBjh1MV1CnTuD++/YBr71mve/cucCPP3KiKhHrVDKfFA6V+Ky+09JKVHm9wLXX8p2RqW3bODcxciQj1iVaG6H55DGtWsWF+P5t9rp1wI03ApMmAQ0bJrbNihZl2rOePWMznpBiJ+lM0eQrWZLveu65xxc1CGDUn2eeiQ6TYfA8/p+fPh24yMBf2dlAjx6MbpSbS+e+4sW5n3nMhQsDnYr89fLL3N+MaqxCnUrh0HxqMCku7VikioYNC3QqMvXbb8Cnn9KTU6VwXyrwnT6d/7D7iWyzNWsCnYr8NW8eHeHOO0/bzK1MicqXmsqX/kOG8AV6VhZTDKSlxZbpxx/tnxe5uYxA1LGj9b7btgF//mm//3ff8fdIr1OJTNL5JDLFk88wXBFuVEurQDp4ELjrLuvvPvmEkYuaNNHtRbSZ0tJk8zldDmaaNi3Qqchfo0czUmR++1hut5kEJul8Epn8y1WqcJJ282Y6epYvD3TowMULsTx3uPHE778z2lHdunwPFWy/b79l2U7z5wMXXZS4dSqRTyKTdD6dCk1LK1Dz5wc6Ffnr2WfpWBQu1bLb2oh48AHRGU9ItF+smN5+276PMmYM/2mbJQ6fRKZY8DVpAsyZA/zyCxeQ1anD+YmjR2PH9PffXNRsp5UrGYk4I8Oaw86pCKDD26pVdIBToU4lMmk+uUwuGE9oxyIVtG2bvcMGAMyezRDWgDrhviTzLVjA1Xs//8zGo3t35vYsU0bbLFx5wQKE1ZIlDPOubeZOpkTnK1WKL89TU33hQGPJlFcHxOu13/fEifD7njqlRp1KZJLOJ5Epnnw6FZpWImv2bE5S22nWLOCcc1jW7UXhmHJzgXHjgMmTGe2jdGngiis4njBfJGibWTN9/z1sdfgwUzc1bKhtJo1JOp9EJiu+qlWBihX53YkTsT930aIIK4/Hl4Y52H6RjCcKk8ItUpvFyjZu5JPIJJ1Pp0LT0grU1Kn23x0/zpTL7dolThsRS74jRxixY8YMTsjXqME0Qr17y+CTaDOzHG48sWiR83wSbeZmPolMseRr3JgLAwyj4H3x/DLZKS3N12+y2jc7O/z+J09a/waJdSqRSfPJZTLvC4WV5DSAVgQ6eTL899nZPk9sw4huOVbHlcr31VeMDvXzzz7bfvopMHAgcOiQtlm4cl4vJlNStM3czqT54sd00UWwVVYW0KyZ/b5VqgCVK9vvb74IcpvNNJ9cpnjxaWklsgoynpDSLtiVpXAEMz35JPDii3QqApgy6K23fBGjnOaTYCc7prQ0hFVqqraZVCbpfFI4JPF16QJbtW8PFCtmz9e6tf2+AFMvuNFmqvNJ4VCJz+o7La1EVSTjiURrI2LB5/EwldeHH9KpCGDU8YcfBsaPd55Pos38y+HGE2lpzvNJtJnb+aRwqMQXyXZlyzJSkp3M6KV2xzHHC1ZKSgKaN3efzTSfWnyxPIfi0hGLVFC1asDZZwNbtlh/36ZNbMJySQxBlhdfejrD7H39Nf9u2hTo1Cmy4xYtCrz0krWNt25laP677nKfzaJV7tmTqyns1KWLtpmbmTRffJkuugi4+GK2dcEaORLIzAwf7vT++4GhQ0P3LV+eadCCw1e7wWaaTyZTPPkMwxXhRrW0CqQOHXgPeL3W3wePJxK5vShalM/X5cs5tujYkWOKSJh27eIkgJW++YYRd8491302ixZT167A4sXW9qtalVG18puq2u02k8AknU8ikwS+IUMYdXjjxsB7LTMTeOih8Hw1anDSc/z40Hv1/PPZbrrRZirzSWSSzqdToWlpBapjR0bltFP79joVmvn3sWPAzJnATz8xA0L//oxiGsmxvvyS6YysNGoUU85lZKhvv1gxde0KfPaZtf0uvTTyazSRbOZmPolM0vnyw/TUU4zOHBwdu1EjBmoId5xevYD33gNWrw69V4cMASpUcKfNNJ8afDoVWlhpxyIVlJzMfJRmujN/ZWaycxourFxByxJDkIXj83qB4cMZYcjUhAlAgwbAu++yIQh33HXrgN27Q21sasECYPBgd9ksmueoUIFhWd99N9R2w4ZxAKVK+ELpfBKZNF98mU6dYg77Nm0YjvrAAbZ1V13F//MKd9qhA/OKjxrFSc6kJDr/3XEHJ1HNlWZuspnmk8kULb7jx4G5c4F583j9nn8+X7iZL40AnQpNK7FVrRpw001s+4PVsCGfJ+b94fb2Ilz58GGmLDOjlwJMkXz55YxEdOpUeKb580Pt669vv+Vz2k02iyZT167AF18Ay5YF2i0pCXjkEeD0aSAnR9tMGpN0PolMEvjS0vgy/6OPgDlz2L61bcvxRMWKvvGEHd+wYUC5csD77zNCW4kS7HvddBPvVZ0KzXkO6UzS+Pbv52T0ihV8D9u2LSe9/LfzeKCllbDq0wd4/nnrSeArr+RzIPhdkpvaiEj5fv0VuPFGvqcz9cYbwIgRHFPkdazvvgu1r6kTJ9hPbttWffvFiunmm4H//S90jqdsWX7nNJ9Em7mZTyKTdL78MNWoAUyZAkycCPz4I8cXXbpwHjspyddvsjvOm28Cr70GTJ/O81auDAwaxP6X3b6q20zzqcFXUKatW4FJk4Dff+cC/p49uVDRfxvz2lZY2rFIFV19NQe2I0bwogQYfvqhh/jSx+vlZ4YR3XKsjhsLvs8/D3QqMvXLL5yAHzEi/LGS8sgMaH7vJptFu3z77UC9eqyHbduAs87itdu2rbZZIjBpvvgyJSXx5X2vXvy8aFF2TCI9TocOQKtW3KdYMU7Uud1mmk8ORzT5PB7g1luBpUvxrxYu5OB23DhOemlpaQGvv05H8NdfZ3qu5GSu2nzoITrhJUJ7kVf5hRcCnYpMTZvGNKPdu4c/TiTjCbfZLJpMKSnA22/zxeSsWXyZU78+I6M0apS/fk6i2ExiWQqHdCYJfGecAdx2G52BvF778YTV/snJnEi+9lrgyBHev8WKxe8+lVJ3KvFJ4ZDIt2sXF23u3Il/NW8e/731VuA+WlqJqtRURuC8+25Omp0+zQXPAwZwIhhwbxsRKV9uLnDPPYFORaZGjODkYp064Y+V13jCTfaLxXHLl+cCzLFjuegjKQlo146ODmeemb9+ihQ7SWeSzieFQyW+/OxTtSoXAfmPIyKdo8jIYFaF4cOZeSE1lc5Jee0rxU7SmTRffJmWLeP8hL/j0LRpXLw4bFjg9opLOxappCuv5EB3wwaupj3jDDa+4dLdFKYsMQRZOL7PP7e33YwZwKOP8sFkd9zGjYFKlYDt262P0bmz+2wWi3N07w706xd4XYa7RrXN3MGk+dRlSk1V8z6VyCSdTyJTNPg+/DDQqcjUX38BL74IvPIKtzcMV4Qb1dIqsIoU4Qvthx8G/viDg12zbxz8DHBrexGufPIkUxbYado0rjIOx9SxI8OB2+mii5yzq8Q6tWMaNIgrvfPqn2ibyWCSzieRyW18gDwm6TbTTLL4nn460KnI1OLFjGLUpw+302MJrURX6dLMDvDss3x/Xro0+9BubyMi5fvlF2DzZnv7zZjhW/hsd6zOnYHZs633L16c0ZnzawuJ9oslU9WqwAMPAA8+yM8LMp5INJu5lU8ik3Q+p5gMQzafakyaL75Mp07xmWMVjWj0aM6ZV63K7V0wntCORarJMNhpz87OO5ScG0OQhePbtcvebqdPMwRmhQrhj3vvvUwFFKwaNYAePfIO562azTSTmnwSmTSf+5ik80lkks4nkSkafB99BFvNnu1bLahToWlpUSkpDAW/Y4fvnkiU9iJcefduX5otK+3alTdT2bJ0ihk7NnT/7t2B2rXtba6izdzIJJ1PIpN0PolMms99TNL5JDJJ4Tt6lOkA7fTRR3wfaBjcXktLiwsWKlTg/eP2NiI/fFu2hLfbzp15zy107Ag0b860jMG6997I0gupYD+JTNL5JDJJ55PIJJ1PIpN0PolMmi++TIsXA3v3wlZTpgB33cXtPR777RRRHrEVtcTKMOgRF+tyPM4RLb4aNeztVbIkHbLyOm7Hjkyb0qoVG47SpRnae8IEeh66zWZSylI4VOKTwqH53M0knU8Kh0p8UjiiyXf4MMLq+PHw32tpJaoSsb0IVy5dmhFh7VSzZmRMd98NPPYYUKsWxxNVqzIlwrPPus9mbmWSzieFQyU+KRyaz91M0vmkcEjjO3YMYXX4cOA+WlpagXJ7G5Efvpo1w9uqVq28j5WcDLzzDjB4MNN6paYCTZowEnPfvu6ynxQOlfikcKjEJ4VDJT4pHCrxSeHQfM4wHTqEsDp0KHB7xaUjFqmo1FSuNDYMWeG+4l0O5rv+enoGWum664D09MiO26YN0KVL5Km8VLaZZlKTTyKT5nMfk3Q+iUzS+SQyRYOvUSPr1AUAV1FWrMjtDcMV4Ua1tKKivMYTbm0v8ipfdRXDFFtp8ODIbdavH1NYZ2QUbEyhks3cxiSdTyKTdD6JTJrPfUzS+SQySeGrVAkoV46RC63UqJHv+a/HElpaVGoqV9wnQhuRH75zzwVatgSWLQu1WXo6cMUVkR/3jjuAO+9kubBjCIn2k8gknU8ik3Q+iUzS+SQySeeTyKT54svUuHH4flOzZq4aT2jHIhXl8cgM9+V0OLLmzbk6+OmnmdPQVO/eTEmgbSaTTyKTdD6JTJrPV/7zT76UrF0bKFFCBpN0m7mFSTqfRKZo8F17LfD117DUddcxHeqxYzoVmpaWvzyexGwv8ioPGsTwxR9/7LNVSgpw332cKMjO1jZzO5N0PolM0vkkMoXjA4C1axklpXZteXwSbSaBSTqfRCZJfDfcADzzDCw1cKBvO/Me1dJKdHk8nFDLK62XW9qI/PA99xzTnaxc6bNXmTLACy8wOmq8bCbdfhKZpPNJZJLOJ5EpHnweD7BqFf+uW1cGk3SbuY1J88WX6cwzgU6dgHnzEKIyZYBLLvFt7/GEbqOYtGORqjIMduBjXY7HOaLJ178/cNFFjFyUm8tQoZUqMfdzbq62mVQ+KRwq8Unh0Hy+8o4dwKOPAsuX41916wY88gg7ItpmicEknS9e5ztxgv9Hcu0Xlq9pU+Dll4GnnvLlM05LA265hVFDzO21tLQCJaW9kNSeJScDI0fSYXHFCq48atmSjsLaZonDJJ1PCodKfFI48uL78UdgxAjgr7/4d7FiwE03MTqzBD6n7SSdSTqfFI5I+HJz6VyXnMz3ebE+9zXX8Hxjx9KJGACysoDHHwcaNuQEgLmPlpZWoHQbFsiXlQW8+y7w++/AL78AZcsCF1wQv3kJlewnhUMlPikcKvFJ4YgX3yefAKNGsV8DMCrjo48C7dtrmyUaU6LznT7N+YnUVCApKfZMTz3F8fvMmfhX9eoBzz7rW+xsbq+4tGORitKp0PLm69WL5XinG1DZZppJHT6JTInOl53Nl/7mJICpWbPYgZk4UdssEZik88WDafVq4JVXfKG/W7Vi+O5GjWLL17UrHYs3bACOHAEaNODg2b8fYBiuCDeqpRUV6VRo4cvVqgHVq7OsUyInFpN0PolM0vkkMlnx7djBlIv+0ZdPnABefZXt9aBB2n6SmaTzSWSy45s+nWlJt2zhJEDXrnTwKV48thy33cZop3/8wfuvalUgMzNwOz2W0NKidCq0vPnOP5/vJcztdEpk+UzS+SQySeeTyBRLvtmzgSefDGyvd+9mH2fSJKZj0jZLDKZE5ktN5dzElCnAwYOMFvif/wAPPBBbpsxM4M03gXvvZUaTKlWAypWt+RSXdixSUWY4O8Pw/R2LssQQZNL5JDJJ55PIJJ1PIlOi833xRahTkanvvmP40bPP1jZzO5N0vlgzrVwJXH01V+KZWrIE+OEH4IMPGEUw1nznnONLVRQcYlynQtPS8snjUa8Nk84nkUk6n0Qm6XwSmaTzSWSy4nvzzUCnIn+98w6jMGr7yWWSzieRyYpv0iTgiSfwr3JzuVjn55+ByZM5MRBLjtRUjlmyszkR4fEEbmf+raWV6PJ4OEGmU6FpPjcxSeeTyCSdTyJTrPgALkiw01tvAW+8oW2WKEyJzHfXXRw/mDKjkm7cCLz0ki96UayYMjOB5s25vzlH4b+Neb8qLO1YpKLMAa7XS0+348djU969O/bncBufRCbpfBKZpPNJZEp0vh9+CN9uL18OlCypbeZ2Jul8sWZ65ZVApyJTp09zcDtqlLN8WlpaPuU1npDYhknnk8gknU8ik3Q+iUzS+SQyWfGtXGnfZh86BKxdC9Stq+0nlUk6n0SmYL6TJzmesNLWrcD77wP9+ztrs6ys2PTLtLRUU3Y2I/AcOaLbMM3nHibpfBKZpPNJZIoV37FjwKZN9u326tXA/v3aZonClKh8GzYEOhX569tvgcWLGU3QSZu5YDyhHYtUVNGiQKlSvAiLFuW/WJVLlYr9OdzGJ5FJOp9EJul8EpkSma9cufDtdtmyebfbiWYztzJJ54sVU2pqeAe7H34ASpRw1mZmGFMtLS3eC/q5lBhM0vkkMknnk8gknU8iUzBfqVLh2+2KFSPrSyWK/SQySeeTyORf3rqVTgp2Wr0auOUW522mpaUVeC/oNkzzuYlJOp9EJul8EpliwZeRASQnAzk51u12Zmbk50oUm7mdKRH5fvstfP/lt9+Adu2ct5ni0o5FKio1FUhJYdisjAxejLEoJ1ruRbcySeeTyCSdLy+m3Fx6oJctK5PP6XIs+Hr0YIoCK5UoAXTtynrRNnM3k3S+WDKlp7NvYpfCIzXVeZsZhivyGGtpRUV5jScktmHS+SQySeeTyCSdL15MJ08yEkHp0jL5VGey4rviCmDFCus2+/zzgcqVtf0kM0nnk8gUzJeeHr7vkpYW399gZTM9ltDSolJTmcpDt2Gaz01M0vkkMtnx5eQAe/dyLBGPeUw32Kywx0pNBXr2BKZNs263u3eP7FyJZDM3MyUqX7Fi4fsvpoOPkzZzwXjCccciwzBSANwCoAmApgDOAZAC4Eav1zs2n8eqCmBTmE0+8nq9/QpGKkgej+zchlu3Aq+9BixYwL9btwaGDAFq15bBJ9FmicwnkUk6nx3T1q3As88yrB/AzvtNNwF9+0aWO9TNNos131lnAbfdBrz+OkL0xBPsOGibuZ9JOl+smTp2BL7+Gpbq2JHnd5KveHH+reUq6bFEAeXxyG7DVqwARo9mdALTQXfQIDl8Em2mIp9EJul8sWb64QfghReAn37i3zVrAvfdB7RsKYNPos2ixdetG/Dll8DChQhQVhbwwAO+Poy2n0wm6XwSmYL5qldnZK6dO2GpCy6I731gZTPz/Fqukh5PFEAeD99z5TXGd6oNy84GvvgCmDyZqYEqVgT69QP69AGKFHGeTz8DZDJJ55PIZMX32WecG9yxg9+1asW+bJ062max5rvzTo7ntm5FgJo0Aa65JrJ+VKLZzK1MicrXti3CqkMH5+8D8/wKy3HHIgAZAMwk2n8D2AWgSiGPuQbA5xaf/1LI48qRYbADH+tyfvfZuhUYMAA4eNDHOmsWnYw++oiT707ySbSZ5pPDoRJf8N9HjgDXXQds345/tW8f8MwzwKFDwODB2max5rvxRuC884ApU4A9e4BatbjyuHp1bbNEYpLOF8tzDB0KLF3KNsdfpUoBt97qPJ+WW6XHEgWV1DZswQK2J6aOHwfeew/4/nuOJ4oUScw21q18UjhU4ovVcdeuBa6/Hjh9Gv/qjz+4UGHMGEbN0TaLHV9qKvDqq8Ds2cCcOYwY1aIFcNVVdI52mk+CnaQzSeeTwmFXTkoChg/3jRv81aQJV9pLsJmWG6XHE4WRxDZs9Gjg7bd9jBs3Ak8/DfzyCxf/Oc2nnwFymaTzSeGwK0