{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Aula 6 - Regressão Múltipla" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Limitações da regressão linear simples" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# Importar bibliotecas\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import statsmodels.formula.api as smf\n", "from scipy.stats import linregress" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Ler base de dados\n", "housing = pd.read_csv('../data/housing_prices.csv')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 45 entries, 0 to 44\n", "Data columns (total 10 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 price_usd 45 non-null int64 \n", " 1 beds 45 non-null int64 \n", " 2 baths 45 non-null float64\n", " 3 built_sqm 45 non-null float64\n", " 4 km_to_resort 45 non-null float64\n", " 5 km_to_base 45 non-null float64\n", " 6 land_sqm 45 non-null float64\n", " 7 cars 45 non-null int64 \n", " 8 age 45 non-null int64 \n", " 9 days_listed 45 non-null int64 \n", "dtypes: float64(5), int64(5)\n", "memory usage: 3.6 KB\n" ] } ], "source": [ "# Ler estrutura de dados\n", "housing.info()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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price_usdbedsbathsbuilt_sqmkm_to_resortkm_to_baseland_sqmcarsagedays_listed
count45.00000045.00000045.00000045.00000045.00000045.00000045.00000045.00000045.00000045.000000
mean391191.1111113.2888892.333333176.57977819.95333322.3840009344.9726671.42222222.133333122.022222
std132600.5550211.1603730.99287263.45669422.47013322.80202527432.9909721.03328420.30405291.611951
min160000.0000001.0000001.00000071.3500000.0000001.610000404.7000000.0000003.00000016.000000
25%300000.0000003.0000002.000000133.7800003.2200008.050000971.2800000.00000012.00000062.000000
50%378000.0000003.0000002.000000172.61000011.26000011.2600001821.1500002.00000017.00000098.000000
75%496000.0000004.0000002.500000200.67000032.18000024.1400003885.1200002.00000023.000000150.000000
max690000.0000006.0000004.750000360.00000083.67000080.450000161880.0000004.00000080.000000412.000000
\n", "
" ], "text/plain": [ " price_usd beds baths built_sqm km_to_resort \\\n", "count 45.000000 45.000000 45.000000 45.000000 45.000000 \n", "mean 391191.111111 3.288889 2.333333 176.579778 19.953333 \n", "std 132600.555021 1.160373 0.992872 63.456694 22.470133 \n", "min 160000.000000 1.000000 1.000000 71.350000 0.000000 \n", "25% 300000.000000 3.000000 2.000000 133.780000 3.220000 \n", "50% 378000.000000 3.000000 2.000000 172.610000 11.260000 \n", "75% 496000.000000 4.000000 2.500000 200.670000 32.180000 \n", "max 690000.000000 6.000000 4.750000 360.000000 83.670000 \n", "\n", " km_to_base land_sqm cars age days_listed \n", "count 45.000000 45.000000 45.000000 45.000000 45.000000 \n", "mean 22.384000 9344.972667 1.422222 22.133333 122.022222 \n", "std 22.802025 27432.990972 1.033284 20.304052 91.611951 \n", "min 1.610000 404.700000 0.000000 3.000000 16.000000 \n", "25% 8.050000 971.280000 0.000000 12.000000 62.000000 \n", "50% 11.260000 1821.150000 2.000000 17.000000 98.000000 \n", "75% 24.140000 3885.120000 2.000000 23.000000 150.000000 \n", "max 80.450000 161880.000000 4.000000 80.000000 412.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estatísticas descritivas dos dados\n", "housing.describe()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "heatmap = sns.heatmap(housing.corr(), vmin=-1, vmax=1, annot=True, cmap='YlGnBu')\n", "heatmap.set_title('Matriz de Correlação Housing Prices', fontdict={'fontsize':12}, pad=12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='built_sqm', y='price_usd', hue='beds', size='beds', palette='crest', alpha=0.6, data=housing)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinregressResult(slope=77170.36759189794, intercept=137386.3465866468, rvalue=0.6753092593487783, pvalue=3.6054687841134296e-07, stderr=12852.75067748794, intercept_stderr=44769.90238686056)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Relação Dormitórios e Valor do Imóvel\n", "sns.lmplot(x='beds', y='price_usd', data=housing)\n", "linregress(x=housing['beds'], y=housing['price_usd'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O modelo linear simples sugere que o preço padrão do imóvel é cerca de 137.400 dólares (interceptação) com um acréscimo de 77.200 dólares (slope) por dormitório." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinregressResult(slope=106861.86359269932, intercept=141846.76272814604, rvalue=0.8001488906659917, pvalue=4.251692031657766e-11, stderr=12215.892539263123, intercept_stderr=30924.14853020802)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KFERjCZoDURw2nVmThufsPLKMkIUQQnQPBb5QjNZuyr5lmiZrP9zL8nd2pHZuKwWzJg9n8hkD223cAlJVpF77YA8HmlsJtSarSJWXunN+DlkCshBCiG7hC0Rp7aaEH/GEwQtr63h30/5Um92qM/vikVQPKz7h1x5dRcpq0SgusDOk1COZuoQQQvRuJia+QJRwN50xDoVjLFm1mbq9R44nFRfYmVtTTVmJ66T6aKsi5XZa8bqs3fJLhARkIYQQOdOW8KO7zhjva27l8eWf0uSLpNqGDyzg2ktH4XF2T13jrpKALIQQIicMM5knOtJNZ4y37Grmjy9vIXxU8J9wWn++PK0Sy3HOFucTCchCCCGyzjDNbg3G6z5uYOlb9RxdNrnmvKFMO2twh5u38pEEZCGEEFmVMExaghGi3RCME4bJ0rfqefuTxlSb1aLxb9NHckZF7nZE54IEZCGEEFmTMEyaAxFi8dwH49ZInD+9soUtu1pSbV63jbk11Qzu7875/bNNArIQQoisiCcMWoLRbgnGB31hHl/+Kfubw6m2IaVu5lxWjddty/n9c0ECshBCiIx0d17qur0+lqzcTCgST7WdWVnCVRdWYesgB3VvIQFZCCFEl7UF45ZAlHg3BON/bdrH396oI3HU7q3pE4Zw8bnlOU/ckWsSkIUQQnSJUhCJGfiCuQ/GhmGy4h87eOPDvak2i674ygVVjB/ZP6f37i4SkIUQQgDJo0p1e33UNQbBSDCkv/u4o85kME7Q0g1FIiKxBM+8upWN2w+l2txOK3MuG5Wzyks9QQKyEEIINtY3sfTt7TQ2hTBM0BSUlbg6LKigFLRGE91SPrE5EOHx5ZtoaAql2gaWuJhTU01xgT2n9+5u+Z+6RAghRE5trG9i8YpN7NofwG7TKS6wY7fp7NofZPGKTWysb0pdq5QiFInj74aR8Y5GP7/564a0YDx6WBE3XnFGtwRjq0XDYdO7JY81yAhZCCFOaYZpsvTt7YSjcYo8djRNoWkKm1WnSNdoDkRZ+vZ2qocXo2sawXCMQGsMw8htlPpg6wGee30b8aOC/vnjBlFz3jA0Lbebt5QCh82C122jO7eJSUAWQohT2I5GPw1NIdwOa7sUk0op3A4LDU0h9hwIUFzgIBiO5zQYm6bJK//axavv7U61aUpx5fkVnDt6QM7u20bXFR6HFZfD0m0j4zYSkIUQ4hQWCMVIJEwszo5XMK0WDbtVp8kXwWrJ7fRtLG7w59e28lHtkSlyp93CtZeOonKwN3c3BhRgs2p4XXYsFtXtwRgkIAshxCnN47Ki64p43MBmTU+qoRS4HVbihknCMHMapHyhKE+u2MSu/cFUW2mRg7k1o+lX6MjdjQFNUzjtFgqcFqBngjHk6aauv/71r1x55ZWMHTuWiRMn8u1vf5tw+Eh6tFdffZUrrriCsWPHUlNTw3PPPdeuj2g0yk9/+lOmTJnC+PHj+da3vkVtbW2767Zt28a3vvUtxo8fz5QpU3jwwQeJRqPtrnv22Wepqalh7NixXHHFFaxevbrdNX6/n7vuuovzzjuPCRMm8IMf/IB9+/Zl+DaEECJ3hpUVMLDERTAcxzwqEmmaoshjO1zK0KSsxJWzZ9hzIMhv/7ohLRiPHFLId750Zs6DsVXXKPTY8Lps0K0rxu3lXUD+7W9/y3//938zc+ZMFi1axP/5P/+H8vJyEolkfct3332Xm266ifHjx7Nw4UJmzJjBj370I5YvX57Wz3333cezzz7LLbfcwiOPPEI0GuWb3/wmfr8/dU1LSwvXXXcdsViMRx55hFtuuYVnnnmGBx54IK2vpUuXcs899zBjxgwWLlzI+PHjuemmm3j//ffTrrv55pt58803uffee/nZz35GXV0dN9xwA/F4HCGEyEeaUsyaNByHTac5ECUaSxweGVtoCcbwh6Kcf+agnGXB+qS+iQUvfExL8MhAaOLpZVw3YzROe+4mcZUCp02n2OvAbtHTfhnpKcrMh6c4rLa2li9+8Yv85je/4YILLujwmnnz5hEMBvnTn/6UarvtttvYuHEjy5YtA6ChoYGLLrqIn/zkJ1x99dUANDc3M336dL73ve9xww03ALBgwQIeffRRVq9eTVFREQBPP/00//Vf/8Xq1aspKysDoKamhjPPPJOf//znqXvOnj2bgoICFi5cCMD69euZPXs2ixYtYurUqal/z8yZM/nFL37BzJkzu/xeEgmDpqbgZ194HBaLRnGxm0OHgsS7Ien7qUjecfeQ95w7beeQm3xhvB47iYSBUnDBuMFUlRdl/X6mafLGB3tZ8Y8dtAUhTcGsz49g8hkDs36/o+lacrOay2mFboiApaUnl7wkr0bIf/nLXygvLz9uMI5Go7zzzjtcfvnlae0zZ85k27Zt7Nq1C4C1a9diGEbadUVFRUyZMoU1a9ak2tasWcPkyZNTwRhgxowZGIbBm2++CcDOnTupr69nxowZ7e65bt261PT2mjVr8Hq9TJkyJXVNZWUlY8aMSbunEELkozEjSrht9ni+/5VxfGlaFTMnD+ebM8bkJBjHEwbPvV7L8qOCsd2qM/fy0TkPxskpajvubgrGnZFXm7o++OADRo0axW9+8xueeOIJ/H4/Z555JnfeeSdnnXUWO3bsIBaLUVlZmfZ1VVVVQHJEWl5eTm1tLf369aOwsLDddX/+859Tf6+treWrX/1q2jVer5fS0tLUenPbnxUVFe36isVi7Ny5k6qqKmpra6moqGh3bKCysrLDtevOsli6/ruTrmtpf4rsk3fcPeQ951Y0blDgtlLa30MgECaRg/zUgdYYT67YRN3eI8uHJV4735w5mrLi3K1TA9htOoVuG7qWn98/eRWQ9+/fz4YNG9i8eTM/+clPcDqdPProo1x//fWsXLmSlpZkEWqvN337e9vf2z73+XwUFLSfIvB6valr2q47ti+AwsLC1HWZ3rOwsJANGzacxL/++DRNUVycebFtr9eZcR/ixOQddw95z9kXbI0SDsZwOJMZsDye7G+m2nMgwG//uoEDLUc26Z42tIgbvzwWjyt3NYwVYLdZKCqwo+c4qUgm8iogm6ZJKBTif/7nfxg9ejQAZ511FhdddBFPPvlkam32VGMYJj5f6LMvPA5d1/B6nfh8rTn5jVfIO+4u8p6zTykIhuP4Q1EMw0TXNTweR9ZHyJt2HGLJqi1EoolU27mjS/nytEoSsTgtLbnZ/KppCo/TimZR+Fq6/nM0Eyc7oMqrgOz1eikqKkoFY0iu/Z5++uls3bqVWbNmAaTtlIbk6BRITVF7vV4CgUC7/n0+X9o0ttfrbdcXJEe9bde1/en3+yktLT3hPRsaGk7YVyaysYElkTBkI0yOyTvuHvKes0MpCLbGCKRl30q+10TCyEquatM0WfdxI0vX1afO9yqgZuIwzh83CIXKWU5sq65R4LRit+q94vslrybSR44cedzPIpEIw4YNw2q1tluTbft729pyZWUlBw4cSJuebrvu6PXnjtZ3/X4/+/fvT+vr6Hsc3ZfVamXo0KGp6+rq6tptna+rq2u35i2EED1NKfCHYgRac5cKM2EYvPBmPX9/60gwtlk0rr1sFNPOGtxuz022KMBu1SgqsGO3dl9xiEzlVUCePn06zc3NbNy4MdV26NAhPv74Y8444wxsNhsTJ05kxYoVaV+3bNkyqqqqKC8vB2Dq1KlomsbKlStT17S0tLB27VqmTZuWaps2bRpvvfVWarQLsHz5cjRNS+2WHjp0KCNGjGh3znnZsmVMnjwZm82W6qulpYV169alrqmrq+OTTz5Ju6cQQvQ4Bb5glGA4hpGjaNUaibP4pU2880ljqq3QbePfrziD048p55hNmlK4HBaKD68X95ZgDHk2ZX3JJZcwduxYfvCDH3DLLbdgt9t57LHHsNlsfP3rXwfgu9/9LnPnzuXee+9lxowZvPPOO/z973/noYceSvUzcOBArrrqKh588EE0TaOsrIwFCxZQUFDA7NmzU9fNnj2bJ554gu9///vceOONNDY28uCDDzJ79uzUGWSA+fPnc/vttzNs2DAmTpzIsmXL+PDDD3nyySdT10yYMIGpU6dy1113cccdd2C323nooYeorq7msssu64a3J4QQJ6clECUcjecsWB1sCbN4+adpm7fKS93MqammIIebt3Q9uV7ssnd/YYhsyKvEIABNTU3cf//9rF69mlgsxrnnnsudd96ZNp39yiuv8Mtf/pK6ujoGDx7Mv//7v3PVVVel9RONRnnooYd4/vnnCQaDnH322dx9992pI1Jttm3bxn//93+zfv163G43X/rSl7jllltSI982zz77LAsXLmTPnj1UVFRw6623Mn369LRr/H4/999/P6tWrSIejzN16lTuvvvutODeFZIYJP/JO+4e8p4zZR4OxonjHsHVdUVhoYuWllCX1nZr97SwZNUWWiNHNmmNq+rHVy+owprB8c0TyYfCECdysolB8i4gi/YkIOc/ecfdQ95z15mYNAeiabucO5JJQH7303387Y26tGnwi84ewsXnlOdsvfjYwhD56GQDcl5NWQshhMg+w4SWQIRILDe/xBiGyfJ/7GDth3tTbRZd8dULqjhrZP+c3BOSpSE9LisOqyUvclFnSgKyEEL0YYZp5jQYR6IJnn51C5/uaE61eZxW5tSMYuiAkxsZdpamFA6bToHbhoI+EYxBArIQQvRZCcOkJRghmqNgfMgf4YkVm2hoOpJwY1A/F3Nqqiny2HNyT4uu4XFacPbSjVsnIgFZCCH6oIRh0hyIEMvRWvuORj9PrNxMsDWWahszvJh/u2gkdquek3va83jjVjZIQBZCiD4mnjBoCUZzFozf33qAv7y+jfhRm77OHzeImvOGoeUgV3SydrGFArcVRd8MxiABWQgh+gylkhWbfIEosRzk+jZMk1f+tYvV7+1Otema4srzKzinekDW7wfJXd9uhxW3o+9NUR9LArIQQvQBSkEklsAXjBHPQTCOxhP8+bVtbKhtSrW57BauvWwUFYPaV83LBqtFw+u2YbNofT4YgwRkIYTo9ZRStEaTFZtyUajBF4zyxMpN7N5/JB9CaZGDuZePpp83+2UalQKHVafAbUdTnBLBGCQgCyFEr6aUIhSO4W+N5aRIxO4DQZ5YsQlfMJpqO628kGsuOQ2HLfshRNMUbocFt9PKcdOJ9VESkIUQopdKVmyKEorkpmLTx3VNPLN6a9rmsElnlDFr8gj0HGzesuoaHnffSfTRWRKQhRCiVzJpCcRozUGRCNM0Wf3ebpa/syPVpin4wudHMOmMgdm9GclfLOxWHa/bhqbUKRmMQQKyEEL0OoYJLcEo0RMUieiqeMJg8dJPeHtDQ6rNYdO55pLTOK28KMt3S05Ru+wWPK5Tb4r6WBKQhRCil1AK4nGTllBusm8FWmM8tWoz9Q3+VFuJ187cmtEMKHZm/X5Wi0aBy4r9FJ2iPpYEZCGE6AWSx5oMfMFoTo41NTSFeGLFJg75I6m2EYMKuPbSUbgd1qzeS6aoOyYBWQgh8pxSitZIcid1Lo41bdpxiD+9spVI7EhpxnNHl3LFlAosenZrGKemqJ3ZDfJ9gQRkIYTIY0pBsDVKIJz9ndSmafLWhgaWvb09tTFMAV+ePpLzqvtjZHkgbtGT5RKdNpmi7ogEZCGEyFPJY00xQuE4RpYDWMIwePHNev6xcV+qzWbRuOaS05g8vpyWlhDZ2mWlAJtVw+u2Y9Flivp4JCALIUQ+UskMWaFI9o81tUbiPPXyZrbt9qXaCt025l5eTfkAT1bvpSmF065T4LJCHy4MkQ0SkIUQIt8cDsatOQjGB1paeXz5Jg60hFNtQwd4+MZloyhw2bJ6r7baxS6HNSeJS/oaCchCCJFnfIFoThJ+bNvdwlMvb6Y1cmTz1riqfnz1giqsluxt3kpNUR+uXSzB+ORIQBZCiDzSEowSzkEw/ufGRp5fW5+2Fn3JueVMnzAEpbKXBlOmqLtOArIQQuSJXARjwzB56Z3tvPnRkcxbFl1x1YUjGVfVL3s34sgUtdNulY1bXSABWQgh8kAugnE4GufpV7eyaUdzqq3AZWXOZdndvCW7qLNDArIQQvSwXATjQ/4wjy/fROOh1lTboH4u5tZUU+ixZ+0+mqZw2mSKOhskIAshRA/KRTDe3uDnyZWbCIbjqbbTRxTzb9NHYrPqWbuPTFFnlwRkIYToESYtgSjhWCKrwXj95v38ZU0tiaN2Nl8wfjCXfm4oWpY2b8kUdW5IQBZCiG5mYtIciBKJJj774pNkmCar/rmT19/fk2rTNcWXp1Vy9qjSrN1HpqhzRwKyEEJ0I8OElkCESBbLJ0ZjCZ59bRsf1zWl2lwOC9+4bBQjBnqzdh/JRZ1bEpCFEKIbKAXxhElLMLu1jFuCUZ5YsYk9B4KptgHFTubWVFPidWTlHjJF3T0kIAshRI611TL2B6PEsljLePf+AE+s2IQvFEu1jRpayOyLT8Nh6/yPd8M02bs/yK4DrWAmKCt2YdE1nHYLBU4LMkWdWxKQhRAih5RShCIxAqFY2karTG2oPcizq7elBfjJZw5k5qTh6FrnN29t29XMax/s4WBzKwagASMGF3LZuUMZM6JERsXdQAKyEELkSLJ8YrJiU7byOZumyWvr97Dq3Z2pNk3BF6dUMPH0si71uW1XM39dW0cklsDtsOC0W3A5LARbY/zp1S1cPX0kY0aUZOX5xfFJQBZCiJwwaQnEslokIhY3+OuaWt7feiDV5rDpfP2SUYwsL+xSn4Zp8toHe4jEEnhdNlwOCyUFDuKGQXMkQnMgytK3t1M9vDhrx6ZExyQgCyFElhlmcrNVNJogWxO9/lCUJas2s6MxkGrr53Uw9/JqSoucXe5374EgB5pbcdstFHrsuJ0W4oZJsz+CYYLbYaGhKcSORn9Wd2yL9iQgCyFEligF8bhJSyi7O6kbmkI8vvxTmgPRVFvFIC/XXnoaLoc1o75D4ThKaQwocWGz6gRbY8QTZuoXCYtFIxSOEzhq45jIDQnIQgiRBbnaSf3pjkP86ZUtaQH+3NEDuGLKCCx65jWMvW4bZSVOjNSo2EzrNx430HWFx5VZ4BefTQKyEBkyTJO6vT7qGoNgJBjS3y1rbacYpRStkRj+1hiJRPY2b735UQMvvb09NVpVwOWThjF17KCs1DC26BqjhhWx7uMGPt3RTJHbSiiSwDCTG8Vcdp1gOE55qZthZQUZ30+cmARkITKwsb6JpW9vp7EplPohVlbiYtak4bIr9RShFARaowTD2dtJHU8YvPBmPe9+ui/VZrNqzL7oNEYPL864f6XAZtXxumxYdMUFZw3mk/omduwLtrvW47Qwa9Jw+SWzG2Q+3yHEKWpjfROLV2xi1/4AdptOcYEdu01n1/4gi1dsYmN902d3Ino9XzBKoDWWtWAcCsf5w7JP04JxkcfGjVeckZVgrGkKl8NKsceOriUTfWxv9BM6qjLUsc+zvdGf8X3FZ5OALEQXGKbJ0re3E47GKfLYsVl1NE1hs+oUeWyEowmWvr0dQ5Ip9FkmJi2BCKFI9o417W9u5bd/20DdXl+qbViZh+9eeSaD+rkz7t+ia3jdNrwuW6otbhgsXbcdwwSLBhaLwqprWCwKi5bcMb503XbiRvbWxUXHJCAL0QU7Gv00NIVwO6zt1vKUUmlHRUTfY5jJDVCt0eyVTty6q4Xf/m0DB33hVNv4kf2ZN+t0Co4KoF2hFNhtOkUFdpw2PS3r1j8+aaQ1EseiKTRNQ1MKTVOH/9SwaIrWSJx/fNKY0TOIzyZryEJ0QSCU3LxjcXb8O60cFemblIJo3MAXjBKLZ2/E+M4njbz4Zh1Hz3pfcm450ycM6XDzlmGa7D0QJBSO43JYGHSCjYSapg7nok7ukj72F4gmXzi5aex4S8Qq+TVNR/2iIHJDArIQXeBxWdF1RTxuYLPq7T6XoyJ9j1KK1mjyl6x4lo41JQyTl97ezlsbGlJtVl3jqulVjK3s1+HXtOWcPtDcSsIAXYP+RU4uPGswVeVFadeeTLnEEq8jGYtNOg7KZrI5W5WjxPHJlLUQXTCsrICBJS6C4Xi7H3SmaRIMxxlY4pKjIn2EUhAMx/AFo1kLxuFonCdWbEoLxgUuKzdccfoJg/Ff19bR0BTCZtXxuKzYrDoNTa38dW0d23Y1p563baPhsVPUxzrv9DKc9mR2ro6+l+OGidNu4bwu5skWJ08CshBdoCnFrEnDcdh0mgNRorEEhmESjSVoDkRx2HQ5KtJXKPCFktWasrWTuskX5tHnP2bzzuZU2+D+br735bGUl3o6/Jpjc05bLTqaUlgtOl6XlUjM4LUP9oCi3S7qE7FoGrMmJytExRImhmFimAaGYRJLmOiaYtbk4Vg0CRe5JlPWQnTRmBElXFdTnTqH3BpJoCkoL3XLOeQ+wsTE548SjmVv81Z9g48nV25OO2Z0xogSvja9qsPljzZtOadddkuHGwlddp1YPEE4EmdQibtT5RIvnzgcSO6mDkXiqelrt8PCrMnDU5+L3JKALEQGxowooXp4MbsPBEHTJVNXH2KYyWNNkSzmpH5v837+uqY2rS7yheMHc8nnhn7m90woHE+uGXeQLlPTFAOKXURjCVoj7ZdRTsbwsgKGDnCza1+QuGFi0RTlA9wMl2WXbiMBWYgMaUpRMchLcbGbQ4eCxLO4+zZXDNNkR6OfQCiGx2VlWFmB/BJxWC52Uhumyap/7uT19/ek2nRN8ZVplUwYVXpSfbgcFnQNEgkDzXJkJG21aBQV2EnEDVqCEZz2zv9Yb0tyE47G8XpsOGwWwtE4ew62snjFJq6rqZYZn24gAVmIU0xbus+GphCJhImuKwZKuk8gOfUbjsXxB7O3kzoaS/DM6q18Un8o1eZ2WPjGZdUMH3jyo89B/d30L3LS0NSKV9eS592dVgqcVqLxBDv3BxjSv/M5p49NcqNp6kiSG12TesjdSFbphTiFpKX7tOp4PTbsVkn3CUftpA5kbyd1SyDCYy9+khaMBxQ7+d6Xz+xUMIbkTMyFZw3GbtXwt8bwOC14nFZ8oSg7GpP/e3ZlI6EkuckfMkIW4hRx7Eio7YevzapjtZziIyEF/lCMUDietXSnu/YFeGLlJvxHJYepHlrE1RePxGHr2o/eqvIivjqtkg9rD9IciLJrn5+EYWa0kVCS3OQPCchCnCI6MxIaMdDbQ0/ZE0xaAjHC0ezlpP6o9iDPrt5K/KhSjFPOHMiMScPRtK7/sqPrirNOK2XimQPZ0ZCdPQCS5CZ/SEAW4hQhI6H2kgUiooSjiez0Z5qsXr+bl9/dlWrTlOKKqSM4b0zXE2soBTaLRoHLhtWiYZpk7ZemtiQ3u/YHsVq0tF/W2pLcSD3k7iFryEKcIo4eCXXkVBsJtRWIyFYwjsUNnlm9NS0YO+0635o5OqNgnCqXWODAomtZG8Wn+pckN3lDRshCnCJkJHREwjBpCUaIZumMsT8U5cmVm9m5L5Bq61/oYG5NNf2LnF3uV9cVBU4rTru1S2eLT5YkuckPEpCFOEW0jYQWr9hEcyCK22HBYtGIxw2C4fgpMxKKJwxasnjGeO/BIE8cfqdtKgd7ufbSUV06E9zGZk1OUdssWk6DcRtJctPzJCALcQo5eiTU0BQiFI6j6+qUGAmlEn4EosSydKxp4/ZDPP3KFqJHBffzxgzgi1NGoHcx97NS4LBZ8LptKNqXS8yl3pjkpi/Jq4D8l7/8hTvvvLNd+w033MDtt9+e+vuzzz7L7373O/bs2UNFRQW33HIL06dPT/sav9/P/fffz8svv0wsFuP888/n7rvvZsCAAWnXvffee/z0pz9l48aN9OvXj2uuuYYbbrih3XTewoULeeqpp2hqamLMmDHceeedjB8/Pq2vxsZG7rvvPtauXYvVauXSSy/lzjvvxOPpOFm8ED2hbSR0KmXqUgoisQS+LCX8ME2TtR/tZfnbO2iLl0rBzEnD+fyZAzusYXwydF3hdlhxOyzdGohFfsirgNzmd7/7HQUFR9axysqObIhYunQp99xzD9/5zneYNGkSy5Yt46abbmLJkiVpAfLmm29m69at3Hvvvdjtdn75y19yww038Nxzz2GxJP/Z27dvZ968eUyZMoWbb76ZTZs28bOf/Qxd15k3b16qr4ULF/Lwww9z++23U11dzZIlS7j++ut5/vnnGTp0KACxWIxvf/vbAPz85z8nHA7z05/+lNtuu40FCxbk8nUJ0WmaUqfM0SaloDWawB+KkkhkHuXiCYMX3qzn3U/3pdrsVp3ZF4+kelhxl/u1WbXDVZyyv3FL9A55GZDPOOMMSko6njp7+OGHmTVrFjfffDMAkyZNYvPmzfz6179m4cKFAKxfv561a9eyaNEipk6dCkBFRQUzZ85k5cqVzJw5E4BFixZRXFzML37xC2w2G5MnT6apqYlHH32UOXPmYLPZiEQiLFiwgOuvv55vfvObAJxzzjlcfvnlLFq0iHvvvReAFStWsGXLFpYtW0ZlZSUAXq+XefPm8eGHHzJu3LgcvS0hxPEopQhFkqUTE1konRgKx1iyajN1e49krSousDOnppqBJa4uPiM4DmdNU3x2uUTRd/WqY087d+6kvr6eGTNmpLXPnDmTdevWEY0mN1WsWbMGr9fLlClTUtdUVlYyZswY1qxZk2pbs2YNF198MTabLa0vn8/H+vXrgeSUdiAQSLunzWbj0ksvbddXdXV1KhgDTJkyhaKiIl5//fUsvQEhssMwTeobfGyoPUh9gy9r2anyiaYpguEY/iwF433NrfzmbxvSgvHwsgK+e+WZXQ7GmkpOURcW2FH03SUDcXLycoT8hS98gUOHDjF48GD+7d/+jW9/+9vouk5tbS2QHO0eraqqilgsxs6dO6mqqqK2tpaKiop26ziVlZWpPkKhEHv37k0LoG3XKKWora1l4sSJqeuPva6qqorFixcTDodxOBzU1ta2u0YpRUVFRaqPTFgsXf/dqa1cW0dl20R29KZ3/EldE39/q569B4PEEyYWXTGon5svfH4Ep1fk96auk37PCvzBKK2ROEol12YzsXlnM0tWbk47s3z2qP589cIqLF3831zXFB6XDbcjt0eaOqs3fS/3NXkVkEtLS5k/fz5nnXUWSileffVVfvnLX9LY2MiPf/xjWlpagORU8NHa/t72uc/nS1uDblNYWMiGDRuA5Kavjvqy2Ww4nc60vmw2G3a7vd09TdOkpaUFh8Nxwnu29dVVmqYoLnZn1AeA19v185Di5OT7O/5gy34Wr9hEazhOgduKVdeIJQx2HUgWl/j+VWdx1mknVw6wJ53oPScSBs3+CLrNSoEt8yQnr723i2dWbU6bRbjygipqJg3v+uYtTVHoseG0528Slnz/Xu6L8iogn3/++Zx//vmpv0+dOhW73c7ixYv5zne+04NP1rMMw8TnC3X563Vdw+t14vO1ksjScQ+Rrje8Y8M0+dOKTwm1xigqsKGUwjDNZHBwW2n2R/nTik8p7+fM2x3Xn/WejcMJP7KRfSthmPz9zXre2tCQarNaNGZfPJIzK/vh87V2uk8F2G0WCt02wqEo4VD0M7+mu/WG7+Xe5mQHVHkVkDsyY8YMfv/737Nx40YKCwuB5Oi2tPTIb/E+nw8g9bnX66WhoaFdXy0tLalr2kazbSPlNtFolNbW1rS+otEokUgkbZTs8/lQSqVdFwgEOFZLSwuDBg3q2j/+KNk4D5hIGHKuMMfy+R3XN/jYczCIy2GBdpuHFC6HhT0Hg9Tubsn7HdgdvedsZt8KR+P88eUtbNl1ZHbL67Iy5/LRDOnv7tJubU1TOO3JkomGYWJkYV07l/L5e7mv6lWLBG1rtMeuydbW1mK1WlNHkCorK6mrq2u3LlNXV5fqw+VyMWjQoHZ9tX1d23Vtf9bV1bW75+DBg3E4HKnrju3LNM20ewrRk1LFJY6zH8Fi0UgkzF5XXEIpiB2eps5GMD7oC/Pbv32cFoyH9Hfz3S+PZUj/ri0dWXQNr8tKgcv22ReLU1beB+Rly5ah6zqnn346Q4cOZcSIESxfvrzdNZMnT07tlp42bRotLS2sW7cudU1dXR2ffPIJ06ZNS7VNmzaNV155hVgsltaX1+tlwoQJAJx99tl4PB5eeuml1DWxWIyVK1e26+vTTz+lvr4+1bZu3Tqam5u54IILsvMyhMhAXywuoZSiNZqgORDJSvatur0+fvvXDexvPjIdfWZFCTdccTqF7q4FU5tVo9hjx2m35NXmLZF/8mrKet68eUycOJHq6moAXnnlFZ555hnmzp2bmqKeP38+t99+O8OGDWPixIksW7aMDz/8kCeffDLVz4QJE5g6dSp33XUXd9xxB3a7nYceeojq6mouu+yytPu9+OKL3HbbbVxzzTVs3ryZRYsWccstt6SCu91u58Ybb+SRRx6hpKSEUaNG8cc//pHm5ua05CE1NTUsWLCA+fPnc+utt9La2sqDDz7IhRdeKGeQRV7oa8UllIJAa5RgOJ6V6d9/bdrH396oSzsiNX3CEC4+t7xLa+pKgdNmocBtlfPF4qQoM49+Zbvvvvt44403aGhowDAMRowYwde+9jXmzJmT9sPj2WefZeHChanUmbfeeutxU2euWrWKeDzO1KlTufvuu9OyfkHynPEDDzzAxo0bKSkp4dprr+0wdeZjjz3WLnVm2yi6zdGpMy0WC5deeil33XVXxqkzEwmDpqZgl7/eYtEkN22O9ZZ3vLG+icUrNhGOJjosLnFdTXVe57Nue89NhwIc8kVojcQzDnSGabLyHztY88HeI/fRFV+ZVsX40/p3qU9dV3gcVly9MAVmb/le7k1KS0/ul9y8CsiiYxKQ819vescb65tSxSUSCRNdVwwscfWK4hIWi4anwMGOPc20tsbJ9IdXJJbg2dVb+aT+UKrN7bQy57JRXZ4pSK/SlOED9oDe9L3cW5xsQM6rKWshRO715uISCcOgyRcmEk1kHIybAxGeWLGJvQePHCkcWOJiTk01xQX2E3xlx46kwLR3e5Um0TdIQBbiFNQbi0skDJNAMIbT3flgeayd+wI8uWIT/tYjGzpHDyvi6otOw27TO92fpilcdktyQ5wEYtFFEpCFEHkvYZg0ByIYpkmm+aM+2HqA517fRvyos8RTxw3i8vOGoWmdnyWw6BoelxWnTXZRi8xIQBZC5K1kHWMDfzBKLGFklJPaNE1e+dcuXn1vd6pNU4ovnV/B50YPOMFXHl96yUQJxiIzEpCFEHkpVTqxNZZxHeNY3ODPr23jo9qDqTan3cK1l55G5eDCLjyblEwU2ScBWQiRfxT4Q1FC4XjGpSH9oShPrNjErv1HTir0L3Qw9/Jq+hd2fgJcKXDZLZJ1S2SdBGQhTkGGaebtLmsTE58/SjiWyHjkuedAkCdWbKIleKSIQ9UQL1+/ZBROe+d//GmawuOw4HZaZVQssk4CshCnmHw9h6xUcmrZF4pmJSf1xvomnn51K9GjztKeN2YAX5wyAl3rfNZg2bwlci3vc1kLIbKnLVPXrv0B7IfXQO1WnV37k/WQN9Y39chzKcXhnNSZB2PTNFnzwR6eXLk5FYyVgi98fjhfmlrRpWCcykdt0yUYi5yREbIQpwjDNFn69nbC0TiFbhuxhEkkmkA7XA+5JRhj6dvbqR5e3K3T10opWiMx/KFYWh7prognDJ5/o45/bd6farNbda655DRGDS3qwrOBw2bBK/moRTfoVEAePXp0Wo7nk7Vx48ZOf40QIrt2NPppaAph0TX2N4eJxQ1MQAFWi4bLYaGhKcSORn+3JQ1p20ntD8UyLhARDMdYsnIz9Q1HapwXF9iZe3k1ZcWuTvenaQr34fViSfYhukOnAvL3v//9dgF51apVbN26lalTp1JRUQEkawW/+eabnHbaaVxyySXZe1ohRJcFQjEi0QSRWALDNNGUQiMZa6LxBPGggd2qd1s9ZKUUwXDyWFOmwbjxUIgnlm+iyR9JtQ0fWMC1l47C4+x8OUlZLxY9oVMBef78+Wl/f/rppzl48CAvvvgilZWVaZ9t27aN6667jgEDunbgXgiRXW6nJRmMDRNdU6lfrtXh/0sYJpFYArcz9ytZqdKJrZkfa9q8s5k/vryFSCyRajt7VH+uPL8Si9619WJJ9iF6QkabuhYtWsQ3vvGNdsEYoKqqimuvvZbf/e53mdxCCJElJurwn7Sb6VJKpWZl267LFaXAHzo8Ms4w4K3b0MDi5Z+mgrECLj9vGF+9oKrTwThZv1inuMCORe+dlZpE75bRr8INDQ1YLMfvwmKx0NDQkMkthBBZEmqNYbfqhKNx4oaJrlQygpmQME00ldwAFWrN4ZS1Al8wSijDOsaJhMHza+t555PGVJvVonH1RSM5vQtHt2S9WOSDjEbIp512Gk899RSNjY3tPmtoaOCPf/wjo0aNyuQWQogs8bis2G06hR47NouGYZoYholhmtgsGoVuO3abnqxYlAMmJi3+SMbBOBSO8Ydln6YF40K3jRuvOKNLwdiiaxR6bHicNgnGokdlNEK+8847+fa3v01NTQ2XXHIJw4cPB6C+vp5XXnkF0zR58MEHs/KgQojMDCsrYGCJi137gwwodhKLGxiGiaYprBaN5kCU8lI3w8pOrpj6yVIK4nGTllAk4zPGB1paeWLFBzQcVcO4vNTNN2qq8XYhlaXdquF127HoStaLRY/LKCCfe+65PPPMM/zP//wPL7/8MuFwGACHw8HUqVOZP38+1dXVWXlQIURmNKWYNWk4i1dsojkQxe2wYLPpxOMGzYEoDpvOrEnDs3oGWSlFazROIBQjnsgsGNfu8fHUqs2EIvFU29jKEq66cCRWS+fXi+V8scg3yszSr4WGYdDUlMzyU1JSgtaFbDiiY4mEQVNT8LMvPA6LRaO42M2hQ0Hi8cxTEor2etM77q7Umcmd1DGC4XjGx5re/XQfz6+tS0scctHZQ7j4nPJO50ZoWy/2SD7qDvWm7+XeorT05Gadsna+QdM0+vfvD0A0GiUej+Nydf4wvhAit8aMKKF6eHFOi0uYmLQEYoSjma0XG4bJin/s4I0P96baLLrG16ZXMbayX6f7k/PFIp9lNIxdunQp/+///b+0tl/96lecffbZfO5zn+P73/8+wWDXR3ZCiNzQlGLEQC9nVvZjxEBv1oKxUsnzzM3+CK0Zbt6KxBIsWbU5LRh7nFZuu/Zsxp/Wv9P9Wa0aRR6b5KMWeSujgPz73/+e1tbW1N/fe+89fvWrXzF16lSuu+463njjDR599NGMH1IIkf+S68UJDvkjRDLcvNUciLDg+Y/ZuP1Qqm1giYubvjqWisGFnXsuwG7TKfY45HyxyGsZTVnv3LmTL3/5y6m///3vf6d///786le/wmJJTgmtXLmS2267LeMHFULkMQX+UPJ8cabrxTv3+XlixWYCR52HHj2smKsvGomrk1nElAKX3UJBF3ZgC9HdMhohR6NR7HZ76u9vvvkm06ZNSyULqaqqksQgQvRxhgnN/gjBcOY5qT/YeoCFL36SFozPHzeIb1w2CrtN71RfmqYocFrxuiUYi94ho4BcXl7OW2+9BcBHH33E9u3bOf/881OfHzx4UDZ2iT7PME3q9vp479N91O31ZZwOsrdQShGNJzjkDxOOJjLbvGWavPzuTp5+dSvxRLIjXVN8ZVolMyYNR9M6t8bdluzD7bTJFLXoNTKasr766qv5v//3/7J161YaGxsZOHAg06dPT33+3nvvMXLkyIwfUoh81XaEqLEphGGCpqAsB0eI8k5bcYgsHGmKxQ3+/NpWPqptSrU57RauvXQUlYM7XwbSZtUodNmxWCTZh+hdMgrIc+bMwW638/rrr3PmmWfy7W9/G4fDAUBzczP79+/nmmuuycqDCpFvNtY3sXjFJsLROB6nFYfNQjgaZ9f+IItXbOK6muo+GZRNTHz+KOFYZqNiAF8oypMrNrFr/5HTGKVFDuZePpp+Xken+lKHc3F73XY0hYyMRa+TtcQgInckMUj+MUyTXzz9Prv2Byjy2NE0hUXXiCeS6Sjb0lDeevX4rJ7v7UlKJUezvlA04xSYAHsOBHl8xSZ8wWiq7bTyQmZffBpOe8djBV1XFBa6aGlJJjU5+tlk81Z2yM+L7Ov2xCBCnEp2NPppaArhdlg7LGXodlhoaAqxo9HPiIGdn3bNN20pMP2haFog7KqP65p4ZvVWYkf9wJ94ehlf+PwI9E6uF2uawuO04nZYZFQserWMAvLcuXM/8xqlFIsXL87kNkLknUAoRiJhYnF2vC/SYtEIhZM5nHs7pRShcAx/a+a7qE3TZM0He1jxj52pNk3BrM+PYPIZAzvdn0XXKHBbcVgl85bo/TIKyB39B2AYBnv27GHv3r0MHz6cAQMGZHILIfKSx2VF1xXxuIHN2v44TjxuoOsqZ6UMu4vK4uateMLgr2tqWb/lQKrNbtX5+qWncVp5Uaf7k81boq/JKCA/8cQTx/1s9erV3HPPPdx5552Z3EKIvHR0KUOrRUubtjZNk2A4npNSht3NF4oRCscyngoOtMZYsmoz2xv8qbaSAjtzLq+mrLjzRyOddgtuh0UqNYk+JWclmaZPn84VV1zRLte1EH1BWylDh02nORAlGktgGCbRWCJnpQy7k2Em01dmIxg3NoX47d82pAXjEYMK+O6Xz+x0MNaUwmm3UFRgR9E7360Qx5PTGonDhg3jo48+yuUthOgxY0aUcF1NNeWlbiJtOZyjCcpL3b32yJNSEEsYWUn2AbB5ZzOPPv8xh/yRVNs5o0q5fuYY3I7OTefrmqLAbaPE6wAZFYs+KGe7rOPxOC+99BLFxcW5uoUQPa6tlOHuA0HQdDASDOnv7pUjY6UUoUiMQGss453Upmmy7uNGlq6rTwV1BdRMHMb54wZ1uoaxVdcocNtwO+RgiOi7MvruPt76sN/v5/333+fAgQP88Ic/zOQWQuQ9TSkqBnl799nNLBaHSBgGL75Zzz827ku12Swa/3bRSE7v5KyBIrl5y+u2o2uyXiz6towC8jvvvNOuTSlFYWEh55xzDl/72teYOnVqJrcQQuRYNjNvtUbiPPXyZrbt9qXaCt025l5ezaB+7k71pSmFw67jdVlB1ovFKSCjgPzqq69m6zmEEN3IME127Q/QGo6TMEyKCuwZT7MfaGnl8eWbONASTrWVl7qZU1Pd6QxauqZwS7IPcYrp1gWZpqYmvva1r/Gzn/2MCRMmdOethRCHbaxv4rX39+APR/EHYwRCUfoXObnwrMFUdeE8MMC2PS08tWozrZFEqm1cVT++ekEVVkvn9o62rRfbrZoEY3FKyeku62MZhsHu3bsJh8OffbEQIus21jfx/Jt1HApEUqNjm1WnoamVv66tY9uu5k73+c9P9/GHpZ+mBeOLzynn6otGdjoY260ahQV2bBYJxuLUI1sWhThFGKbJmx83EDdMEnGDWMJEUwrNouPVNXyhGK99sIeKIYUnNX1tGCbL39nB2o/2ptosuuKqC0cyrqpfp55NKXBYdbwem5wvFqcsCchCnCJ27w/S0BQi1BpD09JHrkopXHadA82t7D0QZEip54R9RaIJnn51C5/uaE61eZxW5tRUM3TAib/2WJpSOB0WClxWOV8sTmkSkIU4BcQSBg0Hg+w/1Irb2XFCDl3XSEQShMLxE/Z1yB/hiRWbaGgKpdoG9XMxp6aaIo+9U88lm7eEOEICshB9XCxh4AtE0TSFppL1tTVL+4IYiYSBroHrBMk3tjf4eXLVZoKtR6pYjRlezL9dNBJ7B0U2TkQqNQmRTgKyEBkyTJO6vT7qGoN5l6mrLRjHEgaD+rvpX+SkoamVAk0RN0wMw0TTFBZNEYokGFjiZFD/js8Lv7/lAM+9vo3EUYlDpp01mMvOG9rpf69UahKiPQnIQmRgY30TS9/eTmNTCMNM1vYtK3Exa9LwHs1lrRRE40eCMSTXai88azDPvLaNfYda05ZrFeB2WrnwrMHtgqthmrzy7i5Wr9+datM1xZXnV3BOdefKqx67eUtisRBHdOuxJ6vVyuc+9zkKCwu787ZC5MTG+iYWr9jErv0B7Dad4gI7dpvOrv1BFq/YxMb6ph55LqUgFI7THIikgnGHzKP+7zii8QR/enlLWjB22S1cP2tMp4OxpincDiuFUqlJiA5lZYTc2NjIP//5Tw4ePEhNTQ0DBw4kkUjg9/spKChA15NrS4WFhSesoSxEb2GYJkvf3k44GqfIY0+uz2oKm1WnSNdoDkRZ+vZ2qocXd/P0tUlLMEY4ksA4ZvhpmCavfbAHwzQpK3YSjiaIGyYWTeGw6fha42nHnnzBKE+s3MTu/cFUH6VFTq67vDpZcakTdE3hcVlx2a0yRS3EcWQUkE3T5IEHHmDJkiXE43GUUowaNYqBAwcSCoW46KKL+MEPfsA3v/nNLD2uEPlhR6OfhqYQboe1XeUipRRuh4WGphA7Gv2MGOjN+fMoBfG4iS8UIRLreFS890CQA82tWDTFQX8krQhGMKLhtB059oRSPLFiE75gNHXNaeWFXHPJaThsnfuxkZ55S4KxEMeT0ZT17373Ox5//HGuv/56/vCHP6T9x1ZQUMBll13GypUrM35IIfJNIJQsUWg5TiYqi0UjkTAJhGIdfp5NSkEoEqcpED5uMIbkNHY0ZuAPxYjFjWRSEE2hKUUsnmyPxgw+qW/isec/TgvGk88YyNzLR3c6GNusGkUFdkmDKcRJyGiE/Oyzz3LllVdy6623cujQoXafV1dXs2bNmkxuIURe8ris6LoiHjewdXDcJx430PXkNG0umZj4jjNFfSyH3UI0nsAwwaofNapXYFGKWMIkHEuwev2e1Eeagi98fgSTzhjYqedSgN2mU+ixo0CCsRAnIaOAvHfv3hMWiXA6nQQCgUxuIUReGlZWwMASF7v2B7FatLRpa9M0CYbjlJe6GVZWkJP7n8wUdbuvObx7Sx1+xqOfua0G8tGB02HTueaS0zitkwUnlAKn3YK3kxWehDjVZTRl3a9fP/bu3Xvczz/++GMGDRqUyS2EyEuaUsyaNByHTac5ECUaS2AYJtFYguZAFIdNZ9ak4TnZ0KWUojUS51Dg5IMxQGskgc2io2mQMJObvEzTJGGYJI4ZwZZ47XznyjM7HYxTO6ndEoyF6KyMAvKll17Kn/70J3bu3Jlqa/ute+3atfz1r3/l8ssvz+wJhchTY0aUcF1NNeWlbiLRBIf8ESLRBOWlbq6rqc7NOWQFvlAUXyhG/ERHmjrgcliwWTU8TivWw9WU4gYYxwTjwf1dfO/KMxlQ5OxU/7qmKHBaKXDZZIpaiC5QZgbbHv1+P9deey27du3i3HPP5Y033uDzn/88oVCI999/nzFjxrBkyRKczs79hy3SJRIGTU3Bz77wOCwWjeJiN4cOBdN21orsMEyT3QeCoOk5zdRlYuILRAnHEl0KeIZp8odlG5OZupwWQpE4vmD6prMCl5XbZo/H1kFqzRPRdUWBy4bTpuc0GMv3cu7JO86+0tKTW7rKaIRcUFDAM888w7e//W0aGxux2+3885//xO/38/3vf5+nnnpKgrHo8zSlqBjk5ezRA6gY5M1JME4YJs3+CK3RrgVjOJKpy2ZRNPkj7YKx067ztQsqOx2MrRaNIo8958FYiL4uoxGy6B4yQs5/uXrHHaXAzETCMFiyYjOf7mxOax9Y4mTWpOFUdXLN2G7V8Lrt6Fr3JD+R7+Xck3ecfSc7Qs5ol3U8HiccDuPxdFz/NBAI4HA4sFgkZbYQnaWUIhSJEWhNnnnOVCgc56mXN1O7x5dqczssfOHzIxhb1a9TI3ulwGGz4HVbJQ2mEFmS0ZT1fffdx+zZs4/7+TXXXMMDDzzQ5f6DwSDTpk2jurqajz76KO2zZ599lpqaGsaOHcsVV1zB6tWr23293+/nrrvu4rzzzmPChAn84Ac/YN++fe2ue++997j66qsZN24c06dP57HHHmuXUcg0TR577DEuvPBCxo0bx9VXX83777/frq/Gxkbmz5/PhAkTOO+88/jRj34kR7/6uLZqT+99uo+6vb7PPA98UhT4Q1H8wewE4wPNrfz2+Q1pwXjoAA8/uGocZ43s3+lg7LJbKDxcIEIIkR0ZDV3feOMNrrzyyuN+XlNTwwsvvNDl/n/zm9+QSCTatS9dupR77rmH73znO0yaNIlly5Zx0003sWTJEsaPH5+67uabb2br1q3ce++92O12fvnLX3LDDTfw3HPPpUbt27dvZ968eUyZMoWbb76ZTZs28bOf/Qxd15k3b16qr4ULF/Lwww9z++23U11dzZIlS7j++ut5/vnnGTp0KACxWIxvf/vbAPz85z8nHA7z05/+lNtuu40FCxZ0+T2I/JWLak8mJj5/1zdvHWvb7haWrNpMOHrkv6WzRvbjK9OqsB4n09jxJI81WfA4rbJeLESWZRSQ9+3bR1lZ2XE/HzBgAI2NjV3qe9u2bTz11FPccccd/OQnP0n77OGHH2bWrFncfPPNAEyaNInNmzfz61//moULFwKwfv161q5dy6JFi5g6dSoAFRUVzJw5k5UrVzJz5kwAFi1aRHFxMb/4xS+w2WxMnjyZpqYmHn30UebMmYPNZiMSibBgwQKuv/76VF7uc845h8svv5xFixZx7733ArBixQq2bNnCsmXLqKysBMDr9TJv3jw+/PBDxo0b16V3IfJTW7WncDSOx2nFYbMQjsZT1Z46e/RJKYjFDXyhKNFOnC8+kX9sbOSFtfVpo/ZLzi1n+oQh7XJwfxZdU3icVlwOKRAhRC5kNGVdVFREXV3dcT/ftm3bcdeXP0vbdHhFRUVa+86dO6mvr2fGjBlp7TNnzmTdunVEo8n8u2vWrMHr9TJlypTUNZWVlYwZMyYtneeaNWu4+OKLsdlsaX35fD7Wr18PJKe0A4FA2j1tNhuXXnppu76qq6tTwRhgypQpFBUV8frrr3fpPYj8dGy1J5tVP1LtyWMjHE2w9O3tJz19fXSyj2wEY8MwWfpWPX97oy71DBZdMfvi07jo7PJOB2OLruH12CQYC5FDGY2Qzz//fP70pz/xxS9+kdNPPz3ts48//phnnnmmS4lBli9fzubNm3nkkUf4+OOP0z6rra0FaBeoq6qqiMVi7Ny5k6qqKmpra6moqGj3g6eysjLVRygUYu/evWkBtO0apRS1tbVMnDgxdf2x11VVVbF48WLC4TAOh4Pa2tp21yilqKioSPXRVccrYnAydF1L+1Nkrm6vj8amEB6nFU1TqbVUhULTwOO00NgUYveBIBWDPrvakz8UJRSOA8kzvZkIR+P8cdUWPt3RnGorcFm5bsZohg7o/C/IVotOoceGNfX903PrxvK9nHvyjntORgH5P/7jP3jjjTf42te+xkUXXcTIkSMB2LJlC6tXr6akpIT/+I//6FSfra2tPPDAA9xyyy0djq5bWlqA5FTw0dr+3va5z+ejoKD9VvPCwkI2bNgAJDd9ddSXzWbD6XSm9WWz2bDb7e3uaZomLS0tOByOE96zra+u0DRFcbG7y1/fxuuVM+HZUtcYxDCTO421o478JINpsoJSayQBmn7C/+2isQQtgQi6zUqBLfNCFAeaW1nwwifsOaqG8dCyAr731XEUd7KGMSRLJxYV2DssoNGT5Hs59+Qdd7+MAnJZWRnPPfccP//5z3nllVdYtWoVAB6Phy9+8YvccsstJ1xj7shvf/tb+vXrx1e/+tVMHq1PMQwTny/U5a/XdQ2v14nP10oiC2dZBWAk0FRyNGqz6igUuq5IJExMkjmtNZW87tCh9mfIlYJIzMAXjBKLt9+42BX1e308vnwTwcMjbYAzK0q4+uKRaKZBS8vJfw+1HWtyuG0EA2G6fgo+u+R7OffkHWffyQ6oMj4gPGDAAH76059imiZNTU0AlJSUdHqNCmD37t38/ve/59e//nVq9BoKhVJ/BoNBCgsLgeTotrS0NPW1Pl/yOEfb516vl4aGhnb3aGlpSV3TNpptu1ebaDRKa2trWl/RaJRIJJI2Svb5fCil0q7r6IhTS0tLxkU2snFAP5Ew5KB/lgzp76bscLWnIl1D0yBZT8nEMEwCrclqT0P6u9u98+R6cQx/ls4XA6zfvJ+/rKklcVRi6gvHD+aSzw1FU6pT99GUwnF4J7WRMDHIvzVj+V7OPXnH3S9rGTuUUvTr1y+jPnbt2kUsFuPf//3f2302d+5czjrrLH7+858DtFuvra2txWq1po4gVVZWsm7dunZl5urq6hg1ahQALpeLQYMGtVvfraurwzTNVP9tf9bV1TF69Oi0ew4ePBiHw5G6bvPmzWl9maZJXV1d2uYy0fu1VXtavGITh/wR7DYdi6YRNwwi0QROu6XDak/q8PniUCSeKnmYCcM0WfXPnbz+/pEaxrqm+Mq0SiaMKj3BVx7n33V4J7XbYZFjTUJ0s04F5F/96lcopfjud7+Lpmn86le/+syvUUrx/e9//6T6HzNmDI8//nha28aNG7n//vv5r//6L8aOHcvQoUMZMWIEy5cv55JLLkldt2zZMiZPnpzaLT1t2jR+85vfsG7dOj7/+c8DyYD6ySefpM4Kt133yiuv8J//+Z9YrdZUX16vN1Xr+eyzz8bj8fDSSy+lAnIsFmPlypVMmzYtra8XXniB+vp6RowYAcC6detobm7mggsuOKl3IHqPMSNKuHD8YJau205TSxiT5HYnp93CheMHd3DkyaQ5ECMcjWcl2EVjCZ5dvY2P65tSbS6HhW9cNooRAz97I9mxjhSIsMhOaiF6QJcC8g033IDNZst6QPZ6vUycOLHDz8444wzOOOMMAObPn8/tt9/OsGHDmDhxIsuWLePDDz/kySefTF0/YcIEpk6dyl133cUdd9yB3W7noYceorq6mssuuyx13bx583jxxRe57bbbuOaaa9i8eTOLFi3illtuSQV3u93OjTfeyCOPPEJJSQmjRo3ij3/8I83NzWnJQ2pqaliwYAHz58/n1ltvpbW1lQcffDCV3Uv0LRvrm3jt/T3ouqJfoQNd10gkDCKxBK+9v4fhZQWpoGyYJi3BKJFodtaLW4JRnlixiT0HjqzuDih2MremmpIubt7yemzYLJoEYyF6SN4Xl3jnnXeYO3cuf/7znxk7dmyq/dlnn2XhwoXs2bOHiooKbr31VqZPn572tX6/n/vvv59Vq1YRj8eZOnUqd999d7uNZu+99x4PPPAAGzdupKSkhGuvvZYbbrghbaq7LXXmU089RVNTE2PGjOHOO+9MjaLbNDY2ct9997F27VosFguXXnopd911V5fPY4MUl8hHhmnyi6ffZ9f+AEUe++HaxAowsegazYEo5aVubps9nkQiGYxjWXr3u/YHeGLFJvyhI9WaRg0tYvbFI3HYOr8KZbNqFHZjgYhMyPdy7sk7zr6TLS7R5YAcjUZ54403GDJkSNq6qsg+Ccj5p77Bx6/+ksyvHgrH04Kt1aLhdlgocNuYc9koPC5b1jZvbag9yLOrt6VVfvr8mQOZMWl4lwKq3aZT6LbTC2IxIN/L3UHecfblvB6y1WrlP/7jP1LZrIQ4lQRCMSLR5BniaNxA05LHnjRNYQLWw+d2Gw6GshKMTdNk9Xu7eerlLalgrCnFl6ZW8IXPj+h0MFYqudZd7LH1mmAsRF/X5V3WSilGjBjBoUOHsvk8QvQKLqeVSCyBYYJVV6CSWbpcTh2vy0ZrJMGe/QEslswTasTiBn9dU8v7Ww+k2hw2na9fOoqRQwo73Z+mFE6HhQKXlTw80STEKSuj3Gg33ngjS5YsyTgtpBC9jTocyRQcPloHhR4bXreNYCjKgeZWEoaZuq6r/KEoi5Z+khaM+3kdfPfKM7sUjJM7qa14cxSMDdOkvsHHhtqD1DdkqRSlEKeIjM4hf/DBBxQVFfHFL36R8847jyFDhqTO5B7t7rvvzuQ2QuSdYGscu1UnEkugNCjx2rFoOgd9YUKtcTQNbBY9mT6zixqaQjy+/FOaA9FUW+VgL1+/ZBQuR+f/07VaNLzutp3UXX6s42orRdnQlJym13XFwAxLUQpxKskoIB99zGjdunUdXqOUkoAs+hyPy4rdplPgtmG3akSiCRqbg8QTJlaLhtOWnKruSuAE+HT7If706pa0yk+fGz2AK6aOQNc6N7GlAJtNp9BtQ1MqZ8G4rRSl22HF4tSIx40ul6IU4lSUUUD+9NNPs/UcQvQqw8oKqBjkxReKoWvQGolTWJBMq6orhb81zsASJ4P6d64oiGmarP1oL8vf3pGaUVYKZkwczpSxAzudkrZt85bXZSVXVZqOLUXZ9ow2q47VkjwCtvTt7VQPL26XuUwIcURWUmdu3ryZ119/nd27dwNQXl7OtGnTUikqhehrdE3jorPLefrVLRz0hbFZtFRikFDcwG7VufCswZ0KQPGEwQtr63h30/5Um92qc/XFIxk9rLjTz6hpCo/DgttpzWkazB2NfhqaQrgd1na/MCilcDssNDSF2NHo71IGMSFOFRkF5Gg0yo9//GOef/55TNNEOzyVZhgGP//5z/niF7/Ifffdl8p4JURf4QtF6Vfo4IwRxby2fg/NrdFU6kyHTWfiuAFUlReddH+hcIwlq7ZQt9eXaivy2Jh7+WgGlrg6/XwWXcPjsnZLGsxAKFkkw+LseCrdYtEIheMEjkpkIoRoL6OA/P/9f/8ff/vb3/j617/ON77xDYYNG4ZSiu3bt/PEE0/wxz/+kcLCQn70ox9l63mF6FFtKTCjsQRbdzbzzsZ9aBoUFdjQNY2EYRCNGbyzcR+D+7lPKijvb27l8eWbOOgLp9qGlXn4xmXVeJydr5FstWgUum1YuykNpsdlRdcV8bjRYd3keNxA1xUeV+b1noXoyzIKyC+88AJf+tKX+PGPf5zWXllZyU9+8hMCgQAvvPCCBGTR67XVL/YHo8QSBoZp8toHe4jEEnjd9mRiEE2RMEwcNhNfKMZrH+yhYkjhCaett+5q4amXNxM+Ksf1+JH9+fK0SqyWzp9KtFs1Cj32nG3e6siwsgIGHi5FabVo7VLOBsPJUpTDyk4uW5EQp6qMziHH43HOOuus434+YcIEEonsJNMXoqcoBcFwnJZAJJUla++BIAeaW3HZLR2um7rsOgeaW9l74PgpT9/5pJH/fWljWjC+7HND+dr0qk4H47bNW0UF9m7fONVWitJh02kOJGcPDNMkGkvQHIjisOkdlqIUQqTLKCBPnTqVtWvXHvfzN954Q+oAi17OxBeM4g9FSRxVvzgUjpMwQNc7/k9I1zUSRvK6YyUMkxffquf5tXW0dWnVNb5+yWlcOGFIp3dSa0rhdlgp9NhQOdpJ/VnGjCjhuppqykvdRGIJfIEokViC8lK3HHkS4iRlNGX9H//xH9x8883cdNNNXHvttQwbNgyA7du3s2TJEvbs2cNDDz1Ec3Nz2tcVFRVlclshukVqvTiaaJfUyuWwoGvJwh9aB+kxEwkDXWt/DjkcjfOnV7aweWdLqs3rsjLn8tEM6eQRKQBdU3icVtxOK4bRs1mxxowo4bRhRfzjk0aafGFKvA7OO70MSyfPTQtxqsooIM+cORNIHnt65ZVX0j5r20wya9asdl+3cePGTG4rRE4pBdG4ge8EJRMH9XfTv8hJQ1MrXr39umkokmh3DrnJF+bxFZvYd6g11Takv5tv1FRT6O78SQSLrlHgtuKw6j0ejKHjTF1vbWiQTF1CnKSMAvL3v//9Tk+vCZHPlEpOMwfCsRNWadKU4sKzBvPXtXX4QjHcDh1l1YnFEwTDCexWLe0cct1eH0tWbU6bwj6zooSrpldh60IBCptVo9Blx2Lpvs1bJyKZuoTIXEYBef78+dl6DiHygi8YpTWSOKmiCFXlRXx5agWvfbCHg82thKMJNGBgiZMLzxqcOvL03ub9/HVNbdoa9PQJQ7j43PIubXQ6uoZxPgRjydQlRHZkJVOXEL2dYYIvGCESS3QqyFWVF1ExpJDGQyFQOpgJyopdaEphmCYr/7GTNR/sSV1v0RVfmVbF+NP6d/oZlQKHzUKhO7/O80qmLiGyQwKyOKUplaw33BKKEot1vF78WTSlKC/1UFjooqUluX4aiSV4dvVWPqk/Ui/c7bQy57JRXTqPq2kKl92STK6RB6Pio0mmLiGyQwKyOGUppWiNxPC3nni9uLOaAxGeWLGJvQdDqbayYidzLx9N8eECFJ2ha8ksVy67tVsyb3WWZOoSIjskIItTkwJ/KEooEs/qDuWdjX4Wv7QJf+uR0WD1sCJmX3QadlvnN29ZdA2v24rdqudlMAbJ1CVEtsgBQXHKMTFpCUQJhmNZDcbvbmzk0ec/TgvGU8cOYs5l1V0KxlarRrHHfjgYZ+0xs04ydQmRHTJCFqcMpSAeN2kJRYh2cb24I6Zpsuqfu3j53V2pNk0pvjR1BJ8bU9alPvNtJ/VnacvU1XYOORSOo+uK8lK3nEMW4iRJQBanBKUUrdHkxqJ4InvBOBY3eO71bXy47WCqzWnX+folo6gaUtiF5wSHVafQ0/tKlo4ZUUL18GJ2NPoJhGJ4XFaGlRXIyFiIkyQBWfR5SkGgNUownN31Yn8oypMrN7NzXyDV1r/QwdzLq+lf6OzSc7rsFgpcvS8Yt9GUkqNNQnSRBGTRx5k0B2KEo/GsTv3uPRjk8eWbaAlGU22jhxdz9cUjsXch85amJc/repzWXjFFLYTIPgnIos9KGObhZB/Zm6KGZJrIp1/dSvSoPNeTTi9jzqzTCQTCnT5Cle/HmoQQ3UMCsuhzlFJEYnH8wViqfnE2mKbJ2g/3svydHancHErBrMnDmTpu0HFLMZ5IbzjWJIToHhKQRZ+iFAQPrxcnsrheHE8YvLC2jnc37U+12a06sy8eSfWw4i4VWbFaNArdNqwWTaaphRASkEXfkTxfnP314lA4xpJVm6nb60+1FRfYmVtTTVmJq0t92q0aXrcdXcuPak1CiJ4nAbmPM0yTur0+6hqDYCQY0t/d546htJ0v9oWyv168r7mVx5d/SpMvkmobXlbAtZeNwuPsWipIu01PVkXK1kMKIfoECch9WFvB+MamEIYJmoKyElefStSQq/PFAFt2NfPHl7cQjiZSbRNO68+Xp1Vi6cJ6cW8+YyyEyD1JndlHtRWM37U/gN2mU1xgx27TUwXjN9Y39fQjZoU/FMUXjGY9GL/9cQOLX/o0LRjXnDeUqy6s6nIwdtotFHrsIGNjIUQHZITcBx1bMF7TFJqmsFl1ivS+UTC+q/WLP0vCMFn6Vj1vf9KYarNaNP5t+kjOqOjarIKmFC6HhQJX/pwxNkxTMmoJkWckIPdBfblgvFIQjRv4glFi8eyOilsjcf70yha27GpJtXndNubWVDO4v7tLfWqawuOw4M6jhB9tSxkNTcnazbquGNjHljKE6I1kyroPShWMtxy/YHwiYfa+gvEKgq0xmv2RrAfjg74wjz7/cVowHlLq5ntXntnlYKxrigKXFbfTllfBOLWUYdXxemzYrX1vKUOI3khGyH1QXywYb5gmvkA061PUAHV7fSxZuZlQJJ5qO7OyhKsurMLWhTSYALquKHDZcNryJ+HHsUsZbbMnNquO1dI3ljKE6M0kIPdBfalgfNsu6mAou1m32vxr0z7+9kZdWhKR6ROGcPG55ScdlBKGwQfbmghHDRw2jfGn9afIY8eWZwk/+vJShhB9gQTkPqitYPziFZtoDkTxOC1oShGNJQi0xntRwXgTXyhGayS7VZogOVpc+Y8drPlgb6rNoiu+ckEV40f2P+l+3vhgN6+t35Pcja2gn9fBPzfuY9LpZVxy7tCsPnOmUksZzuMvZYTC8d63lCFEHyEBuY86umB8Y1OI1kgCTdErCsYfnegjGjPI9iAzEkvwzKtb2bj9UKrN7bQy57JRnZo1eOOD3az4x04ME6w69Ctyomsau/cHefrVrcQTBpdPHJ7lp++6vriUIURfIgG5D2srGL/7QBA0vVdk6lKK5CgtHOt01aST0RyI8MSKTew9GEq1DSxxMaemmuIC+0n3kzAMXlu/B8MEu0XRr9iJrjQO+sIYhpE8PrVuO5d8bigWLT/2TvalpQwh+qL8+EkhckZTiopBXs4ePYCKQd68DsYmJs2BKL5QNCfBeOc+P7/564a0YDx6WBE3XnFGp4IxwIdbDxCOJrBbNEqLXSgUB1vCxBMGSiksmqI1EucfR51n7mltSxkOm05zIEo0lsAwTaKxBM2BaC9ayhCib5IRsuhxSkEkZuAPZf9scZsPth7gude3ET8q0J8/bhA15w1D0zofgJoDUawWjf7FTgzDpMkfxjSP6keBaUKTL5yNx8+ao5cyGppChMJxdF31iqUMIfo6CciiZx0+W5ztcoltTNPklX/t4tX3dqfaNKW48vwKzh09oMv99i900L/ISSyWoCUYxeSYhJhm8u8lXkeX75ErY0aUcNqwIv7xSSNNvjAlXgfnnV6WN1PrQpyqJCCLHmNi4vNHCefgbDFALG7w59e28lHtkWQXTruFay8dReXgrh/r0TTFxDMHsuaDPexrDmPRFUopzMPbz0zTJG6YuB0Wzju9LON/R7Z1lKnrrQ0NMkIWoofJr8Si2ykF8YTBIX+E1mhugrEvFGXhix+nBePSIgffu/LMjIJxW/atQpedKWMHoSmIJ0xicSP1f/GEiaZg1uTheTfqlExdQuQvGSGLbpXLcolt9hwI8sSKTbQEo6m2kUMKueaS03Dau/4tr+sKr9uGw5rMvjW8rACn3UIwHG93rdNuYXie7VaWTF1C5DcJyKL7KAi0RgmGs5/oo80n9U088+pWokdtDpt4ehlf+Pxw9AxGq1Zdw+uxpbJvtQU3XVcMHeCmNZrAMEw0TeG06bQEY3kX3CRTlxD5TQKy6BYm4PNHcrZebJomb3ywlxX/2JFKJKIUfGHyCCafOTCjvm1WjUK3HV1TqWc/OrhpmobHqWHRNeIJA9MkL4ObZOoSIr9JQBY51R1HmuIJg7+9Ucd7m/en2uxWnWsuOY1RQ4sy6ttu0yl02zn2ZFRvDG6SqUuI/CYBuY8zTJO6vT7qGoPdn6krx0eaAILhGE+u3Mz2Bn+qrbjAztzLqykrdnW5X6XAYdUp9Ng6/Lw3BjfJ1CVEfpOA3Ie1HW9pbAphmKApKOumQvSGCf5A7qaoARoPhXh8+SYO+SOpthEDC7j2slG4HV0PhEolN2V5XR0HY+idwe3YoiNuhwWLRSMeNwiGe1PRESH6pvw6kyGyJu14i02nuMCO3Zb74y1KKaJxg0P+cM6ONAFs3tnMo3/7OC0Ynz2qlOtnjck4GLscVrzu4wdjOE4aSiP/01C2ZeoqL3UTiSVSNabLS91cV1Mt55CF6EEyQu6Djj3eomkKTVPYrDpFeg6Pt3TDLmrTNFn3cSNL19Wngr0CaiYO4/xxg9rtHu4MTUvuNPY4rSf1i0RvrajVVnRkR6OfQCiGx2VlWFlB3v3yIMSpRgJyH9QTx1sM00yNtnI1Kk4YBn9/azvvHFWwwWbR+LeLRnJ6hsFP0xQFTisuhxWzE/+A3lhRC5Ij/HzZ/S2ESJKA3Ad15w5gpRThWJxAMEYsR4k+AFojcf748ha27m5JtRW6bcypqWZwf3dGfeu6osBlw2mzdCoYt2mrqFVc7ObQoSDxHO0mF0L0bRKQ+6Bu2wGswB+KEorkbooa4GBLmMXLP+VAy5HKSeWlbubUVFNwgo1XJ8Oia3jdNuxWrUvBWAghskUCch/UHTuAu2OKGqB2TwtLVm2hNXIkPeXYyn5cdWEVVktmexKtlmQwbsu+JYQQPSmvdlm//vrrfOMb32DSpEmceeaZXHzxxdx///34/f6061599VWuuOIKxo4dS01NDc8991y7vqLRKD/96U+ZMmUK48eP51vf+ha1tbXtrtu2bRvf+ta3GD9+PFOmTOHBBx8kGo22u+7ZZ5+lpqaGsWPHcsUVV7B69ep21/j9fu666y7OO+88JkyYwA9+8AP27duXwRvpmlzuAE7uok5wyBchnMNd1ADvfrqPPyz7NC0YX3T2EGZfPDLjYGyzahR57Fj1zINx3DB486O9PLNqM29+tJe4IVPWQojOU2YezdM9//zzbNq0ibPOOouioiK2bNnCI488whlnnMHvf/97AN59913mzp3LVVddxcyZM3n77bd59NFH+eUvf8nll1+e6uvHP/4xy5Yt44c//CFlZWU8+uij7Ny5k6VLl1JQkBwZtrS0MGvWLEaMGMGNN95IY2MjDzzwAFdccQU//vGPU30tXbqU2267je985ztMmjSJZcuW8dxzz7FkyRLGjx+fum7evHls3bqVO+64A7vdzi9/+Us0TeO5557DYun6ZEQiYdDUFOz012X7HLLqhkQfAIZhsvwfO1j74d5Um0VXfPWCKs4a2T/j/u1WjUKPo132ra5Y/s52lq7bTmsknqqJ7LRbmDV5OJdPHJ75DUQai0WTtfock3ecfaWlJzcbmVcBuSPPPPMM99xzD2vWrKGsrIx58+YRDAb505/+lLrmtttuY+PGjSxbtgyAhoYGLrroIn7yk59w9dVXA9Dc3Mz06dP53ve+xw033ADAggULePTRR1m9ejVFRUUAPP300/zXf/0Xq1evpqwsWcu2pqaGM888k5///Oepe86ePZuCggIWLlwIwPr165k9ezaLFi1i6tSpANTW1jJz5kx+8YtfMHPmzC6/g64GZEhOLWdjB7CJiS8YIxyN53RUHIkmePrVLXy6oznV5nFamVMziqEDMkuyoTicCtNjQ5F5NF7+znaee72WhGEerokMppksx6hriq9eUClBOcskWOSevOPsO9mAnFdT1h1pC5SxWIxoNMo777yTNhIGmDlzJtu2bWPXrl0ArF27FsMw0q4rKipiypQprFmzJtW2Zs0aJk+enLoHwIwZMzAMgzfffBOAnTt3Ul9fz4wZM9rdc926danp7TVr1uD1epkyZUrqmsrKSsaMGZN2z+7WtgP47NEDqBjk7XQwTqtdHMltMD7kj7DghY/TgvGgfi6+9+UzMw/GChx2C0VZCsZxw2Dpuu0kDBOrnjznrSkNTVNYdUXCMFm6brtMXwshTlpebupKJBLE43G2bt3Kr3/9ay666CLKy8vZunUrsViMysrKtOurqqqA5Ii0vLyc2tpa+vXrR2FhYbvr/vznP6f+Xltby1e/+tW0a7xeL6Wlpan15rY/Kyoq2vUVi8XYuXMnVVVV1NbWUlFR0e7cb2VlZYdr151lyWDNVNe1tD87IxSJEwhFSRgmup67s7XbG/w8vnwTgdYjR7FOH1HM7EtOw97BTvHOUApcditejw2y9AvFOx810hqJJ0fGx8x9K01hIXlU61+b9jNl7KDs3FRk9L0sTo68456TlwF5+vTpNDYmkz+cf/75qanilpbkGVSvNz2hQdvf2z73+XypdeJjr2u7pu26Y/sCKCwsTF2X6T0LCwvZsGHDCf+9n0XTFMXFmZ21BfB6nSd9bSJh0ByIoiwmnoKT/7qu+MfHDTy+bCPxo84xXzZxOFdeWJVxgo22vNRFHntGWbyOFYoYyTVjRdqIu+3/V8rEPHxdNv63E+k6870sukbecffLy4D82GOP0draytatW/ntb3/Ld77zHf7whz/09GP1GMMw8flCXf56Xdfwep34fK0kTiJ5R8IwaDl8pCmXDNPk5X/u5JV/7U616ZriKxdUcu7oAfh9rRn1r2nJhB/Komhu7vr764jLrqFIrhmbKjnsVijMw0Nw00yuWbvsGocOdW39X7TX2e9l0XnyjrPvZH8pz8uAPHr0aAAmTJjA2LFj+dKXvsSqVasYOXIkQLtjUD6fDyA1Re31egkEAu369fl8adPYXq+3XV+QHPW2Xdf2p9/vp7S09IT3bGhoOGFfmcjG5opEwjhhP92VdQsgGk/w59e2saH2SJELl93CtZeNomKQl0Qis7lli67hcVqxWzRiseS/xTDNrOVvPqe6lCftFoLhOFYAdSQYY5rEEyZuh4VzqktlY0wOfNb3ssicvOPul5cB+WjV1dVYrVZ27NjBRRddhNVqpba2lvPPPz91TdsabdvacmVlJQcOHGgXDGtra9PWnzta3/X7/ezfvz+tr46+tra2FqvVytChQ1PXrVu3DtM006ZG6+rqGDVqVFbeRU51U9YtAF8wyhMrN7F7/5GRY2mRk7mXV9PP68i4/44SfrQdAWtoCpFIJNfDB2ZwBMyiacyaPJw/v7aNWMLk2MVpTcGsycOxaLIOJ4Q4OXn/0+KDDz4gFotRXl6OzWZj4sSJrFixIu2aZcuWUVVVRXl5OQBTp05F0zRWrlyZuqalpYW1a9cybdq0VNu0adN46623UqNdgOXLl6NpWmq39NChQxkxYgTLly9vd8/Jkydjs9lSfbW0tLBu3brUNXV1dXzyySdp98xHhgnN/gjBcCznwXj3gSC/+duGtGB8Wnkh373yjKwEY3sHCT/SSlFadbweG3Zr5qUoh5cV4LR3/Dut025heB7VQhZC5L+8GiHfdNNNnHnmmVRXV+NwOPj0009ZtGgR1dXVXHLJJQB897vfZe7cudx7773MmDGDd955h7///e889NBDqX4GDhzIVVddxYMPPoimaZSVlbFgwQIKCgqYPXt26rrZs2fzxBNP8P3vfz+VGOTBBx9k9uzZqTPIAPPnz+f2229n2LBhTJw4kWXLlvHhhx/y5JNPpq6ZMGECU6dO5a677kolBnnooYeorq7msssu64a313lKQTRu4AtGiXXD1NSGuiaeXb017V6Tzihj1uQR6Blm6TjeGeNjS1G2zV7YrDpWS9dLUbb1q+uK8lIX4ZiBYZhomsJh1fCF4rkpcSmE6LPyKjHIY489xrJly9ixYwemaTJkyBAuvfRS5s2bh8fjSV33yiuv8Mtf/pK6ujoGDx7Mv//7v3PVVVel9RWNRnnooYd4/vnnCQaDnH322dx9992pI1Jttm3bxn//93+zfv163G43X/rSl7jllltSI982zz77LAsXLmTPnj1UVFRw6623Mn369LRr/H4/999/P6tWrSIejzN16lTuvvvutODeFZkkBoGOD/orBcFwnGBrLKdZtyCZP3vNB3tY8Y+dqTZNwRc+P4JJZwzMuH+lwGmz4HW3LzRR3+DjV3/5CLtV77DQRjSWIBJLcNNXxnaqHOGx/SqVXLeOJwxMs+v9ihOTpBW5J+84+/pMpi6R/YDcXVm3IJlU5K9ralm/5UCqzWHTueaS0zitvCjj/jWlcDksycpVHfxbNtQeZNHSjXg9tg5Hqm1FMubNGsOZlf1O+r7H9ntsQO5qv+LEJFjknrzj7DvZgJxXU9Yi9xIJE18oQiSW+//QAq0xlqzczPbGIzvZS7x25l4+mgFFmZ9x1DSFx2HB7bQe9xeLXJWi7LYSl0KIU4YE5FNIazROcyCS8ZGik9HYFOLxFZs45I+k2kYMKuAbl47C5cg8SGmaosBpxeWwnrCOca5KUXZHiUshxKkl73dZi8wpBc2BCL5AtFuC8aYdh3j0+Y/TgvE51aVcP3NMVoKxrim8rs8OxnCcUpRm5qUoc1niUghxapI15F4g0zVkq1Ujhsb+A/6cBmTTNHlrQwPL3t6emkJWwOUThzF13KCspK7U9WT2LadN79T6d7bPIR/b7+79wWS+b00xpNSdcb+iY7K+mXvyjrNP1pBFt0oYBi++Wc8/Nu5LtdmsGldfdBpjhhdn5R66rih0J88Qd/bXyDEjSqgeXpy1TF1HS/5O2/ZA5meO2oUQoiMSkEXGWiNxnnp5M9t2H0mwUuSxMaemmkH9slNYwaIns2/ZrVqXd4ZrSmX1CFJbwpFwNI7HacVhsxCOxtl9IMTiFZu4rqZaRslCiJMmAVlk5EBLK48v38SBlnCqbegAD9+4bBQFrvbngrvComsUetJTYfa0YxOOaFqyJrLNqlOkdz3hiBDi1CUBWXTZtj0tPLVqM62RI1WhxlX146sXVGHNoH7z0ay6hjfPgjHAjkY/DU0h3A5ru7VxpRRuh4WGphA7Gv2SGEQIcVIkIIsu+cfGRl5YW49xVJS85Nxypk8YkrW6wzarRqHbjq6pvArGAIFQjETCxOLs+BcPi0UjFI4TCMW6+cmEEL2VBGTRKYZh8tI723nzoyOlJi264qoLRzKuKnsZqexWjUKPgwxTXOeMJAYRQmSbBGRx0sLROE+/upVNO5pTbQUuK3Muq6Z8gOf4X9gJ6UUi8pckBhFCZJskBhEn5ZA/zILnP04LxoP6ufjelWdmLxgrcNgtFB1TsSkfSWIQIUS2yQhZfKbtDX6eXLmJYDieajt9RDH/Nn1kh9O1XaEUuOwWCty2DotE5KMxI0q4rqaapW9vp7EpRGskgaagXBKDCCG6QAKyOKH1W/bzl9dr00o0XjB+MJd+bmjWRn9tFZsKXMcvEpGv2hKO7D4QBE0HI8GQ/m4ZGQshOk0CsuiQYZq8/O4uXlu/O9Wma4ovT6vk7FGlWbvPyVRsyneaUlQM8kq6QSFERiQgi3aisQTPvraNj+uaUm0uh4VvXDYqq2dqT7ZikxBCnAokIIs0LcEoT6zYxJ4DR4pZDCh2MremmhKvI2v30TVFgcuK0y7BWAghQAKyOMru/QGeWLEJ31HJLEYNLWT2xafhsGXvWyW9YpMEYyGEAAnI4rANtQd5dvU2Yokj65+fP3MgMyYNR89ido5MKjYJIURfJgH5FGeaJq+t38Oqd3em2jQFX5xSwcTTy7J6r2xUbBJCiL5KAvIpLBY3+OuaWt7feiDV5rDpfP2SUYwsL8zqvawWjUK3DWueFYkQQoh8IQH5FBVojfHkyk3saAyk2vp5Hcy9vJrSImdW72W3anjztEhENhimSd1eH3WNQTmHLIToMgnIfZxhmmxv9BMIJwiGIpQVu9h3qJXHl39KcyCauq5ikJdrLz0NlyO7xRDsNp0ijz3PE2F23cb6plSmLsNMTveXlbgkU5cQotMkIPdhbcEi2BrDYtE52BzC4bBwsDmStnnr3NEDuGLKCCx69lKbKwUOa7JIRF+1sb6JxSs2EY7G8TitOGwWwtE4u/YHWbxiE9fVVEtQFkKcNCku0Ue1BYtd+wPYbDoep4W4YdJwsDUVjBUwc9Jwvnx+RdaDsdNuodBjP3yXvscwTZa+vZ1wNE6Rx47NqqNpCptVp8hjIxxNsPTt7Wn1ooUQ4kQkIPdBxwYLq0Vj1/4ggdYjxSGUgmsvG8XUcYPSSgdmSlMKt8OK1913R8YAOxr9NDSFcDus7d6fUgq3w0JDU4gdjf4eekIhRG8jU9Z90NHBwjBh+15/WqUmTSVTYRZmOWhqWjIQeXpxXuqTFQjFSCRMLM6Of6e1WDRC4TiBo5KsCCHEicgIuQ9KBQuLRlNLOC0YWy0a/YqcgCJ0VHumNE3hcVrxOG19PhgDeFxWdF0dt5BEPG6g6wqPK7ub5IQQfZcE5D7o6GCRMI4EDKddp3+hA0wTXUuOkrNB1xRelxX3KVQkYlhZAQNLXATD8Xb/ZtM0CYbjDCxxMaysoIeeUAjR20hA7oOODhbFXjtFBTaGDfRQXGAHIBRJ0L/IyaD+7ozvpesKr8eG0245ZYIxJNfKZ00ajsOm0xyIEo0lMAyTaCxBcyCKw6Yza9JwOY8shDhpEpD7oKODRSicoLTISUmBg3jCwBeKYbdqXHjW4IyDhVXXKPLYcZyieanHjCjhuppqykvdRKIJDvkjRKIJykvdcuRJCNFpyjyVhjW9VCJh0NQU/OwLj9HROeR+RU4uPGswVeVFGT2T1aJR5Laj6zICNEyT3QeCoOmSqSvHLBaN4mI3hw4Fj7t+LzIj7zj7SktPbulKdln3YWNGlFA9vJiGQ6G0TF2ZBgu7VaPQY5egc5imFBWDvPJDTAiREQnIfZymFMPLCoihsf+An0QiswmRZCpMG6qPJvzoCsllLYTIBgnI4qQoBQ6bhUK3lb6afasrJJe1ECJbZFOX+EypVJhuGxKMjzg6PandplNcYMdu01O5rDfWN/X0IwohehEJyH1cW7Wnzdub2LU/0OncykqB22HNelav3k5yWQshsk2mrPuwTHdZa0rhdp4aqTA7qzO5rEcM9PbQUwohehMZIfdRbdOpO/f5UZrCatFQmqLhYIi/rq1j267mE369piXTPp4qqTA76+j0pB2xWDQSCVNyWQshTpoE5D6obTo10BolGjdp9kdpDkRoCUSJJgxC4TivfbDnuNOpp2IqzM6SXNZCiGyTgNwH7Wj0s3NfgEjUIBZPoDTQlUJpyUARjSVoOBhi74H2yUZO1VSYnSW5rIUQ2SYBuQ/yB6OEDgcKXSk0pVAquSasKzBNaI3ECbamT6dadI1C96mbCrMzJJe1ECLbJCD3Qf7WGKZpHg7E7TccaYeDcjB8JCBbLRpFHht2qybB+CRJLmshRDbJLus+yOO0ojRFwjDROjg3nDA5XH4xub5psyZHxrqmJBh3Ult6UsllLYTIlATkPsjrtuGyWwiFY8QNE9MEk+SoOGGYaIezbnmcVslLnQWSy1oIkQ0yZd0HDSsrYOgADw6rBauuMAyThGFiGCYWXWG36Azu76ZisJeiAocEYyGEyAMSkPugtg1Hbpf1cEpHG0UFdgo9NmxWHY/bysxJwygusEsiTCGEyBMSkPuoIxuOPBiGSSxmYBomQ0rdXHvJKM4a2V8qNgkhRB6RNeQ+7Nh6yK3hKMMHeilySV5qIYTINxKQ+7i2eshxNELBMC67RXZSCyFEHpKAfIpw2HR00yY7gIUQIk/JGvIpwDTBI9PUQgiR1yQgCyGEEHlAArIQQgiRByQgCyGEEHlAArIQQgiRByQgCyGEEHkgrwLySy+9xHe/+12mTZvG+PHj+dKXvsSf//zndgXgn332WWpqahg7dixXXHEFq1evbteX3+/nrrvu4rzzzmPChAn84Ac/YN++fe2ue++997j66qsZN24c06dP57HHHuuw4Pxjjz3GhRdeyLhx47j66qt5//332/XV2NjI/PnzmTBhAueddx4/+tGPCAQCmb0UIYQQp4S8Csj/+7//i9Pp5Ic//CG//e1vmTZtGvfccw+//vWvU9csXbqUe+65hxkzZrBw4ULGjx/PTTfd1C5A3nzzzbz55pvce++9/OxnP6Ouro4bbriBeDyeumb79u3MmzeP0tJSFixYwHXXXcfDDz/M73//+7S+Fi5cyMMPP8w3v/lNFixYQGlpKddffz07d+5MXROLxfj2t79NfX09P//5z7n33ntZu3Ytt912W25elhBCiD4lrxKD/Pa3v6Wk5EhR98mTJ9Pc3Mwf/vAHvve976FpGg8//DCzZs3i5ptvBmDSpEls3ryZX//61yxcuBCA9evXs3btWhYtWsTUqVMBqKioYObMmaxcuZKZM2cCsGjRIoqLi/nFL36BzWZj8uTJNDU18eijjzJnzhxsNhuRSIQFCxZw/fXX881vfhOAc845h8svv5xFixZx7733ArBixQq2bNnCsmXLqKysBMDr9TJv3jw+/PBDxo0b1w1vUAghRG+VVyPko4NxmzFjxhAIBAiFQuzcuZP6+npmzJiRds3MmTNZt24d0WgUgDVr1uD1epkyZUrqmsrKSsaMGcOaNWtSbWvWrOHiiy/GZrOl9eXz+Vi/fj2QnNIOBAJp97TZbFx66aXt+qqurk4FY4ApU6ZQVFTE66+/3tVXIoQQ4hSRVyPkjvzrX/+irKwMj8fDv/71LyA52j1aVVUVsViMnTt3UlVVRW1tLRUVFahj6vxWVlZSW1sLQCgUYu/evWkBtO0apRS1tbVMnDgxdf2x11VVVbF48WLC4TAOh4Pa2tp21yilqKioSPWRCYul67876bqW9qfIPnnH3UPec+7JO+45eR2Q3333XZYtW8Ydd9wBQEtLC5CcCj5a29/bPvf5fBQUFLTrr7CwkA0bNgDJTV8d9WWz2XA6nWl92Ww27HZ7u3uapklLSwsOh+OE92zrq6s0TVFc7M6oDwCv15lxH+LE5B13D3nPuSfvuPvlbUBuaGjglltuYeLEicydO7enH6dHGYaJzxfq8tfruobX68TnayWRkOISuSDvuHvIe849ecfZd7IDqrwMyD6fjxtuuIGioiIeeeQRNC05dVJYWAgkR7elpaVp1x/9udfrpaGhoV2/LS0tqWvaRrNtI+U20WiU1tbWtL6i0SiRSCRtlOzz+VBKpV3X0RGnlpYWBg0a1IW3kK6rVZoM02T3Xh9ofjASDOnvRjtmKl9kTyJhSEWtbiDvOffkHXe/vAvI4XCYG2+8Eb/fz9NPP502Ddy2Rnvsem1tbS1Wq5WhQ4emrlu3bh2maaatI9fV1TFq1CgAXC4XgwYNare+W1dXh2maqf7b/qyrq2P06NFp9xw8eDAOhyN13ebNm9P6Mk2Turq6tM1l3WljfRNL395OY1MIwwRNQVmJi1mThjNmRPsNdEIIIXpOXq3ax+Nxbr75Zmpra/nd735HWVlZ2udDhw5lxIgRLF++PK192bJlTJ48ObVbetq0abS0tLBu3brUNXV1dXzyySdMmzYt1TZt2jReeeUVYrFYWl9er5cJEyYAcPbZZ+PxeHjppZdS18RiMVauXNmur08//ZT6+vpU27p162hubuaCCy7I4K10zcb6Jhav2MSu/QHsNp3iAjt2m86u/UEWr9jExvqmbn8mIYQQx5dXI+T/+q//YvXq1fzwhz8kEAikJfs4/fTTsdlszJ8/n9tvv51hw4YxceJEli1bxocffsiTTz6ZunbChAlMnTqVu+66izvuuAO73c5DDz1EdXU1l112Weq6efPm8eKLL3LbbbdxzTXXsHnzZhYtWsQtt9ySCu52u50bb7yRRx55hJKSEkaNGsUf//hHmpubmTdvXqqvmpoaFixYwPz587n11ltpbW3lwQcfTGX36k6GabL07e2Eo3GKPHY0TaFpCptVp0jXaA5EWfr2dqqHF8v0tRBC5AllHpsnsgdddNFF7N69u8PPXnnlFcrLy4Fk6syFCxeyZ88eKioquPXWW5k+fXra9X6/n/vvv59Vq1YRj8eZOnUqd999d7tR93vvvccDDzzAxo0bKSkp4dprr+WGG25Im+puS5351FNP0dTUxJgxY7jzzjtTo+g2jY2N3HfffaxduxaLxcKll17KXXfdhcfjyei9JBIGTU3Bk76+vsHHr/7yEXarjs2qoxRYdI14wsA0IRpLEIkluOkrYxkx0PvZHYrPZLFoFBe7OXQoKOtuOSTvOffkHWdfaWn7EzgdyauALDrW2YC8ofYgi5ZuxOuxoSnVLiAbpokvEGXerDGcWdkvh09+6pAfYt1D3nPuyTvOvpMNyHm1hiyyw+OyouvquP8xxeMGuq7wuKzd/GRCCCGORwJyHzSsrICBJS6C4XiHlauC4TgDS1wMKzu539qEEELkngTkPkhTilmThuOw6TQHokRjCQzDJBpL0ByI4rDpzJo0XDZ0CSFEHpGA3EeNGVHCdTXVlJe6iUQTHPJHiEQTlJe6ua6mWs4hCyFEnsmrY08iu8aMKKF6eDG7DwRB0yVTlxBC5DEJyH2cphQVg7yya1IIIfKcTFkLIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEH5NhTH2eYJnV7fdQ1BuUcshBC5DEJyH3Yxvomlr69ncamEIYJmoKyEhezJg2XTF1CCJFnZMq6j9pY38TiFZvYtT+A3aZTXGDHbtPZtT/I4hWb2Fjf1NOPKIQQ4igSkPsgwzRZ+vZ2wtE4RR47NquOpilsVp0ij41wNMHSt7djSClsIYTIGxKQ+6AdjX4amkK4HVaUUkRjCULhONFYAqUUboeFhqYQOxr9Pf2oQgghDpM15D4oEIqRSJgkNINGf4TYUfmrrRYNr8tKImESCMV68CmFEEIcTUbIfZDHZcUwTQ76wkTjBpqm0HWFpimicYODvjCGaeJxWXv6UYUQQhwmAbkPKh/gwTBMEgboCpQChUKp5N8TBhiGSfkAT08/qhBCiMMkIPdBu/YFkqNiTZEwTQzTxDz8Z8I00bXkaHnXvkBPP6oQQojDJCD3QYFQDE0pSgrt2Cw6pgEJw8Q0wGbRKSm0oykla8hCCJFHZFNXH+RxWdF1hUXTGFDsJJY4alOXrhGLGyR0WUMWQoh8IiPkPmhYWQEDS1wEw3EA7FYdt8OK3aoDEAzHGVjiYlhZQU8+phBCiKNIQO6DNKWYNWk4DptOcyBKNJbAMEyisQTNgSgOm86sScMlp7UQQuQRCch91JgRJVxXU015qZtINMEhf4RINEF5qZvraqoll7UQQuQZWUPuw8aMKKF6eDG7DwRB06XakxBC5DEJyH2cphQVg7wUF7s5dChI/KisXUIIIfKHTFkLIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEHJCALIYQQeUACshBCCJEHlGmaZk8/hDgx0zQxjMz+Z9J1jURC0mbmkrzj7iHvOffkHWeXrp/c2FcCshBCCJEHZMpaCCGEyAMSkIUQQog8IAFZCCGEyAMSkIUQQog8IAFZCCGEyAMSkIUQQog8IAFZCCGEyAMSkIUQQog8IAFZCCGEyAMSkIUQQog8IAFZCCGEyAMSkIUQQog8IAFZCCGEyAOWnn4AkTvbt29n0aJFfPDBB2zZsoXKykr+/ve/9/Rj9RkvvfQSL7zwAh9//DE+n4/hw4czZ84cvvrVr6KU6unH6zNef/11Fi5cyNatWwkEApSVlXHJJZdw0003UVBQ0NOP1ycFg0FmzJhBY2Mjf/7znxk7dmxPP9IpQQJyH7ZlyxZef/11zjrrLAzDQCptZtf//u//MmTIEH74wx9SXFzMW2+9xT333ENDQwM33XRTTz9en9Hc3My4ceOYM2cORUVFbNmyhUceeYQtW7bw+9//vqcfr0/6zW9+QyKR6OnHOOVIPeQ+zDAMNC25KvHDH/6QDRs2yAg5i5qamigpKUlru+eee1i2bBn//Oc/U+9eZN8zzzzDPffcw5o1aygrK+vpx+lTtm3bxlVXXcUdd9zBT37yExkhdyP5idGHSUDIrWODMcCYMWMIBAKEQqEeeKJTR1FREQCxWKxnH6QPuu+++5g9ezYVFRU9/SinHPmJLUQW/etf//r/27u7kKi+PYzj316UyhcyhSgtQYjRTLOImbxIaBgoovAijP5oEkk1oKBD0Yt3lpBFwpSVIJnmaxoaFIggZRZdFEUTEkWBkGkUlaHjZGnpuYg8/zl1QEudnT2fuz17z1q/JQzPrLX2dli4cCGBgYG+LmXa+fr1K58/f+bx48ecPXsWq9VKRESEr8uaVpqbm3n27BmZmZm+LuWvpD1kkQly//59mpqaOHjwoK9LmZbWr1/PmzdvAFi3bh2FhYU+rmh6GRgYoKCgAIfDoS+UPqIZssgEeP36NQ6HA4vFQnp6uq/LmZZKSkq4dOkS+fn5dHR0YLfbdePRBCouLiY0NJStW7f6upS/lmbIIr+pr6+P3bt3M3/+fIqKirR3P0mio6MBWLVqFXFxcSQnJ9PS0sLGjRt9XNmfr7u7mwsXLnD27FncbjfA6H0QHz9+xOPxEBAQ4MsS/woKZJHf8OnTJ/bu3Yvb7aaurk7PxU4Rk8mEn58fnZ2dvi5lWujq6mJoaIg9e/b8cC49PZ2VK1dSX1/vg8r+LgpkkV/05csXcnJy6OjooLq6Wo/fTKFHjx4xNDSkm7omSExMDBUVFV6vPXnyhGPHjpGXl6fHnqaIAnkaGxgYoK2tDfi2JNXf309zczMAZrP5p4/tyNjl5eXR2trKoUOH6O/vx+VyjZ5bvnw5/v7+vituGsnKymLFihWYTCbmzJnD06dPKS0txWQyYbPZfF3etBAcHIzFYvnpudjYWGJjY6e4or+TAnkae//+PdnZ2V6vfT+uqKj4vx9AGZs7d+4AUFBQ8MO569eva/Y2QeLj42lqaqKkpISRkRHCw8NJSUkhIyNDX3pkWtF/6hIRETEA3Q4qIiJiAApkERERA1Agi4iIGIACWURExAAUyCIiIgagQBYRETEABbKIiIgBKJBFREQMQIEsImNWVFSEyWSip6dnUvtpbGzEZDLR3t4+qf2IGIkCWUR8prq6msbGRl+XIWIICmQR8Zna2lquXLni6zJEDEGBLCIiYgAKZBEZtw8fPpCdnc3q1auxWCzk5+fz+fPn0fMNDQ2kp6eTmJjIihUr2LRpEzU1NV5tWK1Wnj9/zr179zCZTJhMJnbs2OF1zeDgIMeOHWPt2rUkJCSQmZn5w/51e3s7GRkZWCwW4uPjsVqtHD58ePIGLzJJ9POLIjJuOTk5hIeHs2/fPlwuF5WVlfT19XHixAng21L0smXLsFqtzJ49m9bWVvLy8hgZGSE1NRWA3Nxcjh49yrx587Db7QCEhYV59ZOfn09wcDBZWVl0d3dz8eJFjhw5gtPpBL79xGhGRgYhISHs2bOH4OBgurq6aGlpmbo/hsgEUSCLyLhFRERQXFwMQGpqKoGBgdTU1LBr1y6io6Opqqpizpw5o9enpaWRkZFBWVnZaCDbbDacTichISEkJyf/tJ/58+dz4cIFZsyYAcDw8DCVlZW43W6CgoJ4+PAhvb29lJaWEhcXN/o+h8MxWUMXmTRashaRcfseqt+lpaUBcOvWLQCvMHa73fT09GA2m3n58iVut3vM/Wzbtm00jAHWrFnD169f6e7uBiAoKAiAmzdvMjQ09GuDETEIzZBFZNwiIyO9jpcuXcrMmTPp6uoC4MGDBxQVFeFyuRgYGPC69vvsdiwWL17sdRwcHAxAX18fAGazmQ0bNnDmzBnKy8sxm83YbDa2bNmCv7//L41NxFcUyCLy2/49i+3s7GTnzp1ERUVx6NAhFi1ahJ+fH21tbZSXlzM8PDzmdmfO/Pki3sjIyGi/p0+fxuVy0drayu3bt8nNzaWsrIy6ujoCAgJ+b2AiU0iBLCLj9uLFC5YsWeJ1PDw8TEREBDdu3GBwcJDi4mKvGe7du3d/aOffQf47EhISSEhIwOFwcO3aNfbv309TUxMpKSkT0r7IVNAesoiMW3V1tddxVVUVAElJScyaNQv47ywWvi1TNzQ0/NDO3LlzR5eff0Vvb69XPwAxMTHAt0emRP4kmiGLyLh1dXVht9tZt24dLpeLq1evsnnzZqKjo/H398fPzw+73c727dvxeDxcvnyZ0NBQ3r5969VObGwstbW1nDt3jsjISBYsWEBiYuKY67hy5Qq1tbXYbDaWLl2Kx+Ohvr6ewMBAkpKSJnrYIpNKgSwi4+Z0Ojl16hSFhYXMnj2btLQ0Dhw4AEBUVBSnT5/G6XRy/PhxwsLC+Oeff1iwYAG5uble7WRmZvLq1SvOnz+Px+PBbDaPK5DNZjPt7e00NTXx7t07goKCiI+P5+TJk15L6iJ/ghkj/7veIyIiIlNOe8giIiIGoEAWERExAAWyiIiIASiQRUREDECBLCIiYgAKZBEREQNQIIuIiBiAAllERMQAFMgiIiIGoEAWERExAAWyiIiIASiQRUREDOA/+AXQ+yhs4icAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Relação Banheiros e Valor do Imóvel\n", "sns.lmplot(x='baths', y='price_usd', data=housing)\n", "linregress(x=housing['baths'], y=housing['price_usd'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O modelo linear simples sugere que o preço padrão do imóvel é cerca de 141.800 dólares (interceptação) com um acréscimo de 106.300 dólares (slope) por banheiro." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinregressResult(slope=1456.5485176884943, intercept=133994.09753512515, rvalue=0.6970389648555408, pvalue=1.0421211862438647e-07, stderr=228.49303522584194, intercept_stderr=42818.94038311097)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UCX0hjPe5gixeXktjkz91rNBu6pbaMUgfshBC9BhVUZgzcQQWk0azN0w4EiOu64QjMZq9YSwmjTkTR/T4fOTkoh/5HMYbGpp47NUv08K4fLCT2y8dz9D+9m55BqkhCyFEDxozsoQrZ1an5iH7g1E0TaGs1J4T85CTYez25WcYx+M67/x7O++t/S7t+GknDObsU4fjtJu67VkkkIUQooeNGVlC9YjinFupK9/D2B+M8Ld3N7Fxuyt1zGRQ+dG0SsZW9Ov255FAFkKIHKAqCiMHOXv6MVJSK3DlaRhv3+Plr299S7M3nDpWWmTh8hnVDCi29sgzSSALIYRIk+8DuD5ct4Pnl31DtMW628eVl3DR6ZWYTa1Hu3cXCWQhhBBp8jWMI9E4r37QwL827E4dUxSYeepwTjthcNoo97ius3NvYvR7cYGZoaWOLu9CkEAWQgiREo3l50YR+z0hnltey3d7D84ptlsMXHLWaCqHFKadu3l7M++t28He5gADim0EQlGcdlOXD7KTaU9CCCEAiMZ1XL782yhi4/ZmHnvly7QwHj7QwY0Xjm0zjF9dXU9jkx+TUcNmNWLqps0+pIYshBCCUCSGyxMiEs2fMI7rOqs+38Hyf22j5WrUp580lLNPKUNBaXX+e+t2EIrEcNpMKIqCqpDa7KPZG2bpx1uoHlHcJc3XEshCCNHHxeM6zZ4g4Wispx8lawKhKC+9t5kNW/anjhk0hQtPr+SMU0fgciX2nm5p514fe5sD2MyGo2720RUj4iWQhRCiD9PR2e8NY7WZe/pRsqaxyc/iZbXscwdTx0oKzFw2o4phAx2H/Tl/MEosDprWM5t9SCALIUQfpaPTfGAAV8/MvM2+zzft5dVVdWlN79XDi/iP6aOwmo8ceTaLAU2FWCyOauj+zT4kkIUQok/ScXnDhMIxNK1nVwTLhmgszpsfb2XNV42pYwpwxsllTD9paLv6fAf3t9O/yEpjUwCn1v2bfcgoayGE6INc3jDBcH70Gbt9YRa9sSEtjK1mjSvOqebMk8vaPQBLVRSmnTgEs1HF7Y8QicaI63TbZh9SQxZCiD7G5cufMK7f6eaFdzbiCRzs1x3Sz8ZlM6oocVo6fL3KsiJ+OKU8NQ/ZH4gQjsS6ZbMPCWQhhOgrlERtMhiOoh/97Jym6zofrW/kzY+3EG9RmJOqSrlgSjlGQ+cbgCvLiigfWigrdQkhhMg+RQG3P0IgFEXv5WkcisR45f06vqzblzqmqQrnfn8kp44Z0GrKUmeoisLQUgd2qxGnzdgt75kEshBC5DlFAY8/gj8Y6fVhvKc5wOLltezeH0gdK7SbuGzGaIYN6JrBVt1FAlkIIfKYoih4A2F8eRDGX9U38dJ7mwlFDvZ/VwxxcsmZo3FYu2YqUneSQBZCiDylKAq+QBhfoHc3U8fiOsv/tY1V63akHT993BDOOmUYmtr7p22BBLIQQuQlRVHwBSN4g1HivTiNvYEIL6zYSN0Od+qY2ahx0bRKjivvuhHPPUECWQgh8kwqjAMR4vHeG8bbdnt5bnktLl84dWxAsZXLZ1RRWpQva4sdJIEshBB5JNlM7Q1Ge20Y67rOPzfs5o2PGoi1KMPYin5ceHoFZmPrZS3zgQSyEELkCVVV8PgTfca9tZk6Eo3z99V1rK3dmzqmKnDOhBFMHjsoK1OacpUEshBC5AHlwKIf/l7cZ9zkDvKXmg3sc4dSxxQFBvWzMbjEmtdhDLKWtRBC9HrJeca+YKTXhvG3W/fz8MtfpIVxcpUsly/Cq6vr2by9uecesBtIDVkIIXqxlmHcG7M4ruus/Ow73v339rTlPO0WA067CUVRMBt13P4I763bQfnQwi5fwrKnSCALIUQvlVwOs7euwBUIRXlx5Sa+3dqcdrzIYcZmORhPiqJgM2vsbQ6wc6+PoaWObn7S7iGBLIQQvVBvXw5z5z4fi5fV0uRJ7y8ucVraHEWtaSqxUAx/MNqdj9mtcrIP+dVXX+UHP/gBY8eOZcKECVx77bUEg8HU