+dCjz+OAK0ZAkwcCAwYwbTcWmbxY6vbFnOS3z6KbB8OT+/8ELOTwDaZonGlIh8lSrx/YV/H8DUwIGcp5NgM8UlwbHoOIBuAFZ7vd6dhmGMAPBYIY+52uv1jigsmFhJToU2ZkygU5GpY8foqfzKK87ySbRZovNJZJLOZ8X02WeBTkX+evddThJkZSWuzeLFd+GFnAAwPz961Hkm6TZzE5N0vlgz1ajBkLvjxwNz5/LzLl3o9FixovN8huGKcKNaIdJjiYJIaiq0nBzgv/+1Zv79d76M7Ns3MdtYN/JJZJLOF0umt94KdCry15tvcnWftlns+S67jM5E/uOISMcUiWI/iUzS+SQyWfH16MFFCe+8A/z8M6MWdu9OZ6NwqcXjZTM9lnCr9Hgiv5KcCu3gQesJRYBjiauvprN0IraxTnNIZ5LOJ5HJv5yWRqc+Kx08CHz4IXD77dpm8eAbPBi4666CjScS1WZuY0pkvuHDueB/0iQGQqlUiVELr7qKfgpO28wF4wnHHYu8Xq8HwFdOcyglj0duCDIzBZOV5s5lKNJopWSSGMJNIpN0PolM0vmsmIJD5vvr5Elg5UqgffvEtZl0PolM0vkkMknniwdT2bLswN97Lz9PTeWz3+Nxnk+nQnOl9FiigPJ4nG8vrMrr1oWG7fbXrFmcdE/UNtZtfBKZpPPFkmnJEthq9WpGSNU203yaSU0+iUx2fPXrM3qXOY4wDL6Il2Azjwda7pMeTxRAHg/vS4mp0GbPDs8+Zw7QsGHitrGaSV0+iUz+5fXrGcHfTosWATffrG0mnU8ik3Q+iUyJztelC3DxxYHjiePHZdjM44HqctyxKEY60zCMwQBKA9gHYInX6/3JYaboyjDYgY91Ob/75OTYM+fm8n8n+STaTPPJ4VCJL/jvlBSElfkgTGSbSeeTwqESnxQOlfikcDjBp6UVudw/lgBkthfmeMFOOTmy2zMpHCrxSeFQiS9Wx81r5Zy5QEjbTPNJKEvhUIlPCodKfFbfaWlFpsQYTwDy2ohIxhNO8jlVlsIhnUk6nxQOq3JeY4miRbXNVOGTwqESnxQOzacGk+Jyq2PRRf/8+1eGYcwHMNDr9f4VyQEMw/jR5qu6hUOLgiSnQmvXjp7/VrrgAl8HQmKINLcySeeTyCSdz4qpZ0/g66+t771y5YDmzRPbZtL5JDJJ55PIJJ1PIlM8+QzDFeFGteKiQo8l/tlH3fGEU+1FvXrst+zebc3dqRO5JbZnEpmk80lkks4XS6bu3ZnO1EpdunBbbTPNp5nU5JPIJJ1Pp0LTKpzcPZ6QnAqtc2dg5Eh79gsvTIw2TDqfRCbpfBKZ/Ms1awJ16jBykZV69ozPnKZKNpPIJ5FJOp9EJs0nl8kF4wm3ORYdB/AEgM8BbPzns0YARgC4EMA8wzCaeL3eY87gRUkeT3xDkJ08Cbz5JvDZZ3zJX7s2MHAg0Lt36D5DhjCs4YkTgcxFigC33CI/RJobmaTzSWSSzmfF1KED0LYtsHgxQvTww1yxIzFEsRT7OV2WyCSdTyKTdD6JTPHk06nQtPJWYowlAN4L8bwfd+0CXn4Z+OYbji1atODY4LzzArfPyQFuv519l2BVquQbf0hszyQySeeTyCSdL5ZMgwZxkdD27QhQVhYwdKjvGaptpvmcLktkks4nkUk6n06FplUwJcZ4wuPhBFk83zNu2MD5ie+/57158cWchzjzzMB9ypUD/vMf4OOPQ7k7dAAaNYo+t8Q2TDqfRCbpfBKZ/MvHjwMPPQTceGPo87JRI6BHD20zFfgkMknnk8ik+eQyBbePCioqjkWGYWwGcHY+dpnk9Xqvisa5/eX1encDeDTo44WGYXQBsBhASwCDALwawbGaWX3+z0qBcwuJWngZBjvwAP9fsQLYvx846yygbt3QbQpazskBbrsN+N//fOfesIEv+/ftA669NnCfGjWAyZOBF17wOTi0bMkJgkaNeNMUlsm/HM1juZlJOl8sz/H778CYMcCyZUByMle6Dx3Kh8PffwO1agFnnKG+zZKTgVdf5cB55kzg4EHgnHPYma9b13k+aWUpHNKZpPNJ4VCJTwqHE3xaYuXGscQ/x1NnPHHyJLBkCfv+DRpwfoPt/AAAIABJREFUZU607sE9e4ABA+hcZGrpUv577z2gadPA7S+9FChZEnj9dWDdOq5q7NqV44mSJX3jCSntln9ZCodKfFI4wvHNnw+8/Tawdi1Qpgwj+1x7LbBpE3DoEMcTqanq26x0aWDSJN6XCxawPWjThuOJ0qWd55NoM82nmVTik8KhEp/Vd1oipccTDsq8P/bupdNPkSLMaBDN8cSaNcAdd/jSnJ04AXz+ObBwIfDRR0CVKoH7PPggFyVMnswxSGYm0L8/cMMNodzRKktpt1Tik8IRa77Tp/m+fvJkYMcOoFo14Mor6Ry3di2v6zp1IhtPSLGNXblJE2DaNI6dVq4E0tP5OwcMAIoVi/7cYDzrMZH4pHCoxCeFQ/OpwaS4ohWx6E8AJ/Ox/Y4onTcieb3e04ZhjAU77+0RYeddrPxTF2zeDAweDGzZ4vv+vPOAt97iw9owChfua+nSQKcif40axRUAmZmB+zdrBrzzDl9EpqcD2dmF4wjHl0gh0tzKF0umP/9kxzU723fdfvopo2+ZObUBTmCNGMHVuKrb7Lrr6Ax49Kjvc/+y03wSyhL5JDJJ55PIJJ1PIlM8+QzDFeFGXSo9loi3/McT33zDl+9Hjvi+v/xyphCIxj04aVKgU5G//vtf9s2C9+3Zk87gp07Rmej4cfntmUQm6XwSmYL5pk8HHvWbH9y6FRg9Ghg71rfSrFgxRuC64QYgKUltm5UvD9x/P+//gownJNapRCbN5z4m6XwSmaTz6VRoqkmPJ+Ip/1RoubnASy8B48bxXgGAtDT2J/r3j879+PbbPqcif+3fD0ycCDz9dOg+gwcDd94JHDhA3uLFY/d+VGIbJp1PIlOs+B57jHMRpn77DRg+nP1tczxRoQL/btdOfZs1bgw895zvu3jPS6hoM6c5pDNJ55PIpPnkMrlgPBEVxyKv19spGseJsfb883+GoxTRkMfDf0eOsIN+4EDg98uXc1XhuHF8sWnuYxj5Kx87BsybZ89x+jTTnl18sf2xTNb8njtSvkQKkeZWvmgx7d9Pz/8FC3httm4NrF4d6FRkyt+pCGCEn0OH6BCXSDbTfJpJZT6JTNL5JDLFk0+nQhMrPZZwQB4P//38Mx2SgzVtGhcP3Hdf4e/B+fPtOX79Fdi5k1Fg7I5z4oQa7ZlEJul80pj+/BP44ANg1So6C7Vuzeg9VvJ/npw4Abz4Iscg5kr4RLGZCnwSmTSf+5ik80lkks6nU6EpJT2eiLM8Hk6QHTvG+YexYwO/P3kSePxxoGxZoHPnwt2Pe/cCv/xiz/Ldd+FTmwFcrBDLtG0S2zDpfBKZosG3ahXw7rvAxo2MmtWsWaBTkb/8nym7dgE33cR9mzdPLJslGpN0PolM0vkkMmk+uUz+bb+iilbEIhV0/j//bwy7lSoyDODLL0Odikz9+CNf1Ddo4Nve681/2fw7nApy3GiVnTy3SkzS+Qq7/4EDwNVXs9Nuau1a5EuLFjHdRvXqiWEzzSeDQzqTdD4pHCrxSeFwgk9Lq3By11gC4P3x/vv230+ZwvRjsb4Hc3PltRcS2zC38knh+PVX4Kqr6CRkavVq5Evjx3NMEuu0aFJsphKfFA7N524m6XxSOFTis/pOS6vgct94wutlxCA7TZxIx6LC3I+RMBTkuInQhknnk8IRLb5p05gRwdSffzJdX340diydkaLFJN1micoknU8Kh0p8Ujg0nxpMiktJxyLDMEoCqAjgkNfr3en3eUsAq7xerydo+44A7vznzw/iBhormakLNm0Kv92mTeyIFCbcV8eOwNSp1scvUgRo29a5MGWJFiLNrXzBTF4v8O23zJG9fz9z8/brB9SoYX+s118PdCoqqNauZU5j1WwmgUnzuY9JOp9EJul8EpniyWcYrgg3qlV4JfxYAvCNJ/74w36b48cZ0bFs2cLdgxdcYD9uOecc4Mwz858+SmJ7JpFJOl+smE6cYCTTL79kpNIOHYC+fYFSpez3HTky0KmoIDp8mKuNGzdWz2Zu5pPIpPncxySdTyKTdD6dCk0rjBJ+PGGmQsvJAfbssd/u99+jcz+ecw7TR1npwgtltheSyhL5JDL5l48e5SKclSt5vV9yCRcQ2O1z+DBT8hVWP/9sbxfpNpPIJ5FJOp9EJul8Epk0n1wmF4wnRDgWGYbxAIC6//zZ5J//rzMMo+0/5cVer9c/puZlAMYDeA/AtX6fPwegvmEY8wFs++ezRgA6/lN+xOv1fh9degfk8fBfZmb47TIz2flZupR/t2/PCEb5CffVujVw/vm+Y/jr1luB9HRf6C43hSNzE5N0Pn+m7GzmHZ4+Hf/q55+BDz8E3niDE1NWx5oxA1FR0aLq2UwKk+ZzH5N0PolM0vkkMsWTT6dCc630WKIA8nj4r3RprqS0U0oKMHcuo7lkZQGdOgHlyvmOEck9eNVVdPDYvTv0+Pfcw9QE0toLiW2YG/liwXTgAHDddcD69fhXq1ZxPDFxIlC1aui+O3YAa9YgKkpL06k2pPFJZNJ87mOSzieRSTqfToWWUNLjiXzK4+EEmdfrczKyUunSHAN8+SWwbRv7YR07cj7BPE4k9+PgwcAdd/B8/srKAgYOjG3fS9U2TDqfRCaz/NtvvK6OHsW/WrYM+OorLm4uWjR0n7lzo/OM8H9vpZLNpPJJZJLOJ5FJOp9EJs0nlykazwqHJcKxCEBXAB2CPmv9zz9TQcl6LfU+2LFvAeASACkA/gbwMYDXvV7vosKjCpFhAD16AG+9Zf19uXJ0tpgzx/fZqFFcqfngg4HHMTvlVuWkJJ5j9GhGLtq3j5FjBg4ErriCEwHh9o912clzq8Qknc/8+/vvA52KTOXkAI8+yrzZVvsfPx66T36Vnk7HJdVs5jSH5nM3k3Q+KRwq8UnhcIJPy83SY4mCyDCAyy4Dli+3/r5dO/b5N2zwffbMM3QC798/8nuwTBlGonzpJb5wPXkSaNECuOUWoFUrDqqltRcS2zC38kX7uBMmBDoVmdq9m9fgqFGh+548Gbp9QdSsGSN8RfP3qFKP0vmkcGg+dzNJ55PCoRKf1XdabpUeTxREKSlAz57AJ59Yf3/++XQkOnTI91lmJp0zmjeP/H5s3Bh47z3g7beBxYs52XfxxcDNN/sWPUhsLySVpXBIZwIYecjfqcjUsmWcH+vfP3SfaI0nundX02aS+aRwqMQnhUMlPikcmk8NJsUlwrHI6/VekM/tJwCYYPH5OADjogIlWWbqgurVgeefB+69N/D74sW5mnjy5NB9P/qIqZ6uvDJ/4b7uvBO46y46Xxw75tvu6FH7/WNdTrQQaW7l82fyd4QL1u7dTFVWv37osVq2BL75xnq/atU4ofXDD/y7Rg3rlfnPPMOJgOBrWrrNpDBpPvcxSeeTyCSdTyJTPPkMwxXhRrVCpccSBZA5nujVyxcd0l/VqvHlqL9TkanHH+ckQdWqkd+DNWsC//0vy8HjCYnthVuYpPPFgmn2bPvrfu5cXvfB+9asyRX1+/ZZ79ehA7B1K1Mvp6czpdr27YHblC7NeyPWNpZYj9L5JDJpPvcxSeeTyCSdT6dCSyjp8UQ+ZUYpysgA7ruPTt0//RS4TadOwMyZgU5FAHDwIDBsGLMjpKREfj+edx7Tnh054kuj7OS8hPQ2TDqfRCbD4Dj1xx/tr/3Zs4Frrw3dv2XL8PfMJZcAS5bw+i9fnmPt4HujcWNgyBCdCs3tTNL5JDJJ55PIpPnkMrlgPCHCsUgrn/J4fGGzuncHatdmlJf9+/mCv2dPRhOy06RJQJ8+vmMZhnVZYggy6XwSmaTz+TMdPoyw2rfP+lg33mjvWHTXXZwMABhhKyWFg90PPwT+/pv3T58+QK1a1qFzpdtMCpPmcx+TdD6JTNL5JDLFk0+nQtPS8snj8d0fjzwCdOnCl6QeD9C0KXDWWYxWZKf33mMUVLe2F25hks4XC6YjR2Arr5ep0sxJLP99b74ZePLJ0H2KF+c9UrYs0zYXL86JgDlz+O/oUeDcc5nyr0QJ33NGJZu5nU8ik+ZzH5N0PolM0vl0KjQtLXt5POxXmffJ+PHAggXAwoXsZ118MVPNzptnvf/+/cDnn3O7/N6PBUmjnIhtmHQ+iUyGAezdi7A6etT3LPDfv0oVjqmtFk3XrcvgAKdPc58SJTgmmTaN2RsARvbq0yfwWaOKzSTzSWSSzieRSTqfRCbNJ5fJbOMVlnYsUlWGwQ48AFSrBtx+Oz3oPB7+C9cJ2rrVt6//cazKkW7nVFkKh3Qm6Xzm302aAN9+C0sZBtCwofX+jRsDY8ZwJbwZjahyZeCee+hU5PX68h97vQy326iR73OPR12bOc2h+cKX//6bg8rsbF5zLVo4zyTdZqozSeeTwuEEn5aWVqDM+8Mw6BjRtKmvX2TnsG1q2zZ3txduYpLOF+3jNmnC9MlWqlHD52QavO+AAXzZ//bbnOwCgHPOAUaM4LjC4+H9kZQEFCnCVce9evmOFcmYQqrNEoFPCkdB+H77jROzKSlA5850/JTEJ9FmEspSOKQzSeez+k5LSytQhsG+UbdufE55vewXvfpq+P3yO56Q0i5oPnczVaoEZGX5xgPBatrUfv+nnmJqvo8+ogMcQGejhx7iPZKby3vDMDgmufpqYNCg/I0npNhJJT4pHE7xnT7NaFlr1tCprXt34IwztM0SgUnzyWVSXNqxSEWZqQsMwzqcVkoKULEisHOn9f5nnx1ZGC+JIcik80lkks7nz9SvH/DBB0x7FqyrrqL3v12Y2/bt+W//fq5UPussdpYKGxZXus2kMGm+0PKUKZyM8lfz5sCECaFtuLaZO5ik80lkiiefYbgi3KiWVlSU13iiRo3w+9eoEXnqAhXbC7cwSeeLBdMttwDz5/OzYA0dGn7fgQPpYGSmRCtenP+ctpP0epTOJ5EpEr7Tp4EHHmAaGVOvvMK09sOHO88n0WZSyhL5JDJJ59Op0LS07OWfCs3uPqpWLfwxatXKXyo0aW2E5nMfk1m+5RbrSKZpacD119tzp6YCzzzD7Ak7d3IeI5pjZsk2k8onkSmefHv30nlt3Trfdfz883SCu+wybTM3M2k+uUwuGE9oxyIVZUYlMgzf38Hl/v2Bl16y3r9/f1+4LdVCkEnnk8gkke/YMYa83b2bKwE6d+Z3RYsC48ax875sGT9LS+M1O3Sodaqy4HLp0mz4T5+ObHtVbBZrpu3bga++omNW9epcUSGJL1rlAwcY1ap69dieb8WKUKcigJ8/8AA78KrYTCqfRCbpfBKZ4smnU6Fpafnk8YS/bzIzgXbtgEWLrPe//HJ3txduYZLOVximrVvpQAQAzZpxcgpgmuPRoxnJdNMmflauHMcSHTtGNj6oUIHRJg8edJfNYl3+9VdgxgxGdWrdmpE6k5Od54u2zfbtA/bsYSSrWPKNGRPoVGTqww+BatW4yl1F+7mVSTqfRCbpfDoVmpaWvTweTpCF61d16ACUKsX3cMEqXZpjDZXbCM2nPtNPPwE//sgJ37ZtmfoYYEqyQ4eAiRP5P8AxxsiRwJln+p4FdsdNTqZTUWoqxxRuslks+bxeYPFi/ktNZYTY6tXdZzOAY1kzzXYs+e69N9CpCGDkrAcfBGrWZHYQFWwmnU8ik+aTy2S2AwpLOxapKsPgw9aufMMNnDyfPj1wv4EDgd69w+/rX450O6fKUjikM0niW7CAjhXHj+Nf1avHtAMlSzLS0HvvAX/9xcFnrVoMF5rINos105dfsqOZm+urk1GjGFmnShXn+aJRPnYMePxx4LPP+DuTkuiZf/fdHEBG+3yTJ8NWM2fS3pmZsm0mvU6lMknnk8LhBJ+Wllag8rpvRo5kuuWffvLtU6QIn6d16vhe/kVyrFiUpbRb0pmk8xVkn9Gj2Vf1V7dudCYyDDq1zJoFbNjAxQZ16rD/l8g2i2U5Nxd47jlg/HhffUyYwBSLr7/OdBJOs0bjWFu3cgHM0qX8+4wzuAJ44MDo83m9dCCy00cf0bFIJfslApN0PikcKvFZfaelpRUou/uoWDH22YYOZdQMU6VLA2+8wYWk+RlPSGkXNJ/6TNnZfB88dy4CdPfdwI038p1x797s423fTkehypXzf826yWax5jt+HBg2DPjhB199vP02F5vff797bLZ0Kcesf/7JvytV4hxB167RP99ffzEFmp0+/ZSORdJtpgqfFA7NpwaT4tKORSoqr9QFZvnZZ/mia9kyvlC98ELgnHMiTw0lMQSZdD6JTJL4DhwA7rwTyMkJvKbXrgXuuw94913fPlWq0MkoI6Pw6cwKUz52DNi4EahalSkG3VaP27YB99wT+lDbs4cd+i++4IBKpessuJybyzC0/p3p3Fxg6lQOEMePj/657VJRmtq/HyhfXq7NpNepVCbpfBKZ4slnGK4IN6qlFRXlNZ4wU0DNnAnMmwf8/DOjvpgrj93eXriFSTpfQZjmzAl1KgLoSFSjBlMXmNvXru0rF2Q8ES2b/fEHI7U2bMhjuq0eZ80KdCoytXIlU3e9+KJ611lwOTsbuO46jpFMHT7MKNEnT3LcFE2+lBRfSj4rbdumlv0SgUk6n0Qm6Xw6FZqWlr0iSYXm9QJNm3Iiffp0Prtq1WJkmNRU9dsIzacu0/PPhzoVAeyzNmkCNG/uGw+fe66z8xKGQYemn35i37BFCzrtS6nHaNXpyJGBTkWmJk8GGjdmumrVrrPg8tq1wJAh/NvU9u3AHXcAH3zAKLzRPF+4sYR5buk2U4VPIpPmk8vkgvGEdixSUR5P5KG1zj6bnXYz7GJ+UkNJDEEmnU8ikyS+CRNCnYpMLVnC8Pm1aztvJ8PgoOGRR5gezFSjRkxhVauWe+rx448DO7T++vNPYPlyDqKc4otGeflyew/9pUv5XevW0T33mWfyeraSYXCFlhn2UKLNpNepVCbpfBKZ4smnU6Fpafnk8UR+P557Ll9ymaHc/Z9fbm0v3MIkna8gTBMnwlYTJwLXXkunDAk2++svYPhwYM0aH+Mll3CM4RRTLMrhIutMncpotcnJal1nweUJEwKdivw1bhwnO6LJ5/UCZcoERnjwV+XK0Un7reo1J5FJOp9EJul8OhWalpa9PB4+qyJ9FnXuzHJBxxMS2wjNpybT4cN8F26nsWP5/l+KzRYv5lzEjh38rGhR4KabmK0kKcl5vmjUaXY2o+fYacoUoFcvta4zq/LLL9vPwbz4Iscb0TxfmTK2JgXAaElWbbgkm1mVJfJJZNJ8cpk8Hqgu7VikorKzgYMH+SDKyGCowFiUd++O/TncxieRSRLfH3+Ev7Z/+42dHqft5PUCjz4KLFwYyPfTT8D11/MFudfrjnrcsiV8nfz+O6M1qXSdBZcXLQr/Gxcv5gryaJ770kutV78AwMUXc9v9++XaTHqdSmWSzheO6ddfgW+/5aRZ7drAFVfwhYUUvmiUtbS0fMprPCGxDZPOJ5FJOl9BmDZtsr+uDx3iaviSJZ232Z49HDcEO6N89RU5X33VPfVoTnRYKSfHVycqXWfB5XBpBLKzucK6TZvo8vXqxcktK/XsCRw5oo79EoFJOl+smY4c4bh6yRJG8WrRAujRg22ABL5o2Swry74t0NJKJGVnc0FmIj+LNJ+aTH/8wevXTps2cZwswWY//QTcemvovffaa8xO0rev8/UYjTo9eTL8RPu2bQVvayTUo1letsz+N65axQhDZtaIaJwvM5P9MatIUADnJ6zsKslm0utUMpOKfIYBTJvGhVnFiwPt2/MaLl7cXTZzwXhCOxapqKJFmYLA62XZnPiLRblUqdifw218Epmk8J19dvhru1YtGfbbuDHUqcjUnj3Ad98Bl13mjnqsW5cpJezUoEHBziWhHs1yXg/rrCygRInonvuCC4CHH+aqEn81bw488YR8m6nCJ5FJOp8V07hxwFtv+a7TBQu4gmvMGKBePef5olU2w5hqaWnxXshrPCGxDZPOJ5FJOl9+mSpXpnO2ldLT+X2RIs7bbMYM+wg3338P/P030z67oR6rV4dtGuBixbhIAVDrOgsun3FG+Da1XLnCjSes+G65hXb98svAc115JXD11UyLoYr9EoVJOl+smJKSmMbjf//zXafffQd8/jmd4zIz3WUzLS2twHtB9TZM8yUWU/XqjKRpl1GhcmXfONlpm02bZn8PTpnCqEXmey6V6zQ5mf3oI0esf2uNGtHvZztRzsiwd2pLSWF2A7NNjda5n3uOzmlr1/rOVaQIMGIEo1JLt5lKfBKZVOLzeIBBgxj12dTMmUC3bsALL7jPZopLOxapqNRUPmwMgw8krzc2ZYm5DaXzSWSSxDdwIPDuu9bXdcOGzJlremY7aad168Lfg+vWxecejEc99ukDvP02VwcE69xzC1YnTl9nweVu3Zg/207dusXm3EOGAF260HHr1Cle42ae7uD83NJsJr1OpTJJ57NiWrcu0KnI1KFDwEMPcTLLLTYzDFfkMdbSioryGk9IbMOk80lkks5XEKb+/bl610pXXknnIgk28395a6UNG/iS3A31eO21gQ4F/urfny/kgvu+0q+z4HKvXvaLMapUAZo0iQ3fiy8Cw4bx3MnJHLeUL6+e/RKBSTpfLJnef9+6DdiwARg1CnjySffYTI8ltLSo1FROArqhDdN8icd0+eXAJ59YX9sDB3KcLMFm4cYTBw7wX/ny7qjTAQOs302adaLidRZc7tkTGD/e+jd27852NdrnrliRmTdWrQKWL2cU2csvp01UsJkqfBKZVOO7995ApyJTs2YBnTpxHOwWm7lgPKEdi1SUx6N+HkG38klkksRXvjwjuAwfzobUVOXKfGl66pQMO6WnI6wyMtxTj5mZ7LgPG8Y806bq1AFeeqlgdeL0dRZczsoC7rqLvydYt9/O9HuR5oXPbzkzk6FpU1PpvLVlC8tZWYG5sKXZTHqdSmWSzmfFNHkybLVxI7ByJVexuMFmxYvzby0tLd4LqrVh0vkkMknnKwhTt25Mn/z++whQ69Zcjek0n/8zJ5zS091Tjy1bAg8+CDz7bOAYr2tXRt2JVT87njbr0IERSefPR4CKFAEeeYTpKAr6O/PiO/ts4JprWDYMpvAoUQKoUEEd+yUCk3S+WDKFG09Mn872wS0283jsf6uWViLJ4+EzP17PeIlthOZTl+nOO4HNm0NTRF1/PVPvOM1nlvMaT6SmOt/PjladDhoEbN0aGKnTMDhf0bZt7PrZ8SzfeCMwb16o80T58sDQobE9d7NmzEph9mX++ovzIdJtpgqfRCaV+LZtY7RTO338MdC5s3ts5vHY/1ZFpB2LVJVh+F7axbIcj3O4jU8Kh1S+7t358nnuXKYHqFwZ6NHDN+HrNJ9hcGKiVCl6/lupe3d31eP55wPffMMX5QcPAtWqMX9pWlrB60RCPfqXBw4E6tcHJk6kc89ZZ/EF/XnnxYdj/nzgv/+lowbAFer33cdJCiubZWdzsLFrF1CzJtCmjfO2lFCPKjBJ5wv+e98+hJX5vRtspqWlFSgV2zDpfFI4VOIryD4PP8wVn99+C+Tmst/arFnh+q7Rttn//R8wYQIslZnJ8QbgnnocOBC46CKuKCxShH3Xs8+Ww1fY/ZOTuUhh+nT+xv37+XJ+0KDo/M5I+jATJnCVszlGbdsWeOABRkyy2nf/fmDxYkaLatGCY6FEbzsSnS9Wx7V7bwJwodKJE1yc5RabaWlpBUr1NkzzJR5TRgbw3nvAokWM4pKRwYgYVavye6f5zHL37vaRWtu145jCSb5o1mlqKvD008DNNzMKYkoKxxYlS6p7nQWXs7KASZPokD1/PtPxNWtGh6OKFWM/L3biBBf2f/45+2fJyYxedNddvkX2wTbbvBlYtozj7FatmP5Zgi2l1Kl0JlX47NIgmtq71302U1zasUhF6VRocvkkMknkq1wZuO02vuQ8doxcTjP5l1NTgddeo+NJbm7g/devH1OEqR7O36rcowfLhf1tUq6z4HKXLpzE8b/m4lGPS5YwLZq//vyTn02dCtSrF2izFSu4ImP/ft/2desCb77JgYabrjm3MUnns2Jq3JiOhXZq0MA9NjMMV4Qb1dKKinQqtMRgks5XGKb69X3PqFj15wrD16ABcMcdwCuvhN5/Dz1U8PRgEuvRLFesyLFSPPvZ8bZZ//50JvL/bfEYO735JvDqq4HX0eLFTEM3YwYnKvy3nzSJkzM5Ob7t/+//gGeeyb8tJF5zEpmk88WSqWFDYOFC6/5GpUpA6dLusZkeS2hpUToVmuZzA1P79lzwmZER2p+TwNevH/t7CxYE3n/p6XQud5ovFnXauHFgumg3zlEMG8ZojvGcF0tPpwPTokW+6ygnhykBt27l4gV/myUnAyNGAFOmBF57d95JRyTVr7NEYFKJr0YNRuS1czBq1Cg+/hDxspkLxhPasUhFeTzqh/tyK59EJul8EpkMgw+PpKRQx6JPPqE3d5062maaL7Ly66/DUl4vVz6/8YaPaf9+dvRPnAjcdt06pvcww8w7ZbPff+eqnt9/Z8jUHj2YFsJJJifOrSqfFVOvXkyHeOwYQtS1a2xTBcbbZjoVmpaWTx6Pem2YdD6JTNL5JDJFky8rC5Z6+WVOYqSlaZslKlN++I4dA8aMgaX27gU+/JCLdsztlywBnngidNsvv6RD2333OWu/xYs5ptmzB6hVC7jiCuCcc5xlinZZIl8sma65xt6xaOBArorPazyhis08HuvfqaWVaPJ4+E7LLe8KNJ9mksiXm2s9njh+nCmIzffN2mZqMTnBt2pVoFORv5Yu5fihdWsf07hxoU5FAMex1ar5MjA4YbODB4GZM5kN5ehRBgAYOJDjHLfXo1v5Tp0CBgzg/ISVBgxwl808HuvfqZCSnAbQKqAMgx34WJfjcQ638UnhUIlPCod/+Y03gNOnEaKcHGDUKOf5Tp8GDh/mZ1Js5l+R/i4fAAAgAElEQVSWwuE0n9cLrFwJWy1fHsj02WehTkWmfvsNWLPGOZstWMC0I59+So5584Dbb2eKN6eYpFxPKvEF/122LCerzDQapi65hKtTnOaLZllLSytQKrZh0vmkcKjEJ4Uj2nw5OaERZkzt3MmIMk7bzHxhJsVmEutRAt+6dcDJk7DVjz8Gbv/++/bbfvKJb6zhhP3eeIMRn+bNY2qPqVO5Gn/WLOeYEumai9Vx27YFRo6kE7+pIkXo8Na3r/N80baZlpZWoFRvwzSfZpLKt3kz3xNbadGi0D6gE+Xjx4HsbDk2k1iPEviWL0dY+V9Lp0/7FjZbaeJE52x2+jSjPY0YwZR5a9Yw2lLPnsAff7i/Ht3Md9NNjMbrr1KlGAG6QQP32Uxx6YhFKkqnQpPL5wRTejrw11982diggTw+iTaLpLx4sf09uHgxQ0ImJ8ef79gxYPRoemYfPw6UL8+H7i23OG8z6XWaF9++fXy5vXkzw7X37s00G4U5X24uz5WdbX0tpaezPTeZtm8P3/5v2wZceGH8bVa0KPDYY6ERvABOjPXuzZRuEupRSlkinx1Ts2bA118Da9dysrNuXUZli3cKE50KTUsrftKp0BKDKVK+nBz2QTweoGpVGUwSyoXhW7eOfUs7LV0K3HyzMzbbswd4/HFfKtS6dRmSv3t3d9ZpPJn++AOYNo0raatXZ6Tb4DRl+eUrVSp8e56eHrj95s3222ZnA4cOAWeeGX/7rV9vH3lp5EhOCET6nkvidSadL9ZMV1zBaLa//MI0Bueey+ss0vGEKjbTYwktLUqnQtN8weUTJ4AtWxiRs3x5GUzSbZZX+Ycfwt+Hy5YBF13kDN+qVYyaZC6Abd+ecxMVKjhfd9LqMT98AG37+edsY9u1Azp3LvxvyMwMfy35p2PzejmWsdPmzfFPS2WWp0yxvi8OHWIa6EmTZNSjhGtLNb70dEbdvfFGtiulSnFeLjXVfTZzwXhCOxapKI9H/XBfbuWLN9PPPwNPPskX1wBfWt50E9C/vww+iTaLtJycDFslJTFEX05OfJlycoAbbgBWr/ax/P038Nxz/P/OO2XYT2qdhuNbuZKrZ48f99n2nXfYoenRo+DnO3WKg7yZM2Gprl0DmcqUsd7OVDzTUvmXFyxgmjY7TZsG3Huv8/UoqSyRLy+m+vWBmjVZduI606nQtLTiJ49HvTZMOp9Epkj4Pv2U0Tj37OHf1aoBjz7KSWFts4LzmeMEOxmGMzbbswf4z38C+3Xr1nEi4PTpwoe1l1in8WKaNCk0BdlbbzGVQN26BeerWhWoXJkLDKzUqVNgv61CBWDjRuttDYP9ofz086Jlvy++sGYCOAb76iv+Fkl1WtCyRL54MCUlAc2b+yIXOHGdxdpmHg+0tLTAe8Hr1anQNB/7jy++yNSs5qLKli05X1GunLZZYcqRyIl3d0uXAoMHB3IsXMioOJ98wlS3uh7zz3fyJDB8ONMXm/rsM6BGDY4nKlQo+Pnat0dYdegQeC0VK2afUaEwHIUtz5hh/xt+/BHYupUR+fV1pi5f8eKMhpqaymeKx+M8U7TPYf4mhaVToakqw/B5scayHI9zuI0vXufbvBm4/nqfUxHAF8TPPstOnNN8Em2Wn3LnzrBV5858aRZvpu++C3Qq8teECcDu3XLsJ4UjEj6Phym9/J2KTD3yCDulhTnfsGHsdAerUiWGh/dnuuwyX2cjWFWqAC1aOGMzK9v46/Bh5+vx5EkOviZOZFSx3FxZ15mUshQOJ/i0tLQCpduLxGAKxzdrFvs6plMRAGzaREf2337TNisMX40aoWlG/WU6UMTbZu+9Z+8s/tJL/N+NdRrrc2zaFOpUBDBay113sV9aUL6kJDr7WS18adsWuPjiwO379g3dztSll3K1pBP2O3rUngtglBun63TvXuDjj4EPPmAbWJhjSrn2pTNJ57P6TktLK1CJ3EZoPs5DjB8fGKl92TLg6qs5MattVvByXs4gF17oDN9rr1nznDzJRbpOMEmux0j5Pv880KnI1J9/clF5Yc5RsSLnPqx0662cozC3T05mZgI79e3rnM3yGk8cOxZ/puB63LiRY4nJkxkIQNp15jSHSnyxPIfi0hGLVJROhSaXL55MkybZeze+/Tajr2ibFbx8332M0nLgQKBtS5YEHn7YmZCPeeXDXbmSIeSdtp/UOrXjW7IkcEItWLNm0TmooOc76yweY8wYOoclJwMXXABccw1XHx896mOqWZOTOvfey1U/psqVA15/nSsGnLBZ8+bhr73zz4//PeFfjz/8wDryv19r1KDNK1eWcZ1JvPYlMMWTzzBcEW5USysq0qnQEoMpHB8AvPGG9fWRm8sJglGjtM0Kwzd8eOhqXoDpYwcO9DlBx5Np6VL7dmHzZvaJC9N3klin8WCyi04KMM3g6tVAq1YF52vXjiuWP/gAWLGC6Qx692Zk1ZSUwO0vu4zpqMyJHVPnnktHwvzaIlr2a96c6Qvs1KaNs6nQ3n8feOaZwNTPXboA//0v07pIu+Yk3gdu49Op0LS07KVToWk+r5cOuZMmWV8ju3axf3TNNdpmBS1XqcKooqNHh9q3Tx+gSZP4