6++++y7nn38+Y8eOZebMmbz88sutrhEOh7n//vuZPHky48aN4+qrr6aurq7VeZs3b+bqq69m3LhxTJ48mQceeIBwONzqvCVLljBz5kzGjh3L+eefz8qVK1ud4/F4WLBgAaeeeirjx4/n5ptvZvfu3Rm+G0IIka63N1Ov3biHJ/7+VVoYjxxUQIHVwOEW3YrF4mgqaTXnfJNzgfz444/z3//938yePZtFixbxX//1X5SVlRGLJdYu/fTTT7nxxhsZN24cCxcuZNasWfzqV7/irbfeSrvOvffey5IlS5g/fz6PPPII4XCYq666Co/HkzrH5XJx5ZVXEolEeOSRR5g/fz4vvvgiv/vd79KutXTpUu6++25mzZrFwoULGTduHDfeeCOff/552nm33HILH374Iffccw+///3vqa+vZ968eUSj+fuNTgjRvXpzGEdjcV5bXc+SlZuJxOIAKMCMU4ZxzbljKC224Q/F0A8pmK7r+EMx+hdZGdzf3gNP3j1y6qtGXV0djz76KH/60584/fTTU8dnzpyZ+v+PP/44J5xwAv/1X/8FwMSJE9m2bRsPP/ww55xzDgCNjY289NJL/OY3v+Giiy4CYOzYsUyfPp0XXniBefPmAfDCCy/g8/l49NFHKSoqAiAWi/Hb3/6W6667joEDBwLw8MMPM2fOHG655ZbUPWtra3nsscdYuHAhAGvXrmX16tUsWrSIKVOmAFBeXs7s2bNZtmwZs2fP7qJ3TQjRV/TmMHZ5Qzz3zka27famjtnMBi4+cxSjy4oAmHbiEF5dXY/bH8Fm1hLN1LE4/lAMs1Fl2olD8nZAF+RYDfmVV16hrKwsLYxbCofDfPLJJ6ngTZo9ezabN29m+/btAKxevZp4PJ52XlFREZMnT2bVqlWpY6tWrWLSpEmpMAaYNWsW8XicDz/8EIBt27bR0NDArFmzWt1zzZo1qebtVatW4XQ6mTx5cuqciooKxowZk3ZPIYTojOQArt4Yxpt3uHj01fVpYTy01M4NF45NhTFAZVkRP5xSzqASK+FIDK8/QjgSY1CJlR9OKaeyxbn5KKdqyOvWraOqqoo//elP/PWvf8Xj8XD88cdz5513cuKJJ7J161YikQgVFRVpP1dZWQkkathlZWXU1dXRr18/CgsLW5330ksvpf5cV1fHj370o7RznE4npaWlqf7m5H/Ly8tbXSsSibBt2zYqKyupq6ujvLy81cT1ioqKNvuuhRCi3ZKLfoR6165Nuq7zwRc7efufW9Oe+5RjBnDe90diNLSuE1aWFVE+tJCde334g1FsFgOD+9vzumaclFOBvGfPHtavX09tbS2/+c1vsFqtPPHEE1xzzTUsW7YMl8sFJEKzpeSfk6+73W4KClpvVO10OlPnJM879FoAhYWFqfMyvWdhYSHr169vR+mPzNDGX9zeRNPUtP/mKylnfsmVcrp8YULRGGoXbTOYXs54Vq4ZCsd4ceUm1tc1pY4ZNIULppRz6rEDj/w8KAwf1Prf02zoaFkNmoLBoHbLF6GcCmRd1/H7/fzP//wPxxxzDAAnnngiZ5xxBs8++2yqb7avUVWF4uL8GMjgdObfDi1tkXLml54qZywWp9kTwmg2YjQbu/x+DoclK9fZudfHk39fT+M+f+pYidPCdT8cy4jBrStBPaG9ZbWaDRQ5s/O+HE1OBbLT6aSoqCgVxpDo+z322GPZtGkTc+bMAUgbKQ2J2imQaqJ2Op14vV4O5Xa705qxnU5nq2tBotabPC/5X4/HQ2lp6RHv2djYeMRrdVY8ruN2+49+Yg7TNBWn04rbHSAWy8438Fwk5cwvPVnOuK7j9oYJhLt+loamqTgcFrzeYMbl/GLzPpas3EQ4cvA6o8sKufSs0ditBlyunv23rKNljVmNqPFYRjXk9laociqQR40axdatW9t8LRQKMXz4cIxGI3V1dZx22mmp15J9tMm+5YqKCvbu3dsqDOvq6tL6n9vq3/V4POzZsyftWm39bF1dHUajkWHDhqXOW7NmDbqup/Uj19fXU1VV1fE34xDRaH78oxeLxfOmLEci5cwv3V1OHZ1mb5hQONZNd0yULRaLE4t1LnlicZ1l/9zKB1/sTDs+bfxQzjq5DFVVOn3t7OpYWaMxnWg03i1N1jnVATR9+nSam5vZsGFD6tj+/fv56quvOO644zCZTEyYMIG333477edqamqorKykrKwMgClTpqCqKsuWLUud43K5WL16NVOnTk0dmzp1Kh999FGqtgvw1ltvoapqarT0sGHDGDlyZKt5zjU1NUyaNAmTyZS6lsvlYs2aNalz6uvr+frrr9PuKYQQR9L9YZw5byDCX2o2pIWx2ajxk7OrOPt7w7qs7zvf5FQN+ayzzmLs2LHcfPPNzJ8/H7PZzFNPPYXJZOKyyy4D4Oc//zlXXHEF99xzD7NmzeKTTz7hjTfe4MEHH0xdZ9CgQVx00UU88MADqKrKwIEDefLJJykoKOCSSy5JnXfJJZfw17/+lRtuuIHrrruOXbt28cADD3DJJZek5iAD3HTTTdx+++0MHz6cCRMmUFNTwxdffMGzzz6bOmf8+PFMmTKFBQsWcMcdd2A2m3nwwQeprq7m7LPP7oZ3TwjR2/XGMN66y8Nz72zE7Tu4wuHAYiuXn11F/8K+McYgWxT90CVRelhTUxP33XcfK1euJBKJcMopp3DnnXcyatSo1DkrVqzgoYceor6+niFDhvCzn/0stQBIUjgc5sEHH+S1117D5/Nx0kkncdddd6WmSCVt3ryZ//7v/2bt2rXY7XYuuOAC5s+fn6r5Ji1ZsoSFCxeyY8cOysvLufXWW5k+fXraOR6Ph/vuu4/ly5cTjUaZMmUKd911V1q4d0YsFqepyZfRNXqawaBSXGxn/35fXjdxSjnzS/eWMxHGwR4IY01TKCy04XL5292srOs6n3y9i6VrthCLH/yZE0f144enVWBqYz3qXNDRstqtRpw2Y0ZN1qWl7RsxnnOBLFqTQO49pJz5pTvL6fKGCPRQzbijIRWOxnjtg3rWbtybOqYqCrMnjWDScQNbrceQS3I5kHOqyVoIIfoil69nasadsc8d5LnltexsMaWpwGbksrOqGNFFc4f7CglkIYToKQdW4AqGo/SGpspvtu7nxXc3pX15GDm4gEvPHE2BzXSEnxTtIYEshBA9QQGPL0ygFyyHGY/rvPvZdt797Lu041PGDmbmhGFoak5N2Om1JJCFEKK7HagZ94Yw9gejvLhyE7XbmlPHTAaVC0+v4ITK/j33YHlIAlkIIbpZbwnjHXt9LF5ey35PKHWsf6GFy2dUMbDE1oNPlp8kkIUQohu5kn3GOR7G//52N6+trifaYiTysSOLuWhaJRaTREdXkHdVCCG6Q8sBXDkcxtFYnDc+auCfG3anjikKnP29YUw9cUhOT2nq7SSQhRCiq/WSPuNmb4i/vvUt2/ccXPfAZjFwyZmjGTU0s01yxNFJIAshRBdSekkYf9PQxMK/f4kveHB3qbJSO5fNqKLIYe7BJ+s7JJCFEKKLKAq4/RH8ORzGuq7z3todvPXJ1rRnPHXMAM79/kgMmkxp6i4SyEII0QUUBTz+CP5gJGfDOBiO8vJ7dXzV0JQ6ZtAULphSzsnVA3rwyfomCWQhhMgyRVHwBsL4g7lbM97V5Gfx8lr2uoKpY8UFZi6fUcWQ/vYefLK+SwJZCCGySFEUfIEwvkCUeI6m8Reb9/LK+3WEW2yYcVxFPy46vRyzUWKhp8g7L4QQWaIo4A9F8AZzM4xj8ThvfbKVD79sTDt+5sll/OjMKjyeQLu3XxTZJ4EshBBZoCgQCMfw+iPE47kXah5/mOff2UhDoyd1zGLS+I/poziuogRVlfnFPU0CWQghMqQoEIrE8PjDxHIwjLc0enjunVo8/kjq2OB+Ni6bUUU/p6UHn0y0JIEshBAZUBQIR+O4fZGca+7VdZ01X+2iZs2WtCb08aP7c8Fp5ZgMWg8+nTiUBLIQQnRSMoxd3jDRWPzoP9CNwpEYr35Qx7pN+1LHNFVhzvdHMGHMQFkCMwdJIAshRCfkchjvdQVYvKyWXfsDqWNOm5HLZlQxfGBBDz6ZOBIJZCGE6KBcDuMNDU28uHIzoUgsdax8sJNLzhxFgc3Ug0/WuygKGAwqZqPabXPJJZCFEKKDcjGM43Gdd/69nffWfpd2/LQTBnP2qcPRZBR1uxk0FZtZw2YxAN33vkkgCyFEB8RiOu4cC2NfMMLfVmxi03eu1DGTUeVHp1cytqJfDz5Z76KqChaThsNqRFOVbl9lTQJZCCHaKRbXafaFiORQGG/f4+W55bU0e8OpY6VFFi6fUc2AYmsPPlnvoSoKRqOKw2rEZNDQdb1HljyVQBZCiHaIxXWavSEi0dwJ4399s5t/rK5Pm/t8fHkJPzq9ErNJpjQdjaIkmqftViNWk4auJ6aK9RQJZCGEOIpILJ5TYRyJxnn9w3o+/XZP6piiwDmnDmfKCYNlSlM7aJqC3WxI9RPnwkqnEshCiLwW13W27vLg9Udw2IwMH1iA2oHACoQiuLzhnAnj/Z4gzy3fyHd7faljdquRS84cReWQwh58st4h2U9sdlpAJyeCOEkCWQiRtzY0NLH04y00NvmJxXQ0TWFQiY05E0cwZmTJEX82ObUp6AkTicaOeG532bi9mRdWbCIQiqaODRvg4LKzRlPoMPfgk+W+ZD9xocNMv0Ir+/f7iObIl6wkCWQhRF7a0NDEM29/SzAcxW4xYrCqRKNxtu/x8czb33LlzOrDhnJybWpvMILD0fMDo+K6zvtrd/DOp9toWaGbeOxAZk8agUFTe+zZcl1yPrHdkugn1nL4vZJAFkLknbius/TjLQTDUYoc5lSfqsmoYTSoNHvDLP14C9Ujils1XysKBCMx3L5wW5fudoFQlJfe28yGLftTx4yayg9OK2d8VWkPPlnuO3Q+cS41T7dFAlkIkXe27vLQ2OTHbjG2GuCkKAp2i4HGJj9bd3kYOcjZ4rXEFooeX2LXJk3r2cFRjU1+Fi+rZZ87mDpWUmDmshlVDOlv78Eny22apmAxGbBbjGhqbvUTH4kEshAi73j9iZ2XDNa2mycNBhV/MIq3xXaEh4ZxT/t8015efb8ubc5z9fAi/mP6KKxm+ae7LaqqYDZqOCxGDAa1x+YTd5Z8qkLkgUxHEueTuK7j9oeJ6zqBYBS71djqnGg0jqYpOGyJ1xQl0TTs8UfSwljXYctON7v2erGaNAb3t3f5+xqNxXnz462s+aoxdUwBzji5jOknDe2zn+uRJAds2S1GzMbkwh69KIkPkEAWopfLZCRxvkm+Fzv3+VI1YI8/TJHDjOVArVLXdXzBKGWldoYPLDhsGG/e3syqL3ay1xUkEo2jqdC/yMq0E4dQWVbUJc/v9oV5/p2NbNnlSR2zmjUuPmM0VcO65p69maKA0aBis+TGwh6Zyt3hZkKIo0qOJN6+x4vZqOF0mDAbtdRI4g0NTT39iN2m5XthMRkoKTSjqgqhSJy9rgCBYIRwJEazN4zFpDFn4gg0VSUQiuJuI4xfXV3Pzn1+zCaNArsRk1GjsSnAq6vr2by9OevPX7/TzaOvfJkWxkP62bjhh2MljNtg1FScNhMlBRYsRq1XNU0fjtSQheilMhlJnG/aei9MaCiFCi5fmHAkRpMnhNNmoqzUzpyJIzi2vB+BUAS3P0K8RRjHdZ331u0gFIlRaDdh0FRicR2jQcOpqbj9Ed5bt4PyoYVZeV91Xeej9Y28+fEWWnZdn1xVyvlTyjEapN7UkqYpWE0G7FYDqpL7I6c7QgJZiF6qsyOJ89Hh3gur2YDFpOEPRglGYlx4egUTjxt0oGbcOowBdu71sbc5gM1saPN9tZk19jQHWLdxDw6rCZvF0Om+5VAkxivv1/Fl3b7UMU1VOH/ySE45ZoAsgdnCwZHThtROTPkUxiCBLESv1ZmRxPnqSO+FoihYLQYi0ThOmwlNVfGHInjaCGMAfzBKLM5hF5CIxuN4/RFqPt6Koiid7lve0xxg8fJadu8PpI4V2k1cNqOKYQMc7b5OvtM0BYtRw2YxYtB638jpjpBAFqKXctiMaJpCNBrHZGy9s8+hI4nzWXvfi6IC8xHDGMBmMaCpEIvF0dT0awXDUVyeMHEdTAYVs9lALBZP9S3/cEp5u0L5q/omXnpvM6HIwSU5K4c6ufiM0TjaGBXeFyWbpq1mQ4sgztMkPkA6J4TopYYPLGBQiQ1fMNrqH6rkSOJBJTaGDyzooSfsPu15LyqHFFJcYD5iGAMM7m+nf5EVfyiWdi1d1/EEIsR1MBoUrBZjYrqNQcNpMxKKxHlv3Q7iRwiNWFznrU+2snh5bVoYnz5uCFfNGiNhTGJ1LYfVSD+nhQKb8UDzdH4HcZIEshC9lKoozJk4AotJo9mbGLgU1/VWI4nb6tuM6zoNjW7W1+2jodF9xBDpDY72XvQvsnD6+CH4gtEjhnHyWtNOHILZqOL2RQhH4sR1nWAoSiQSR1XAaTOl/Uyyb3lvc4CdLXZhaskbiPCXmg2sWrcjdcxs1Lh8RhUzTx2Opvbd/uLkvsROm5F+hYkgzrcBW+0hTdZC9GJjRpZw5czq1DxkfzCKpimpkcRtzUPO13nLh3svqoYVMn18Gf0KLUcN46TKsiJ+OKU8bR5yXNdRVSiymzCbWv/TqWkqsVAMfzDa6rVtu708t7wWV4v1sQcUW/nJjCr6F/X85hU9RVHAoKpYLQasZi0Vwn0tiJMkkIXo5caMLKF6RHG7VurKZAekrpLNVcYOfS8KHSb6F1kTg746uBxmZVkRo4cX4wpE2bXXi8cXYtm/th12sFeiz5kDGxkk6LrOPzfs5o2PGtLuP7aiHxeeXoG5jf7uviBZI7aZE0Gs9PEgTpJAFiIPqIpy1KlNuThvuStq68n3IrmFoiuDtakVBUYMdlJkS4zS/mzjXhqbAjg1NW1Kkq7r+EMxBpVYGXxg04dINM5rq+v5rHZPi2eDcyaMYPLYQX1ySlNqZS2zAYvJgKIgQdyC9CEL0Ud0ZN5yd+jKVcYSYRzH7UtMh8qGtL5lf4RINNFPHYnGcPsjmI0q004cgqooNLmDPPna+rQwdliNzD33WKacMLjPhbGqKJiNKoUOc2JlLVNyGdMefrAcIzVkIfqIXJq33JW19Zb7GWcrjJOSfcvvrdvB3uYAsVAMTYVBJQfnIX+7dT8vrtxEIHRwFPXwgQ4uO6sKp910hKvnn8Qo9MSIdItJAwngI+pQIB9zzDGd+ma3YcOGDv+MECK7cmnecletMpbaQtGf/TBOqiwronxoITv3JjawSK7UBbDi39t599/b03Jn0vGDmDVhOIbD9D3nI1VVMBpU7BbDgd2XkDBuhw4F8g033NDql2f58uVs2rSJKVOmUF5eDkBdXR0ffvgho0eP5qyzzsre0wohOi05V3f7Hh9GQ+s+0JY7IHW1rqitK4pCIBztlv2MVUVhaOnB1bQCoSgvvruJb7c1p44ZDSo/nFrBuFH9u/RZcomqKpgO7L5kNqrSP9xBHQrkm266Ke3Pf/vb39i3bx+vv/46FRUVaa9t3ryZK6+8kgEDBmT+lEKIjCXn6j7z9rc0e8PYLQYMhsQoa18wesR5y9mW7dq6oihHXYGrq+zY6+O55bU0eUKpY/2cFi4/u4pBJbZufZaeoqoKZqOGzWLAZNDyennLrpRRG8qiRYv4yU9+0iqMASorK7n88st5+umnM7mFECKLknN1y0rthCIx3N4woUiMslJ7t055yuYqY4qi4Av2TBh/VruHJ15bnxbGY0YU858/PL5PhLGmKtjMBkoKzBQ5zBgPLHEpOiejQV2NjY0YDIe/hMFgoLGxsd3Xe+WVV7jzzjtbHZ83bx6333576s9Llizh6aefZseOHZSXlzN//nymT5+e9jMej4f77ruPd955h0gkwmmnncZdd93Vqsb+2Wefcf/997Nhwwb69evHpZdeyrx581o15y1cuJDnnnuOpqYmxowZw5133sm4cePSrrVr1y7uvfdeVq9ejdFoZMaMGdx55504HLJQvMgdHZm33FWyVVtXFAVfIIy3HStwZVM0Fmfpmi188vWug88CzPjeMKaOG5L3211qqoLZpGE3GzEY+sY6090ho0AePXo0zz33HOeddx4DBw5Me62xsZHnn3+eqqqqDl/36aefpqDg4DfjltdeunQpd999N9dffz0TJ06kpqaGG2+8kcWLF6cF5C233MKmTZu45557MJvNPPTQQ8ybN4+XX3459SViy5YtzJ07l8mTJ3PLLbfw7bff8vvf/x5N05g7d27qWgsXLuThhx/m9ttvp7q6msWLF3PNNdfw2muvMWzYMAAikQjXXnstAH/4wx8IBoPcf//93HbbbTz55JMdfg+E6Ertmbfc1TqzylhLqqrg8YfxBaLduvSnyxviuXc2sm23N3XMZjZw8ZmjGN2B3Z56I1VVMBtU7FYjxlTTtARxtmQUyHfeeSfXXnstM2fO5KyzzmLEiBEANDQ0sGLFCnRd54EHHujwdY877jhKStr+ZXz44YeZM2cOt9xyCwATJ06ktraWxx57jIULFwKwdu1aVq9ezaJFi5gyZQoA5eXlzJ49m2XLljF79mwg0eReXFzMH//4R0wmE5MmTaKpqYknnniCn/70p5hMJkKhEE8++STXXHMNV111FQAnn3wy55xzDosWLeKee+4B4O2332bjxo3U1NSkmvCdTidz587liy++4IQTTujw+yBEvutsbV1R6JEw3rzDxQvvbMTXYnnMoaV2LjuriuICc7c9R3dTFQWjMbHpg0mCuMtk1Id8yimn8OKLLzJ58mTeeecdHnvsMR577DFWrFjBlClTePHFFznllFOy9axs27aNhoYGZs2alXZ89uzZrFmzhnA4sU7sqlWrcDqdTJ48OXVORUUFY8aMYdWqValjq1at4swzz8RkMqVdy+12s3btWiDRpO31etPuaTKZmDFjRqtrVVdXp/WnT548maKiIt5///0svQNC5J9kbf34in6MHORsZxhHujWMdV3ng3U7+MvSDWlhfMoxA/jZecflbRgrCokFPQpMlBRIH3FXy3hhkKqqKh577DHi8ThNTYmVdUpKSlDVzmf9ueeey/79+xkyZAj/8R//wbXXXoumadTV1QGkplclVVZWEolE2LZtG5WVldTV1VFeXt5qilZFRUXqGn6/n507d7YakFZRUYGiKNTV1TFhwoTU+YeeV1lZyTPPPEMwGMRisVBXV9fqHEVRKC8vT11DiGzI5trPvU0yjP3B7gvjYCjK4mW1fFl3cOUwg6Zw/uRyTjkmP2eRKEpi6pndbMBiNoBMX+oWWVupS1VV+vdPzLcLh8NEo1Fsto6NMiwtLeWmm27ixBNPRFEU3n33XR566CF27drFr3/9a1wuF5BoCm4p+efk6263O60POqmwsJD169cDiUFfbV3LZDJhtVrTrmUymTCb078BO51OdF3H5XJhsViOeM/ktTJhMPTuRQWSC/IfbmH+fNHV5fy6vok3Pmpg5z4f0ZiOQVMY3M/Oud8fybHl3bcpRE99nh5/mGAkiqKCRtd/CdnrCvLXF9fRuM+fOlbkMPHTmdWUDcifwZotP0+jQcF2YPclpRve4+6Wy/8WZRTIS5cuZd26dSxYsCB17NFHH+WJJ55A13WmTZvGAw88gN1ub9f1TjvtNE477bTUn6dMmYLZbOaZZ57h+uuvz+RRezVVVSgubt97mOuczr6x1VxXlHPdxj088/a3BIJRCuxGjJpKJBZn+97E2s83XHQiJ44uzfp9j6S7Ps94XGe/J4RmMuI0df1KYgD//mYX/1uzgVD44BKYY0aWMPf843DY8m8JTFVRGFhagMNq7BOriuXiv0UZBfKf//xnjj322NSfP/vsMx599FGmTZtGRUUFzz77LE888QS33XZbp+8xa9Ys/vznP7NhwwYKCwuBRO22tPTgPzxutxsg9brT6WxzupXL5Uqdk6zNJmvKSeFwmEAgkHatcDhMKBRKqyW73W4URUk7z+v1ciiXy8XgwYM7V/gD4nEdt9t/9BNzmKapOJ1W3O4AsVi8px+ny3RVOeO6zgtvf4M/EKGowISiKMR1HU1VKLQbafaEeeHtbyjrZ+2W5uvu/jxdvjCBUKRbmk1jcZ03P97CB+t2ph0/46ShzPjeMGKRKC5X6z2PeytNVbDbTPTv7yDgD+NxB3r6kbpUT/xb1N4KVUaBvG3bNn74wx+m/vzGG2/Qv39/Hn30UQwGA7qus2zZsowCuaVkH+2h/bV1dXUYjcbUFKSKigrWrFmDrutp/cj19fWpaVg2m43Bgwe36t+tr69H1/XU9ZP/ra+v55hjjkm755AhQ7BYLKnzamtr066l6zr19fVpg8s6KxrNjxCLxeJ5U5YjyXY5Gxrd7NjnO7DXrnJIMCWaGHfs81H3natbpzN1x+fp8oUJhqPdEsYef5gXVmykfufBL+oWs8bF00dRPbwYXafL1sjubqm5xBYjFrOG0aDh7SO/n5Cb/xZl1C4RDofTao0ffvghU6dOTc3zrays7NDCIG2pqalB0zSOPfZYhg0bxsiRI3nrrbdanTNp0qTUaOmpU6ficrlYs2ZN6pz6+nq+/vprpk6dmjo2depUVqxYQSQSSbuW0+lk/PjxAJx00kk4HA7efPPN1DmRSIRly5a1utY333xDQ0ND6tiaNWtobm7m9NNPz+g9ECK19vNhxhIYDCqxmN4tOzV1Hx2XN0Qw1D1hvHWXh8de+TItjAeVWLnzylO7tX++q6mqgtWkUVxgptBuRlMP/YInekpGNeSysjI++ugjfvzjH/Pll1+yZcuW1PxggH379nVoYNfcuXOZMGEC1dXVAKxYsYIXX3yRK664ItVEfdNNN3H77bczfPhwJkyYQE1NDV988QXPPvts6jrjx49nypQpLFiwgDvuuAOz2cyDDz5IdXU1Z599dtr9Xn/9dW677TYuvfRSamtrWbRoEfPnz0+Fu9ls5rrrruORRx6hpKSEqqoqnn/+eZqbm9MWD5k5cyZPPvkkN910E7feeiuBQIAHHniAadOmyRxkkbFc2qmpO+jouLxhgi36b7vsXrrOx1/vombNlrRNKU4c1Y+LplVSWmLD5erdXUYgc4l7g4wC+eKLL+b//X//XzZt2sSuXbsYNGhQ2hKWn332GaNGjWr39crLy3n55ZdpbGwkHo8zcuRIFixYwE9/+tPUOeeeey6BQICFCxfy1FNPUV5ezqOPPpqq0SY99NBD3Hffffz6178mGo0yZcoU7rrrrrSlPkeMGMGiRYv43e9+x89+9jNKSkq4+eabueaaa9KuNW/ePHRd589//nNq6cxFixalmsgBjEYjTz/9NPfeey+33norBoOBGTNmpA14E6Kzcmmnpq6mA83ecNpgqq4Sjsb4+6p6Pt+0N3VMVRTmTBrBxOMG9vrZDZCYwmQyqNisRiwHtkKUIM5Nip7hJ/Piiy/y/vvv43Q6ufbaa6msrASgubmZa665hksvvZQf//jHWXnYvioWi9PU5Ovpx8iIwaBSXGxn/35fzvXbZFNXlnNDQxPPvP0twXCszbWfu3NziK4qZ1xPNFOHIl3/d2SfO8jiZbU0Nh2s/RbYjFx2VhUjBiW+2GiaQmFhoobc2/qO25pLfDh95fcTeqaspaXt+6KccSCLrieB3Ht0dTk3NDSl1n6OxXQ0TWFQia1daz9nU1eUMxbXcflChLshjL/Zsp8XV25KaxIfObiAS88cTUGLKU29MZAVwKCpB+YSt68RtK/8fkJuB3LWFgYRQnS9XNipqSvEYjrNvhCRLv4HMh7XWfHZdlZ+9l3a8SljBzNzwjC0DFYYzAUGTcVm1rBaDKiKDNbqbTIK5CuuuOKo5yiKwjPPPJPJbYQQLeTCTk3Z1F1h7A9GeXHlRmq3HVw5z2RQufD0Ck6o7N+l9+5qmqZgNRmwWYxoKgf6iXv6qURHZRTIbbV2x+NxduzYwc6dOxkxYkSr/YeFECIpGovj8oaJdPECDd/t9fHc8lr2e0KpY/0LLVw+o4qBJR1b4jeXaKqCxaRhsxgxaIoEcS+XUSD/9a9/PexrK1eu5O677+bOO+/M5BZC5JW+vDFES4oC4WgcdzeE8b+/3c1rq+uJtugDPnZkMRdNq8Ri6p29dqqqYDZqOCxGDAb1wBSmnn4qkaku+9s4ffp0zj//fP6//+//S5sjLERflSsDsnpaMoxd3jDRLgzjaCzO6x828K9vdqfd++zvDWPqiUNa7QbXG6iqgsmgYpe5xHmpS0cwDB8+nC+//LIrbyFEr5CcsrR9jxezUcPpMGE2amzfk9gYYkND09Evkge6K4ybvSGe+sdXaWFssxi4evYYTh83tNeFcXJf4iKHiWLZlzhvdVkNORqN8uabb1JcXNxVtxCiV4jrOks/3kIwHKXIYU6FgcmoYTSoNHvDLP14C9UjitOar/Otebu7wnjTdy5eWLERf/DgBhBlpXYum1FFkcN8hJ/MTcYDNWKLSZN9ifNcRoF8uP5hj8fD559/zt69e/nlL3+ZyS2E6PW27vLQ2OTHbjG2qpkpioLdYqCxyc/WXZ7U6Ol8a97ujjDWdZ1V63aw7F/b0kLr1DEDOPf7I3vdloLJkdN2qyGxL7EEcd7LKJA/+eSTVseSWxKefPLJ/PjHP2bKlCmZ3EKIXi+1MYT18BtD+IPR1MYQB1fkimK3GDFYEytyJZu3u3NFrmzojjAOhqO89N5mvm7Ynzpm0BQumFLOydW9a6aHqiiYjCoFVhMGg8wl7ksyCuR33303W88hRN7qyMYQnW3ezlWKAqFIHLev68K4scnP4uW17HMFU8eKC8xcPqOKIf3btw9tLlA4sNSl1YjVpMkUpj6oW9twmpqaOPPMM1m7dm133laIHpXcGMIXjLYaiJPcGGJQiY3hAws61Lyd6xRFIRCK4vKFuiyM123ay+N/X58WxlXDirjhh2N7VRhrmoLdaqTEaU5tACH6nm4N5Hg8znfffUcwGDz6yULkCVVRmDNxBBaTRrM3TDgSI67rhCMxmr1hLCaNORNHoCpK3ux7rCjg8YdxHyhPtsXicZZ+1MDf3t2UtsLXGScN5YpzqrFZesf8YlVJLOxR4rBQYDMm+opFn9U7/tYK0cuNGVnClTOrUwO1/MEomqZQVmpPG6iVH/se67i8EQLhaJfU9Dz+MM+/s5GGxoOtBBaTxn+cMYpjhveeWR1GaZ4Wh5BAFqKbtGdjiN6+77GOjuvAXsZdkS9bGj08904tnhYtBIP72bh8RhUlTksX3DH7NFXBaj44elqCWCRJIAvRjY62MUSyefuZt7+l2Rtuc9/jZPN2ronFddy+rtnLWNd11nzVSM2arcRbJNj40f254LRyTIbWrQm5JrG4h4bDasR4YJUtIVqSQBYix7S3eTuXRGNxXL5wl+zYFI7EePWDOtZt2pc6pqkKc74/ggljBvaKVbeMBhX7gf2JE83TEsaiNQlkIXJQb9r3OBLruk0i9roCLF5Wy679gdQxp93EZWeNztlm+5ZaLu4h+xOLo5FAFiJH9YZ9j7tywY+vG5pYsnIzoUgsdax8sJNLzxqNw5rLg9oObototxrRVNkWUbRPtway0Wjke9/7HoWFhd15WyFElikK+IMRmr3BrIdxPK6z/NNtvP/5jrTjp50wmLNPHY6m5l4rQZKmKphNGnazbIsoOi4rgbxr1y7+9a9/sW/fPmbOnMmgQYOIxWJ4PB4KCgrQtMSAi8LCwiPuoSyEyH2JBT9iBKKhrM8x9gUj/G3FJjZ950odMxlVfnR6JWMr+mX1XtnUdhBLEouOySiQdV3nd7/7HYsXLyYajaIoClVVVQwaNAi/388ZZ5zBzTffzFVXXZWlxxVCZCqTXaQURcEfjOAPRykosGb1ubbv9vLcO7U0e8OpY6VFVi4/u4oBRdm9V7ZIEItsyiiQn376af73f/+XefPmMWnSJK6++urUawUFBZx99tksW7ZMAlmIHJHJLlKKAt5AGF8wSrbHlv3rm938Y3U9sfjBMDu+ooQfTa3EbMq9KU2aqmA2aonNPySIRZZkFMhLlizhBz/4Abfeeiv79+9v9Xp1dTWrVq3K5BZCiCzJZBepxFKYEXzBCLqeGD2cDZFonNc/rOfTb/ekjqkKnDNhBJPHDsq5KU1SIxZdKaNA3rlzJ+PHjz/s61arFa/Xm8kthBBZkMkuUoeGcbbs94R4bnkt3+31pY7ZrUYuPXMUFUNya+BnqkYsQSy6UEaB3K9fP3bu3HnY17/66isGDx6cyS2EEFnQkV2kWk616qow3ri9mRdWbCIQiqaODR/o4NKzqii0m7J3owwlpy+ZnFYUkCAWXSqj3Z5mzJjBCy+8wLZt21LHkr/sq1ev5tVXX+Wcc87J7AmFEBnrzC5SXRHGcV1n5Wff8X9rvkkL44nHDuTac4/NmTDWtMSXlJJCK/0KrRg0RYJYdLmMasg333wzn3zyCRdccAGnnHIKiqKwcOFC/ud//ofPP/+cMWPGcP3112frWYUQndThXaQUcPvC+EPZ27EpEIqyZOVmvtl6cLyJUVP5wWnljK8qzc5NMqQe2PjBZjZg0NScnvMs8k9GNeSCggJefPFFrr32Wnbt2oXZbOZf//oXHo+HG264geeeew6rNTenKwjRlyR3kfIFo61qesldpAaV2FLLUbq82Q3jxiY/f3p1fVoYlxSYuf4Hx+VEGCc2flApLjDjtJkOrK4lNWLRvTJeGMRisfCf//mf/Od//mc2nkcI0QXas4vUuZNGoCrg8oYIZnH7xM837eXV9+vS1rquHl7Ef0wfhdXc86v3apqC3WzAZkm0DkgQi56S0W9DNBolGAzicDjafN3r9WKxWDAYev6XToi+7ki7SJ07aQTVI4rZf2Av42yIxuK8+clW1qxvTB1TgDNOLmP6SUN7fKOM5HaIBTbTgT7iHn0cITIL5HvvvZdPP/2UN954o83XL730UiZMmMBdd92VyW2EEFlyuF2kAJo92dvL2O0P8/zyjWzZ5Ukds5o1Lj5jNFXDirJyj0wYNBW7NdFXLBs/iFyRUSB/8MEH/OAHPzjs6zNnzuQf//hHJrcQok/JZFnL9jp0F6loXMftCxHOUhjX73Tz/Dsb8QYOjtge0s/GZTOqKHFasnKPzlKVxMIeBbaDuzAJkSsyCuTdu3czcODAw74+YMAAdu3alckthOgzMlnWsjMUJbF9otsXJhLNPIx1XefDLxt565MttFgBk5OrSjl/SjnGw0y56g4KialddqsRq0mTWrHISRkFclFREfX19Yd9ffPmzYftXxZCHJTJspadoSgQisRw+yJZ2T4xFInxyvub+bKuKXVMUxXOmzyS7x0zoMeWwFQUMKgqVrOG1WJAQWrFIndl9JX1tNNO44UXXuDrr79u9dpXX33Fiy++yNSpUzO5hRB579BlLU1GDVVRMBk1ihwmguEYSz/eQjxLSZLYPjGKyxvOShjvaQ7wp1fXp4Vxod3Edecfx6ljBvZIGCtKYo5zgc1ESaEZu9WIgswpFrktoxryL37xCz744AN+/OMfc8YZZzBq1CgANm7cyMqVKykpKeEXv/hFVh5UiHzV2WUtO0NVFbz+MN5glHg884BfX7ePF9/dTChycGR25VAnF58xGofVmPH1O0oBNE3FdqBGrCqKNE+LXiOjQB44cCAvv/wyf/jDH1ixYgXLly8HwOFwcN555zF//vwj9jELIVosa2k9/LKW/mA0bVnLzlCSq28FoxnXtmNxnVdWbmLZJ1vSjp8+bggzThmG2gMrXKmqgs1swG6VIBa9U8YThAcMGMD999+Prus0NSWarEpKSnJu2zQhclWHl7U8gsOO0s7iUpjeQIS/vbuRzd+5U8fMRo0fT6/k2Bb93HFdZ+deH/5gFJvFwOD+9i6be2w0JJqnzUbtwAYQXXIbIbpU1lbsUBSFfv36ZetyQvQZyWUtt+/xYTSoaV9mk8talpXaU/OFD6etUdpD+tm4YHIF/YutBMOZh/G23R6eW74Rly+cOjag2MpPZlTRv+jgMrmbtzfz3rod7G0OEIuDpkL/IivTThxCZVlRZg/RgnpgW0Sn3XhgwJYksei9OhTIjz76KIqi8POf/xxVVXn00UeP+jOKonDDDTd0+gGFyHftWdZyzsQRbdYukzXir+ubePez74jG46lR2npcJxCO8dKqzZw2dhAVQ4s6/Yy6rvPPDbt546MGYi36nk8Y1Y8fnlaBuUXNfvP2Zl5dXU8oEsNmNqBpKrFYnMamAK+urueHU8ozDmVFAZNBxWY1YjFqUiMWeUHRO/CV8phjjkFRFNatW4fJZOKYY445+g0UhQ0bNmT0kH1dLBanqcl39BNzmMGgUlxsZ/9+H9EszHnNVZmUs6PzkJPn79znw+2LEI/rmIwqRQ4zBXYTTruJUDjG1t1eBhRZuHr2mE41GUeicV5bXc9ntXtSx1RV4UfTR3Hy6H7EWxQzruv8pWYDjU1+nDZTq9q+2x9hUIm108+iKInmaZvFiMWkkbUFtw9D/t7mn54oa2npkVu3kjpUQ/7mm2+O+GchROcdblnLtoKr5bxlkyFRO9VUhUhMxxuIUFpsJRSO0ewJYTGq7G0OsHOvj6GlHVsXoMkdZPHyWnbu86eOFViNXH52FePGDMLl8tMyFXfu9bG3OYDNbGhzxLjNrHXqWVRVwagpWFsGsdSKRZ7pdB9yOBzmgw8+YOjQoe2qKQshju7QZS3bcui85eTOTKoCBRYjdpuRPc0BNDUxalvTVGKhGP5gtEPP8u3W/by4chOB0MEpTSMGFXDpWaMpLjC3+TP+YDTRZ6y1PWK8o8+SbJq2W40HBmwhQSzyVqcXBjEajfziF79g7dq12XweIcRRHDpvWVUTS17YrEYKHSbC4Rh79geIRBNBGovF0VSwWdr3/Tuu66z493b+961v08L4+8cP4tpzx+C0mQ77szaLAU1N3LMtHXkWg6bitJkoLrBgMkg/sch/na4hK4rCyJEj2b9//9FPFkJkzaHzlk0Glf5FFgyaiscXxnNgU4d4XEfXdfyhGINKrAzubz/qtQOhKC++u4lvtzWnjhkNKhdOreDEUf2P+vOD+9vpX2SlsSmAU2s9Yrw9z6IqChaThsNmQlNlLrHoOzJaOvO6665j8eLF1NXVZet5hBBH0XLesqJAkcNMv0IrLm+IZl8YPZ6YhxuPJwZRmY0q004cctRBVDv2+nj0lS/Twrif08LPf3B8u8IYEmE67cQhmI0qbn+ESDRGXNeJRGPtehajpuJ0mCh0mFAVCWPRt2Q0D3ndunUUFRVx3nnnceqppzJ06FAsltbbq8l+yEJkT3Le8s4mPwOKraAo+HxhTEaNUDROJJJoFo7rOoNK2jf397PaPfz9gzqisYMJOGZEMT+eXonF1LF/JirLivjhlPKD85BDMTSVIz6LooDFqFFgN8m2iKLP6tC0p0PJtKfuIdOeeo/uKue3W/fzxpot+IJRgqEIKAqxWBx/MIqmKUw6diCjyoqOujpWNBZn6ZotfPL1wW1SFQVmnDKMqeMOX5PVNIXCQhsuV2KKVlvau1KXQVOxWw3YzIacC2L5e5t/8mba06G6etqTz+dj1qxZ7Nq1i5deeomxY8emXluyZAlPP/00O3bsoLy8nPnz5zN9+vS0n/d4PNx333288847RCIRTjvtNO666y4GDBiQdt5nn33G/fffz4YNG+jXrx+XXnop8+bNa9X/tXDhQp577jmampoYM2YMd955J+PGjUu71q5du7j33ntZvXo1RqORGTNmcOedd8o2lCJrFAXKhziZPm4Ib/1zK4FQNLUa1qB+tnavhuXyhnjunY1s2+1NHbOZDVx85ihGZ2E1LVVRjji1KVkrdthMGDSpFQuRlaUza2tref/99/nuu+8AKCsrY+rUqVRVVWV03T/96U/EYrFWx5cuXcrdd9/N9ddfz8SJE6mpqeHGG29k8eLFaQF5yy23sGnTJu655x7MZjMPPfQQ8+bN4+WXX8ZgSBR9y5YtzJ07l8mTJ3PLLbfw7bff8vvf/x5N05g7d27qWgsXLuThhx/m9ttvp7q6msWLF3PNNdfw2muvMWzYMAAikQjXXnstAH/4wx8IBoPcf//93HbbbTz55JMZvRd91WHXZu6jFAV8gQi+YJQhpQ6umj2mU+tFb97h4oV3NuJrMf1oaKmdy2dUUeRoe0pTNmmagsNixGYxyCYQQhyQUSCHw2F+/etf89prr6HrOuqBeY/xeJw//OEPnHfeedx7772YTIefJnE4mzdv5rnnnuOOO+7gN7/5TdprDz/8MHPmzOGWW24BYOLEidTW1vLYY4+xcOFCANauXcvq1atZtGgRU6ZMAaC8vJzZs2ezbNkyZs+eDcCiRYsoLi7mj3/8IyaTiUmTJtHU1MQTTzzBT3/6U0wmE6FQiCeffJJrrrmGq666CoCTTz6Zc845h0WLFnHPPfcA8Pbbb7Nx40ZqamqoqKgAwOl0MnfuXL744gtOOOGEDr8PfVlHV67Kd3EdPN4QwUgsFWBHq4UeStd1PvhiJ2//c2taCJ5yzADO+/5IjIaMxnkelaKAyajhtJowGKRWLERLGf32/Z//83/4+9//zqWXXkpNTQ1ffPEFX375JTU1NVxyySX84x//4P/8n//TqWvfe++9XHLJJZSXl6cd37ZtGw0NDcyaNSvt+OzZs1mzZg3hcGLR+1WrVuF0Opk8eXLqnIqKCsaMGcOqVatSx1atWsWZZ56Z9qVh9uzZuN3u1Bzrzz77DK/Xm3ZPk8nEjBkzWl2ruro6FcYAkydPpqioiPfff79T70NflVyJavseb2LzAEdiJ5/te3w88/a3bGho6ulH7DaKohCKxtjvDhIIxzodYqFwjOfe2chbnxwMY4OmcOHUCi6cWtHlYWzQVAqsRoodZjRpohailYx+A//xj39wwQUX8Otf/5qKigoMBgOaplFRUcFvfvMbzjvvPP7xj390+LpvvfUWtbW1bW5KkZxidWhQV1ZWEolE2LZtW+q88vLyVsv3VVRUpK7h9/vZuXNnWoAmz1EUJXVe8r+HnldZWcmOHTsIBoOp8w49R1EUysvLZWpYBxy6EpXJqKEqCiajRpHDRDAcY+nHWzLe07dXUMDjD+PyhokcZrGN9ti9P8Cf/v4lX9Uf/CJT5DDxs/OP45RjBhzhJzOnqgo2i4ESpxm79ehbSArRV2XUZB2NRjnxxBMP+/r48eNZuXJlh64ZCAT43e9+x/z589scCOVyuYBEU3BLyT8nX3e73RQUtB7ZVlhYyPr164HEoK+2rmUymbBarWnXMplMmM3pfWtOpxNd13G5XFgsliPeM3mtzjJ0ce2lqyWXUjzckoot1e90s6vJj8NqbLXRvaIoOKwGdjX5+W6vj/LBR15msrt1pJxHE4/ruH1hgpEoipLod+2MLzbvY8nKTYQjBwO9alghl5w1GrulcwGZXs7Df1EwGbUD+xSrvbJGnM3PM5f1lXJCbpc1o0CeMmUKq1ev5rLLLmvz9Q8++CCtybg9Hn/8cfr168ePfvSjTB4tr6iqQnHx0VdZ6g2cTutRz6nf5SOug8VkaBXIkOg3DYRioGo5+760p5xH4g9GcPvCmKwmTNaOj8EAiMXj/P29zSz/59a047O/P5Jzp1S0+d52lMPRet0BSPQVm40GihymnPyHr6My/Tx7i75STsjNsmYUyL/4xS+45ZZbuPHGG7n88ssZPnw4kBi5vHjxYnbs2MGDDz5Ic3Nz2s8VFRW1eb3vvvuOP//5zzz22GOp2qvf70/91+fzUVhYCCRqt6WlpamfdbvdAKnXnU4njY2Nre7hcrlS5yRrs8l7JYXDYQKBQNq1wuEwoVAorZbsdrtRFCXtPK/Xy6FcLheDBw9us8ztEY/ruN3+o5+YwzRNxem04nYHDrvOcUo8hqqQ2MmoxT67SeFI4nXiMfbvz6352R0qZxt0dLz+CP5QlHi881VKjz/Mc8s3UrfDnTpmMWlcfOYojh1ZgscT6PS1IVFOh8OC1xtsVU6jQcNhNaIZYrjdmd2np2X6efYWfaWc0DNlbW/FIaNATo5Urq2tZcWKFWmvJdcbmTNnTqufO9xCIdu3bycSifCzn/2s1WtXXHEFJ554In/4wx+A1v21dXV1GI3G1BSkiooK1qxZg67raf3I9fX1qelYNpuNwYMHt+rfra+vR9f11PWT/62vr09bDKWuro4hQ4akVierqKigtra21ftQX1/f4ZaCQ+XLZP1YLH7Usgztb2dgiY3te3wUtbEesjcQpazUztD+9px9X9pTzpYURSEUieENhIlE4hltaLSl0cPz79Ti9kdSxwaV2Lh8RhX9Ci2HXcijYxJli8XiqetpqoLFbMBhNaCgEInk5mfTGR39PHurvlJOyM2yZhTIN9xwQ6tBU5kYM2YM//u//5t2bMOGDdx333389re/ZezYsQwbNoyRI0fy1ltvcdZZZ6XOq6mpYdKkSanR0lOnTuVPf/oTa9as4fvf/z6QCNSvv/46NVc4ed6KFSv4f/6f/wej0Zi6ltPpZPz48QCcdNJJOBwO3nzzzVQgRyIRli1bxtSpU9Ou9Y9//IOGhgZGjhwJwJo1a2hubub000/P2vuU71RFYc7EETzz9rc0e8PYLQYMBpVoNI4vGMVi0pgzcUT+zEdWwBsI4wtmVivWdZ2Pv9rF0jXpA97GjerPD6aWp/ZNzrbkFokOm+nArkzd01ksc9RFvskokG+66aZsPQeQaPKdMGFCm68dd9xxHHfccan73n777QwfPpwJEyakplw9++yzqfPHjx/PlClTWLBgAXfccQdms5kHH3yQ6upqzj777NR5c+fO5fXXX+e2227j0ksvpba2lkWLFjF//vxUuJvNZq677joeeeQRSkpKqKqq4vnnn6e5uTlt8ZCZM2fy5JNPctNNN3HrrbcSCAR44IEHmDZtmsxB7qAxI0u4cmZ1ah5ycknIslJ7Xs1D1tFxeyMEw9GMBj2FozH+vqqezzftTR1TFYU5k0Yw8biBWf3i3JKmKtjMhtTgsO4KY5mjLvJRRmtZd4dPPvmEK664os2lMxcuXJhaOvPWW2897NKZy5cvJxqNMmXKFO666y4GDhyYdt5nn33G7373OzZs2EBJSQmXX355m0tnPvXUU62WzkzWopNaLp1pMBiYMWMGCxYsyGjpzL68lnVvqwW1t5yKApFoHLc/nDb6uTP2uYIsXl5LY9PBcQZOm5FLz6pixKD2raHbUZqmEIxCIBDCatYY2t/RbZ9Lco56MBzFbjG2aj25cmZ11kK5r6zx3FfKCbm9lnXOB7Lo24Hc27SnnIqiEAhH8fojRDMcVPLNlv28uHITwfDBJWZHDi7g0jNHU2Dr3Ojso9m+28MXdU3saQ6wtzmIjt5ttdO4rvPHv33O9j1eihzmVl+am71hykrt3HrxuKx8QZC/t/knlwO5989HEKI3OdBf7PaFMwrjeFxn+b+28b9vf5sWxlPGDmbunDFdEsaqqrBnf4D31+1k83cu/KEodpuhW1dQ27rLQ2OTH7vF2KoZXlEU7BYDjU1+tu7yHOYKQuSurGwuIYQ4umz1F/uDEf727iY2bj+42IzJoHLh6ZWcUNkvC0+aTlUVTAYVq8XAK6s2s32PhyKHGaNBIxqLYzJqGA0qzd4wSz/eQvWI4i5rvvb6I8RiOgZr23UJg0HFH0y0PgjR20ggC9ENYnEdty9EqBP9xS33FfYGIiz/dBvN3nDq9f6FFi4/u4qBxbZsPnJq9LTdasRs1GhodLNpuwub+ei105GDumYFNYfNiKYpRKPxNueoR6PxxE5SNlmiU/Q+EshCdCFFgVAkjsfXubWoN29v5r11O9jbHCAYjhOKpG9HetzIEn40rQKLKbu/yqqiYLUYKLAmR0+Dx9fztdPhAwsYdGCOutHQeo66L5iYoz58YNcMZhOiK0kfshBdRFHAF4zi8oY6Hcavrq5n5z4foUjrMP5edSmXzRid9TDWNIUCuxHnIf3QLWunbemO2mlyjrrFpNHsDROOxIjrOuFIjGZvOP/mqIs+RQJZiC4QPzDi1+MPE+vEYh9xXee9dTsIhKJEInrawC1VSSyD2eQNZbSiV1tMRpUihxmb2dBqTnGyduoLRlu9lqydDiqxdXntNDlHvazUTigSw+0NE4rEKCu1Z3XKkxDdTZqsRa+XS3OVlQNrcO/3hAiEop2+zs69Phr3+Qgesv+x0aBSUmAmruvsbQ6wc6+PoaWdn+OepCoKFrNGgc2IQtt7FaetoOYJ47SbUFSIRLp/BbUxI0uoHlGcM5+7ENkggSx6tdxasUnH7Y8QiCaaUDt9lQNLYPqC6dewWQwU2k0oioKi68RCMfzBzod+kkFTsVsNB2rFRz43WTt985Ot7NofIByJ9dgKaqqidNngMSF6ggSy6LVardhkTazYlJwT213Nly03hojHdZzGzv9aBcNRXnpvM1837E87XuQwYWuxd3EsFkdTEyHd+ecG84H9ig1a27XitowZWcJxlf3Y74vy3S43NrMmtVMhskACWfRKcV1n6cdbCIajaSs2deecWKDVxhCa1vl7NTb5Wby8ln2u4MHLK9DPaUmb4qPrOv5QjEElVgb379x+0IfWijs6L1pVFEYNK6Kfw5j3KzsJ0V0kkEWv1JEVm7qqWTOug8cbIhiJZbTQB8C6TXt5ZVUdkRbhVlZqxxuMEAjHUJTEPq6xWBx/KIbZqDLtxCEd/rKhKgpmU6KvWFPbXysWQnQ9CWTRK/Xkik2JJuooHn8kLUA7IxaP89bHW/lwfWPa8TNOGsoZJ5dR/50rNQ85FoqhqTCoxMq0E4dQWVbUoXsZNRW7zYjVpLW7VpxLA+aEyHcSyKJX6qkVm3R0PP4IgVBmexcDuP1hnn9nI1saD667bDFpXHzGKKqHFwNQWVZE+dDC1EpdNouBwf3tHQpFVVGwmDQK7CYU2t88faQBc2NH9e9IUYUQ7SCBLHql7l6xqeXArUy3SwRoaHTz/PKNeAIHa/CD+9m4fEYVJU5L2rmqonR6atOhteL2OtqAuWs0lcnFneu/FkK0TRYGEb1Sd63YpCiJvmK3L0SzN5RxGOu6zodf7uTp1zekhfH40f257oLjWoVxZ6mKgtVsoNhp7nAYHzpgzmTUUBUFk1GjyGEiGI7xxkcNGbcQCCHSSQ1Z9FrJObHJZlV/MJrVObGKAoFQFF8g2qmlLw8VjsR4ZVUdX2zelzqmqQrnfn8kp44Z0GpwWmcZD2wI0ZG+4pbaM2Bu5z4fdd+56OeQTRyEyBYJZNGrddWKTTo6rixslZi01xVg8bJadu0PpI457SYunzGaYQOy06yuqYlasd1qOOxqW+3R3gFzbl9YAlmILJJAFr1eNldsUhSIROO4/dnpKwb4uqGJJSs3p20OUTHEySVnjsZhzTzQktskOmwmTAat1TrTHdWeAXMGTcFpN7Xx00KIzpJAFiJFxxeI4gtFicUyrxbH4zrLP93G+5/vSDs+9cTBzPjecDQ18yZqTVWwWQzYLcltEjN/7vYMmBs+wEHF0EJcLn/G9xNCJEggC6FAMBzDF4wQjcaz0kTtDUR4fvlGNn3nSh0zGVUuOr2S4yv6ZXx95cD1ErViNasLfKRtIuENY7cYMBgSo6yTm0ic+/2RqFn4QiGEOEgCWfRZigLRqI47kBilna1Qa9jp5vGXv8DlDaeOlRZZufzsKgYUWTO+vnqgr7jAaoAM+oqP5GgD5o4tly0Ohcg2CWTRJykKiZW8gpGsNE9Dojn3k69384/V9URbXPP48hJ+dHolZlPr/tiOMmoqDrsRi7H1fsXZJlscCtG9JJBFn6IoEIvreLzhrKxBnRSJxvnHh/X8+9s9qWOqAudMGMHksYMyntKU3JnJaTehKkqXh3GSbHEoRPeRQBZ9hqKA/8C84mgW5hUn7fcEWbx8Izv2+lLHHFYjl5w5moohmYeZqirYzIbEMqCyFocQeUsCWeQ9RVGIxuJ4/GFCWawVA2zc3swLKzYRCEVTxyqGFnLJGZU4rJlPCzIaVApsRszd0EQthOhZEsgibyWbp32BxAIf2eorhsTyku+t/Y4Vn25Pq7R+//hBXDZrDD5vMKP7KQpYTAacqQ0hJIyFyHcSyKLDcn1LvkQQgz8QIZDlIIbEcppLVm7im63NqWNGTeUHU8s55ZgBGLTMlojXNAWH1YjNbJD9ioXoQySQRYccaUu+TNeOzg4dXzCGP5jdfuKknft8LF5eS5M7lDpWUmDm8rOrGNwvs92PkituOW1mDIaumc4khMhdEsii3Y62Jd+VM6t7LJQVBQLhGL5AhGgsO4t7HGrtxj38fVV92kYTxwwv4sfTR2E1Z/arlBq4ZU2uuJXR5YQQvZAEsmiXQ7fkS07jMRk1jAaVZm+YpR9voXpEcbc3X+uA2xsmGE5swZht0Vicmo+38PFXu1LHFODMU8qYNn5oxuXtzrnF7ZXr3RJC5CMJZNEu7dmSr7HJz9Zdnm6bt6ooCoFwFJ8/kpXtEdvi9oV57p1atu7ypo5ZzRoXnzGaqmFFGV1bURJfaArtJjS1++YWH03ud0sIkZ8kkEW7tHdLPq8/0i3Po6Pj9h2oFce7Jsjqd7p5/p2NeAMHyzSkv53LzhpNidOS0bVztYk6l7slhMh3EsiiXdqzJZ+mKYnFK7qQoigEI4ngj0S7plas6zofftnIW59soWXWn1xVyvlTyjEaMhtFbdBUHDYjVlPrJuruaCo+3D060i0hhMg+CWTRLu3Zkq+s1M7wgQVd9gw6Oh5fmEAX1opDkRivvL+ZL+uaUsc0VeH8ySM55ZgBGS2BqQAmk4bTZsKgtW6i7o6m4iPdw3qg26E93RKjyoqy8jxCiIMy+6ov+ozklnwWk0azN7E7UlzXCUdiNHvDWEwacyaO6JKBP4qiEI7G2e8J4QtGuyyMdzcH+NOr69PCuNBu4rrzj+N7YwZmFsYKWC0Gih3J/uL015NNxdv3eBNrVjtMmI1aqql4Q0NT2xfugKPd4+v6pkS3xGFaAAwGlVhM77ZuCSH6Gqkhi3Y72pZ8XdW36PGHCYSixLooiAHW1zfx8nubCUViqWOVQ51cfMboVD9vZ2mqgt1qxG5pe6GP7hjB3p57fLZxD6pKj3dLCNFXSSCLDumuLfkUBcLROF5/mHC0a+YVQ2JpzeX/2sqqdTvTjp8+bggzThmGqmZWLoOm4rQfeS3q7hjB3p57NHvCFDnM7HOHeqxbQoi+TAJZdFhXbsmnKInanC8QxR/s2lqxNxDhhRUbqdvhTh0zGzV+PL2SY7NQ2zcZVQrt5jb7i9OeoxtGsLf3HidXlbLqi500e8PYLQYMhsQoa18w2qXdEkIICWSRIxQlUQvzJ5e9jHddrRhg224Pzy3fiMsXTh0bUGzlJzOq6F9k7fD14rrOzr0+AuEYg0qjDCg0U2A1onD0JTC7YwT7ofcIRxID41RVwWTUUvc4tryE8sHObu+WEEJIIIselhbEoWiXLXuZpOs6/9ywmzc+akirfZ9Q2Y8Lp1a0GYhHs3l7M++t28He5gAmo4H+RVaKHSYmHz+oXQHWHSPYk/fYstNDNB4n2mLDDYOmYFBVRgwuSHU/dEe3hBAinQSy6BHJpml/MEagG2rEAJFonNdW1/FZ7d7UMVVRmDVxON8/flCnRlFv3t7Mq6vrCUViDCqx4XSYCUdifFXfxKbvXO1aSCM5gv2Zt7/tsqZiVVE4vryEb7c2E4vrGFQlMQ9Lh1AkTlTVOb68JHWPruyWEEK0TaY9ie6ngD8UpckVwuMPE+niWjFAkzvIE6+tTwvjAquRueeOYfLYwZ0K47iu8966HURjcUYOclLoMBMIRgiFYxQVmAiGYyz9eEu71tdOjmAvK7UTisRwe8OEIjHKSu1ZWR0rruusr2/CbFIxmzR0IK4n1gE3mzTMJo319U1dsha4EKJ9pIYsuo2u6wfCJtSlI6cP9e3W/fzt3U0EwwenNI0YVMClZ43GaTN1+ro79/pweUOUDXBgMqq4vKFE7VNTOzU6uitHsCdHWRfazRgNKuFo/GAfskElEo13+1rkQoh0EsiiyykKhCNx9jYHaPaEumzJy5bius6OPV4+Wr+LzzftTXvt+8cPYtbE4WhqZg1E4UiM4gILmqqw3xNC1xNlTerM6OiuaipuOcpaURTMh/SVd/da5EKI1iSQRZdJrLCV2KM4pusUFFi7pUl08/ZmVqz9ju27va0GL/3o9EpOHNU/43toqsKAfjYisTje5kjOL6SRK2uRCyEOTwJZZF1ywJbHHyF4YIUtTeueEbqbtzez5P3NePyRtCZxRQGbxYDDkvlfeYOmUmA30r/Iis1soKkXLKSRC2uRCyGOTAZ1iexSIHBgwJYvEOnShT0OFdd1Xl/TgNuXHsYWk8aAIiuxOLy3bkdGtXSTUaXYYcZi1FCgzfW9Q+EYzZ6uXd+7o3pyLXIhRPtIIIusUBSIxhIbQLh8iZHT3Skai/PCOxvZvT+YdrzAZqS4wIymqdjMGnubA+zc6+vUPcwmjSKHBU07uNjHoaOjXZ7EHs3DBjhybu/grh7JLYTIjDRZiyzQ8fijXb4BxOG4vCGee2cj23Z7U8dUBYoLLJhNB/tLNU0lFkqsBNYRigIWo0aho+0R2S1HR/tDMYYOdFJsNxCP5d4Uou5ai1wI0XESyKLTFAWCkRjeQIRoJE5PxM/m71y8sGIjvhYha9AUSpwWDFp6A1AsFkdTE33J7aUoYDUZcNqPPD0qOTraYFApLrazf7+PnnlHjk4W/RAiN+VUk/X777/PT37yEyZOnMjxxx/PmWeeyX333YfH40k779133+X8889n7NixzJw5k5dffrnVtcLhMPfffz+TJ09m3LhxXH311dTV1bU6b/PmzVx99dWMGzeOyZMn88ADDxAOh1udt2TJEmbOnMnYsWM5//zzWblyZatzPB4PCxYs4NRTT2X8+PHcfPPN7N69O4N3JDcpSmKXpGZvGJc3TKQHwljXdVat28GfazakhbHTZsRk1NAO2aVJ13X8oRj9i6wM7m9v1z0UBWxmA87D1IyFECKbciqQm5ubOeGEE/jtb3/LokWLuPrqq/n73//OL37xi9Q5n376KTfeeCPjxo1j4cKFzJo1i1/96le89dZbade69957WbJkCfPnz+eRRx4hHA5z1VVXpYW7y+XiyiuvJBKJ8MgjjzB//nxefPFFfve736Vda+nSpdx9993MmjWLhQsXMm7cOG688UY+//zztPNuueUWPvzwQ+655x5+//vfU19fz7x584hGO9ZEmut8wSj7PSECoSjxHmiiDoajPLd8I299sjXVl2vQFC6cWsGPp1ViMWm4/REi0cTApUg0htsfwWxUmXbikDabZ+O6znd7vGzc1sx3e7yggNVixOULsX7zPhoa3bKKlRCiS+VUk/UFF1yQ9ucJEyZgMpm4++672bVrFwMHDuTxxx/nhBNO4L/+678AmDhxItu2bePhhx/mnHPOAaCxsZGXXnqJ3/zmN1x00UUAjB07lunTp/PCCy8wb948AF544QV8Ph+PPvooRUVFAMRiMX77299y3XXXMXDgQAAefvhh5syZwy233JK6Z21tLY899hgLFy4EYO3ataxevZpFixYxZcoUAMrLy5k9ezbLli1j9uzZXffGdYPknOKu3p/4aHbt97N4WS17XQcHbxU5TFw+o4qhpQ4AfjilPLXZQywUQ1NhUImVaScOobKsqNU1W24OEYtDgc3A4H52IrFESMdiiWlbg0pssuOREKLL5FQNuS3JoIxEIoTDYT755JNU8CbNnj2bzZs3s337dgBWr15NPB5PO6+oqIjJkyezatWq1LFVq1YxadKk1D0AZs2aRTwe58MPPwRg27ZtNDQ0MGvWrFb3XLNmTap5e9WqVTidTiZPnpw6p6KigjFjxqTds7dRFNDRcfvD7PeECEV6Loy/2LyPx19dnxbGo8sKufHCsakwBqgsK+Lq2WP4ydnV/HhaJT85u5qrZ485bBi/urqexiY/JqPGwH42Ch1m6na6WV+3DwCnw4TZqLF9j49n3v6WDQ1NXV5WIUTfk5OBHIvFCIVCfPXVVzz22GOcccYZlJWVsXXrViKRCBUVFWnnV1ZWAqT6iOvq6ujXrx+FhYWtzmvZj1xXV9fqWk6nk9LS0rRrQaK2e+i1IpEI27ZtS51XXl7eapOCioqKNvuuewPlkDnFPdE8DYn+6po1W3hhxUbCLZbdnD5+KFeecww2S+vVpVRFYWipg9HDihha6jhsM/V763YQisRw2kyUOC0U2kzsbQ7i9ia+aPmDUVQlsWdwkaNjG0YIIURH5FSTddL06dPZtWsXAKeddhp/+MMfgESfLyRCs6Xkn5Ovu91uCgparzjkdDpT5yTPO/RaAIWFhanzMr1nYWEh69evP2J528Ng6N7vTrF4PLHSVjiGTuYrbWkHRjwn/tv+Ocoef5jnlm+kboc7dcxi0rj4zFEcm2HT8c49PvY1B7BbDBQ7zYlVtzwh9ntCqJqCgkIkGicSjWEyaiiKgsNqYFeTn+/2+igf3PrvTno585eUM7/0lXJCbpc1JwP5qaeeIhAIsGnTJh5//HGuv/56/vKXv/T0Y/UYVVUoLm7fyOBM6bqOLxAhFIhgspgwWbJ7fYej/RfcvL2Zp/6+Hpc3lDo2tNTBdReOZUCxLeNn2b43gK7AoBI7VrMBTyBCIJQYgKdyYL9gAJTUFCpVUQiEYqBqR/xMnE5rxs/XG0g580tfKSfkZllzMpCPOeYYAMaPH8/YsWO54IILWL58OaNGjQJoNQ3K7U7UnpJN1E6nE6/Xy6HcbndaM7bT6Wx1LUjUepPnJf/r8XgoLS094j0bGxuPeK3Oisd13G5/Rtdo131arD+dSZOsrsN3e734AlHsVgND+zswGFQcDgteb5DYUVbx0nWdNesbef2jLWnN5OOr+nPh1ApMKrhcWXg/9Bj9C62ATpMnmLYLVRwdRU8msk70wDOHIzFUBYjH2L+/9YpfmqbidFpxuwNHLWdvJuXML8lyNrv81H3nwuOPUGAzMmJQ/i0a0xOfaXsrVDkZyC1VV1djNBrZunUrZ5xxBkajkbq6Ok477bTUOck+2mR/cEVFBXv37m0Vhof2GbfVv+vxeNizZ0/atdr62bq6OoxGI8OGDUudt2bNGnRdT+tHrq+vp6qqKuP3IdqFWxYqCkSicdz+MOFIZvc5dMSypkL/IitnnlTGSccNJhaLEzvCClbhaIy/r6pP2zJRVRTmfH8EE48diKIoR/z5jhhxYMOFDVuacVgNKIqCUVMT+wVHEk31ZqOG0aCh64kvCt5AYhOGof3tR/xMYrF4l35muULKmT/WbdzDC29/w459vj4xsyAXP9Pca0Q/xLp164hEIpSVlWEymZgwYQJvv/122jk1NTVUVlZSVlYGwJQpU1BVlWXLlqXOcblcrF69mqlTp6aOTZ06lY8++ihV2wV46623UFU1NVp62LBhjBw5stU855qaGiZNmoTJZEpdy+VysWbNmtQ59fX1fP3112n3zDWKAv5QlP3eUFbCuOWIZceBRToamwK8/P5mvjnK6OR9riBP/P2rtDB22ozMO+9YJh03qNWAuc5SSPRDFxeYmXz8IAyaktpwQSexklcy8m1mg2zCIPLe1/VNPPbSOrbt9mI2ajKzoIfkVA35xhtv5Pjjj6e6uhqLxcI333zDokWLqK6u5qyzzgLg5z//OVdccQX33HMPs2bN4pNPPuGNN97gwQcfTF1n0KBBXHTRRTzwwAOoqsrAgQN58sknKSgo4JJLLkmdd8kll/DXv/6VG264geuuu45du3bxwAMPcMkll6TmIAPcdNNN3H777QwfPpwJEyZQU1PDF198wbPPPps6Z/z48UyZMoUFCxZwxx13YDabefDBB6murubss8/uhnev43R03N7EwK1MRw0fOmI5GZ6qQcOpqXj8Ed76uIGrzjmmzZ/fsGU/S1ZuIhiOpY6VDy7gkjNHU2DL3kpZigIWk4HCA0thHjMiseHC0o+30Njkxx+MomkKwwc4QFHw+MO4vWE0TaGs1J63tQXRd8V1nTc+aiAQjFJUYCI5eMJk1DAaVJq9YZZ+vIXqEcXyRbSLKbqeO/M3nnrqKWpqati6dSu6rjN06FBmzJjB3LlzcTgOzjNdsWIFDz30EPX19QwZMoSf/exnqQVAksLhMA8++CCvvfYaPp+Pk046ibvuuis1RSpp8+bN/Pd//zdr167FbrdzwQUXMH/+/FTNN2nJkiUsXLiQHTt2UF5ezq233sr06dPTzvF4PNx3330sX76caDTKlClTuOuuu9LCvTNisThNTZ3boagtiqIQisTw+MNp/aaZ+G6Pl2eXfXvgl1hr9Xo0FiMS1fnJzCoGlxzsT4nHdVb8ezsr136Xdv6UEwYz89ThrZbAzERiT2QjBTYjh671Gdf1VhsuAB3ehKHlWta51hyWTVLO/NHQ6OaxV77EZjWiqUqrdQbCkRihSIwbLxybF2ug98RnWlravn3GcyqQRduyFciKkggeXyCKP8vLXm7c1syS9zbjsBnbDC2dxOjti6aNYtTQRL++Pxjhb+9uYuP2g1PRTAaVH02rZGxFv6w9GyRGqtstBhxWY5cubNIX/gEHKWc+WV+3j0VLN9Cv0EJc11v9fsR1Hbc3zNw5Yzg+y7+XPSGXAzmnmqxF1/IHo/iD0S7Zq9hmMaCpiS8Pahs15MROSyp2a+Kv3Hd7vCxeXkuz9+BGHv0LLVx+dhUDszClqSVVVSiwGbGZjcj3TyHSOWxGDJpCJBZvs0UqGo2jaQoOW+sFeER2SSD3AYqi0OwLEQxFu6x2OLi/nf5FVhqbAjg1NW0Alq7r+IMxygY6GNrfwT+/3sU/Pqwn2mK09HEjS/jRtAospuz+ldQOhLFVwliINg0fWMDgfna27/VRaDfSYgJ+Yl2CYGJmQbIbR3SdnB9lLbIk3ropKptURWHaiUMwG9XD7rR01veG88qqzbyyqi4VxooC55w6nMtmjO6aMLabsJoNqTCO6zoNjYl1qmUHJyESv7vnfn8kVrOBZk9itoHMLOgZUkMWWVNZVnTYnZYmHDOQ11fXs2XnwSlmdouBS84cTeXQzBZOaYumKRTYTFhNWuqLyIaGptRo6r4wz1KI9jq2vIQbLjoxNQ85OdtAZhZ0LwlkkVWVZUWUDy1k597EL7XNYsAXivLiu5vwBw/uCz1sgINLzxpNkcOc9WcwaCpOuxGzMT2Mn3n7W4LhKHaLEYNVJRqNp+ZZXjmzWv7REX3aiaNLKetnpe47V4dmFojskUAWWZfcaSmu66z6fAfLP92W1lw+4diBzJk0IrU+dDYZNRWnw4TJoKbuGdd1ln68hWA4SpHDnOrflnmWQqRTFSUvpjb1VhLIoksEw1GWrNzMhi37U8eMBpUfnlbOuNGlR/jJzjMaVIrsZjQtfS7l1l0eGpv82C3GVqt9KUpiOlRjk5+tuzzyj5EQosdIIIusa2zys3h5LftcwdSxkgIz1//oRAqtWtbWom7JZFQptJvbnLbh9UeIxXQM1rZr5AaDij8YxeuPZP25hBCivSSQRVat27SXV1bVpa0AVj2siEtmjGbwgILs7NJ0CLNRpdBh4XCLejlsRjRNIRqNYzK2sYqYzLMUQuQACWSRFbF4nDc/3spH6w9uQakAZ5xcxvSThmI0dM0MO7NJo8hh4kg9v8MP7Oq0fY8Po6H1HGmZZymEyAUyD1lkzO0P8/TrG9LC2GrWuOKcas48uaxLBkopgNWkUewwoRwxjg9s3zhxBBaTltrVSeZZCiFyjdSQRUYaGt08v3wjnsDB/tfB/WxcPqOKEqelS+556I5N7TFmZNu7Osk8SyFErpBAFp2i6zofrW/kzY+3pq12dVJVfy6YUtFlTdSKktijuMBuarVj09GMGVlC9YjiDu/gJIQQ3UECWXRYKBLj1VV1fLF5X+qYpiaW3zt1zIBWU4uyRVUUbBYDBbbO79gk8yyFELlKAll0yN7mAM8ur2X3/kDqWKHdxGUzRjNsQNcNiuqu7ROFEKKnSCCLdvu6oYklKzcTisRSxyqGOLnkzNE4rF03ZUhVFRxWI3aL7NgkhMhfEsjiqOJxneWfbuP9z3ekHZ964mBmfG94m4txZIvsZSyE6CskkMUReQMRXnx3E5u+c6WOmYwqF51eyfEV/br03hLGQoi+RAJZHNa23V6eW16LyxdOHSstsnL52VUMKLJm9V5xXU/bIWroAAcFVgljIUTfIYEsWtF1nX99s5vXP2wgFj8YhiMHFTDje2X0L8zu/OLN25sP7qEcB4fVQMXQQqadOIRRZUVZvZcQQuQqWalLpIlE47yyqo6/f1CfFsYWk8qe5gAvvruJv9RsYPP25qzcb/P2Zl5dXU9jkx+TUWNgPxsDim1s3eXl6aUb2NDQlJX7CCFErpNAFin7PUGe/MdX/PvbPaljiVWxNApsJgrsJkxGjcamAK+urs84lOO6znvrdhCKxHDaTJQ4rRTZTURicVQFguEYSz/ekrbwiBBC5CsJZAFA7bZmHn1lPTv2+lLHzCYNi1mjuMCM0aChKgpGg4bTZiQUifPeuh0ZheXOvT72NgewmQ0UF1iwWw14AxH8wWirfYqFECLfSSD3cXFd593PtvPMm98QCEVTx8dWlGA2KDgsxlYrbymKgs2ssbc5wM4WAd5R/mCUuA79i6xYzBpuX5hg+OAcZ4NBJRbTZZ9iIUSfIIO6+rBAKMqSlZv4Zmtz6phRU/nB1HIcFiP1Oz1oWtvf2TRNJRaK4Q9G23y9PewWA6XFVgyqgssbJhqLp70u+xQLIfoSCeQ+auc+H4uX19LkDqWOlTjNXD6jisH97Hy3x4umQiwWRzVorX4+FoujqWCzdP6v0MghTgaX2Ph6y34KrEbZp1gI0adJIPdBazfu4e+r6om0qJEeM7yYH0+vxGpO/JUY3N9O/yIrjU0BnJraKiz9oRiDSqwM7m/v1DNYTBpFDhPfP24QG7e7aPaGsVsMGAwq0WgcXzAq+xQLIfoU6UPuQ6KxOP9YXc+SlZtTYawAM04Zxk9mVqXCGBK7Ik07cQhmo4rbHyESjRHXdSLRGG5/BLNRZdqJQzoVlmaTRqHDBCipfYrLSu2EIjHc3jChSIyyUjtXzqyWfYqFEH2G1JD7iGZviL+8+Q1bd3lTx6xmA5ecOYrRh1l8o7KsiB9OKT+4aEcohqbCoBIr004cQmUnFu0wm7RE8zQHg7w371Mc1/W0564YWtjTjySE6KUkkPuAb7bu57FXvsQbODhaeWh/O5fNGE1xwZFX3aosK6J8aGHaspaD+9s7FZZGTcXiMBOPtZ4q1Rv3Kd7Q0MTSj7fQ2OQnFtPRNIUh/excMvMYhve39fTjCSF6GQnkPPfPDbt46h9fp80XPqW6lPMml2M0tK/HQlUUhpY6MnoOk1Gj2GnG6wkSp/cv9LGhoYln3v6WYDiK3WLEYE30fW/b7eWxl9Zx5cxqqoYV9fRjCiF6EelDznNL1xxc6UpTFX54WjkXnl7Z7jDOBqNRpchhwtjGaO3eKK7rLP14C8FwlCKHGZMxsWiKyahRVGAiEIryxkcNssKYEKJDpIac506o7Me23V5KnGYuOWM0ZQMyq+l2lNGgUmQ3o6kd+wJwaN9sLvUpb93lobHJj/0wi6YUWI3s3Odj6y5Pr2uGF0L0HAnkPPej0ys58+Rh6PE4oWj86D+QRUaDSpHDjKZ2LEjb6psdVGJjzsQROTHq2uuPEIvpGKwHv2SEIzHi8cSzmk0GorLCmBCigySQ+4DiAjPNnmC33tNkVCm0dy6M2+qb3b7HxzNvf5sTU6EcNiOaphCNxonHdVy+MJEWX3YMmorZqMoKY0KIDpE+ZJF1ZmPnasZH7Jt1mHJm96fhAwsYVGLD7Q2z1xUgHI2jKgqqqqAoidpyMBzDH5AashCi/SSQRVaZjSqFDkun+nuP1jebK7s/qYrCrIkjCMfixOKQ+N6ho+s6cT3RbG00qNR8srXHvzwIIXoPCWSRNQfDuHM/n+qbPcwI8Fza/cluMWAxaZiMKroOMR10HUwGjQHFNgodppz48iCE6D2kD1lkRaZhDOl9syZj6ylSubT7k9cfQVUUBhRbicZ04nEdVVUwG1WMBo1wNEYsEM2JLw9CiN5BasgiYyajSqHDnFEYw8G+WV8win5IU29y96dBJbac2P0p+eUhFtMxGzWsZgNmo5Zqas+lLw9CiN5BAllkxHRgAFc25girisKciSOwmDSaveHEVCJdJxyJ0ewN59TuT0f98hDInS8PQojeQQJZdFo2wzipt+z+dKQvD/vcoZz68iCE6B2kD1l0SnKecVcETm/Z/Sn55SG5iIk/GMWgKYwc7OSc7w2TtayFEB0igSw6rLOLfnREb9n96dAvD4UFZsYdMwiXy0+0m1dGE0L0bhLIokO6opm6t2v55cFgUFG78IuKECJ/SSCLdjOnRlNL4AghRLZJIIt2ycY8YyGEEIcno6zFUZkkjIUQostJIIsjOthn3NNPIoQQ+S2nAvnNN9/k5z//OVOnTmXcuHFccMEFvPTSS60WXliyZAkzZ85k7NixnH/++axcubLVtTweDwsWLODUU09l/Pjx3HzzzezevbvVeZ999hkXX3wxJ5xwAtOnT+epp55qc6GHp556imnTpnHCCSdw8cUX8/nnn7e61q5du7jpppsYP348p556Kr/61a/wer2ZvSk9SAZwCSFE98mpQP6///f/YrVa+eUvf8njjz/O1KlTufvuu3nsscdS5yxdupS7776bWbNmsXDhQsaNG8eNN97YKiBvueUWPvzwQ+655x5+//vfU19fz7x584hGo6lztmzZwty5cyktLeXJJ5/kyiuv5OGHH+bPf/5z2rUWLlzIww8/zFVXXcWTTz5JaWkp11xzDdu2bUudE4lEuPbaa2loaOAPf/gD99xzD6tXr+a2227rmjerixm7cJ6xEEKI1nJqUNfjjz9OScnBlZgmTZpEc3Mzf/nLX/jP//xPVFXl4YcfZs6cOdxyyy0ATJw4kdraWh577DEWLlwIwNq1a1m9ejWLFi1iypQpAJSXlzN79myWLVvG7NmzAVi0aBHFxcX88Y9/xGQyMWnSJJqamnjiiSf46U9/islkIhQK8eSTT3LNNddw1VVXAXDyySdzzjnnsGjRIu655x4A3n77bTZu3EhNTQ0VFRUAOJ1O5s6dyxdffMEJJ5zQDe9gdhgNXT/PWAghRLqcqiG3DOOkMWPG4PV68fv9bNu2jYaGBmbNmpV2zuzZs1mzZg3hcBiAVatW4XQ6mTx5cuqciooKxowZw6pVq1LHVq1axZlnnonJZEq7ltvtZu3atUCiSdvr9abd02QyMWPGjFbXqq6uToUxwOTJkykqKuL999/v7FvS7YwGlSK7GYOEsRBCdKucCuS2/Pvf/2bgwIE4HA7q6uqARG23pcrKSiKRSKoJua6ujvLy8lab3FdUVKSu4ff72blzZ1qAJs9RFCV1XvK/h55XWVnJjh07CAaDqfMOPUdRFMrLy1PXyHVGTaXQbkLTJIyFEKK75VST9aE+/fRTampquOOOOwBwuVxAoim4peSfk6+73W4KClrvslNYWMj69euBxKCvtq5lMpmwWq1p1zKZTJjN5lb31HUdl8uFxWI54j2T18qEwdD5706KAqpBRYsdfilHo0Gj0GHCqHXNdzTtwHW1Lrp+rpBy5hcpZ/7J5bLmbCA3NjYyf/58JkyYwBVXXNHTj9OjVFWhuNie0TUiqJgtsTZf01SFogIzFlPX/3VwOq1dfo9cIOXML1LO/JOLZc3JQHa73cybN4+ioiIeeeQRVDXxTaawsBBI1G5LS0vTzm/5utPppLGxsdV1XS5X6pxkbTZZU04Kh8MEAoG0a4XDYUKhUFot2e12oyhK2nltTXFyuVwMHjy4E+/CQfG4jtvt7/TPKwp4PCGCoWir15I144AvRMAXyuQxj0jTVJxOK253gNgRauq9nZQzv0g5809PlLW9FaqcC+RgMMh1112Hx+Phb3/7W1ozcLKP9tD+2rq6OoxGI8OGDUudt2bNGnRdT+tHrq+vp6qqCgCbzcbgwYNb9e/W19ej63rq+sn/1tfXc8wxx6Tdc8iQIVgsltR5tbW1adfSdZ36+vq0wWWdlcnOQYqiEI/GicXS51cbNRWHxYCiZ3b9w4nr+iG7IFmIxeJ9YhckKWd+kXLmn1wsa041okejUW655Rbq6up4+umnGThwYNrrw4YNY+TIkbz11ltpx2tqapg0aVJqtPTUqVNxuVysWbMmdU59fT1ff/01U6dOTR2bOnUqK1asIBKJpF3L6XQyfvx4AE466SQcDgdvvvlm6pxIJMKyZctaXeubb76hoaEhdWzNmjU0Nzdz+umnZ/CudA2jplLoMGHoon6UDQ1N/PFvn/PoK1+yaOkGHl6yjt8sXMPX9U1dcj8hhOjtcqqG/Nvf/paVK1fyy1/+Eq/Xm7bYx7HHHovJZOKmm27i9ttvZ/jw4UyYMIGamhq++OILnn322dS548ePZ8qUKSxYsIA77rgDs9nMgw8+SHV1NWeffXbqvLlz5/L6669z2223cemll1JbW8uiRYuYP39+KtzNZjPXXXcdjzzyCCUlJVRVVfH888/T3NzM3LlzU9eaOXMmTz75JDfddBO33norgUCABx54ILW6Vy7pjjB+5u1vCYaj2C1GDFaVWCxOw043f6nZwBUzqxkzsvUUNyGE6MsU/dB1InvQGWecwXfffdfmaytWrKCsrAxILJ25cOFCduzYQXl5ObfeeivTp09PO9/j8XDfffexfPlyotEoU6ZM4a677mpV6/7ss8/43e9+x4YNGygpKeHyyy9n3rx5aU3dyaUzn3vuOZqamhgzZgx33nlnqhadtGvXLu69915Wr16NwWBgxowZLFiwAIfDkdH7EovFaWrydfrnFUWh2RMkEI5h1FScXTiaOq7r/PFvn7N9j5cihzn1PipKYvDY3uYgQ0vt3HrxuLxcBcxgUCkutrN/vy/nmsOyScqZX/pKOaFnylpa2noGTltyKpBF27IVyNGY3qVhDNDQ6ObRV77EbNQwGbUWzwAGTcUfjBAMx7jxwrGMHOQ8wpV6p77yD5uUM7/0lXJCbgdyTvUhi66jqEqXhzGA1x8hFtMPO2/aYFCJxXS8/kibrwshRF8lgdwn6Disxi4PYwCHzYimKYf95hmNxtE0BYfN2OXPIoQQvYkEch+g63Rbf+3wgQUMKrHhC0bb3MbSF4gyqMTG8IHta8IRQoi+QgJZZJWqKMyZOAKLSaPZGyYciRHXdcKRGPvcISwmjTkTR+TlgC4hhMiEBLLIujEjS7hyZjVlpXZCkRhub5hQOMbIwU6unj1GpjwJIUQbcmoessgfY0aWUD2i+JCVugbhcvnzfhSnEEJ0hgSy6DKqoqSmNhkMKqrssSyEEIclTdZCCCFEDpBAFkIIIXKABLIQQgiRA6QPWfRpLbeIdNiMDB9YIFOyhBA9QgJZ9FkbGppY+vEWGpv8xGI6mqYwqMTGnIkjZGqWEKLbSZO16JOSW0Ru3+PFbNRwOkyYjRrb9/h45u1v2dAg+zYLIbqXBHKei+s6DY1u1tfto6HRTVw29yKu6yz9eAvBcJQihxmTUUNVFExGjSKHiWA4xtKPt8h7JYToVtJkncekSbZtW3d5aGzyY7cY0/a9hsRWlXaLgcYmP1t3efJyi0ghRG6SGnKekibZw5MtIoUQuUgCOQ9Jk+yRyRaRQohcJIGchzrSJNsXHXWLyKBsESmE6H4SyHlImmSP7EhbRDZ7w7JFpBCiR0gg5yFpkj26NreIjMQoK7Vz5czqPj3oTQjRM2SUdR5KNslu3+PDaFDTmq2TTbJlpfY+3yR76BaRslKXEKInSQ05D0mTbPslt4g8vqIfIwc55T0RQvQYCeQ8JU2yQgjRu0iTdR6TJlkhhOg9JJDzXLJJVgghRG6TJmshhBAiB0ggCyGEEDlAAlkIIYTIARLIQgghRA6QQBZCCCFygASyEEIIkQMkkIUQQogcIIEshBBC5AAJZCGEECIHSCALIYQQOUACWQghhMgBiq7rek8/hDgyXdeJx3v/x6RpKrFYvKcfo8tJOfOLlDP/dHdZNa19dV8JZCGEECIHSJO1EEIIkQMkkIUQQogcIIEshBBC5AAJZCGEECIHSCALIYQQOUACWQghhMgBEshCCCFEDpBAFkIIIXKABLIQQgiRAySQhRBCiBwggSyEEELkAAlkIYQQIgdIIItO2bJlC7/+9a+54IILOPbYYzn33HPbPG/JkiXMnDmTsWPHcv7557Ny5cpW53g8HhYsWMCpp57K+PHjufnmm9m9e3dXF6Fd2lPOn/70p1RXV7f63+bNm9POy+Vyvvnmm/z85z9n6tSpjBs3jgsuuICXXnqJQ/ee6e2fZ3vKmQ+f5/vvv89PfvITJk6cyPHHH8+ZZ57Jfffdh8fjSTvv3Xff5fzzz2fs2LHMnDmTl19+udW1wuEw999/P5MnT2bcuHFcffXV1NXVdVdRjqg95fzlL3/Z5ue5atWqtGvlQjkN3Xo3kTc2btzI+++/z4knnkg8Hm/1DzfA0qVLufvuu7n++uuZOHEiNTU13HjjjSxevJhx48alzrvlllvYtGkT99xzD2azmYceeoh58+bx8ssvYzD07F/R9pQT4KSTTuKOO+5IO1ZWVpb251wu5//9v/+XoUOH8stf/pLi4mI++ugj7r77bhobG7nxxhuB/Pg821NO6P2fZ3NzMyeccAI//elPKSoqYuPGjTzyyCNs3LiRP//5zwB8+umn3HjjjVx00UUsWLCAjz/+mF/96lfY7XbOOeec1LXuvfdeampq+OUvf8nAgQN54oknuOqqq1i6dCkFBQU9VUSgfeUEGDZsGL///e/TfraysjLtzzlRTl2ITojFYqn/f8cdd+hz5sxpdc7ZZ5+t33rrrWnHLr74Yv3aa69N/fmzzz7Tq6qq9A8++CB1bPPmzXp1dbW+dOnSLnjyjmlPOX/yk5/oP/vZz454nVwv5759+1odu+uuu/STTjop9R7kw+fZnnLmw+fZlr/97W96VVWV3tjYqOu6rl9zzTX6xRdfnHbOrbfeqs+aNSv15507d+pjxozRX3jhhdSx/fv36+PGjdOfeuqp7nnwDjq0nIf7vW0pV8opTdaiU1T1yH91tm3bRkNDA7NmzUo7Pnv2bNasWUM4HAZg1apVOJ1OJk+enDqnoqKCMWPGtGpS6glHK2d75Xo5S0pKWh0bM2YMXq8Xv9+fN5/n0crZXrlezrYUFRUBEIlECIfDfPLJJ2k1YUh8nps3b2b79u0ArF69mng8nnZeUVERkydP7hXlbK9cKacEsugSyb6X8vLytOOVlZVEIhG2bduWOq+8vBxFUdLOq6ioyJl+qvb45z//ybhx4xg7diw/+clP+Ne//pX2em8s57///W8GDhyIw+HI68+zZTmT8uXzjMVihEIhvvrqKx577DHOOOMMysrK2Lp1K5FIhIqKirTzk824yTLU1dXRr18/CgsLW53XG8qZtGXLFk4++WSOP/54LrzwQt555520n8+VckofsugSLpcLAKfTmXY8+efk6263u83+mcLCQtavX9/FT5kd3/ve97jgggsYOXIku3fvZtGiRVx99dX89a9/Zfz48UDvK+enn35KTU1Nqh81Xz/PQ8sJ+fV5Tp8+nV27dgFw2mmn8Yc//AHI/PN0Op2pc3LB4coJiRaQsWPHMmrUKDweD88//zw33HAD//M//5OqEedKOSWQhcjQzTffnPbnadOmce655/KnP/2JhQsX9tBTdV5jYyPz589nwoQJXHHFFT39OF3mcOXMp8/zqaeeIhAIsGnTJh5//HGuv/56/vKXv/T0Y2Xd4cqpaRpXXnll2rlnnHEGl1xyCQ8//HCrJvueJk3Wokskm34OnWbhdrvTXnc6nXi93lY/73K5WjUf9RY2m43TTz+dr776KnWst5TT7XYzb948ioqKeOSRR1J96Pn2eR6unG3pzZ/nMcccw/jx4/nxj3/Mn/70Jz755BOWL1+e8efpdrt7RTnboqoqZ599Nps3byYYDAK5U04JZNElkn1Th/a/1NXVYTQaGTZsWOq8+vr6VtOJ6uvrW/Vv9Wa9oZzBYJDrrrsOj8fD008/ndaEl0+f55HK2V69oZyHqq6uxmg0snXrVoYPH47RaGzz84SDn3dFRQV79+5t1WxbV1fXK8rZXrlSTglk0SWGDRvGyJEjeeutt9KO19TUMGnSJEwmEwBTp07F5XKxZs2a1Dn19fV8/fXXTJ06tVufOVv8/v+/vTsLiar/4zj+Tp9s36MszQiTadGpjJwgM9qLrKiMVrsw2mgTC9Lqoo1st9KH0IzAzII2WpDMFou6sLow2yna0EKjHNNWU5+LaGj+jX9tnp48NZ/Xleec3/md39cD58Nvzpk578jKyiIgIMC2zuh1fv78mcjISB49ekRycjJt27a12/6nnM/q6nTkdzyfjty4cYOysjK8vb3x8PDAYrGQkZFh1yY9PR1fX1/bA1HBwcG4ublx5swZW5vi4mIuX778W9TpSEVFBadPn8bPz4/69esDxqlT95DFKe/fv+fixYsA5OfnU1paartYBwUF0bJlSxYuXMjSpUvx8fHBYrGQnp5Obm4uqamptn569epFcHAwy5cvZ9myZdSrV4+4uDhMJhPDhg2rldq+VV2dXy/sQ4cOxcvLi8LCQvbu3cvLly/ZsWOHrR+j17l69WouXLhAdHQ0paWl5OTk2LZ169YNDw+PP+J8Vldnbm7uH3E+FyxYgL+/PyaTifr163Pv3j327NmDyWRiyJAhAMybN48ZM2awatUqRo4cSXZ2NqdOnSIuLs7Wj6enJ2FhYWzatAk3Nzfatm1LYmIiTZo0YfLkybVVnk11debn5xMdHc2oUaPo2LEjxcXFHDhwgFu3bhEfH2/rxyh11qn8389cRGogLy+PwYMHO9yWkpKCxWIBvvzU4u7du3n+/DmdOnUiKiqKgQMH2rUvKSkhNjaWzMxMPn/+THBwMCtXrqzR7OW/Vl2dnp6erFmzhvv372O1WmnQoAG9evViwYIFmM1mu/ZGrnPQoEHk5+c73Hbu3DnbbON3P5/V1VleXv5HnM+kpCTS09N59uwZlZWVeHl5MXToUGbOnGn39a5z586xfft2Hj9+TPv27Zk9ezZhYWF2fX369Im4uDiOHz/O27dvCQwMZOXKld/90lVtqK5Oq9VKTEwMd+7c4dWrV9StWxd/f39mz55N//797foyQp0KZBEREQPQPWQREREDUCCLiIgYgAJZRETEABTIIiIiBqBAFhERMQAFsoiIiAEokEVERAxAgSwiImIACmQRFxEfH4/JZOL169c/pb+jR49iMpnIy8uzrQsPDyc8PPyn9C/iahTIIvKfKSgoID4+nrt379b2UEQMT4EsIk4ZO3Ysubm5eHl5VdmmsLCQhIQEBbJIDehtTyLiFHd3d9zd3Wt7GCJ/DM2QRVxMUVERixcvJjAwEIvFwrp16/j48SPw5e1WJpOJo0ePfrefyWSye2Wdo3vI38rOzra9OSgmJgaTyVRl346UlZWRkJDAsGHDCAgIwGKxMGXKFK5cuWLX7uzZs4SGhhIQEEBoaCiZmZlER0czaNAgW5uvde3Zs4f9+/czePBgevToQUREBC9evKCyspK///6bkJAQzGYz8+bNw2q11micIj+LZsgiLiYyMhIvLy+WLFlCTk4O+/bt482bN2zatOmnHsfX15dFixaxc+dOJk2aRO/evQEIDAys0f4JCQkkJiYyceJEzGYzpaWl3Lp1i9u3b9OvXz8ALl++zMKFC+ncuTNLliyhqKiImJgYPD09HfZ58uRJysrKCA8Px2q1kpycTGRkJH379iU7O5tZs2bx9OlTUlNT2bhxI7GxsT/nnyFSAwpkERfj7e3Nrl27AJg2bRqNGzcmLS2NiIgIu3fl/lutW7cmJCSEnTt30rNnT8aOHftD+2dlZTFgwADWrl1bZZstW7bQqlUr0tLSaNKkCQBBQUFEREQ4vLddUFDAmTNnbG0rKipITEzkw4cPHDlyhL/++nJJLCoq4uTJk6xevRoPD48fGreIs/SRtYiLmTZtmt3y9OnTAbh06VJtDKdKTZs25cGDBzx58sTh9sLCQu7evcu4ceNsAQvQr18/Onfu7HCfESNG2LU1m80AjBkzxhbGX9eXlZVRUFDwEyoRqRkFsoiL6dixo92yj48Pbm5uVd4Lri2LFi2ipKSE4cOHM3r0aDZu3Mi9e/ds258/fw58Xw9Ap06dHPbZrl07u+Wv4VzV+uLiYucLEPlBCmQRF1enTh2Hf3+rvLz8Vw3Hpk+fPmRmZrJ+/Xr8/Pw4fPgw48eP59ChQ073WdVT4W5uji+FlZWVTh9L5EcpkEVczNOnT79brqiowNvbm2bNmgHw5s0buzZfZ6M/qqqAr6nmzZszYcIEtm3bRlZWlt2T3u3btwe+rwfg8ePH/+q4IrVBgSziYvbv32+3nJqaCkBISAiNGzemRYsWXL9+3a5NWlqaU8dq0KAB8H3A10RRUZHdcqNGjfDx8eHTp08AtGnThq5du3Ls2DFKSkps7a5cucLDhw+dGq9IbdJT1iIuJi8vj7lz59K/f39ycnI4ceIEoaGhdOnSBYCJEyeSlJTEihUr8Pf35/r1607POH18fGjatCkHDx6kUaNGNGzYELPZTIcOHardd9SoUQQFBdG9e3eaN2/OzZs3ycjIsD2EBhAVFcWcOXOYOnUqEyZMwGq1kpqaip+fH+/evXNqzCK1RTNkERezfft2PDw82Lp1KxcvXmT69OmsX7/etn3+/PmEhYWRkZHB5s2bKS8vJzk52alj1a1blw0bNuDu7s6qVauIiori2rVrNdo3PDyc/Px8kpKSWLduHdeuXSMyMpJly5b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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Relação Banheiros e Valor do Imóvel\n", "sns.lmplot(x='built_sqm', y='price_usd', data=housing)\n", "linregress(x=housing['built_sqm'], y=housing['price_usd'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O modelo linear simples sugere que o preço padrão do imóvel é cerca de 134.000 dólares (interceptação) com um acréscimo de 1.456 dólares (slope) por metro quadrado construído." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regressão Múltipla" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Intercept 105262.398679\n", "beds 17836.103251\n", "baths 79901.811315\n", "built_sqm 231.228012\n", "dtype: float64" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Modelo de regressão múltipla com as variáveis beds, baths e built_sqm para predição de price_usd (simplificado)\n", "multiple = smf.ols('price_usd ~ beds + baths + built_sqm', data=housing).fit()\n", "multiple.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O modelo linear múltiplo sugere que o preço padrão do imóvel é cerca de 105.200 dólares (interceptação) com um acréscimo de 17.800 dólares/dormitório , 79.900 dólares/banheiro e 231 dólares/m2 construído. " ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: price_usd R-squared: 0.661
Model: OLS Adj. R-squared: 0.636
Method: Least Squares F-statistic: 26.68
Date: Thu, 20 Oct 2022 Prob (F-statistic): 9.86e-10
Time: 16:32:10 Log-Likelihood: -569.77
No. Observations: 45 AIC: 1148.
Df Residuals: 41 BIC: 1155.
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 1.053e+05 3.84e+04 2.740 0.009 2.77e+04 1.83e+05
beds 1.784e+04 1.64e+04 1.091 0.282 -1.52e+04 5.09e+04
baths 7.99e+04 2.14e+04 3.739 0.001 3.67e+04 1.23e+05
built_sqm 231.2280 331.782 0.697 0.490 -438.819 901.275
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 24.438 Durbin-Watson: 1.937
Prob(Omnibus): 0.000 Jarque-Bera (JB): 46.855
Skew: 1.513 Prob(JB): 6.69e-11
Kurtosis: 6.980 Cond. No. 614.


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: price_usd R-squared: 0.661\n", "Model: OLS Adj. R-squared: 0.636\n", "Method: Least Squares F-statistic: 26.68\n", "Date: Thu, 20 Oct 2022 Prob (F-statistic): 9.86e-10\n", "Time: 16:32:10 Log-Likelihood: -569.77\n", "No. Observations: 45 AIC: 1148.\n", "Df Residuals: 41 BIC: 1155.\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 1.053e+05 3.84e+04 2.740 0.009 2.77e+04 1.83e+05\n", "beds 1.784e+04 1.64e+04 1.091 0.282 -1.52e+04 5.09e+04\n", "baths 7.99e+04 2.14e+04 3.739 0.001 3.67e+04 1.23e+05\n", "built_sqm 231.2280 331.782 0.697 0.490 -438.819 901.275\n", "==============================================================================\n", "Omnibus: 24.438 Durbin-Watson: 1.937\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 46.855\n", "Skew: 1.513 Prob(JB): 6.69e-11\n", "Kurtosis: 6.980 Cond. No. 614.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Modelo de regressão múltipla com as variáveis beds, baths e built_sqm para predição de price_usd (completo)\n", "simple_regression = ['beds', 'baths', 'built_sqm']\n", "outcome='price_usd'\n", "pred_sum = '+'.join(simple_regression)\n", "formula = outcome + '~' +pred_sum\n", "model = smf.ols(formula=formula, data=housing).fit()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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price_usdbedsbathsbuilt_sqm
033000032.00164.53
140000032.00112.69
241600032.50175.03
342000032.00178.56
449600042.50172.61
569000032.25180.97
623000021.00111.48
744800032.00185.99
816000011.0071.35
925000011.0086.40
1025200032.00107.77
1137260022.00120.77
1237800032.75168.71
1343000032.50164.81
1447400042.50157.93
1516500021.00133.78
1622800041.00148.46
1727800032.00130.06
1829000042.00301.93
1929000021.7596.62
2031200041.00125.23
2133500032.50193.52
2232000032.00185.80
2338400032.00200.67
2442000032.50208.10
2551500042.50217.39
2623500022.00147.71
2730000032.00135.27
2832100042.50148.64
2934000021.0089.93
3036400032.75195.09
3151800064.00187.29
3238800032.00228.91
3353000042.00176.51
3419000021.0098.29
3530000022.00139.35
3633000042.00185.80
3753000054.00234.58
3847000042.50167.22
3953000044.00250.84
4061000064.00331.66
4166000044.50274.06
4254000054.00237.83
4352400033.75255.95
4464000064.75360.00
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" ], "text/plain": [ " price_usd beds baths built_sqm\n", "0 330000 3 2.00 164.53\n", "1 400000 3 2.00 112.69\n", "2 416000 3 2.50 175.03\n", "3 420000 3 2.00 178.56\n", "4 496000 4 2.50 172.61\n", "5 690000 3 2.25 180.97\n", "6 230000 2 1.00 111.48\n", "7 448000 3 2.00 185.99\n", "8 160000 1 1.00 71.35\n", "9 250000 1 1.00 86.40\n", "10 252000 3 2.00 107.77\n", "11 372600 2 2.00 120.77\n", "12 378000 3 2.75 168.71\n", "13 430000 3 2.50 164.81\n", "14 474000 4 2.50 157.93\n", "15 165000 2 1.00 133.78\n", "16 228000 4 1.00 148.46\n", "17 278000 3 2.00 130.06\n", "18 290000 4 2.00 301.93\n", "19 290000 2 1.75 96.62\n", "20 312000 4 1.00 125.23\n", "21 335000 3 2.50 193.52\n", "22 320000 3 2.00 185.80\n", "23 384000 3 2.00 200.67\n", "24 420000 3 2.50 208.10\n", "25 515000 4 2.50 217.39\n", "26 235000 2 2.00 147.71\n", "27 300000 3 2.00 135.27\n", "28 321000 4 2.50 148.64\n", "29 340000 2 1.00 89.93\n", "30 364000 3 2.75 195.09\n", "31 518000 6 4.00 187.29\n", "32 388000 3 2.00 228.91\n", "33 530000 4 2.00 176.51\n", "34 190000 2 1.00 98.29\n", "35 300000 2 2.00 139.35\n", "36 330000 4 2.00 185.80\n", "37 530000 5 4.00 234.58\n", "38 470000 4 2.50 167.22\n", "39 530000 4 4.00 250.84\n", "40 610000 6 4.00 331.66\n", "41 660000 4 4.50 274.06\n", "42 540000 5 4.00 237.83\n", "43 524000 3 3.75 255.95\n", "44 640000 6 4.75 360.00" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filtrar variáveis em subconjunto\n", "housing_sub1 = housing[['price_usd', 'beds', 'baths', 'built_sqm']]\n", "housing_sub1" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotar diagrama de pares\n", "sns.pairplot(housing_sub1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "beds\n", "1 205000.000000\n", "2 265325.000000\n", "3 393166.666667\n", "4 429666.666667\n", "5 535000.000000\n", "6 589333.333333\n", "Name: price_usd, dtype: float64\n" ] } ], "source": [ "# Agrupar imóveis por número de dormitórios\n", "housing_types = housing.groupby('beds')\n", "mean_price_by_type = housing_types['price_usd'].mean()\n", "print(mean_price_by_type)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(mean_price_by_type, 'o', alpha=0.5)\n", "plt.xlabel('Number of Bedrooms')\n", "plt.ylabel('Price in USD')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 232397.817074\n", "1 240572.042569\n", "2 248746.268065\n", "3 256920.493561\n", "4 265094.719057\n", "dtype: float64\n" ] } ], "source": [ "# Modelo de regressão múltipla com as variáveis beds, baths e built_sqm para predição de price_usd (simplificado)\n", "multiple = smf.ols('price_usd ~ beds + baths + built_sqm', data=housing).fit()\n", "\n", "# Montar base de dados genérica\n", "df = pd.DataFrame()\n", "df['built_sqm'] = np.linspace(50, 400)\n", "df['beds'] = np.linspace(1, 6)\n", "df['baths'] = 1\n", "\n", "# Gerar e plotar predições\n", "pred = multiple.predict(df)\n", "print(pred.head())" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotar preço médio de cada tipo de imóvel (por número de banheiros)\n", "plt.clf()\n", "typologies = housing.groupby('baths')\n", "mean_price_by_typology = typologies['price_usd'].mean()\n", "plt.plot(mean_price_by_typology, 'o', alpha=0.5)\n", "\n", "# Plotar predições\n", "pred = multiple.predict(df)\n", "plt.plot(df['baths'], pred, label='1 bathroom')\n", "\n", "# Nomear eixos\n", "plt.xlabel('Número de Banheiros')\n", "plt.ylabel('Valor do Imóvel em USD')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.6 ('venv': venv)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "17a21100134af3592d09988eee871935e79466d45670c914d929fa5f969b25f9" } } }, "nbformat": 4, "nbformat_minor": 2 }