Mx07xn6mnZYudb7upNVjpHzhovHMns3IYIV59z5kCNCgAfvjmzZxzHfDDcB554Uy3X03UxsuWhTI0a8f7+njx52xWbNmwIYN1jbKzORcgFP1mJzMsZYZ8MHUrbcC998v5zqTcu1L59Op0MJKOxapKI9H/XBfbuWLJ9OKFbDV7t18yJYvr21W0HJWFsO4vvaa7wV8u3bM81m+vC+8dzyZvF6EldfrXHhAFerUjm/HjvB23b278HZNT+dg8NZbfaEcDcMXZtSfqWNH4OuvgTlzyFajBicNkpOdq9+SJclgNcipWJEv3Z2qxwMHmAIyOETrn3/S5maH3unrTOK1L4Epnnw6FZqWlk8ej24vEoEpHN/hw3xW2unHH2Pf71DNZvndv1UrrlR86y1g1SrgjDOYBve663z99ngzhUv3DNCpojD1LrFO48H099/h7bpjh71dI+WrWhUYOdI3jggXHv6224BLLgG++YbHb9GCY4xTp/Jfv9Gy3wUXANWqcSIjWBdeyMmNSMfY0a7TJUuAp54K5Zozh+8FHnrIGZupdh+4jU+nQtPSspfHw76MToWW2HyrVoV/V718OR0RtM0KXh48mP2n995jH+rMM4EBA7iw2HwmxZPJfxGslZKTnUnPJr0eI+ELt+jZ6wV27gTKlCnc+Vq25PxW8HgimKlUKQYuWLiQ/eS0NKZLq1+f79+dsln//sDUqdb9seuvj+9zKdhm48aFOhUBXMxVvTozoEi4zqRc+9L5dCq0sNKORarKMHwdt1iW43EOt/Hltd3mzXwA7trFl2eXX84oJfk9X3o6wiojwz02c6pcqRIjF5UqRQ9Vj8dZps6duZLSSikpXOXptM2k16kVX5061jY1Vbt2/JnKlOGkk3nNSbj+Hn2UE2KTJwM5OfyuRQvg8cd9DhtO1ONnn9nnfd6wgZG8WrVy/jqTUpbC4QSflpZWoHR7oS7Tjz9yBfDRo3y516uXb0FBpHxpaQir4sXdZTOn+Jo25UIFrzd6/bnC7N+xY2AqbX+dcw7T9zpts1iUY32O2rWtbWqqTp3489WowTo1r7mkJGftl5rKKEpPPgnMn8/PkpLYft1/vzNMZvmDD2CrqVOZOiI1VdY1J/E+cCOf1XdaWlqBSuQ2QlU+jweYO5cOyAAdfDt1AooUyd9xMzIQVnmNJ6TYRjpf9+5Mfbt/v/NzFMWKMWq9XRTUjh1l2My/LIUjL77atYFt26ztesYZHO/nlV45mkyGwffp558vY14C4EKLl18GXnkF+P13flaiBB3wrr7aOb6cnPCRWT/4ALjoIhnXmdPXu0p8sTyH4tKORSpKp0KTy5cX09y5wNChgfU5fjxXsbZvn7/zde9uH3qyZUumXzp6VH2bOV2WxHfhhVzlPHt2aJ0//LDPa91pVkk2i4SvaVOG/bRKNVe6NJ3/Yv17VLBZ8eJMD3D77QyHWrkyIxk5XY95RZzatk3GdSalHqUxxZPPMFwRblRLKyrSqdDUZAKA55/najhTc+ZwBeunnzKKYKR8qan2/UoA6NZN938k8hWW6brrGBkzOFpVkSKMhlPY9wxutFkk5T596DRz6FDovdS+PR0AVbJZrPgqV+ZCmY0buSq7Th1ee07X6ZYt9s/LU6dYr5Ury7rmnLZZIvDpVGhaWvbSqdDU5Tt+nCmR/DMhfPUV0LgxxxhZWZEft2VLOjvYRW7s3t3eLirZTDMFlh94ALjySl5L/qpQgdeW03wSbRYJ3w03AN9+a30vDRzId/DBc32JaLOWLZlRYc8epmOsUYPtVjxsE6584ID9M3PLlvjM56tapxL5dCq0sNKORSrK41E/3Jdb+cIxHTgA3HknQuT1AsOGAfPm0fs40vNddhlfCq9cGXi8M85gB88q7J9qNpNQlsb31FNArVoc9Jmdp6uv5sSQE+nZVLBZJHyvvALccUegc9FZZwGjRrHjZ4Yo1Dbj/7VrW4dLdYKpTBmEVblyzoVBlVanEpniyadToWlp+eTx6PZCRaZFiwKdikzt389+zPvv54/v7rs5qbB3b+Dx6tUDrrlG938k8hWWqWhRpnsePZqLXk6eBM49l+meGzQofN/OjTaLpJyeDowdy/G+/0rjVq3oDOg0nzT7ZWZyxX1KSsGuuWgzVawI/PEHLGUY7EPmZzwhsU4lMknn06nQtLTs5fHwfbZOhaYe3+jRgU5Fptas4TvQhx7K3zmeeILRQrzewOP17g00a+ZrN1W2mWYKLFevzkUtr7/OyEVFi3IxdO/edH7RqdAKxtegAed9nnmGTjKmBgxgmi/d3gbylSvnW/Ds9DVnOqL415u/KlaUYTMnzq0qn06FFlbasUhVGYavwxbLcjzO4TY+u+9mz7bPQ5udzdXGvXtHfr60NOY6nTEDmDWLx2jRgrmLy5d3h83syh4PsH497Wk6OEjii2U5JYXXyaBBcsJQSrdZJHxZWZwMWL8e+Osvvuhu2pQhXuNlYym2UYnP62VEqdde86Vn89dZZzEalbaZbKZ48WlpaQVKtxfqMc2YAVv99BNTLletGjlflSrAxx8zzeny5UByMsPXX3klo4i4wWZ25SNHuHKwWDGgWjV5fLG0WcmSdCq7667YjCek2CneTA0bMkXhypVcVFS1KlOeR2JjKXZSiS+ax+rXj46bVrr0UqZY0DZLTD6r77S0tAKVyG2EinyffQZbTZ9Ox6L8HLd9ezqZfPgh0+2WKgX06MFoRadOucNmdtvt3g1s384+nxnpyWmmeJWrVweefZZls6+7f78cPok2i4Tv0ksZOXjhQs71tWrFsZu2mWy+pCTOT0ycCEv16+c8qwQ7qcYXy3MoLu1YpKJ0KjS5fOGYDh8OX69HjuT/96SmcnVp//6+z8OF/VPNZlblGTOA554D9u2j3cqWBR57jLmgJfBJtJnmi5yvYUPmDo53+EyVbeY0U7VqwKuvcnLM3+O7QgWunilWTNtMMlM8+QzDFeFGtbSiIp0KTU0mqzRL/jp6NP/pBipWpJNJRkZg/8etYdbT0oCXXgImTPD1G+rU4WfVqzvPJ9FmqvPFm6l16/zdQxJtJp0v2kw9ejDN/JtvBrapzZsDjz6a/3Mlgs0SgU+nQtPSspdOhaYuX7h0PYcOMQpjfs9xzjmMtBLc/1FtjiJSvsOHgfvvD0wp3bEjozflJ5Wcm68zzVQ4vi5dIruPtM3kMN19NyPXBqez69+fqeyOHdM2U4lPp0ILK+1YpKI8HvXDfbmVLxxT7doIq5o1fS+3tc2sy999B9x3X6Dd9uwBbruNoVzbttU2k1DWfO5gks7nz9SuHaO+zZkD7NjBFIGXXsoVA7FuV1W1mRSmePLpVGhaWj55PLq9UJGpTh1g2TJYKimJEYjsnnuJarPg8osvAu+8E2i79eu5inDqVDoma5u5i08ik+aTxzRkCNOLf/stF301a8a0HqdO2beriW4zt/PpVGhaWvbyeDhBplPzqMdXrx7w66+wVK1awPHj2mbh+LKzmfpt9epA2337LbBzJ8cTp05pm2kmdfkkMknnO3aM0dreeAP4/nv+S0sDOnQA6taNX7uqks2k8+lUaGGlHYtUlWGwAx/rcjzO4TY+u+/atQOqVQM2bUKIatcG2rTRNstru7feCrWdqbFjaUNtMxllKRwq8UnhUInP/+9SpYBrrmHnzOuVkSpQip2kM8WLT0tLK1C6vVCPqV8/4KOP+EI7WH37ApmZ2mbhykeOAO+9F2o7gN99/DEwdKi2mRv5pHBoPtlMVasCN9/sG0MkJcnik2gzt/NZfaelpRWoRG4jVOS7/npG1rDS9ddrm+XFt3JlqFORqbVrmVq1VSttM6c5pDNJ55PCoRKf18tyixaMeiphXkK6zaTzxfIciks7FqkonQpNLl84ptRUYPJkroTz74A2b86Q20WLapuF2w4A1qyxvy9Wr47Nb1PZZppPHT6JTNL5JDJJ55PIFE8+w/j/9u47zI3qXuP4e2zjdQFXsCkGY5qpBmxCBwMOYHCwaQ69kxBaqPdCQg8EuAkloQRIoZoWOqGFanoJxZSAKQaDAyTgBu5yOfePnxRpV2VHuypnRt/P8+yzs1rt6J2fRrNzpDPnJGK4UaAimAotnplWW0265RbphBPsitiMvfe2ofczV8dSs8LLn39e+uqwd95pnoeaJSNfiJnIl7xMoecLMVPo+ZgKDSiOqdDim2/XXaWZM20Uz7lz7fns2lU68URpjz2oWWv5io32lPHPf0rbbkvNyBTffCFmCj1fiJnIF26mBLQn6FgUR6lU/If7Smq+1jL16mVXyX78sfSf/9hQ+2uuaX+zYEH984VYs9zlZZaxq4kL6dEj+0EBNSNf3PKFmCn0fCFmCj1fiJlqmY+p0ICsVIrjRVwzDRkiPfywdaqfP9+mU15+eWnRojDyhVizzHLXriqpe/fs/wlqlpx8IWYiX/IyhZ4vxEyh52MqNKC4VMo+IGMqtHjmGztW2n13m2J5yRJp883topPMMY6aFc/XrZtK6tqVmtU7R+iZQs8XYqbQ84WYiXzhZkqlFHcd6h0AbeScncBXe7kWj5G0fFHut+aa0ogR9j3EfKFm2m03FTVqVP3zhVgz8sUnXyg54pQvlBxxyhdKjnrkA9Acx4v4ZurUSRo2TNphB+tUFFq+EGvmnDRokE1BXcyPfkTNkpovlBzkS3am0POFkiNO+Qr9DkBzjXyMiHO+7t2lrbeWttnGLsIKIVNoy4V+N2KETZVazK67UrMQcoSeKfR8oeSIU75QcpAvHplijhGL4oip0MLNF2Km0POVk+m00+xqikmTmr8mBg+Wfv5zpkILZZl8ycgUer4QM4WeL8RMtcznXCKGGwUqgqnQGiNT6Pnqkemyy6R995Vmz27+mth9d2nkSKljR2qWtHwhZiJf8jKFni/ETKHnYyo0oDimQiNfEjNFyde/v01BfcYZ+a+Ls86yqatnz6ZmZIpvvhAzhZ4vxEzkCzdTAtoTdCyKo1Qq/sN9JTVfiJlCz1dOpqYmadw46f77peeft+Fat9vOhnDt1Ck7jBw1I1/c8oWYKfR8IWYKPV+ImWqZj6nQgKxUiuNFI2QKPV89Mq2xhnTvvdIdd0jvvWdv8IwaZVcXL1woLV5MzZKWL8RM5EteptDzhZgp9HxMhQYUl0rZB2RMhUa+JGWKmm+33ewi53HjpClTpJVXlvbe26asruZrIs41I1N88oWYKfR8IWYiX7iZUinFHR2L4mjBAmnmTDuB795dmju3OsvffFP9x0havhAzhZ6v3EyplLTLLnbCnrl9yZLqvSaSUDPyhZ8vxEyh5wsxU+j5QsxUy3wAslprTzT68SIpmULPV69MTU3SwQc3v33OnHDyhVizOOcLMRP5kpcp9HwhZgo9X6FMffrU+wwOCMOCBTYqy6xZjXuMIF/yMpWTb+BA6aSTmt8+fTo1CyFH6JlCzxdiptDzhZiJfOFmSkB7go5FcdTUJPXubTthU5N9VWu5d+/qP0bS8oWYKfR8IWYKPV+ImZKar3NnacYMm0O7msfeJNWskTOFni/ETLXKlxnGFIC9Flr7n9bIx4skZQo9X4iZQs8XYqbQ89U7U8eO1p4INV/o9YtLptDzhZgp9HyFMgFo/lpo5GME+ZKXKfR8IWYKPV+ImdqST7LOnL16Sd26hZEp9Jo1eibyhZsp5uhYFEedO0tLLWXDZnXvbjtjNZZDnNsw9HwhZgo9X4iZQs8XYqak5nviCemyy6TPPrPj7/bbS6efLq27buXzPfmkXfW19tq2/nrXKfTnNMRMoecLMVMt8zmXiHmMgYporT3R6MeLpGQKPV+ImULPF2Km0PPVM9PixdJ110k33GCjxHXuLO2xh/Q//2NXKlYy33/+Y9OFd+4s/eAH0gorxL9+ccoUer4QM4Wer1Am2hKA6dzZRpRv5GME+ZKXKfR8IWYKPV+ImcrNN2OG9JvfSA8+aG2Lvn2ln/1M2n9/u3ihkpkmTpRefllabjmbMaQWn0En4TkNMRP5ws2UgPYEHYviKJWK/zyCSc0XYqbQ84WYKfR8IWZKYr4HH5TOOkvNPPOM9NZb9ruePSuT6ZFHpDPOkObPzz7OlltKV1yRPYGPS80aPVPo+ULMVMt8Sy9tPwOw1wLHi+RnCj1fiJlCzxdiptDz1TPTeedJ996r/0qlpDvvlD78ULr1VmnRovbnk6TLL7cOTLkOOcQuiIhz/eKUKfR8IWYKPV+hTJnXHNDoUin7gGzOnMY9RpAveZlCzxdiptDzhZipnHwLFtg5/Ucf6b+mTZN+/Wvpyy+lk0+uTI65c6VjjpGefjr7OGeeKZ1zjjRqVP3rFPpzGmIm8oWbKZVS3HWodwC0kXN2Al/t5Vo8RtLyhZIjTvlCyRGnfKHkSGq+JUukK69UQTNnSjfdVJkcn3winXJK805FkvTSS9LZZ9e/TuXUjEzxyBdKjnrkA9Acx4vGyBR6vlByxClfKDnilK8ejz1lSvNORbkmTJCee64y+e6/P79TkWTtldtvj2/94pgp9Hyh5IhTvkK/A9BcIx8jyJe8TKHnCyVHnPKFkqMt+R57rHmnolw33ihNnVqZHBdf3LxTkWSfVfziF9L774dRp6g1IxP54pAp5hixKI6qNRXakiXSCy9Ijz4qffedNHiwdNBB2SG6K/147V2O0xBpmdrefbf0739La6whHXmkNGhQGPlCrFkoyyHmCzFT0vJ9+qn0zTfFj8OvvlqZ4/BddxV/jEcesauM+/WLR83IFH6+EDPVMp9ziRhuFKiIak2F1qmTdM890vjxNiz3tttKP/pR/I4XIWZKpawDwZNPSrNmSZtsIv30p9Iyy4SRL8SaJTFfiJlCz1evTBMmlD4Ov/GGtN127c83blzxx7jlFmm//eJZv7hlCj1fiJlCz8dUaEBx1ZwKbd486xw7YYJ9JrHrrtKGG4Z3jAj9GFYo3/z50p/+ZFMdNTXZeciPf0zN4pIvxEyh5wsxUzn5/vGP0sfi996T1lyzfTlmzLCZGYr561+lrbaKT83IRL7QMyWgPUHHojhKpSo//Jb30i9/aW9WZzz9tF3hNm6ctPLKlX28SizHaYi0Sy6Rrr8+W9t33rGrF//v/2y+0nrnC7FmoSyHmC/ETEnL15pOnSqTaeLE0o8zaZLUq1ftahOn5zTETKHnCzFTLfMxFRqQlUpV/vU4e7Z1dPnnP7OP89hj0m232dV0lZzeM8TjWTUzLVgg/eQn0muvZWs7YYJdtHD99XbRAjVrjHwhZgo9X70yRVGJfJ98Unz9n31mHyJ27Nj29fOcJiNfiJlCz8dUaEBxqZR9llDpqdAmTZKOOMI+6M64916biufCCyvzGI1yDGuZb9o0m1Lp3//O1vbll6X77rPPfirZVktKzULLF2Km0POFmKmcfJmfS2nvcfizz+x4XsykSbWb9jKuz2mImcgXbqZUSnHHVGhx5Vz2gB9leeFCOxH/+c9t2p3778/uyN7bla+5nYoyZs6Uzjij/Mer1XIoOUplmjixeaeiXOedZ3OYxr1mixbZiEy33y4984z9XO9ModcsiZmSlG+llaS11lJRO+5YmRzLL1/8MSRpueXiUzMyxSNfKDnqkQ9Ac+W+HqdPl/74R+m446TTTrM3opcsyd7n2mubdyrKeO896Q9/iNfxIrRMd9/dvFNRxsyZ9iFLvfNVombz59vIubfeKr39dvN9K4R89c4ReqbQ89XjsbfZRupQ4i233PZEex5vxRWLP8ayy1qnojjWL46ZQs8XSo445Sv0OwDNlfOamjRJ+u1vpWOPlS64wDrH5t7nrLOadyrKePhhGxG13Mer5XIoOYotX3pp805FGRMnSn/5SzJq9u23NnruHXdIX3wRXr4Qa9YI+ULJ0ZZ8O+2korp1kzbdtP05lluu+GPk/r7edcpdDiVH6JnIF26mmGPEojgqdyq0xYutR3ruG/1PPmkdjf7yF7vv3/5W/PHeflv6+mtp4MD6D0GWuxyXIdL+/vfitZ0716ZU2nPP+NZs8mTp6KOtd3PGiitKV10lrbtuPJ/H0POFmCmO+bp1kx54wIb0nDpVWm01m/5xxx3tfmefLR12mHXMzLXOOnYFVSUyHXywZShk662l1VcPq2b1zhF6ptDzhZiplvmcS8Rwo0BFlDsV2iefWHti+vTsOh54QNp3X+k3v7H7lGpPPPig9D//E5/jRWiZHnmkeG1ff92msR40KL41e+01+4Bp1qzsdg0bZm3Vpqb656t3nULPFHq+amby3vbTRx+1C7eGDrXRxdZf36YzPv307AgLucaOlbbc0kZ6a2++ffe1DwsLOfDA9k/f3GjPaVLzhZgp9HxMhQYU1wObdUAAACAASURBVJap0B57TDrppOw6nn/eRsq58EJ7L27SpMIXKWQ8/HDt3j9PwjEsd7mpSXriieK1ffRRuxg9zjW74YZsuzRjn31stogQ8oVYs0bIF2KmlvmmTbPpi8ePt4sSdtnFzuF79ZJ23tk6Fz3+eP7r9swz7T7tzTFggE1h/9xzhY8P++9f/zqF/pyGmIl84WZKQHuCjkVxlEqVN7TWpZcWPjGfMEG68krp5JPtH1gpU6dKK6wQ7fFqtRyXIdJmzixd25kzazecYKVrtnixdNRR0uefN9+mr76yjheZD0Hi9jyGni/ETHHMd/bZ1qko4/PPbcStX/1KGjNGGjLERgi49lrpzTetI9LIkfaGR6UyrbeedMIJ0u9/r2ZWWUU6//zwalbvHKFnCj1fiJlqmY+p0ICsVKq81+PppzfvVJRxxx3S8OHSFluUPuedNi1ex4vQMn33XfHaSvb71toTodbsm2+kww+3EU9zvfGGjY519dXJfE6TlCn0fNXKNHeudOSRzd9rmTzZPvi85RZp8GDr9DNwoI1g/Omn9p7KnntKu++efc22N9/++0vvvpv/gcO229prK9T6JS1T6PlCzBR6PqZCA4pLpewDsqjvZ0+dKv3v/xZe1xln2P+sqVNLP+a0aWFNxxP6MSx3efp0e76K+f77eNfsiSesA1FLd95p516HHZaM5zTETKHnCzFT7vLEiXaBTW57/6qr7KKtm26ymQ4uusguurn/fhuVa/Bga4MMHZo9L2lvjnPOsWntJ01SM8ccI22ySVjH3hCf0xAzkS/cTJnXbYzRsSiunMueELa2XGw0DMmuHj7pJGmDDezN20I6d9Z/r4At97GrvRxKjlKZhg61KcKK2Wij+NbshRfyOxVlzJhhozXtu288n8fQ84WSI675Jkxo3qko1wUXSCNGWCeEwYOzV7c0Ndk//kpnOuIIO0l/8UU7aVlvPemHP8x2ggilZqHkCD1T6PlCyVGPfACai/p6nDy59NXD990nbbWVjVT5/vuF7zNkSLyOF6FlGjbMRo0qpE+f7FRIcazZXXfldyrKyLQ1Bg6sX75Q6hR6ptDzVWO9f/1r4WPjggXWnhg3zu6f6XzpffH2RHtydOpkFym88opdJNGxo42G9IMfZEeUCLF+ScwUer5QcsQpX6HfAWguymvqiSfyRwPP8N4uTN11V/sftnhx4futt170xwvleBHKcrduNkr7p58Wru3GG8e7ZuPGFd4uSbr5ZunQQ7M/x/05DSVHnPKFkqPQ8lVXFb6I6PPPbVTUM86w0Uf33ddGkM6c11f6M4pll7WOS48+arOr9O0rjR5tFz6HUKc4PKeh5CBfPDLFHB2L4qicqdCk0lcPz5hh/4iOPNI6vyxYkH+fQw+VeveO9ni1XI7LEGl77CFdc03hk/edd7aOC3Gt2Vdfld5Xp0yJ5/MYer4QM8Ut39NPF99vUyl7Y37UqNplWmcde/O/e3ebEiGEOoX+nIaYKfR8IWaqZT7nEjHcKFAR5UyFNmdO6XXNmmXr+tnPbAj9Qo4/vv3T8YR+PKtmpmOOsYtF5s/Pr+3RR9t941qzKVNK71//+pe01lrJe06TlCn0fNXK9NRTxffbd96x0QGWX752+Tbf3Dowde9e2fZEIz2nSc4XYqbQ8zEVGlBcuVOhzZ5den2zZtkH2QccYB1BCj3ewQfX/7gQp2NY7vIyy1h7LHcqugznrA1XybZarWtW7KJnyc7HUimpR4/4P6chZgo9X4iZMssLFtjnD8U8/bRNFVnLTLvtJu2wg9Utc+yud53i8JyGmIl84WZKQHuCjkVxlEqVN7RWqauH11vP7rfsstJ119ncnP/6V/b3++1nJ5ehDEGWuxxlOLJp02zowI8+sjlHR4+2D/Brnem662x6peeft587dJDGjrVp6Co1ZGGlalbOcp8+Kmm55eI5LUPo+ULMFLd88+appMx+S83CzRdiptDzhZiplvmYCg3ISqWivx5XWaX01cNrr21/s9120nnnSZdcYh8OSPYm9oknSltvbW+cxeV4kbv82WfWqeebb6wWY8bYCEG1zNS/v/SnP1l74uOP7Xc9e1qHo7Fjo52zhPg/YM4cay+UsuyytT0ni0PNQssUer5qZWqtPTFrVra9HLeahZ4vxEyh5wsxU+j5mAoNKC6Vsg/Iok6PM3hw6fVl2hMnnCAtWSLdequtX5JWXtmmUevXL6zpeMo5hr39tn0+MXu2XVT4wx9KXbvWNt+IEdZJ4bLLstPODRwonXaaPT+VbKvV+rjfv79dPF9I9+7Wls0cv5P2fymk5RDzhZgpszx3rkqaO7c+x7yQaxZqvhAzkS/cTKmU4o6ORXHlXPYEu7Xln/7U3tAv5IgjsvcfOlS65x5p/HgbnnT99aVBg2xo7SVLoj9eLZdL/e7DD220pdwTyxtukE4/Xdp//9pm6t/fhjb8/nvruDVggL2JnkqFVbNyl7ff3kazKnTy3tQk7bJL7TOFXrMkZ4pTvh/8wObaLmbYMGoWh3yh5IhTvlBy1CMfgOaivh579LCht2+9NX8dTU12ZXHmb/bZx6bgee45O//ddFO7T5THK3e5Fsekhx+WTjml+TZfd530xz/adMa1zLThhjZt2NdfW4eF1VYrf9rUUI71uct77VV82uj117cPOpL6fylJmULPV431brpptqNfSyusYG3+ONcs9Hyh5IhTvlByxClfod8BaC7Ka2qzzYpf+LzaajZt6JIl9hnEmWfahcETJliHoyFDbDaGUI4LxZaLHS9++1vplluyP99/v3TttTbN0Sqr1DbfnntKI0farApdu9q5SkYoNWvL8tix0vnnq6Af/9hGY0ry/6WQlkPJEXomyTq9rbFG8SnPN92UmsUpXyg5yBePTDFHx6I4KmcqNOfszdqZM6VLL81ePdyjh/TLX9rJpHM21+4110jXX5+9zwYbSL/+tc2z29pjhDYcmWSjARXq8HLxxdagWWed2g+RtuqqdtVtiDVr6/I110hHHdV8PtimJunKK+0DpTgOdRd6vhAzxS3fyJHSTTdJ776bf4zYbz97Y4OahZ0vxEyh5wsxUy3zOZeI4UaBiihnKjTvrWP+UkvZ/07vbR2rrCJddJF1/Jg9267oOf98u1Ahc5+RI20Uoz594nW88N5GKPrf/82v3fz5djX1+PHNM9TqGLv++m0bkjzE/wFLL21TRV18se1juQYMsHZG587J/b+UlEyh56tWpiOOkB56qHk7OOPUU6UuXeJbs9DzhZgp9HwhZgo9H1OhAcWVOxWa99Yx/4wzpGefza7nBz+wjjc9e9r57RdfSOeeK738sv2+a1fpkEOkww4L7xgR5Rj25JPNOxVlTJliI5Hefnt98q2/vi3Xc5qjSh7399vPOnvfcUfzOm+xhbUxlixJ7v+lkJZDzBdiptzl444rPCBE5842OjE1i0e+EDORL9xMCWhP0LEojlKp8ofZ2mMPe2P/gw+kRYust3/PntlhLq++2jqC5Hr3Xemgg2yozp49y3u8eg9H9s470qRJxWt4113ZN6/jMkRaaPm+/dau2H7sMfuAZfXVrZf1kCF2BUS3btlh3ahZ8jPFMd+f/2ydJx96yBqZyyxjIzKccAI1i0O+EDOVky+Vkl54wUayGzrUOmLWO1O9l5kKDaidVKr81+Ppp9sb+++/L/Xtax2KOna0+y5YYG+KvfJK88d57DHpq6/sTd6FC+NzvEilbPqzYtO/zZghPf64tPPOtc0Ues3KXX79dem222y/6dbNpmNYf30bnWmnneximFpPyxB6zULMFHq+amVadlkbye3886VXX7XbBwyQjj5aGjUq+r4bYs1Czxdipnrk++47a094b1OOdu1a/0yh16y9mVIpAZC9Frwvb5qeHj3sfeQPP7SONautJq20kt1nzhx7n/mAA7LTdEk27ei110rTp9tIRq09RkjHC8k+fyjmhRds5KBevTjGtmddf/ubdOONtl/16WMXvwwZYqPobr657afUrHHzhZgpd3njjaUrrpB+//vsZ5kbb2wXKQwaxFRocckXYqao+b780t7j69LFBuMILV+INWvvciqluKNjUVw5ZydG5Sx37Wo9tVOp5rfPnWvDbxby3Xf2Zu8xx5T/eLVYLva73EZIId9+W/tMoSxXYl1Tp9p0ct98k63ppEnWINpnH5sereV+1ug1a4RMccvXs6d0wQU2etu8efYmR6dO9Zv+MZTaxClfKDnKzffii3al3vTp+q+ddrIPpjIjM1Czyi8DaK4tr8e+fe3Dy6am5ud6776b36ko4513pJdesqG843K8cM7aC6VMncoxtj3Lb70l/exn2XqmUnYRzPTpNhpqtabQi3PNQs4Uer5qrXeNNaQ//Sk7RUvuBVkh5Au9fknLVMt8N9wgXXWVddqVrKPvUUdJP/0pNat2JgDNlfv6GjTIRvRv2Z64997i7+f/9a/22cTyy9f/uFBsudDvWvt8Yto0ew+dY2zblm+80UY+zZg+3b66dJFOOqlt52RJr1kj5gslR7Hl4cOlHXeU/vUvGyV6+eXL+1ytEWsWSo7QM5XKl0rZZ2IPP6z/6tlTuvBCaZtt6p8vhOVqPkbM0bEojsqdCq215cmTrXNRMW+/XdnHq9RyqeHI1l23dA3XXrs6Q5mFOGxbNfLddlvzTkUZ3kuXX24nQ9SssTLFOV+vXnaVVFKGAG6UfCFmipJv8mTp+ONt9MBcjz9uf/P731Ozaj2Gc4kYbhSoiHKnQmvt9fXOO6Uf7+23pa22is/xwntrL5Sy7rr1mQot5JqVs3z55YXr+p//2Cgwp51W/6yh1SzUTKHnq0Wmfv1sOSnTFIaeL8RMtcz38MP5x9DFi6U//EFacUUbXZCaVScTbQnAtGUqtNaWW2tPTJpko+WHcoyIcgwbPFj65z8Lb89SS0lrrWUdQznGlv/3s2dLl11WuLavvGIjQu24IzVr9HwhZiqWb8CA8DKFUqfQ84WYqbV8F1/cvFORZIOMHHecdP/99v+rkevHVGgl0bEojlKpyg6/1dqO3KVLbYcamzJFevNNe/EOG2YvukL3LzUc2QorSNtvLz3zTP72dOsmjRmTHXIsLkOkhZTvqafy65rx7rv2HHbvTs0aKRP5kpcp9HwhZoqSb9y4/E5FGffeK51yiv3/o2aVfwymQgOyUqnKvh4zo8sUk7kiuVbHi4kT7U38ZZe1EZYWLSr/MUaMsM6ehTrTr7OOTdeVOaZwjC1v+bvvrLNZMU89ZVcZ1ztrSDULOVPo+ULMRL7kZaplvmIjjks23ffee1OzamVKpQrXHWg0qZR9QFbJaXq6dCn9mJ07125aoCVLrHPKl19aZ6aNNmrbMWzffe19nkL22stGTK/FtL9xOcaWs/zii6WPyU8+aSPBULPGzhdiptDzhZgp9HwhZiqVb9Ys+3yiEO+lm2+WzjmnsevHVGgldah3ALSRc/Yir8TyaqvZSXIxo0ZV9vGKLS9aJP3qVzYdzOmnW+/IHXawHpLF/rbUei++2K6MzrXccjZUeb9+1dueatcphHytyfS+pGaNlYl8YWdaskR6/XXpnnusAb54cVj5QqxZNfJ9+KFKmjSJmlXrMQA0V8nX4w472M/FjBxZm+PFzJnST34i7b67TTl51FHWtnjvvfIfo2tX6frrpUGDmm/LBhtI114rdejAMbaty4sXq6SQsoaSI/RMoecLJUfc8y1cKD39tHTXXdL774eRqd61qUe+Uu2JyZOLt/NCqU09albJTACaq9TrbuTI4o/Rr5+03nqVfbxiyxMnSrvtJh16qLUn9t1XOvBAm7as3OPF2mvbqDo9ezbfnlGjpFNPrc32xO0YG3U5CmpGvlAzhZ6vmo/x3XfSQw9Zp8uvvw4vX4g1q3S+KVOKX/QsSR9/TP2qnSnmGLEojio9FZpz0qWXSvvtJ82b1/yxRoywq53mzavs4xVa/uMfbYqtXPPmSWefbVMNrLde8/u3NhxZnz52tdYnn9jXvHm2jg03rN72hDhsWzXyDR9ub1gVss460sorW69OatY4mcgXdqavvpKOPrr5m9ADB0q/+529ZuudL8SaVStf//6l/8cPHFi96UfjWrNKLTuXiOFGgYqo9FRoK6wgnXWWXSTQ0qmn2jDKlZxytFi+006TXn21+eN/+aX9D/z73619UM7jbbihven1xhvSt9/a+jbYwC7MaLk9jX6MLWe5Tx9rlxWbGmK77cLIGlLNQs4Uer4QM8Ux34QJdiydMSP7Wt1sM7twq1rnrnGvWbUeo39/a98V0ru31KMH/6OqlYm2BGCqMRXaD39oHXr+9rfmj7XUUvbZQLdu1X/9L1pkFybMnNk8w+uv2+jSt91W/jFs111tu554wjonDRxoF3gvvTTH2PZk2mIL2zcWLiy8j26/ffvWn8SaNWK+EDOFnq+ame68Uzr//OadWg44QPr1r8PIF2LNqpFv+eVL/4/v16+22xNi/ZgKrSQ6FsVRKlX54bfWXtuuOhs3zq7oXXpp6zyyzz7S/PnVH15szhwbYq2Ya66xHv65fxt1OLKvv5auuspGgZDswHnccdLo0ZXfnhCHbatGvgMPtA9Zpk1TnhNPlObOpWaNlol84WZaskT66U+tg2Wuzz+XjjgiO58uNatNvjFj7PhZyEYb2QcF1RoKO641q9QyU6EBWalU5V+Pe+9tbYqbbrIroAYMsNs237zy0xYUyjdxok1ZUMj339uIfUceWf7jLVokffCBdN110vTpdtu669oVzBts0L6aJekYW+7yiSfa6FIt9e0rHXRQ9nhNzcLPFHq+EDPFLd/06dIhh9g5aq5XX5WOPdbeb6Fmtcs3Zoy9R1bI7rsX/p/b6DWrVKZUqnDdgUaTStkHZJU8x1+40D5wHj7cRrKYOVMaMsRGDOrdO/v6q+br/+678zsVZbz1ln0NHVr+Mcx76fnn7bOXzAfq221n29ujB8fYtvx9167S8cfb50UtDRsmbbNN+/aZJNasEfOFmCn0fNXK9Oyz2em1ct16q80yc9hh1KxW+fr2tc6ZL7+sgsaMad/xMwn1Yyq0kpgKLa6cs5PSSi6vsor0i1/YSfQf/yjtsovUsWP1Hi93eepUe8O/mI8/Lvy3ra33/fftSoNMpyJJ+ve/pTPPtKuWq7E91axTKPn697dOaLvtZvNBS3a14g032IdH1KwxM5EvzEyvvprfqShj+nTpsceoWS3zbbZZ4Q9S+/WzN5WoWfUeA0Bz1Xg9Dh0q/fa30u23S1dcYeeFtTpefPxx6e3NjNpX7uPddZd00UXZTkWStTEOPzw7gifH2PKXN9vM9pHNNrOfO3Wy9uedd9qFIPXOF2LNQs4Uer5QcsQ137335ncqynj+eTsWUrPa5Tv8cGnLLZVn2DDpZz+jZtXOBKC5Sr7unJN+9CObdvj226Vzz7WRQmt1jPjoo9LbWqo9UWq9Z5xh25M7Ssf48Tbd2sKFHGPb+vc/+Ym9j7b66nZ7r17SwQdnR1Osd74Qa9aI+ULJEad81VjvuHEq6uaby3vcUOoUeqZS+S64QFppJeU57DBp223rny+E5Wo+RswxYlEcVWMqtHoPQdavX+kXVv/++dscJd/11xdf53XX2VUPca1ZvfMNGiT94Q/SrFlWz2WWadsUF3Gu2fjx1lh56y1rvOy9t40Ms8wy8XkeyVeZ9S5ZYq+DkDJllr/4ovT/lMmT4/mchpgpar5TTrGrie+6y66G23RTaeed7ffUrHqP4VwihhsFKqLSU6GFcLwYMKD0Ni+/fPmP19RkbYZCFiyw6RB++9v41qzey1tuKe20k11xPGeO1KGD/a6S0+aFXLPFi+0Kzdtvlz77zKbGOPxwa1N07Bif5zH0fCFmKpSva1drU2ReByHl++yz0sfXKVNsykue09rl+/Ofpddekx55xH7eaSe78rhTJ2pWzUy0JQBTjanQQjhGrLBC6e1eaaXy833xRfFRqydNkp55xi7cTUL96pFp772lsWPtPGru3Ozt7W1PxKVmixbZqE0PPGDvL264oXUyHjUqjHz1Xg4xUzXzdenS/vZEtWqWO/BDS9OnS/Pm2eh0cXxOQ8zUWr611rKpRx96SHr3Xdt3Ro2Sttqq9u/HhFg/pkIriY5FcZRKxX+4r5bLHTtKI0dKjz5aeJt3371t+d54o3gdP/nERi/q3DmeNQsl38KFttzW4W/jWrO775bOOkv/NWOGdTJ6/nmbAqQemUJZbqR8334rXX21nYQtXGgjNRx1lL2pG0rNevdWScst1/rrN8TnNMRM5eRbfXXppJNsuXNn+4A6laJmTIUG1EYqlbzjxZAh0oorSl99VXibf/Sj8s9Xv/jC/tcX89pr2XXGsWb1Xs7NlGlT1DtTLWt21lk2EkzG55/b8PDvvJMdJj4Oz2Po+ULMlLv8+uvWfnz5Zbt9xAjp1FPtw80Q8s2ZY8Pll9K3b/Yci+e0dvk231zaeGNbzrQnMhe8ULPqZMrs50CjS6XsA7JKT3dc72PErrtKl19eeJuXXdZGhit3uslXXy1dy9deswvNklC/uGcKPV/LTPPn21S1EyfqvyZMsI5FF11k+zM1Cy9TNfI98ID0l7/YKM5LL22dFU8+uW2fe1arZv36SdOmqaCmJrvwLXOeFbfnNMRMUfJ17Gifu//4x9aOcK52/9dDrx9ToZXEVGhx5ZydwFd7uRaPkVk+7TTrKdnS6NHSHnu0LV/37qXr2NQU75olJV8oOaLmS6WkSy9VQRMnZq9EoWb1z1HNfDNmSAceKN13n30YJklvvmkdi55+Opyabbdd8c5FnTpZQ7Oe+dqzHEqOOOULJUc98gFoLmnHi44dpUsukXr0yN/WM8+UVl21/Mfo1q10DTNtjbjWLITlUHLUOt9HHzXvVJTrnnuyV3RSs+RmkqwT2dFHW6ciyW5/8kl7c3fKlPrnyyzvuaeKWnNNad11eU7jkC+UHHHKV+h3AJpL0jFi5ZWl887L38all7ZRYTp1Kj9fa+2Jbt2SU78kZAo9X+7PDz7YvFNRrt/8xkYzombh5KhWvltvlU4/PTs1/OzZNiLuIYe0farFamzrXnupqL32sk4ccX5OQ8lBvnhkijlGLIqjJE6F5r1NT/Doo/YG66uv2nRSO+wgbbKJZWk5BFuUfKNG2bzMhey0k33YXsmh3UIcti30fCFmai3f++/b8KLFPP+8TYlGzcLJVI18d9xho54Vcvnl9gZ8KDW7+mrbJ2fPzmbs2NHeGFlxxfrnYz9r3Ey1zOdcIoYbBSoiiVOhde9uIzc8/rhNDfPuuzYq3wEHZKddLvfx+vSxtsjrrxeu4+jR8a8ZmeqTL9ORpJgXX7R9j5olM1Nm+Yor7OeWvv/epnW/8ML6Z116aXuv5te/ls44o3nOfv1susjM1dA8p+HmCzFT6PmYCg0oLqlToXXvbp17N9/cOm189ZW0xhrWnshcnFxuvu23t+U5cwrXcvTo6m9bXI6xIS2HmK9lphdeKP4anTHDLmTYeGNqFlqmSuabN8/e2y/k/fftvZE99wyjZvvvL33wgV1Ek2voULsQzLn4PqchZiJfuJkS0J6oe8ci59yakvaUtLOkNSX1lzRD0iuSfue9f6YN69xS0pmSNpfURdInkq6XdKX3fnGFotdPKhX/4b5KLe+0kw0BmhnKeeHC8ocZzSwffLCNHPLRR81ruOyy0oknVn5otxCHbQs9X4iZWss3f75KWrKkusMGxrFmIS1XKt9zz6mozz+3q0b69w+jZuutJz38sPTYYzYN5Aor2NUAvXplh1+M23MaYqbQ84WYqZb5mAotkWhLtFEqldzjRbdu9qZVZijnTJuirY/3i19Ihx1mH/TnGjpUGjOGqdCSlqlW+RYsUEmLFrW9DZzUmiUpk3PWpvzHP1TU+PHZ85YQ6rfXXtIGG1ib4rvvbLTpkSOtA2Z7jrFJek5DzhdiptDzMRVaw6A90QaplH1AlrSp0DLLK6wgHX989PZEqXxLLSX96lfSKafk1/Hww63jUrX/38flGBvScoj5WmbKTH9azMKF1d+34lazEDJVMt8//lG806IkPfWUTQkfSs0uuMA6Uz75pP0P2WQTafhwqUOH6O2JEJ/TEDORL9xMmeNyjNW9Y5Gk8yXtI+l9SY9Imi5psKTRkkY7507w3l8RdWXOuTGS7pE0X9Kd6fXtJulySVtJGlvR9PXinB18q71ci8eoZr6ll5ZuvtlGQXr8cXuDduut7eqDvn2pWSjLoeSImm/99a1DRrFRi4YPp2ah5KhmvtY4F1bNevWyYVBTKbu9qSm7HEI+9rPGzVSrfEgq2hJtxfEi2vKaa0p3323Dib/yinVcGjXK3hBbailqlsRMtcg3fHjxq0sladttqVnSMzmnVoWSNfPzqqtKxxxTfjuimpnqXZs45QslR5z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"text/plain": [
"<Figure size 1440x432 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 372,
"width": 1163
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# most code here copy-paste from script 02\n",
"\n",
"from sklearn.svm import SVC\n",
"import numpy as np\n",
"\n",
"\n",
"def train_and_plot_decision_surface(clf, preproc, features, labels, marker=\".\", N=400):\n",
" \n",
" features = np.array(features)\n",
" xmin, ymin = features.min(axis=0)\n",
" xmax, ymax = features.max(axis=0)\n",
" \n",
" x = np.linspace(xmin, xmax, N)\n",
" y = np.linspace(ymin, ymax, N) \n",
" points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)\n",
" \n",
" if preproc is not None:\n",
" points_for_clf = preproc.fit_transform(points)\n",
" features = preproc.fit_transform(features)\n",
" else:\n",
" points_for_clf = points\n",
" \n",
" clf.fit(features, labels)\n",
" predicted = clf.predict(features)\n",
" # print(sum(predicted == labels), \"out of\", len(labels), \"predicted correctly\")\n",
" classes = np.array(clf.predict(points_for_clf), dtype=bool) \n",
" plt.plot(points[classes][:, 0], points[classes][:, 1], \"b\" + marker, markersize=1, alpha=.05);\n",
" plt.plot(points[~classes][:, 0], points[~classes][:, 1], \"r\" + marker, markersize=1, alpha=.05);\n",
"\n",
"\n",
"df = pd.read_csv(\"2d_points.csv\")\n",
"\n",
"features = df.iloc[:, :-1]\n",
"labels = df.iloc[:, -1]\n",
"\n",
"#############################################\n",
"# this is new code\n",
"#############################################\n",
"\n",
"# three classifiers with different values for gamma:\n",
"classifiers = [SVC(gamma=22), \n",
" SVC(gamma=12), \n",
" SVC(gamma=.1)]\n",
"\n",
"plt.figure(figsize=(20, 6));\n",
"for i, clf in enumerate(classifiers):\n",
" \n",
" plt.subplot(1, len(classifiers), i + 1)\n",
" train_and_plot_decision_surface(clf, None, features, labels)\n",
"\n",
" colors = [\"rb\"[i] for i in labels]\n",
" plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');\n",
" plt.title(\"gamma = {}\".format(clf.gamma))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Observation:\n",
"\n",
"The parameter `gamma` of `SVC` has an effect on the flexibility/complexity of the decision surface. A large value allows a very flexible / \"irregular\" decision surface, for smaller values the surface gets smoother / \"stiffer\" / \"more regular\".\n",
"- that the smallest `gamma` value produces a classifier which seems to get the idea of a \"circle\", \n",
"- whereas the large `gamma` value adapts the classifier more to the given examples."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets choose an even larger `gamma` value:"
]
},
{
"cell_type": "code",
"image/png": 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\n",
"<matplotlib.figure.Figure at 0x7f0de8125eb8>"
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"clf = SVC(gamma=80)\n",
"plt.figure(figsize=(6, 6));\n",
"\n",
"train_and_plot_decision_surface(clf, None, features, labels)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot above shows an extreme example for the previously mentioned effect of overfitting.\n",
"- If we evaluate performance of this classifier on the training data set we get an **accuracy of `~100%`** ~~and same values for precision and recall !~~ (Precision and recall are yet to beeen introduced. One option is to say: and same for the values for other performance evaluation metrics such as precision and recall (introduced later in this course))\n",
"\n",
"- But the classifier totally fails to learn the concept of a circle, and you can easily imagine how bad this classifier performs on new and unseen data.\n",
"\n",
"Definition:\n",
"\n",
"**Overfitting**: The classifier adapts/fits too closely to the sample data from a given model instead of learning the underlying concept. Thus the classifier does not generalize well and shows strongly degraded performance on previously unseen data.\n",
"A **robust classifier**: A trained classifier which is not or very little susceptible to overfitting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### More \"probabilistic\" definition:\n",
"\n",
"- Our data is generated by a (usually unknown) model.\n",
"- We have only samples from this model.\n",
"- A classifier tries to approximate the underlying model based on the given samples.\n",
"\n",
"Here \"overfitting\" means that the model approximation we compute is too far away from the original model. (**Be careful This is also true for underfitting!**)\n",
"In the following plot we have also plotted the \"underlying model\":"
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},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 6))\n",
"ax = plt.subplot(1, 1, 1)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=[\"rb\"[l] for l in labels], marker=\".\");\n",
"from matplotlib.patches import Circle\n",
"\n",
"ax.add_patch(Circle((0, 0), 1.227, alpha=0.1));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So if our classifier learns the underlying model/function (circle in this example), future samples from the same model will be classified with a high accuracy."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Underfitting\n",
"\n",
"The other extreme is called **underfitting**: The classifiers decision boundary deviates too far from the sample data and produces a classifier which performs badly even on the training data.\n",
"\n",
"We can demonstrate this by choosing a \"too small\" value of `gamma`"
"image/png": 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\n",
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"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# small gamma tries to build a \"perfect\" circle\n",
"\n",
"clf = SVC(gamma=.062)\n",
"plt.figure(figsize=(6, 6));\n",
"\n",
"train_and_plot_decision_surface(clf, None, features, labels)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How did we fall for overfitting ? \n",
"\n",
"<br/>\n",
"<br/>\n",
"<div style=\"font-size: 18px; color: red;\">\n",
"<center>\n",
"Our fundamental mistake was to evaluate the performace <br/>of the classifier on the training data.\n",
"</center>\n",
"</div>\n",
"<br/><br/>\n",
"Repeat:\n",
"<br/><br/>\n",
"<div style=\"font-size: 18px; color: red;\">\n",
"<center>\n",
"Our fundamental mistake was to evaluate the performace <br/> of the classifier on the training data.\n",
"</center>\n",
"</div>\n",
"<br/>\n",
"\n",
"## 2. How can we do better ?\n",
"\n",
"\n",
"There is no general optimal setting or classification algorithm. **Not clear. Please rephrase this line** Depending on the \"geometry\" / \"shape\" of the data, settings and algorithms can make a big difference.\n",
"In our previous 2D examples we were able to visualize the data and classification results, this is not possible for higher dimensional data.\n",
"\n",
"The general way to handle this situation is as follows: \n",
"\n",
"- split our data into a learning data set and a test data set\n",
"- train the classifier on the learning data set\n",
"- assess performance of the classifier on the test data set."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross-validation\n",
"\n",
"The procedure called *cross-validation* goes a step further: In this procedure the full dataset is split into learn-/test-set in various ways and statistics of the achieved metrics is computed to assess the classifier.\n",
"\n",
"A common approach is **K-fold cross-validation**:\n",
"K-fold cross-validation has an advantage that we do not leave out part of our data from training. This is useful when we do not have a lot of data. \n",
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"\n",
"### Example: 4-fold cross validation\n",
"\n",
"For 4-fold cross validation we split our data set into four equal sized partitions P1, P2, P3 and P4.\n",
"\n",
"We:\n",
"\n",
"- train the classifier on `P2 + P3 + P4`, compute metrics `m1` on `P1`.\n",
"\n",
"<img src=\"cross_val_0.svg?1\" />\n",
"\n",
"- train the classifier on `P1 + P3 + P4`, compute metrics `m2` on `P2`.\n",
"\n",
"<img src=\"cross_val_1.svg?1\" />\n",
"\n",
"- train the classifier on `P1 + P2 + P4`, compute metrics `m3` on `P3`.\n",
"\n",
"<img src=\"cross_val_2.svg?1\" />\n",
"\n",
"- train the classifier on `P1 + P2 + P3`, compute metrics `m4` on `P4`.\n",
"\n",
"<img src=\"cross_val_3.svg?1\" />\n",
"\n",
"Finally we can compute the average of `m1` .. `m4` as the final metric.\n",
"\n",
"Some advice:\n",
"\n",
"- This can be done on the original data or on randomly shuffled data. It is recommended to shuffle the data first, as there might be some unknown underlying ordering in your dataset\n",
"- Usually one uses 3- to 10-fold cross validation, depending on the amount of data available."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Variant: randomized cross validation\n",
"\n",
"A randomized variant works like this:\n",
"\n",
"- Perform $n$ iterations:\n",
"\n",
" - draw a fraction $p$ (e.g. 80%) from your full data set without replacement for the training data set.\n",
" - use the remaining fraction $1 - p$ as evaluation data set\n",
" - train classifier and compute metric(s).\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Cross valiation with scikit-learn"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(300, 5)"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.utils import shuffle\n",
"import pandas as pd\n",
"\n",
"beer = pd.read_csv(\"beers.csv\")\n",
"beer_eval = pd.read_csv(\"beers_eval.csv\")-\n",
"\n",
"all_beer = pd.concat((beer, beer_eval))\n",
"\n",
"all_beer.shape"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"features = all_beer.iloc[:, :-1]\n",
"labels = all_beer.iloc[:, -1]"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import SVC\n",
"\n",
"classifier = LogisticRegression(C=2)\n",
"# classifier = SVC(C=1, gamma=.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below we use _accuracy_ as a so called _\"metric\"_, this is the percentage of correct classifications.\n",
"More about strategies on how to assess the quality of a classifier in the following chapter.\n"
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.81967213 0.95 0.86666667 0.76666667 0.77966102]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n",
"/home/tarun/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n"
]
}
],
"source": [
"features = all_beer.iloc[:, :-1]\n",
"labels = all_beer.iloc[:, -1]\n",
"\n",
"# \"accuracy\" is the way we evaluated the classifier up to now,\n",
"# which is the percentage of correct classification.\n",
"# more about so called \"metrics\" in the following chapter.\n",
"\n",
"scores = cross_val_score(classifier, features, labels, scoring=\"accuracy\", cv=5)\n",
"\n",
"# show computes scores:\n",
"# fit_time, score_time: run time in seconds\n",
"# test_score : scores on hold-out data sets\n",
"# train_score : scores on training data sets.\n",
"\n",
"print(scores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**NOTE: The above code block is incomplete**\n",
"\n",
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"We clearly see, that the `test_score` is worse than the `train_score` up to one case."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean test score is 0.837\n",
"std dev of test score is 0.067\n",
"true test score is with 75% probability between 0.703 and 0.970\n"
]
}
],
"source": [
"m = scores.mean()\n",
"s = scores.std()\n",
"\n",
"low = m - 2 * s\n",
"high = m + 2 * s\n",
"\n",
"print(\"mean test score is {:.3f}\".format(m))\n",
"print(\"std dev of test score is {:.3f}\".format(s))\n",
"print(\"true test score is with 75% probability between {:.3f} and {:.3f}\".format(low, high))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section\n",
"\n",
"1. Play with the previous examples.\n",
"2. Optional exercise: implement classifier + cross evaluation on the iris data set introduced in script 1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Some reasons for overfitting and how you might fight it.\n",
"\n",
"### 1. Small / insufficient data sets.\n",
"\n",
"The classifier fails go \"grab the concept\" because the \"concept\" is not represented strongly enough in the data set. \n",
"\n",
"Possible solutions:\n",
"\n",
"- Get more data.\n",
"- Augment your data by creating artificial/synthetic data (e.g. for images: shift / scale / rotate images) if feasible.\n",
"\n",
"\n",
"### 2. Unsuitbable classifier / classifier parameters used\n",
"\n",
"This is what we observed in the example before.\n",
"\n",
"Possible solutions:\n",
"\n",
"- optimize parameters using cross-validation.\n",
"\n",
"- evaluate other classification algorithms.\n",
"\n",
"### 3. Noise / uninformative features\n",
"\n",
"A classifier can in some sitations use noise or uninformative features to explain noise in the training data. In such cases noise contributes to \"artificially\" good results on the training data.\n",
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"\n",
"Possible solutions:\n",
"\n",
"- Inspect your data to detect noisy or uninformative features.\n",
"\n",
"- run experiments with excluded features. This can be automated, see [recursive feature elimination in scikit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html#sklearn.feature_selection.RFE).\n",
"\n",
"\n",
"### 4. Strongly correlated / redundant features\n",
"\n",
"In case the data set contains strongly, but not 100% correlated features, the difference might be considered as random data. The effect is then similar to 3.\n",
"\n",
"Possible solutions:\n",
"\n",
"- Inspect data to detect noise and correlations.\n",
"\n",
"- Use dimension reduction techniques like `PCA` (more about this later).\n",
"\n",
"- Run experiments with excluded features. This can be automated, see [recursive feature elimination](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html#sklearn.feature_selection.RFE).\n",
"\n",
"The following code demonstrates the effect of noise and redundant features:"
]
},
{
"cell_type": "code",
"execution_count": 215,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ORIGINAL DATA\n",
"98.67 % labeled correctly on training dataset\n",
"93.33 % labeled correctly on evaluation dataset\n",
"\n",
"WITH ADDED NOISY FEATURES\n",
"99.11 % labeled correctly on training dataset\n",
"89.33 % labeled correctly on evaluation dataset\n"
]
}
],
"source": [
"beer_data = pd.read_csv(\"beers.csv\")\n",
"\n",
"# all columns up to the last one:\n",
"input_features = beer_data.iloc[:, :-1]\n",
"input_labels = beer_data.iloc[:, -1]\n",
"\n",
"eval_data = pd.read_csv(\"beers_eval.csv\")\n",
"\n",
"eval_features = eval_data.iloc[:, :-1]\n",
"eval_labels = eval_data.iloc[:, -1]\n",
"\n",
"\n",
"def assess(classifier, input_features, eval_features):\n",
"\n",
" predicted_labels = classifier.predict(input_features)\n",
" print(\"{:.2f} % labeled correctly on training dataset\".format(sum(predicted_labels == input_labels) / len(input_labels) * 100))\n",
"\n",
" # Predict\n",
" predicted_labels = classifier.predict(eval_features)\n",
" print(\"{:.2f} % labeled correctly on evaluation dataset\".format(sum(predicted_labels == eval_labels) / len(eval_labels) * 100))\n",
"\n",
" \n",
"from sklearn.linear_model import LogisticRegression\n",
"classifier = SVC(C=2, gamma=2)\n",
"\n",
"classifier.fit(input_features, input_labels)\n",
"\n",
"print(\"ORIGINAL DATA\")\n",
"assess(classifier, input_features, eval_features)\n",
"\n",
"print()\n",
"print(\"WITH ADDED NOISY FEATURES\")\n",
"np.random.seed(5)\n",
"\n",
"input_features[\"redundant\"] = input_features.loc[:, \"alcohol_content\"] + 1 * (np.random.random((225,)) - .5)\n",
"input_features[\"noise\"] = .1 * (np.random.random((225,)) - .5)\n",
"\n",
"eval_features[\"redundant\"] = eval_features.loc[:, \"alcohol_content\"] + 1 * (np.random.random((75,)) - .5)\n",
"eval_features[\"noise\"] = .1 * (np.random.random((75,)) - .5)\n",
"\n",
"classifier.fit(input_features, input_labels)\n",
"\n",
"assess(classifier, input_features, eval_features)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see above that the classifier yields better accuracy on the extended training data set. But you also can see that the performance on the extended evaluation data set is worse than before.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-danger\">\n",
"<strong>TODO:</strong> move and somehow embed the data-split schematic from chapter 1.</div>\n",
"\n",
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"## 5. Training the final classifier\n",
"\n",
"Cross-validation was helpful to determine and tune a good classifier. But how do we eventually build the classifier we want to use later \"in production\" ?\n",
"\n",
"A common procedure is:\n",
"\n",
"- Split your data 80% to 20% (or another fraction) from the beginning.\n",
"\n",
"- Use the 80% fraction for determining and tuning a classifier.\n",
"\n",
"- Train the final classifier on the 80% part.\n",
"\n",
"- Finally use the 20% fraction for a final validation of the classifiers accuracy.\n",
"\n",
"<img src=\"./cross_eval_and_test.svg?6\">\n",
"\n",
"Comment: Literature is not consistent in terms. Sometimes the terms \"validation data set\" and \"test data set\" are interchanged."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Demonstration"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [],
"source": [
"# SPLIT DATASETS 80:20\n",
"\n",
"np.random.seed(5) # to get same results every time\n",
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"n = len(features)\n",
"indices = np.arange(n)\n",
"np.random.shuffle(indices)\n",
"indices_validation = indices[:n // 5]\n",
"indices_crosseval = indices[n//5 :]\n",
"\n",
"features_crosseval = features.iloc[indices_crosseval, :]\n",
"labels_crosseval = labels.iloc[indices_crosseval]\n",
"\n",
"features_validation = features.iloc[indices_validation, :]\n",
"labels_validation = labels.iloc[indices_validation]"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OPTIMIZE SETTINGS\n",
"score = 0.958 C=1.0 gamma=0.1\n",
"score = 0.971 C=1.0 gamma=1.0\n",
"score = 0.971 C=1.0 gamma=2.0\n",
"score = 0.963 C=1.0 gamma=4.0\n",
"score = 0.967 C=4.0 gamma=0.1\n",
"score = 0.971 C=4.0 gamma=1.0\n",
"score = 0.967 C=4.0 gamma=2.0\n",
"score = 0.963 C=4.0 gamma=4.0\n",
"score = 0.967 C=6.0 gamma=0.1\n",
"score = 0.971 C=6.0 gamma=1.0\n",
"score = 0.967 C=6.0 gamma=2.0\n",
"score = 0.963 C=6.0 gamma=4.0\n",
"\n",
"BEST RESULT CROSS VALIDATION\n",
"score = 0.971 C=1.0 gamma=2.0\n"
]
}
],
"source": [
"# FIND A \"BEST\" CLASSIFIER\n",
" \n",
"results = []\n",
"\n",
"print(\"OPTIMIZE SETTINGS\")\n",
"\n",
"for C in (1, 4, 6):\n",
" for gamma in (.1, 1, 2, 4):\n",
" classifier = SVC(C=C, gamma=gamma)\n",
"\n",
" scores = cross_validate(classifier, features_crosseval, labels_crosseval, scoring=\"accuracy\", cv=5)\n",
" test_scores = scores[\"test_score\"]\n",
" print(\"score = {:.3f} C={:.1f} gamma={:.1f}\".format(test_scores.mean(), C, gamma))\n",
" results.append((test_scores.mean(), C, gamma))\n",
" \n",
"\n",
"best_result = max(results)\n",
"best_score, C, gamma = best_result\n",
"\n",
"print()\n",
"print(\"BEST RESULT CROSS VALIDATION\")\n",
"print(\"score = {:.3f} C={:.1f} gamma={:.1f}\".format(best_score, C, gamma))"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"VALIDATION\n",
"score = 0.967\n"
]
}
],
"source": [
"# EVALUATE CLASSIFIER ON VALIDATION DATASET\n",
"\n",
"classifier = SVC(C=C, gamma=gamma)\n",
"\n",
"classifier.fit(features_crosseval, labels_crosseval)\n",
"predicted = classifier.predict(features_validation)\n",
"\n",
"final_accuracy = sum(predicted == labels_validation) / len(labels_validation)\n",
"\n",
"print(\"VALIDATION\")\n",
"print(\"score = {:.3f}\".format(final_accuracy))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section \n",
"\n",
"1. Run the previous examples.\n",
"\n",
"2. Can you determina a better pair of `C` and `gamma` ?\n",
"\n",
"### Optional exercises\n",
"\n",
"1. Play with `LogisticRegression` classifier.\n",
"\n",
"2. Optional exercise: implement same stragety for the iris data set introduced in script 1."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv3.6/lib/python3.6/site-packages/ipykernel_launcher.py:9: UserWarning: get_ipython_dir has moved to the IPython.paths module since IPython 4.0.\n",
" if __name__ == '__main__':\n"
]
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